| [2024-04-16 11:19:20 INFO]: Environment info: | |
| ---------------------- ------------------------------------------------------------------------------------------------ | |
| System Linux | |
| Python 3.12.2 | packaged by Anaconda, Inc. | (main, Feb 27 2024, 17:35:02) [GCC 11.2.0] | |
| CPU Intel(R) Xeon(R) Platinum 8358 CPU @ 2.60GHz | |
| CUDA_HOME /n/home01/coco/cuda-12.1 | |
| NVCC Build cuda_12.1.r12.1/compiler.32688072_0 | |
| GPU 0 NVIDIA A100-SXM4-80GB | |
| PyTorch 2.2.1+cu121 @ /n/home01/coco/miniconda3/envs/r2-tuning/lib/python3.12/site-packages/torch | |
| PyTorch debug build False | |
| torchvision 0.17.1+cu121 @ /n/home01/coco/miniconda3/envs/r2-tuning/lib/python3.12/site-packages/torchvision | |
| torchvision arch flags sm_50, sm_60, sm_70, sm_75, sm_80, sm_86, sm_90 | |
| nncore 0.4.2 | |
| numpy 1.26.4 | |
| PIL 10.2.0 | |
| cv2 4.9.0 | |
| ---------------------- ------------------------------------------------------------------------------------------------ | |
| PyTorch built with: | |
| - GCC 9.3 | |
| - C++ Version: 201703 | |
| - Intel(R) oneAPI Math Kernel Library Version 2022.2-Product Build 20220804 for Intel(R) 64 architecture applications | |
| - Intel(R) MKL-DNN v3.3.2 (Git Hash 2dc95a2ad0841e29db8b22fbccaf3e5da7992b01) | |
| - OpenMP 201511 (a.k.a. OpenMP 4.5) | |
| - LAPACK is enabled (usually provided by MKL) | |
| - NNPACK is enabled | |
| - CPU capability usage: AVX512 | |
| - CUDA Runtime 12.1 | |
| - NVCC architecture flags: -gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-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_90,code=sm_90 | |
| - CuDNN 8.9.2 | |
| - Magma 2.6.1 | |
| - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=12.1, CUDNN_VERSION=8.9.2, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 -fabi-version=11 -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-stringop-overflow -Wsuggest-override -Wno-psabi -Wno-error=pedantic -Wno-error=old-style-cast -Wno-missing-braces -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=2.2.1, 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=1, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, USE_ROCM_KERNEL_ASSERT=OFF, | |
| [2024-04-16 11:19:20 INFO]: Launcher: None | |
| [2024-04-16 11:19:20 INFO]: Config: /n/home01/coco/r2-tuning-dev/configs/youtube/r2_tuning_youtube_gym.py | |
| model = dict( | |
| type='R2Tuning', | |
| arch='ViT-B/32', | |
| init=False, | |
| dims=256, | |
| strides=(1), | |
| buffer_size=1024, | |
| max_num_moment=50, | |
| adapter_cfg=dict( | |
| type='R2Block', | |
| k=4, | |
| dropout=0.5, | |
| use_tef=False, | |
| pos_cfg=dict( | |
| type='PositionalEncoding', | |
| normalize=True, | |
| max_len=1024), | |
| tem_cfg=dict( | |
| type='TransformerDecoderLayer', | |
| heads=8, | |
| ratio=4, | |
| att_dropout=0.0, | |
| ffn_dropout=0.0, | |
| att_out_dropout=0.0, | |
| ffn_out_dropout=0.0, | |
| droppath=0.1, | |
| pre_norm=False, | |
| bias=True, | |
| norm_cfg=dict(type='LN'), | |
| act_cfg=dict( | |
| type='ReLU', | |
| inplace=True), | |
| order=('cross_att', 'self_att', 'ffn'), | |
| att_init_cfg=dict( | |
| type='xavier', | |
| distribution='uniform'), | |
| ffn_init_cfg=dict(type='kaiming'))), | |
| pyramid_cfg=dict(type='ConvPyramid'), | |
| pooling_cfg=dict(type='AdaPooling'), | |
| class_head_cfg=dict( | |
| type='ConvHead', | |
| kernal_size=3), | |
| coord_head_cfg=None, | |
| loss_cfg=dict( | |
| type='BundleLoss', | |
| sample_radius=1.5, | |
| loss_cls=dict( | |
| type='DynamicBCELoss', | |
| loss_weight=1.0), | |
| loss_reg=None, | |
| loss_sal=dict( | |
| type='SampledNCELoss', | |
| loss_weight=0.1, | |
| direction='row'), | |
| loss_video_cal=dict( | |
| type='InfoNCELoss', | |
| loss_weight=0.1), | |
| loss_layer_cal=dict( | |
| type='InfoNCELoss', | |
| loss_weight=0.1)), | |
| merge_cls_sal=False) | |
| dataset_type = 'YouTubeHighlights' | |
| data_root = 'data/youtube/' | |
| data = dict( | |
| train=dict( | |
| type='YouTubeHighlights', | |
| label_path='data/youtube/youtube_anno.json', | |
| video_path='data/youtube/frames_224_auto', | |
| cache_path='data/youtube/clip_b32_vid_k4', | |
| query_path='data/youtube/clip_b32_txt_k4', | |
| use_cache=True, | |
| loader=dict( | |
| batch_size=4, | |
| num_workers=4, | |
| pin_memory=True, | |
| shuffle=True), | |
| domain='gymnastics'), | |
| val=dict( | |
| type='YouTubeHighlights', | |
| label_path='data/youtube/youtube_anno.json', | |
| video_path='data/youtube/frames_224_auto', | |
| cache_path='data/youtube/clip_b32_vid_k4', | |
| query_path='data/youtube/clip_b32_txt_k4', | |
| use_cache=True, | |
| loader=dict( | |
| batch_size=1, | |
| num_workers=4, | |
| pin_memory=True, | |
| shuffle=False), | |
| domain='gymnastics')) | |
| stages = dict( | |
| epochs=200, | |
| optimizer=dict( | |
| type='AdamW', | |
| lr=0.0005, | |
| weight_decay=0.0001), | |
| lr_schedule=None, | |
| warmup=dict( | |
| type='iter', | |
| policy='linear', | |
| steps=50, | |
| ratio=0.001), | |
| grad_clip=dict( | |
| max_norm=35, | |
| norm_type=2), | |
| validation=dict(interval=1)) | |
| hooks = [dict( | |
| type='EvalHook', | |
| high_keys=['MR-full-mAP', 'MR-full-mIoU', 'HL-min-VeryGood-mAP', 'MR-full-R1@0.3', 'MR-full-R1@0.5', 'MR-full-R1@0.7', 'mAP'])] | |
| [2024-04-16 11:19:20 INFO]: Using random seed: 47720312 | |
| [2024-04-16 11:19:20 INFO]: Model architecture: | |
| R2Tuning( | |
| (adapter): R2Block( | |
| (video_map): Sequential( | |
| (0): LayerNorm((768,), eps=1e-05, elementwise_affine=True) | |
| (1): Dropout(p=0.5, inplace=False) | |
| (2): Linear(in_features=768, out_features=256, bias=True) | |
| (3): ReLU(inplace=True) | |
| (4): LayerNorm((256,), eps=1e-05, elementwise_affine=True) | |
| (5): Dropout(p=0.5, inplace=False) | |
| (6): Linear(in_features=256, out_features=256, bias=True) | |
| ) | |
| (query_map): Sequential( | |
| (0): LayerNorm((512,), eps=1e-05, elementwise_affine=True) | |
| (1): Dropout(p=0.5, inplace=False) | |
| (2): Linear(in_features=512, out_features=256, bias=True) | |
| (3): ReLU(inplace=True) | |
| (4): LayerNorm((256,), eps=1e-05, elementwise_affine=True) | |
| (5): Dropout(p=0.5, inplace=False) | |
| (6): Linear(in_features=256, out_features=256, bias=True) | |
| ) | |
| (v_map): Linear(in_features=256, out_features=256, bias=True) | |
| (q_map): Linear(in_features=256, out_features=256, bias=True) | |
| (pos): PositionalEncoding(dims=256, temperature=10000, normalize=True, scale=6.283185307179586, offset=0.0) | |
| (tem): TransformerDecoderLayer( | |
| (cross_att): MultiHeadAttention(q_dims=256, k_dims=256, v_dims=256, h_dims=256, o_dims=256, heads=8, att_dropout=0.0, out_dropout=0.0, bias=True) | |
| (cross_att_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True) | |
| (self_att): MultiHeadAttention(q_dims=256, k_dims=256, v_dims=256, h_dims=256, o_dims=256, heads=8, att_dropout=0.0, out_dropout=0.0, bias=True) | |
| (self_att_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True) | |
| (ffn): FeedForwardNetwork(dims=256, ratio=4, ffn_dropout=0.0, out_dropout=0.0) | |
| (ffn_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True) | |
| (droppath): DropPath(p=0.1) | |
| ) | |
| ) | |
| (pyramid): ConvPyramid( | |
| (blocks): ModuleList( | |
| (0): ReLU(inplace=True) | |
| ) | |
| ) | |
| (pooling): AdaPooling( | |
| (att): Linear(in_features=256, out_features=1, bias=False) | |
| ) | |
| (class_head): ConvHead( | |
| (module): Sequential( | |
| (0): Permute() | |
| (1): Conv1d(256, 256, kernel_size=(3,), stride=(1,), padding=(1,)) | |
| (2): ReLU(inplace=True) | |
| (3): Conv1d(256, 1, kernel_size=(3,), stride=(1,), padding=(1,)) | |
| (4): Permute() | |
| ) | |
| ) | |
| (generator): PointGenerator( | |
| (buffer_points): BufferList() | |
| ) | |
| (loss): BundleLoss( | |
| (_loss_cls): DynamicBCELoss(reduction='mean', pos_weight=None, loss_weight=1.0) | |
| (_loss_sal): SampledNCELoss(temperature=0.07, max_scale=100, learnable=False, direction=('row',), loss_weight=0.1) | |
| (_loss_video_cal): InfoNCELoss(temperature=0.07, max_scale=100, learnable=False, dist=False, loss_weight=0.1) | |
| (_loss_layer_cal): InfoNCELoss(temperature=0.07, max_scale=100, learnable=False, dist=False, loss_weight=0.1) | |
| ) | |
| ) | |
| [2024-04-16 11:19:20 INFO]: Learnable Parameters: | |
| [2024-04-16 11:19:20 INFO]: module.coef - torch.Size([1]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.gate - torch.Size([3]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.scale - torch.Size([4]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.video_map.0.weight - torch.Size([768]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.video_map.0.bias - torch.Size([768]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.video_map.2.weight - torch.Size([256, 768]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.video_map.2.bias - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.video_map.4.weight - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.video_map.4.bias - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.video_map.6.weight - torch.Size([256, 256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.video_map.6.bias - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.query_map.0.weight - torch.Size([512]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.query_map.0.bias - torch.Size([512]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.query_map.2.weight - torch.Size([256, 512]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.query_map.2.bias - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.query_map.4.weight - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.query_map.4.bias - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.query_map.6.weight - torch.Size([256, 256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.query_map.6.bias - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.v_map.weight - torch.Size([256, 256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.v_map.bias - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.q_map.weight - torch.Size([256, 256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.q_map.bias - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.cross_att.q.weight - torch.Size([256, 256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.cross_att.q.bias - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.cross_att.k.weight - torch.Size([256, 256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.cross_att.k.bias - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.cross_att.v.weight - torch.Size([256, 256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.cross_att.v.bias - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.cross_att.m.weight - torch.Size([256, 256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.cross_att.m.bias - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.cross_att_norm.weight - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.cross_att_norm.bias - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.self_att.q.weight - torch.Size([256, 256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.self_att.q.bias - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.self_att.k.weight - torch.Size([256, 256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.self_att.k.bias - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.self_att.v.weight - torch.Size([256, 256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.self_att.v.bias - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.self_att.m.weight - torch.Size([256, 256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.self_att.m.bias - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.self_att_norm.weight - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.self_att_norm.bias - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.ffn.mapping.0.weight - torch.Size([1024, 256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.ffn.mapping.0.bias - torch.Size([1024]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.ffn.mapping.2.weight - torch.Size([256, 1024]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.ffn.mapping.2.bias - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.ffn_norm.weight - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.adapter.tem.ffn_norm.bias - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.pooling.att.weight - torch.Size([1, 256]) | |
| [2024-04-16 11:19:20 INFO]: module.class_head.module.1.weight - torch.Size([256, 256, 3]) | |
| [2024-04-16 11:19:20 INFO]: module.class_head.module.1.bias - torch.Size([256]) | |
| [2024-04-16 11:19:20 INFO]: module.class_head.module.3.weight - torch.Size([1, 256, 3]) | |
| [2024-04-16 11:19:20 INFO]: module.class_head.module.3.bias - torch.Size([1]) | |
| [2024-04-16 11:19:20 INFO]: Learnable Parameters: 1.761M (100.0%) | |
| [2024-04-16 11:19:20 INFO]: Auto Scale Batch Size: 1 GPU(s) * 4 Samples | |
| [2024-04-16 11:19:20 INFO]: Distributed: False, AMP: fp16, Debug: False | |
| [2024-04-16 11:19:20 INFO]: Launch engine, host: coco@holygpu8a27301.rc.fas.harvard.edu, work_dir: work_dirs/r2_tuning_youtube_gym | |
| [2024-04-16 11:19:20 INFO]: Stage: 1, epochs: 200, optimizer: AdamW(lr: 0.0005, weight_decay: 0.0001) | |
| [2024-04-16 11:19:22 INFO]: Epoch [1][9/9] lr: 8e-05, eta: 0:07:11, time: 0.103, data_time: 0.138, memory: 1243, loss_cls: 0.6864, loss_sal: 0.3776, loss_video_cal: 0.1654, loss_layer_cal: 0.1702, loss: 1.3996, scale: 65536.0000 | |
| [2024-04-16 11:19:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_1.pth... | |
| [2024-04-16 11:19:22 INFO]: Validating... | |
| [2024-04-16 11:19:23 INFO]: Epoch (val) [1][26] loss_cls: 0.6921, loss_sal: 0.3424, loss_video_cal: 0.0000, loss_layer_cal: 0.1427, loss: 1.1772, mAP: 0.5726, best_mAP: 0.5726 | |
| [2024-04-16 11:19:24 INFO]: Epoch [2][9/9] lr: 0.00017, eta: 0:06:06, time: 0.033, data_time: 0.053, memory: 1253, loss_cls: 0.6588, loss_sal: 0.3739, loss_video_cal: 0.1653, loss_layer_cal: 0.1616, loss: 1.3595, scale: 65536.0000 | |
| [2024-04-16 11:19:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_2.pth... | |
| [2024-04-16 11:19:24 INFO]: Validating... | |
| [2024-04-16 11:19:24 INFO]: Epoch (val) [2][26] loss_cls: 0.8004, loss_sal: 0.3426, loss_video_cal: 0.0000, loss_layer_cal: 0.1188, loss: 1.2617, mAP: 0.5288, best_mAP: 0.5726 | |
| [2024-04-16 11:19:25 INFO]: Epoch [3][9/9] lr: 0.00026, eta: 0:05:28, time: 0.032, data_time: 0.053, memory: 1253, loss_cls: 0.6515, loss_sal: 0.3735, loss_video_cal: 0.1501, loss_layer_cal: 0.1462, loss: 1.3213, scale: 65536.0000 | |
| [2024-04-16 11:19:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_3.pth... | |
| [2024-04-16 11:19:25 INFO]: Validating... | |
| [2024-04-16 11:19:25 INFO]: Epoch (val) [3][26] loss_cls: 0.7514, loss_sal: 0.3419, loss_video_cal: 0.0000, loss_layer_cal: 0.0970, loss: 1.1903, mAP: 0.5667, best_mAP: 0.5726 | |
| [2024-04-16 11:19:26 INFO]: Epoch [4][9/9] lr: 0.00035, eta: 0:05:11, time: 0.032, data_time: 0.061, memory: 1253, loss_cls: 0.5483, loss_sal: 0.3816, loss_video_cal: 0.1648, loss_layer_cal: 0.1425, loss: 1.2371, scale: 65536.0000 | |
| [2024-04-16 11:19:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_4.pth... | |
| [2024-04-16 11:19:26 INFO]: Validating... | |
| [2024-04-16 11:19:27 INFO]: Epoch (val) [4][26] loss_cls: 0.8067, loss_sal: 0.3410, loss_video_cal: 0.0000, loss_layer_cal: 0.0853, loss: 1.2331, mAP: 0.6241, best_mAP: 0.6241 | |
| [2024-04-16 11:19:28 INFO]: Epoch [5][9/9] lr: 0.00044, eta: 0:04:58, time: 0.033, data_time: 0.051, memory: 1281, loss_cls: 0.5541, loss_sal: 0.3689, loss_video_cal: 0.1514, loss_layer_cal: 0.1198, loss: 1.1943, scale: 64543.0312 | |
| [2024-04-16 11:19:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_5.pth... | |
| [2024-04-16 11:19:28 INFO]: Validating... | |
| [2024-04-16 11:19:28 INFO]: Epoch (val) [5][26] loss_cls: 0.8671, loss_sal: 0.3414, loss_video_cal: 0.0000, loss_layer_cal: 0.0791, loss: 1.2876, mAP: 0.5978, best_mAP: 0.6241 | |
| [2024-04-16 11:19:29 INFO]: Epoch [6][9/9] lr: 0.0005, eta: 0:04:51, time: 0.032, data_time: 0.060, memory: 1281, loss_cls: 0.5624, loss_sal: 0.3687, loss_video_cal: 0.1464, loss_layer_cal: 0.1073, loss: 1.1848, scale: 32768.0000 | |
| [2024-04-16 11:19:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_6.pth... | |
| [2024-04-16 11:19:29 INFO]: Validating... | |
| [2024-04-16 11:19:29 INFO]: Epoch (val) [6][26] loss_cls: 0.7285, loss_sal: 0.3418, loss_video_cal: 0.0000, loss_layer_cal: 0.0751, loss: 1.1454, mAP: 0.5747, best_mAP: 0.6241 | |
| [2024-04-16 11:19:30 INFO]: Epoch [7][9/9] lr: 0.0005, eta: 0:04:45, time: 0.032, data_time: 0.058, memory: 1281, loss_cls: 0.5028, loss_sal: 0.3701, loss_video_cal: 0.1480, loss_layer_cal: 0.1077, loss: 1.1286, scale: 32768.0000 | |
| [2024-04-16 11:19:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_7.pth... | |
| [2024-04-16 11:19:30 INFO]: Validating... | |
| [2024-04-16 11:19:31 INFO]: Epoch (val) [7][26] loss_cls: 0.8786, loss_sal: 0.3421, loss_video_cal: 0.0000, loss_layer_cal: 0.0710, loss: 1.2917, mAP: 0.6370, best_mAP: 0.6370 | |
| [2024-04-16 11:19:32 INFO]: Epoch [8][9/9] lr: 0.0005, eta: 0:04:40, time: 0.033, data_time: 0.059, memory: 1281, loss_cls: 0.4916, loss_sal: 0.3658, loss_video_cal: 0.1384, loss_layer_cal: 0.0953, loss: 1.0911, scale: 32271.5156 | |
| [2024-04-16 11:19:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_8.pth... | |
| [2024-04-16 11:19:32 INFO]: Validating... | |
| [2024-04-16 11:19:32 INFO]: Epoch (val) [8][26] loss_cls: 0.9712, loss_sal: 0.3424, loss_video_cal: 0.0000, loss_layer_cal: 0.0674, loss: 1.3809, mAP: 0.5904, best_mAP: 0.6370 | |
| [2024-04-16 11:19:33 INFO]: Epoch [9][9/9] lr: 0.0005, eta: 0:04:34, time: 0.029, data_time: 0.050, memory: 1281, loss_cls: 0.5486, loss_sal: 0.3686, loss_video_cal: 0.1422, loss_layer_cal: 0.0977, loss: 1.1570, scale: 16384.0000 | |
| [2024-04-16 11:19:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_9.pth... | |
| [2024-04-16 11:19:33 INFO]: Validating... | |
| [2024-04-16 11:19:33 INFO]: Epoch (val) [9][26] loss_cls: 0.6649, loss_sal: 0.3423, loss_video_cal: 0.0000, loss_layer_cal: 0.0639, loss: 1.0711, mAP: 0.6041, best_mAP: 0.6370 | |
| [2024-04-16 11:19:34 INFO]: Epoch [10][9/9] lr: 0.0005, eta: 0:04:31, time: 0.031, data_time: 0.060, memory: 1281, loss_cls: 0.5855, loss_sal: 0.3670, loss_video_cal: 0.1348, loss_layer_cal: 0.0889, loss: 1.1761, scale: 16384.0000 | |
| [2024-04-16 11:19:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_10.pth... | |
| [2024-04-16 11:19:34 INFO]: Validating... | |
| [2024-04-16 11:19:35 INFO]: Epoch (val) [10][26] loss_cls: 0.6908, loss_sal: 0.3425, loss_video_cal: 0.0000, loss_layer_cal: 0.0608, loss: 1.0941, mAP: 0.5858, best_mAP: 0.6370 | |
| [2024-04-16 11:19:36 INFO]: Epoch [11][9/9] lr: 0.0005, eta: 0:04:27, time: 0.031, data_time: 0.053, memory: 1281, loss_cls: 0.4855, loss_sal: 0.3716, loss_video_cal: 0.1408, loss_layer_cal: 0.0940, loss: 1.0919, scale: 16384.0000 | |
| [2024-04-16 11:19:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_11.pth... | |
| [2024-04-16 11:19:36 INFO]: Validating... | |
| [2024-04-16 11:19:36 INFO]: Epoch (val) [11][26] loss_cls: 0.7375, loss_sal: 0.3426, loss_video_cal: 0.0000, loss_layer_cal: 0.0569, loss: 1.1370, mAP: 0.6550, best_mAP: 0.6550 | |
| [2024-04-16 11:19:37 INFO]: Epoch [12][9/9] lr: 0.0005, eta: 0:04:25, time: 0.032, data_time: 0.047, memory: 1281, loss_cls: 0.4895, loss_sal: 0.3684, loss_video_cal: 0.1380, loss_layer_cal: 0.0937, loss: 1.0896, scale: 16384.0000 | |
| [2024-04-16 11:19:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_12.pth... | |
| [2024-04-16 11:19:37 INFO]: Validating... | |
| [2024-04-16 11:19:37 INFO]: Epoch (val) [12][26] loss_cls: 0.6650, loss_sal: 0.3425, loss_video_cal: 0.0000, loss_layer_cal: 0.0525, loss: 1.0599, mAP: 0.5844, best_mAP: 0.6550 | |
| [2024-04-16 11:19:38 INFO]: Epoch [13][9/9] lr: 0.0005, eta: 0:04:22, time: 0.032, data_time: 0.052, memory: 1281, loss_cls: 0.4588, loss_sal: 0.3728, loss_video_cal: 0.1235, loss_layer_cal: 0.0813, loss: 1.0365, scale: 16384.0000 | |
| [2024-04-16 11:19:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_13.pth... | |
| [2024-04-16 11:19:38 INFO]: Validating... | |
| [2024-04-16 11:19:39 INFO]: Epoch (val) [13][26] loss_cls: 0.6730, loss_sal: 0.3424, loss_video_cal: 0.0000, loss_layer_cal: 0.0478, loss: 1.0632, mAP: 0.5936, best_mAP: 0.6550 | |
| [2024-04-16 11:19:39 INFO]: Epoch [14][9/9] lr: 0.0005, eta: 0:04:20, time: 0.031, data_time: 0.060, memory: 1281, loss_cls: 0.5133, loss_sal: 0.3680, loss_video_cal: 0.1240, loss_layer_cal: 0.0796, loss: 1.0849, scale: 16384.0000 | |
| [2024-04-16 11:19:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_14.pth... | |
| [2024-04-16 11:19:39 INFO]: Validating... | |
| [2024-04-16 11:19:40 INFO]: Epoch (val) [14][26] loss_cls: 0.6869, loss_sal: 0.3424, loss_video_cal: 0.0000, loss_layer_cal: 0.0419, loss: 1.0711, mAP: 0.5592, best_mAP: 0.6550 | |
| [2024-04-16 11:19:41 INFO]: Epoch [15][9/9] lr: 0.0005, eta: 0:04:17, time: 0.029, data_time: 0.060, memory: 1281, loss_cls: 0.4905, loss_sal: 0.3677, loss_video_cal: 0.1282, loss_layer_cal: 0.0692, loss: 1.0557, scale: 16384.0000 | |
| [2024-04-16 11:19:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_15.pth... | |
| [2024-04-16 11:19:41 INFO]: Validating... | |
| [2024-04-16 11:19:41 INFO]: Epoch (val) [15][26] loss_cls: 0.6751, loss_sal: 0.3424, loss_video_cal: 0.0000, loss_layer_cal: 0.0366, loss: 1.0540, mAP: 0.6295, best_mAP: 0.6550 | |
| [2024-04-16 11:19:42 INFO]: Epoch [16][9/9] lr: 0.0005, eta: 0:04:15, time: 0.031, data_time: 0.056, memory: 1281, loss_cls: 0.4953, loss_sal: 0.3685, loss_video_cal: 0.1167, loss_layer_cal: 0.0670, loss: 1.0474, scale: 16384.0000 | |
| [2024-04-16 11:19:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_16.pth... | |
| [2024-04-16 11:19:42 INFO]: Validating... | |
| [2024-04-16 11:19:43 INFO]: Epoch (val) [16][26] loss_cls: 0.6810, loss_sal: 0.3423, loss_video_cal: 0.0000, loss_layer_cal: 0.0300, loss: 1.0533, mAP: 0.5953, best_mAP: 0.6550 | |
| [2024-04-16 11:19:43 INFO]: Epoch [17][9/9] lr: 0.0005, eta: 0:04:13, time: 0.031, data_time: 0.054, memory: 1281, loss_cls: 0.4421, loss_sal: 0.3665, loss_video_cal: 0.1157, loss_layer_cal: 0.0607, loss: 0.9850, scale: 16384.0000 | |
| [2024-04-16 11:19:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_17.pth... | |
| [2024-04-16 11:19:43 INFO]: Validating... | |
| [2024-04-16 11:19:44 INFO]: Epoch (val) [17][26] loss_cls: 0.7721, loss_sal: 0.3422, loss_video_cal: 0.0000, loss_layer_cal: 0.0254, loss: 1.1396, mAP: 0.5974, best_mAP: 0.6550 | |
| [2024-04-16 11:19:45 INFO]: Epoch [18][9/9] lr: 0.0005, eta: 0:04:11, time: 0.031, data_time: 0.054, memory: 1281, loss_cls: 0.4986, loss_sal: 0.3699, loss_video_cal: 0.1193, loss_layer_cal: 0.0568, loss: 1.0446, scale: 16384.0000 | |
| [2024-04-16 11:19:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_18.pth... | |
| [2024-04-16 11:19:45 INFO]: Validating... | |
| [2024-04-16 11:19:45 INFO]: Epoch (val) [18][26] loss_cls: 0.7120, loss_sal: 0.3422, loss_video_cal: 0.0000, loss_layer_cal: 0.0239, loss: 1.0782, mAP: 0.6563, best_mAP: 0.6563 | |
| [2024-04-16 11:19:46 INFO]: Epoch [19][9/9] lr: 0.0005, eta: 0:04:09, time: 0.032, data_time: 0.061, memory: 1281, loss_cls: 0.4977, loss_sal: 0.3692, loss_video_cal: 0.1064, loss_layer_cal: 0.0552, loss: 1.0285, scale: 16384.0000 | |
| [2024-04-16 11:19:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_19.pth... | |
| [2024-04-16 11:19:46 INFO]: Validating... | |
| [2024-04-16 11:19:47 INFO]: Epoch (val) [19][26] loss_cls: 0.7266, loss_sal: 0.3424, loss_video_cal: 0.0000, loss_layer_cal: 0.0194, loss: 1.0884, mAP: 0.6017, best_mAP: 0.6563 | |
| [2024-04-16 11:19:47 INFO]: Epoch [20][9/9] lr: 0.0005, eta: 0:04:08, time: 0.031, data_time: 0.056, memory: 1281, loss_cls: 0.5102, loss_sal: 0.3669, loss_video_cal: 0.1178, loss_layer_cal: 0.0505, loss: 1.0454, scale: 16384.0000 | |
| [2024-04-16 11:19:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_20.pth... | |
| [2024-04-16 11:19:47 INFO]: Validating... | |
| [2024-04-16 11:19:48 INFO]: Epoch (val) [20][26] loss_cls: 0.6752, loss_sal: 0.3424, loss_video_cal: 0.0000, loss_layer_cal: 0.0163, loss: 1.0338, mAP: 0.5968, best_mAP: 0.6563 | |
| [2024-04-16 11:19:49 INFO]: Epoch [21][9/9] lr: 0.0005, eta: 0:04:06, time: 0.031, data_time: 0.057, memory: 1281, loss_cls: 0.4910, loss_sal: 0.3676, loss_video_cal: 0.1150, loss_layer_cal: 0.0465, loss: 1.0201, scale: 16384.0000 | |
| [2024-04-16 11:19:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_21.pth... | |
| [2024-04-16 11:19:49 INFO]: Validating... | |
| [2024-04-16 11:19:49 INFO]: Epoch (val) [21][26] loss_cls: 0.6947, loss_sal: 0.3426, loss_video_cal: 0.0000, loss_layer_cal: 0.0135, loss: 1.0509, mAP: 0.6182, best_mAP: 0.6563 | |
| [2024-04-16 11:19:50 INFO]: Epoch [22][9/9] lr: 0.0005, eta: 0:04:04, time: 0.032, data_time: 0.058, memory: 1281, loss_cls: 0.4196, loss_sal: 0.3664, loss_video_cal: 0.1087, loss_layer_cal: 0.0413, loss: 0.9360, scale: 16384.0000 | |
| [2024-04-16 11:19:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_22.pth... | |
| [2024-04-16 11:19:50 INFO]: Validating... | |
| [2024-04-16 11:19:51 INFO]: Epoch (val) [22][26] loss_cls: 0.7752, loss_sal: 0.3424, loss_video_cal: 0.0000, loss_layer_cal: 0.0110, loss: 1.1287, mAP: 0.6035, best_mAP: 0.6563 | |
| [2024-04-16 11:19:51 INFO]: Epoch [23][9/9] lr: 0.0005, eta: 0:04:03, time: 0.033, data_time: 0.056, memory: 1281, loss_cls: 0.4344, loss_sal: 0.3647, loss_video_cal: 0.1088, loss_layer_cal: 0.0414, loss: 0.9493, scale: 16384.0000 | |
| [2024-04-16 11:19:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_23.pth... | |
| [2024-04-16 11:19:51 INFO]: Validating... | |
| [2024-04-16 11:19:52 INFO]: Epoch (val) [23][26] loss_cls: 0.7470, loss_sal: 0.3424, loss_video_cal: 0.0000, loss_layer_cal: 0.0084, loss: 1.0978, mAP: 0.5813, best_mAP: 0.6563 | |
| [2024-04-16 11:19:53 INFO]: Epoch [24][9/9] lr: 0.0005, eta: 0:04:00, time: 0.031, data_time: 0.047, memory: 1281, loss_cls: 0.4327, loss_sal: 0.3672, loss_video_cal: 0.1039, loss_layer_cal: 0.0372, loss: 0.9409, scale: 16384.0000 | |
| [2024-04-16 11:19:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_24.pth... | |
| [2024-04-16 11:19:53 INFO]: Validating... | |
| [2024-04-16 11:19:53 INFO]: Epoch (val) [24][26] loss_cls: 0.8917, loss_sal: 0.3424, loss_video_cal: 0.0000, loss_layer_cal: 0.0066, loss: 1.2407, mAP: 0.5920, best_mAP: 0.6563 | |
| [2024-04-16 11:19:54 INFO]: Epoch [25][9/9] lr: 0.0005, eta: 0:03:59, time: 0.032, data_time: 0.060, memory: 1281, loss_cls: 0.4036, loss_sal: 0.3659, loss_video_cal: 0.0950, loss_layer_cal: 0.0360, loss: 0.9005, scale: 16384.0000 | |
| [2024-04-16 11:19:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_25.pth... | |
| [2024-04-16 11:19:54 INFO]: Validating... | |
| [2024-04-16 11:19:55 INFO]: Epoch (val) [25][26] loss_cls: 0.8160, loss_sal: 0.3428, loss_video_cal: 0.0000, loss_layer_cal: 0.0057, loss: 1.1645, mAP: 0.5730, best_mAP: 0.6563 | |
| [2024-04-16 11:19:55 INFO]: Epoch [26][9/9] lr: 0.0005, eta: 0:03:57, time: 0.033, data_time: 0.059, memory: 1281, loss_cls: 0.3860, loss_sal: 0.3699, loss_video_cal: 0.1016, loss_layer_cal: 0.0297, loss: 0.8872, scale: 16384.0000 | |
| [2024-04-16 11:19:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_26.pth... | |
| [2024-04-16 11:19:55 INFO]: Validating... | |
| [2024-04-16 11:19:56 INFO]: Epoch (val) [26][26] loss_cls: 0.8655, loss_sal: 0.3425, loss_video_cal: 0.0000, loss_layer_cal: 0.0051, loss: 1.2132, mAP: 0.6015, best_mAP: 0.6563 | |
| [2024-04-16 11:19:57 INFO]: Epoch [27][9/9] lr: 0.0005, eta: 0:03:56, time: 0.031, data_time: 0.058, memory: 1281, loss_cls: 0.4231, loss_sal: 0.3665, loss_video_cal: 0.1027, loss_layer_cal: 0.0282, loss: 0.9205, scale: 16384.0000 | |
| [2024-04-16 11:19:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_27.pth... | |
| [2024-04-16 11:19:57 INFO]: Validating... | |
| [2024-04-16 11:19:57 INFO]: Epoch (val) [27][26] loss_cls: 0.8758, loss_sal: 0.3425, loss_video_cal: 0.0000, loss_layer_cal: 0.0045, loss: 1.2228, mAP: 0.5962, best_mAP: 0.6563 | |
| [2024-04-16 11:19:58 INFO]: Epoch [28][9/9] lr: 0.0005, eta: 0:03:55, time: 0.033, data_time: 0.057, memory: 1281, loss_cls: 0.5677, loss_sal: 0.3705, loss_video_cal: 0.0945, loss_layer_cal: 0.0288, loss: 1.0614, scale: 16384.0000 | |
| [2024-04-16 11:19:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_28.pth... | |
| [2024-04-16 11:19:58 INFO]: Validating... | |
| [2024-04-16 11:19:59 INFO]: Epoch (val) [28][26] loss_cls: 0.7647, loss_sal: 0.3425, loss_video_cal: 0.0000, loss_layer_cal: 0.0041, loss: 1.1114, mAP: 0.5796, best_mAP: 0.6563 | |
| [2024-04-16 11:19:59 INFO]: Epoch [29][9/9] lr: 0.0005, eta: 0:03:53, time: 0.033, data_time: 0.053, memory: 1281, loss_cls: 0.4797, loss_sal: 0.3639, loss_video_cal: 0.1078, loss_layer_cal: 0.0246, loss: 0.9760, scale: 16384.0000 | |
| [2024-04-16 11:19:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_29.pth... | |
| [2024-04-16 11:20:00 INFO]: Validating... | |
| [2024-04-16 11:20:00 INFO]: Epoch (val) [29][26] loss_cls: 0.7569, loss_sal: 0.3425, loss_video_cal: 0.0000, loss_layer_cal: 0.0039, loss: 1.1033, mAP: 0.6075, best_mAP: 0.6563 | |
| [2024-04-16 11:20:01 INFO]: Epoch [30][9/9] lr: 0.0005, eta: 0:03:51, time: 0.032, data_time: 0.055, memory: 1281, loss_cls: 0.4489, loss_sal: 0.3695, loss_video_cal: 0.0965, loss_layer_cal: 0.0273, loss: 0.9421, scale: 16384.0000 | |
| [2024-04-16 11:20:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_30.pth... | |
| [2024-04-16 11:20:01 INFO]: Validating... | |
| [2024-04-16 11:20:01 INFO]: Epoch (val) [30][26] loss_cls: 0.7373, loss_sal: 0.3424, loss_video_cal: 0.0000, loss_layer_cal: 0.0038, loss: 1.0836, mAP: 0.6011, best_mAP: 0.6563 | |
| [2024-04-16 11:20:02 INFO]: Epoch [31][9/9] lr: 0.0005, eta: 0:03:50, time: 0.031, data_time: 0.058, memory: 1281, loss_cls: 0.4732, loss_sal: 0.3702, loss_video_cal: 0.1093, loss_layer_cal: 0.0250, loss: 0.9777, scale: 16384.0000 | |
| [2024-04-16 11:20:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_31.pth... | |
| [2024-04-16 11:20:02 INFO]: Validating... | |
| [2024-04-16 11:20:03 INFO]: Epoch (val) [31][26] loss_cls: 0.7424, loss_sal: 0.3423, loss_video_cal: 0.0000, loss_layer_cal: 0.0036, loss: 1.0883, mAP: 0.6145, best_mAP: 0.6563 | |
| [2024-04-16 11:20:03 INFO]: Epoch [32][9/9] lr: 0.0005, eta: 0:03:48, time: 0.032, data_time: 0.051, memory: 1281, loss_cls: 0.4459, loss_sal: 0.3674, loss_video_cal: 0.0961, loss_layer_cal: 0.0225, loss: 0.9320, scale: 16384.0000 | |
| [2024-04-16 11:20:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_32.pth... | |
| [2024-04-16 11:20:03 INFO]: Validating... | |
| [2024-04-16 11:20:04 INFO]: Epoch (val) [32][26] loss_cls: 0.7328, loss_sal: 0.3425, loss_video_cal: 0.0000, loss_layer_cal: 0.0033, loss: 1.0785, mAP: 0.5786, best_mAP: 0.6563 | |
| [2024-04-16 11:20:05 INFO]: Epoch [33][9/9] lr: 0.0005, eta: 0:03:46, time: 0.031, data_time: 0.055, memory: 1281, loss_cls: 0.4736, loss_sal: 0.3671, loss_video_cal: 0.0911, loss_layer_cal: 0.0241, loss: 0.9558, scale: 16384.0000 | |
| [2024-04-16 11:20:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_33.pth... | |
| [2024-04-16 11:20:05 INFO]: Validating... | |
| [2024-04-16 11:20:05 INFO]: Epoch (val) [33][26] loss_cls: 0.7230, loss_sal: 0.3425, loss_video_cal: 0.0000, loss_layer_cal: 0.0030, loss: 1.0685, mAP: 0.6155, best_mAP: 0.6563 | |
| [2024-04-16 11:20:06 INFO]: Epoch [34][9/9] lr: 0.0005, eta: 0:03:45, time: 0.031, data_time: 0.052, memory: 1281, loss_cls: 0.4486, loss_sal: 0.3686, loss_video_cal: 0.0960, loss_layer_cal: 0.0220, loss: 0.9352, scale: 16384.0000 | |
| [2024-04-16 11:20:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_34.pth... | |
| [2024-04-16 11:20:06 INFO]: Validating... | |
| [2024-04-16 11:20:07 INFO]: Epoch (val) [34][26] loss_cls: 0.7962, loss_sal: 0.3423, loss_video_cal: 0.0000, loss_layer_cal: 0.0027, loss: 1.1413, mAP: 0.6241, best_mAP: 0.6563 | |
| [2024-04-16 11:20:07 INFO]: Epoch [35][9/9] lr: 0.0005, eta: 0:03:43, time: 0.030, data_time: 0.052, memory: 1281, loss_cls: 0.4085, loss_sal: 0.3674, loss_video_cal: 0.0959, loss_layer_cal: 0.0201, loss: 0.8919, scale: 16384.0000 | |
| [2024-04-16 11:20:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_35.pth... | |
| [2024-04-16 11:20:07 INFO]: Validating... | |
| [2024-04-16 11:20:08 INFO]: Epoch (val) [35][26] loss_cls: 0.8413, loss_sal: 0.3423, loss_video_cal: 0.0000, loss_layer_cal: 0.0028, loss: 1.1864, mAP: 0.6111, best_mAP: 0.6563 | |
| [2024-04-16 11:20:09 INFO]: Epoch [36][9/9] lr: 0.0005, eta: 0:03:42, time: 0.031, data_time: 0.063, memory: 1281, loss_cls: 0.3910, loss_sal: 0.3679, loss_video_cal: 0.0901, loss_layer_cal: 0.0193, loss: 0.8683, scale: 16384.0000 | |
| [2024-04-16 11:20:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_36.pth... | |
| [2024-04-16 11:20:09 INFO]: Validating... | |
| [2024-04-16 11:20:09 INFO]: Epoch (val) [36][26] loss_cls: 0.9006, loss_sal: 0.3423, loss_video_cal: 0.0000, loss_layer_cal: 0.0025, loss: 1.2454, mAP: 0.6147, best_mAP: 0.6563 | |
| [2024-04-16 11:20:10 INFO]: Epoch [37][9/9] lr: 0.0005, eta: 0:03:40, time: 0.032, data_time: 0.049, memory: 1281, loss_cls: 0.3878, loss_sal: 0.3678, loss_video_cal: 0.0949, loss_layer_cal: 0.0201, loss: 0.8706, scale: 16384.0000 | |
| [2024-04-16 11:20:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_37.pth... | |
| [2024-04-16 11:20:10 INFO]: Validating... | |
| [2024-04-16 11:20:11 INFO]: Epoch (val) [37][26] loss_cls: 0.8967, loss_sal: 0.3423, loss_video_cal: 0.0000, loss_layer_cal: 0.0021, loss: 1.2412, mAP: 0.5988, best_mAP: 0.6563 | |
| [2024-04-16 11:20:11 INFO]: Epoch [38][9/9] lr: 0.0005, eta: 0:03:39, time: 0.032, data_time: 0.054, memory: 1281, loss_cls: 0.4260, loss_sal: 0.3685, loss_video_cal: 0.0868, loss_layer_cal: 0.0178, loss: 0.8992, scale: 16384.0000 | |
| [2024-04-16 11:20:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_38.pth... | |
| [2024-04-16 11:20:11 INFO]: Validating... | |
| [2024-04-16 11:20:12 INFO]: Epoch (val) [38][26] loss_cls: 0.8628, loss_sal: 0.3423, loss_video_cal: 0.0000, loss_layer_cal: 0.0019, loss: 1.2070, mAP: 0.6192, best_mAP: 0.6563 | |
| [2024-04-16 11:20:13 INFO]: Epoch [39][9/9] lr: 0.0005, eta: 0:03:37, time: 0.032, data_time: 0.056, memory: 1281, loss_cls: 0.3819, loss_sal: 0.3685, loss_video_cal: 0.0834, loss_layer_cal: 0.0155, loss: 0.8493, scale: 16384.0000 | |
| [2024-04-16 11:20:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_39.pth... | |
| [2024-04-16 11:20:13 INFO]: Validating... | |
| [2024-04-16 11:20:13 INFO]: Epoch (val) [39][26] loss_cls: 0.9137, loss_sal: 0.3425, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.2578, mAP: 0.5999, best_mAP: 0.6563 | |
| [2024-04-16 11:20:14 INFO]: Epoch [40][9/9] lr: 0.0005, eta: 0:03:36, time: 0.032, data_time: 0.059, memory: 1281, loss_cls: 0.3921, loss_sal: 0.3688, loss_video_cal: 0.0788, loss_layer_cal: 0.0186, loss: 0.8583, scale: 16384.0000 | |
| [2024-04-16 11:20:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_40.pth... | |
| [2024-04-16 11:20:14 INFO]: Validating... | |
| [2024-04-16 11:20:15 INFO]: Epoch (val) [40][26] loss_cls: 0.9274, loss_sal: 0.3425, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.2712, mAP: 0.6214, best_mAP: 0.6563 | |
| [2024-04-16 11:20:15 INFO]: Epoch [41][9/9] lr: 0.0005, eta: 0:03:35, time: 0.031, data_time: 0.054, memory: 1281, loss_cls: 0.4293, loss_sal: 0.3675, loss_video_cal: 0.0893, loss_layer_cal: 0.0173, loss: 0.9034, scale: 16384.0000 | |
| [2024-04-16 11:20:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_41.pth... | |
| [2024-04-16 11:20:15 INFO]: Validating... | |
| [2024-04-16 11:20:16 INFO]: Epoch (val) [41][26] loss_cls: 0.9005, loss_sal: 0.3425, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.2442, mAP: 0.6043, best_mAP: 0.6563 | |
| [2024-04-16 11:20:17 INFO]: Epoch [42][9/9] lr: 0.0005, eta: 0:03:33, time: 0.032, data_time: 0.058, memory: 1281, loss_cls: 0.4142, loss_sal: 0.3682, loss_video_cal: 0.0881, loss_layer_cal: 0.0116, loss: 0.8821, scale: 16384.0000 | |
| [2024-04-16 11:20:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_42.pth... | |
| [2024-04-16 11:20:17 INFO]: Validating... | |
| [2024-04-16 11:20:17 INFO]: Epoch (val) [42][26] loss_cls: 0.8404, loss_sal: 0.3425, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.1839, mAP: 0.6188, best_mAP: 0.6563 | |
| [2024-04-16 11:20:18 INFO]: Epoch [43][9/9] lr: 0.0005, eta: 0:03:32, time: 0.034, data_time: 0.059, memory: 1281, loss_cls: 0.4003, loss_sal: 0.3690, loss_video_cal: 0.0900, loss_layer_cal: 0.0198, loss: 0.8791, scale: 16384.0000 | |
| [2024-04-16 11:20:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_43.pth... | |
| [2024-04-16 11:20:18 INFO]: Validating... | |
| [2024-04-16 11:20:19 INFO]: Epoch (val) [43][26] loss_cls: 0.9248, loss_sal: 0.3424, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.2681, mAP: 0.6003, best_mAP: 0.6563 | |
| [2024-04-16 11:20:19 INFO]: Epoch [44][9/9] lr: 0.0005, eta: 0:03:31, time: 0.032, data_time: 0.060, memory: 1281, loss_cls: 0.3928, loss_sal: 0.3692, loss_video_cal: 0.0917, loss_layer_cal: 0.0142, loss: 0.8679, scale: 16384.0000 | |
| [2024-04-16 11:20:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_44.pth... | |
| [2024-04-16 11:20:20 INFO]: Validating... | |
| [2024-04-16 11:20:20 INFO]: Epoch (val) [44][26] loss_cls: 0.8741, loss_sal: 0.3425, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2176, mAP: 0.6110, best_mAP: 0.6563 | |
| [2024-04-16 11:20:21 INFO]: Epoch [45][9/9] lr: 0.0005, eta: 0:03:29, time: 0.030, data_time: 0.051, memory: 1281, loss_cls: 0.4045, loss_sal: 0.3679, loss_video_cal: 0.0965, loss_layer_cal: 0.0132, loss: 0.8822, scale: 16384.0000 | |
| [2024-04-16 11:20:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_45.pth... | |
| [2024-04-16 11:20:21 INFO]: Validating... | |
| [2024-04-16 11:20:21 INFO]: Epoch (val) [45][26] loss_cls: 0.8001, loss_sal: 0.3425, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.1436, mAP: 0.6177, best_mAP: 0.6563 | |
| [2024-04-16 11:20:22 INFO]: Epoch [46][9/9] lr: 0.0005, eta: 0:03:28, time: 0.033, data_time: 0.057, memory: 1281, loss_cls: 0.4144, loss_sal: 0.3654, loss_video_cal: 0.0905, loss_layer_cal: 0.0142, loss: 0.8845, scale: 16384.0000 | |
| [2024-04-16 11:20:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_46.pth... | |
| [2024-04-16 11:20:22 INFO]: Validating... | |
| [2024-04-16 11:20:23 INFO]: Epoch (val) [46][26] loss_cls: 0.8557, loss_sal: 0.3425, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1991, mAP: 0.6151, best_mAP: 0.6563 | |
| [2024-04-16 11:20:23 INFO]: Epoch [47][9/9] lr: 0.0005, eta: 0:03:27, time: 0.033, data_time: 0.057, memory: 1281, loss_cls: 0.3699, loss_sal: 0.3671, loss_video_cal: 0.0791, loss_layer_cal: 0.0127, loss: 0.8288, scale: 16384.0000 | |
| [2024-04-16 11:20:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_47.pth... | |
| [2024-04-16 11:20:24 INFO]: Validating... | |
| [2024-04-16 11:20:24 INFO]: Epoch (val) [47][26] loss_cls: 0.9129, loss_sal: 0.3425, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2563, mAP: 0.6160, best_mAP: 0.6563 | |
| [2024-04-16 11:20:25 INFO]: Epoch [48][9/9] lr: 0.0005, eta: 0:03:25, time: 0.033, data_time: 0.061, memory: 1281, loss_cls: 0.4037, loss_sal: 0.3678, loss_video_cal: 0.0686, loss_layer_cal: 0.0113, loss: 0.8514, scale: 16384.0000 | |
| [2024-04-16 11:20:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_48.pth... | |
| [2024-04-16 11:20:25 INFO]: Validating... | |
| [2024-04-16 11:20:25 INFO]: Epoch (val) [48][26] loss_cls: 0.8788, loss_sal: 0.3424, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.2221, mAP: 0.6022, best_mAP: 0.6563 | |
| [2024-04-16 11:20:26 INFO]: Epoch [49][9/9] lr: 0.0005, eta: 0:03:24, time: 0.033, data_time: 0.060, memory: 1281, loss_cls: 0.3901, loss_sal: 0.3668, loss_video_cal: 0.0731, loss_layer_cal: 0.0107, loss: 0.8407, scale: 16384.0000 | |
| [2024-04-16 11:20:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_49.pth... | |
| [2024-04-16 11:20:26 INFO]: Validating... | |
| [2024-04-16 11:20:27 INFO]: Epoch (val) [49][26] loss_cls: 0.8001, loss_sal: 0.3425, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1435, mAP: 0.6018, best_mAP: 0.6563 | |
| [2024-04-16 11:20:28 INFO]: Epoch [50][9/9] lr: 0.0005, eta: 0:03:23, time: 0.033, data_time: 0.062, memory: 1281, loss_cls: 0.3868, loss_sal: 0.3687, loss_video_cal: 0.0721, loss_layer_cal: 0.0133, loss: 0.8409, scale: 16384.0000 | |
| [2024-04-16 11:20:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_50.pth... | |
| [2024-04-16 11:20:28 INFO]: Validating... | |
| [2024-04-16 11:20:28 INFO]: Epoch (val) [50][26] loss_cls: 0.8611, loss_sal: 0.3424, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2045, mAP: 0.5848, best_mAP: 0.6563 | |
| [2024-04-16 11:20:29 INFO]: Epoch [51][9/9] lr: 0.0005, eta: 0:03:22, time: 0.034, data_time: 0.063, memory: 1281, loss_cls: 0.3811, loss_sal: 0.3663, loss_video_cal: 0.0649, loss_layer_cal: 0.0131, loss: 0.8254, scale: 16384.0000 | |
| [2024-04-16 11:20:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_51.pth... | |
| [2024-04-16 11:20:29 INFO]: Validating... | |
| [2024-04-16 11:20:30 INFO]: Epoch (val) [51][26] loss_cls: 0.8950, loss_sal: 0.3423, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.2384, mAP: 0.6184, best_mAP: 0.6563 | |
| [2024-04-16 11:20:30 INFO]: Epoch [52][9/9] lr: 0.0005, eta: 0:03:21, time: 0.032, data_time: 0.062, memory: 1281, loss_cls: 0.3930, loss_sal: 0.3660, loss_video_cal: 0.0752, loss_layer_cal: 0.0125, loss: 0.8467, scale: 16384.0000 | |
| [2024-04-16 11:20:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_52.pth... | |
| [2024-04-16 11:20:31 INFO]: Validating... | |
| [2024-04-16 11:20:31 INFO]: Epoch (val) [52][26] loss_cls: 0.9133, loss_sal: 0.3423, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2566, mAP: 0.6076, best_mAP: 0.6563 | |
| [2024-04-16 11:20:32 INFO]: Epoch [53][9/9] lr: 0.0005, eta: 0:03:19, time: 0.032, data_time: 0.054, memory: 1281, loss_cls: 0.3625, loss_sal: 0.3650, loss_video_cal: 0.0677, loss_layer_cal: 0.0120, loss: 0.8071, scale: 16384.0000 | |
| [2024-04-16 11:20:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_53.pth... | |
| [2024-04-16 11:20:32 INFO]: Validating... | |
| [2024-04-16 11:20:32 INFO]: Epoch (val) [53][26] loss_cls: 0.8681, loss_sal: 0.3423, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2112, mAP: 0.6130, best_mAP: 0.6563 | |
| [2024-04-16 11:20:33 INFO]: Epoch [54][9/9] lr: 0.0005, eta: 0:03:18, time: 0.032, data_time: 0.058, memory: 1281, loss_cls: 0.4093, loss_sal: 0.3693, loss_video_cal: 0.0695, loss_layer_cal: 0.0107, loss: 0.8588, scale: 16384.0000 | |
| [2024-04-16 11:20:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_54.pth... | |
| [2024-04-16 11:20:33 INFO]: Validating... | |
| [2024-04-16 11:20:34 INFO]: Epoch (val) [54][26] loss_cls: 0.8747, loss_sal: 0.3422, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2177, mAP: 0.6079, best_mAP: 0.6563 | |
| [2024-04-16 11:20:35 INFO]: Epoch [55][9/9] lr: 0.0005, eta: 0:03:16, time: 0.033, data_time: 0.062, memory: 1281, loss_cls: 0.3826, loss_sal: 0.3704, loss_video_cal: 0.0691, loss_layer_cal: 0.0120, loss: 0.8341, scale: 16384.0000 | |
| [2024-04-16 11:20:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_55.pth... | |
| [2024-04-16 11:20:35 INFO]: Validating... | |
| [2024-04-16 11:20:35 INFO]: Epoch (val) [55][26] loss_cls: 0.8507, loss_sal: 0.3423, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1937, mAP: 0.6043, best_mAP: 0.6563 | |
| [2024-04-16 11:20:36 INFO]: Epoch [56][9/9] lr: 0.0005, eta: 0:03:15, time: 0.032, data_time: 0.056, memory: 1281, loss_cls: 0.4094, loss_sal: 0.3692, loss_video_cal: 0.0763, loss_layer_cal: 0.0119, loss: 0.8669, scale: 16384.0000 | |
| [2024-04-16 11:20:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_56.pth... | |
| [2024-04-16 11:20:36 INFO]: Validating... | |
| [2024-04-16 11:20:36 INFO]: Epoch (val) [56][26] loss_cls: 0.8252, loss_sal: 0.3424, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1683, mAP: 0.6066, best_mAP: 0.6563 | |
| [2024-04-16 11:20:37 INFO]: Epoch [57][9/9] lr: 0.0005, eta: 0:03:14, time: 0.032, data_time: 0.064, memory: 1281, loss_cls: 0.3843, loss_sal: 0.3658, loss_video_cal: 0.0598, loss_layer_cal: 0.0091, loss: 0.8189, scale: 16384.0000 | |
| [2024-04-16 11:20:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_57.pth... | |
| [2024-04-16 11:20:37 INFO]: Validating... | |
| [2024-04-16 11:20:38 INFO]: Epoch (val) [57][26] loss_cls: 0.7679, loss_sal: 0.3424, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1109, mAP: 0.5937, best_mAP: 0.6563 | |
| [2024-04-16 11:20:39 INFO]: Epoch [58][9/9] lr: 0.0005, eta: 0:03:12, time: 0.032, data_time: 0.058, memory: 1281, loss_cls: 0.3889, loss_sal: 0.3666, loss_video_cal: 0.0590, loss_layer_cal: 0.0093, loss: 0.8238, scale: 16384.0000 | |
| [2024-04-16 11:20:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_58.pth... | |
| [2024-04-16 11:20:39 INFO]: Validating... | |
| [2024-04-16 11:20:39 INFO]: Epoch (val) [58][26] loss_cls: 0.8018, loss_sal: 0.3423, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1448, mAP: 0.6061, best_mAP: 0.6563 | |
| [2024-04-16 11:20:40 INFO]: Epoch [59][9/9] lr: 0.0005, eta: 0:03:11, time: 0.033, data_time: 0.059, memory: 1281, loss_cls: 0.3976, loss_sal: 0.3690, loss_video_cal: 0.0645, loss_layer_cal: 0.0117, loss: 0.8428, scale: 16384.0000 | |
| [2024-04-16 11:20:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_59.pth... | |
| [2024-04-16 11:20:40 INFO]: Validating... | |
| [2024-04-16 11:20:41 INFO]: Epoch (val) [59][26] loss_cls: 0.9699, loss_sal: 0.3422, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.3129, mAP: 0.6046, best_mAP: 0.6563 | |
| [2024-04-16 11:20:41 INFO]: Epoch [60][9/9] lr: 0.0005, eta: 0:03:10, time: 0.033, data_time: 0.058, memory: 1281, loss_cls: 0.3775, loss_sal: 0.3669, loss_video_cal: 0.0520, loss_layer_cal: 0.0108, loss: 0.8072, scale: 16384.0000 | |
| [2024-04-16 11:20:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_60.pth... | |
| [2024-04-16 11:20:41 INFO]: Validating... | |
| [2024-04-16 11:20:42 INFO]: Epoch (val) [60][26] loss_cls: 0.9020, loss_sal: 0.3422, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2450, mAP: 0.6082, best_mAP: 0.6563 | |
| [2024-04-16 11:20:43 INFO]: Epoch [61][9/9] lr: 0.0005, eta: 0:03:08, time: 0.032, data_time: 0.063, memory: 1281, loss_cls: 0.4014, loss_sal: 0.3676, loss_video_cal: 0.0592, loss_layer_cal: 0.0137, loss: 0.8418, scale: 16384.0000 | |
| [2024-04-16 11:20:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_61.pth... | |
| [2024-04-16 11:20:43 INFO]: Validating... | |
| [2024-04-16 11:20:43 INFO]: Epoch (val) [61][26] loss_cls: 0.8556, loss_sal: 0.3422, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1986, mAP: 0.6054, best_mAP: 0.6563 | |
| [2024-04-16 11:20:44 INFO]: Epoch [62][9/9] lr: 0.0005, eta: 0:03:07, time: 0.033, data_time: 0.057, memory: 1281, loss_cls: 0.3774, loss_sal: 0.3679, loss_video_cal: 0.0659, loss_layer_cal: 0.0111, loss: 0.8223, scale: 16384.0000 | |
| [2024-04-16 11:20:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_62.pth... | |
| [2024-04-16 11:20:44 INFO]: Validating... | |
| [2024-04-16 11:20:45 INFO]: Epoch (val) [62][26] loss_cls: 0.8684, loss_sal: 0.3421, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2113, mAP: 0.6027, best_mAP: 0.6563 | |
| [2024-04-16 11:20:45 INFO]: Epoch [63][9/9] lr: 0.0005, eta: 0:03:06, time: 0.033, data_time: 0.050, memory: 1281, loss_cls: 0.3736, loss_sal: 0.3678, loss_video_cal: 0.0592, loss_layer_cal: 0.0078, loss: 0.8085, scale: 16384.0000 | |
| [2024-04-16 11:20:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_63.pth... | |
| [2024-04-16 11:20:45 INFO]: Validating... | |
| [2024-04-16 11:20:46 INFO]: Epoch (val) [63][26] loss_cls: 0.8249, loss_sal: 0.3421, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1678, mAP: 0.6188, best_mAP: 0.6563 | |
| [2024-04-16 11:20:47 INFO]: Epoch [64][9/9] lr: 0.0005, eta: 0:03:04, time: 0.034, data_time: 0.058, memory: 1281, loss_cls: 0.3775, loss_sal: 0.3656, loss_video_cal: 0.0553, loss_layer_cal: 0.0102, loss: 0.8087, scale: 16384.0000 | |
| [2024-04-16 11:20:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_64.pth... | |
| [2024-04-16 11:20:47 INFO]: Validating... | |
| [2024-04-16 11:20:47 INFO]: Epoch (val) [64][26] loss_cls: 0.8076, loss_sal: 0.3420, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1504, mAP: 0.6158, best_mAP: 0.6563 | |
| [2024-04-16 11:20:48 INFO]: Epoch [65][9/9] lr: 0.0005, eta: 0:03:03, time: 0.033, data_time: 0.065, memory: 1281, loss_cls: 0.3727, loss_sal: 0.3683, loss_video_cal: 0.0549, loss_layer_cal: 0.0076, loss: 0.8034, scale: 16384.0000 | |
| [2024-04-16 11:20:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_65.pth... | |
| [2024-04-16 11:20:48 INFO]: Validating... | |
| [2024-04-16 11:20:49 INFO]: Epoch (val) [65][26] loss_cls: 0.9272, loss_sal: 0.3421, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2701, mAP: 0.6148, best_mAP: 0.6563 | |
| [2024-04-16 11:20:49 INFO]: Epoch [66][9/9] lr: 0.0005, eta: 0:03:01, time: 0.032, data_time: 0.049, memory: 1281, loss_cls: 0.3886, loss_sal: 0.3691, loss_video_cal: 0.0597, loss_layer_cal: 0.0104, loss: 0.8277, scale: 16384.0000 | |
| [2024-04-16 11:20:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_66.pth... | |
| [2024-04-16 11:20:50 INFO]: Validating... | |
| [2024-04-16 11:20:50 INFO]: Epoch (val) [66][26] loss_cls: 1.0163, loss_sal: 0.3419, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.3590, mAP: 0.6096, best_mAP: 0.6563 | |
| [2024-04-16 11:20:51 INFO]: Epoch [67][9/9] lr: 0.0005, eta: 0:03:00, time: 0.033, data_time: 0.062, memory: 1281, loss_cls: 0.3979, loss_sal: 0.3670, loss_video_cal: 0.0599, loss_layer_cal: 0.0088, loss: 0.8336, scale: 16384.0000 | |
| [2024-04-16 11:20:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_67.pth... | |
| [2024-04-16 11:20:51 INFO]: Validating... | |
| [2024-04-16 11:20:51 INFO]: Epoch (val) [67][26] loss_cls: 0.8874, loss_sal: 0.3418, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2300, mAP: 0.6202, best_mAP: 0.6563 | |
| [2024-04-16 11:20:52 INFO]: Epoch [68][9/9] lr: 0.0005, eta: 0:02:59, time: 0.032, data_time: 0.053, memory: 1281, loss_cls: 0.3875, loss_sal: 0.3648, loss_video_cal: 0.0540, loss_layer_cal: 0.0092, loss: 0.8155, scale: 16384.0000 | |
| [2024-04-16 11:20:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_68.pth... | |
| [2024-04-16 11:20:52 INFO]: Validating... | |
| [2024-04-16 11:20:53 INFO]: Epoch (val) [68][26] loss_cls: 0.8156, loss_sal: 0.3416, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1579, mAP: 0.6230, best_mAP: 0.6563 | |
| [2024-04-16 11:20:53 INFO]: Epoch [69][9/9] lr: 0.0005, eta: 0:02:57, time: 0.033, data_time: 0.054, memory: 1281, loss_cls: 0.3893, loss_sal: 0.3636, loss_video_cal: 0.0575, loss_layer_cal: 0.0102, loss: 0.8206, scale: 16384.0000 | |
| [2024-04-16 11:20:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_69.pth... | |
| [2024-04-16 11:20:54 INFO]: Validating... | |
| [2024-04-16 11:20:54 INFO]: Epoch (val) [69][26] loss_cls: 0.8598, loss_sal: 0.3411, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2016, mAP: 0.6117, best_mAP: 0.6563 | |
| [2024-04-16 11:20:55 INFO]: Epoch [70][9/9] lr: 0.0005, eta: 0:02:56, time: 0.032, data_time: 0.064, memory: 1281, loss_cls: 0.3908, loss_sal: 0.3646, loss_video_cal: 0.0585, loss_layer_cal: 0.0092, loss: 0.8231, scale: 16384.0000 | |
| [2024-04-16 11:20:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_70.pth... | |
| [2024-04-16 11:20:55 INFO]: Validating... | |
| [2024-04-16 11:20:55 INFO]: Epoch (val) [70][26] loss_cls: 0.8404, loss_sal: 0.3415, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1826, mAP: 0.6064, best_mAP: 0.6563 | |
| [2024-04-16 11:20:56 INFO]: Epoch [71][9/9] lr: 0.0005, eta: 0:02:55, time: 0.033, data_time: 0.058, memory: 1281, loss_cls: 0.3804, loss_sal: 0.3642, loss_video_cal: 0.0538, loss_layer_cal: 0.0100, loss: 0.8084, scale: 16384.0000 | |
| [2024-04-16 11:20:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_71.pth... | |
| [2024-04-16 11:20:56 INFO]: Validating... | |
| [2024-04-16 11:20:57 INFO]: Epoch (val) [71][26] loss_cls: 0.8949, loss_sal: 0.3417, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2372, mAP: 0.6070, best_mAP: 0.6563 | |
| [2024-04-16 11:20:58 INFO]: Epoch [72][9/9] lr: 0.0005, eta: 0:02:53, time: 0.034, data_time: 0.058, memory: 1281, loss_cls: 0.3594, loss_sal: 0.3638, loss_video_cal: 0.0585, loss_layer_cal: 0.0078, loss: 0.7895, scale: 16384.0000 | |
| [2024-04-16 11:20:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_72.pth... | |
| [2024-04-16 11:20:58 INFO]: Validating... | |
| [2024-04-16 11:20:58 INFO]: Epoch (val) [72][26] loss_cls: 0.8538, loss_sal: 0.3410, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1955, mAP: 0.5908, best_mAP: 0.6563 | |
| [2024-04-16 11:20:59 INFO]: Epoch [73][9/9] lr: 0.0005, eta: 0:02:52, time: 0.032, data_time: 0.059, memory: 1281, loss_cls: 0.3696, loss_sal: 0.3649, loss_video_cal: 0.0531, loss_layer_cal: 0.0101, loss: 0.7978, scale: 16384.0000 | |
| [2024-04-16 11:20:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_73.pth... | |
| [2024-04-16 11:20:59 INFO]: Validating... | |
| [2024-04-16 11:21:00 INFO]: Epoch (val) [73][26] loss_cls: 0.8394, loss_sal: 0.3401, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1802, mAP: 0.5996, best_mAP: 0.6563 | |
| [2024-04-16 11:21:00 INFO]: Epoch [74][9/9] lr: 0.0005, eta: 0:02:51, time: 0.032, data_time: 0.061, memory: 1281, loss_cls: 0.3857, loss_sal: 0.3638, loss_video_cal: 0.0553, loss_layer_cal: 0.0089, loss: 0.8137, scale: 16384.0000 | |
| [2024-04-16 11:21:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_74.pth... | |
| [2024-04-16 11:21:00 INFO]: Validating... | |
| [2024-04-16 11:21:01 INFO]: Epoch (val) [74][26] loss_cls: 0.7904, loss_sal: 0.3395, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1306, mAP: 0.6082, best_mAP: 0.6563 | |
| [2024-04-16 11:21:02 INFO]: Epoch [75][9/9] lr: 0.0005, eta: 0:02:49, time: 0.032, data_time: 0.064, memory: 1281, loss_cls: 0.3663, loss_sal: 0.3602, loss_video_cal: 0.0475, loss_layer_cal: 0.0066, loss: 0.7805, scale: 16384.0000 | |
| [2024-04-16 11:21:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_75.pth... | |
| [2024-04-16 11:21:02 INFO]: Validating... | |
| [2024-04-16 11:21:02 INFO]: Epoch (val) [75][26] loss_cls: 0.7703, loss_sal: 0.3394, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1104, mAP: 0.6133, best_mAP: 0.6563 | |
| [2024-04-16 11:21:03 INFO]: Epoch [76][9/9] lr: 0.0005, eta: 0:02:48, time: 0.034, data_time: 0.059, memory: 1281, loss_cls: 0.3635, loss_sal: 0.3605, loss_video_cal: 0.0491, loss_layer_cal: 0.0099, loss: 0.7830, scale: 16384.0000 | |
| [2024-04-16 11:21:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_76.pth... | |
| [2024-04-16 11:21:03 INFO]: Validating... | |
| [2024-04-16 11:21:04 INFO]: Epoch (val) [76][26] loss_cls: 0.8047, loss_sal: 0.3396, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1449, mAP: 0.6520, best_mAP: 0.6563 | |
| [2024-04-16 11:21:04 INFO]: Epoch [77][9/9] lr: 0.0005, eta: 0:02:47, time: 0.033, data_time: 0.053, memory: 1281, loss_cls: 0.3652, loss_sal: 0.3570, loss_video_cal: 0.0410, loss_layer_cal: 0.0075, loss: 0.7707, scale: 16384.0000 | |
| [2024-04-16 11:21:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_77.pth... | |
| [2024-04-16 11:21:05 INFO]: Validating... | |
| [2024-04-16 11:21:05 INFO]: Epoch (val) [77][26] loss_cls: 0.7797, loss_sal: 0.3388, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1191, mAP: 0.6310, best_mAP: 0.6563 | |
| [2024-04-16 11:21:06 INFO]: Epoch [78][9/9] lr: 0.0005, eta: 0:02:45, time: 0.031, data_time: 0.057, memory: 1281, loss_cls: 0.3552, loss_sal: 0.3450, loss_video_cal: 0.0640, loss_layer_cal: 0.0090, loss: 0.7732, scale: 16384.0000 | |
| [2024-04-16 11:21:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_78.pth... | |
| [2024-04-16 11:21:06 INFO]: Validating... | |
| [2024-04-16 11:21:06 INFO]: Epoch (val) [78][26] loss_cls: 0.7788, loss_sal: 0.3409, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1203, mAP: 0.6320, best_mAP: 0.6563 | |
| [2024-04-16 11:21:07 INFO]: Epoch [79][9/9] lr: 0.0005, eta: 0:02:44, time: 0.032, data_time: 0.059, memory: 1281, loss_cls: 0.3421, loss_sal: 0.3579, loss_video_cal: 0.0498, loss_layer_cal: 0.0064, loss: 0.7563, scale: 16384.0000 | |
| [2024-04-16 11:21:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_79.pth... | |
| [2024-04-16 11:21:07 INFO]: Validating... | |
| [2024-04-16 11:21:08 INFO]: Epoch (val) [79][26] loss_cls: 0.9473, loss_sal: 0.3508, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2988, mAP: 0.6211, best_mAP: 0.6563 | |
| [2024-04-16 11:21:09 INFO]: Epoch [80][9/9] lr: 0.0005, eta: 0:02:43, time: 0.033, data_time: 0.059, memory: 1281, loss_cls: 0.3863, loss_sal: 0.3632, loss_video_cal: 0.0445, loss_layer_cal: 0.0098, loss: 0.8038, scale: 16384.0000 | |
| [2024-04-16 11:21:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_80.pth... | |
| [2024-04-16 11:21:09 INFO]: Validating... | |
| [2024-04-16 11:21:09 INFO]: Epoch (val) [80][26] loss_cls: 0.7307, loss_sal: 0.3451, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0764, mAP: 0.6262, best_mAP: 0.6563 | |
| [2024-04-16 11:21:10 INFO]: Epoch [81][9/9] lr: 0.0005, eta: 0:02:41, time: 0.035, data_time: 0.057, memory: 1281, loss_cls: 0.3431, loss_sal: 0.3530, loss_video_cal: 0.0449, loss_layer_cal: 0.0116, loss: 0.7526, scale: 16384.0000 | |
| [2024-04-16 11:21:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_81.pth... | |
| [2024-04-16 11:21:10 INFO]: Validating... | |
| [2024-04-16 11:21:10 INFO]: Epoch (val) [81][26] loss_cls: 0.8079, loss_sal: 0.3417, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1501, mAP: 0.6192, best_mAP: 0.6563 | |
| [2024-04-16 11:21:11 INFO]: Epoch [82][9/9] lr: 0.0005, eta: 0:02:40, time: 0.031, data_time: 0.061, memory: 1281, loss_cls: 0.3597, loss_sal: 0.3495, loss_video_cal: 0.0539, loss_layer_cal: 0.0109, loss: 0.7740, scale: 16384.0000 | |
| [2024-04-16 11:21:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_82.pth... | |
| [2024-04-16 11:21:11 INFO]: Validating... | |
| [2024-04-16 11:21:12 INFO]: Epoch (val) [82][26] loss_cls: 0.7938, loss_sal: 0.3435, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.1379, mAP: 0.6470, best_mAP: 0.6563 | |
| [2024-04-16 11:21:13 INFO]: Epoch [83][9/9] lr: 0.0005, eta: 0:02:38, time: 0.030, data_time: 0.051, memory: 1281, loss_cls: 0.3597, loss_sal: 0.3513, loss_video_cal: 0.0554, loss_layer_cal: 0.0117, loss: 0.7782, scale: 16384.0000 | |
| [2024-04-16 11:21:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_83.pth... | |
| [2024-04-16 11:21:13 INFO]: Validating... | |
| [2024-04-16 11:21:13 INFO]: Epoch (val) [83][26] loss_cls: 0.8710, loss_sal: 0.3408, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2124, mAP: 0.6715, best_mAP: 0.6715 | |
| [2024-04-16 11:21:14 INFO]: Epoch [84][9/9] lr: 0.0005, eta: 0:02:37, time: 0.032, data_time: 0.049, memory: 1281, loss_cls: 0.3622, loss_sal: 0.3511, loss_video_cal: 0.0377, loss_layer_cal: 0.0076, loss: 0.7585, scale: 16384.0000 | |
| [2024-04-16 11:21:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_84.pth... | |
| [2024-04-16 11:21:14 INFO]: Validating... | |
| [2024-04-16 11:21:14 INFO]: Epoch (val) [84][26] loss_cls: 0.8975, loss_sal: 0.3376, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2359, mAP: 0.6613, best_mAP: 0.6715 | |
| [2024-04-16 11:21:15 INFO]: Epoch [85][9/9] lr: 0.0005, eta: 0:02:36, time: 0.034, data_time: 0.059, memory: 1281, loss_cls: 0.3792, loss_sal: 0.3430, loss_video_cal: 0.0389, loss_layer_cal: 0.0098, loss: 0.7710, scale: 15142.7881 | |
| [2024-04-16 11:21:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_85.pth... | |
| [2024-04-16 11:21:15 INFO]: Validating... | |
| [2024-04-16 11:21:16 INFO]: Epoch (val) [85][26] loss_cls: 0.8732, loss_sal: 0.3472, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2211, mAP: 0.6754, best_mAP: 0.6754 | |
| [2024-04-16 11:21:17 INFO]: Epoch [86][9/9] lr: 0.0005, eta: 0:02:34, time: 0.032, data_time: 0.054, memory: 1281, loss_cls: 0.3919, loss_sal: 0.3652, loss_video_cal: 0.0472, loss_layer_cal: 0.0108, loss: 0.8152, scale: 8192.0000 | |
| [2024-04-16 11:21:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_86.pth... | |
| [2024-04-16 11:21:17 INFO]: Validating... | |
| [2024-04-16 11:21:17 INFO]: Epoch (val) [86][26] loss_cls: 0.8366, loss_sal: 0.3387, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1760, mAP: 0.6559, best_mAP: 0.6754 | |
| [2024-04-16 11:21:18 INFO]: Epoch [87][9/9] lr: 0.0005, eta: 0:02:33, time: 0.032, data_time: 0.062, memory: 1281, loss_cls: 0.3671, loss_sal: 0.3605, loss_video_cal: 0.0494, loss_layer_cal: 0.0093, loss: 0.7863, scale: 8192.0000 | |
| [2024-04-16 11:21:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_87.pth... | |
| [2024-04-16 11:21:18 INFO]: Validating... | |
| [2024-04-16 11:21:18 INFO]: Epoch (val) [87][26] loss_cls: 0.9794, loss_sal: 0.3448, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.3249, mAP: 0.6326, best_mAP: 0.6754 | |
| [2024-04-16 11:21:19 INFO]: Epoch [88][9/9] lr: 0.0005, eta: 0:02:32, time: 0.032, data_time: 0.060, memory: 1281, loss_cls: 0.3577, loss_sal: 0.3615, loss_video_cal: 0.0622, loss_layer_cal: 0.0098, loss: 0.7912, scale: 8192.0000 | |
| [2024-04-16 11:21:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_88.pth... | |
| [2024-04-16 11:21:19 INFO]: Validating... | |
| [2024-04-16 11:21:20 INFO]: Epoch (val) [88][26] loss_cls: 0.8596, loss_sal: 0.3446, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2048, mAP: 0.6421, best_mAP: 0.6754 | |
| [2024-04-16 11:21:21 INFO]: Epoch [89][9/9] lr: 0.0005, eta: 0:02:30, time: 0.034, data_time: 0.060, memory: 1281, loss_cls: 0.3536, loss_sal: 0.3624, loss_video_cal: 0.0378, loss_layer_cal: 0.0093, loss: 0.7632, scale: 8192.0000 | |
| [2024-04-16 11:21:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_89.pth... | |
| [2024-04-16 11:21:21 INFO]: Validating... | |
| [2024-04-16 11:21:21 INFO]: Epoch (val) [89][26] loss_cls: 0.9433, loss_sal: 0.3398, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.2837, mAP: 0.6505, best_mAP: 0.6754 | |
| [2024-04-16 11:21:22 INFO]: Epoch [90][9/9] lr: 0.0005, eta: 0:02:29, time: 0.033, data_time: 0.054, memory: 1281, loss_cls: 0.3850, loss_sal: 0.3535, loss_video_cal: 0.0464, loss_layer_cal: 0.0088, loss: 0.7937, scale: 8192.0000 | |
| [2024-04-16 11:21:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_90.pth... | |
| [2024-04-16 11:21:22 INFO]: Validating... | |
| [2024-04-16 11:21:23 INFO]: Epoch (val) [90][26] loss_cls: 0.8126, loss_sal: 0.3413, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1546, mAP: 0.6717, best_mAP: 0.6754 | |
| [2024-04-16 11:21:23 INFO]: Epoch [91][9/9] lr: 0.0005, eta: 0:02:27, time: 0.030, data_time: 0.049, memory: 1281, loss_cls: 0.3957, loss_sal: 0.3557, loss_video_cal: 0.0692, loss_layer_cal: 0.0110, loss: 0.8316, scale: 8192.0000 | |
| [2024-04-16 11:21:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_91.pth... | |
| [2024-04-16 11:21:23 INFO]: Validating... | |
| [2024-04-16 11:21:24 INFO]: Epoch (val) [91][26] loss_cls: 0.8165, loss_sal: 0.3412, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.1587, mAP: 0.6705, best_mAP: 0.6754 | |
| [2024-04-16 11:21:25 INFO]: Epoch [92][9/9] lr: 0.0005, eta: 0:02:26, time: 0.030, data_time: 0.054, memory: 1281, loss_cls: 0.4859, loss_sal: 0.3533, loss_video_cal: 0.0494, loss_layer_cal: 0.0123, loss: 0.9009, scale: 8192.0000 | |
| [2024-04-16 11:21:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_92.pth... | |
| [2024-04-16 11:21:25 INFO]: Validating... | |
| [2024-04-16 11:21:25 INFO]: Epoch (val) [92][26] loss_cls: 0.9841, loss_sal: 0.3383, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.3234, mAP: 0.6229, best_mAP: 0.6754 | |
| [2024-04-16 11:21:26 INFO]: Epoch [93][9/9] lr: 0.0005, eta: 0:02:25, time: 0.031, data_time: 0.063, memory: 1281, loss_cls: 0.5445, loss_sal: 0.3627, loss_video_cal: 0.0479, loss_layer_cal: 0.0117, loss: 0.9668, scale: 8192.0000 | |
| [2024-04-16 11:21:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_93.pth... | |
| [2024-04-16 11:21:26 INFO]: Validating... | |
| [2024-04-16 11:21:27 INFO]: Epoch (val) [93][26] loss_cls: 0.7944, loss_sal: 0.3413, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1364, mAP: 0.6356, best_mAP: 0.6754 | |
| [2024-04-16 11:21:27 INFO]: Epoch [94][9/9] lr: 0.0005, eta: 0:02:23, time: 0.032, data_time: 0.050, memory: 1281, loss_cls: 0.4789, loss_sal: 0.3657, loss_video_cal: 0.0443, loss_layer_cal: 0.0092, loss: 0.8980, scale: 8192.0000 | |
| [2024-04-16 11:21:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_94.pth... | |
| [2024-04-16 11:21:27 INFO]: Validating... | |
| [2024-04-16 11:21:28 INFO]: Epoch (val) [94][26] loss_cls: 0.9095, loss_sal: 0.3416, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2518, mAP: 0.6064, best_mAP: 0.6754 | |
| [2024-04-16 11:21:29 INFO]: Epoch [95][9/9] lr: 0.0005, eta: 0:02:22, time: 0.032, data_time: 0.059, memory: 1281, loss_cls: 0.4788, loss_sal: 0.3612, loss_video_cal: 0.0404, loss_layer_cal: 0.0079, loss: 0.8884, scale: 8192.0000 | |
| [2024-04-16 11:21:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_95.pth... | |
| [2024-04-16 11:21:29 INFO]: Validating... | |
| [2024-04-16 11:21:29 INFO]: Epoch (val) [95][26] loss_cls: 0.6614, loss_sal: 0.3415, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.0035, mAP: 0.6348, best_mAP: 0.6754 | |
| [2024-04-16 11:21:30 INFO]: Epoch [96][9/9] lr: 0.0005, eta: 0:02:20, time: 0.033, data_time: 0.058, memory: 1281, loss_cls: 0.4555, loss_sal: 0.3692, loss_video_cal: 0.0396, loss_layer_cal: 0.0085, loss: 0.8728, scale: 8192.0000 | |
| [2024-04-16 11:21:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_96.pth... | |
| [2024-04-16 11:21:30 INFO]: Validating... | |
| [2024-04-16 11:21:31 INFO]: Epoch (val) [96][26] loss_cls: 0.9168, loss_sal: 0.3416, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2594, mAP: 0.5924, best_mAP: 0.6754 | |
| [2024-04-16 11:21:31 INFO]: Epoch [97][9/9] lr: 0.0005, eta: 0:02:19, time: 0.032, data_time: 0.053, memory: 1281, loss_cls: 0.5146, loss_sal: 0.3655, loss_video_cal: 0.0390, loss_layer_cal: 0.0132, loss: 0.9323, scale: 8192.0000 | |
| [2024-04-16 11:21:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_97.pth... | |
| [2024-04-16 11:21:31 INFO]: Validating... | |
| [2024-04-16 11:21:32 INFO]: Epoch (val) [97][26] loss_cls: 0.8349, loss_sal: 0.3413, loss_video_cal: 0.0000, loss_layer_cal: 0.0020, loss: 1.1782, mAP: 0.6649, best_mAP: 0.6754 | |
| [2024-04-16 11:21:33 INFO]: Epoch [98][9/9] lr: 0.0005, eta: 0:02:18, time: 0.032, data_time: 0.059, memory: 1281, loss_cls: 0.4608, loss_sal: 0.3590, loss_video_cal: 0.0406, loss_layer_cal: 0.0142, loss: 0.8747, scale: 8192.0000 | |
| [2024-04-16 11:21:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_98.pth... | |
| [2024-04-16 11:21:33 INFO]: Validating... | |
| [2024-04-16 11:21:33 INFO]: Epoch (val) [98][26] loss_cls: 0.7343, loss_sal: 0.3430, loss_video_cal: 0.0000, loss_layer_cal: 0.0018, loss: 1.0792, mAP: 0.6516, best_mAP: 0.6754 | |
| [2024-04-16 11:21:34 INFO]: Epoch [99][9/9] lr: 0.0005, eta: 0:02:16, time: 0.030, data_time: 0.062, memory: 1281, loss_cls: 0.4071, loss_sal: 0.3680, loss_video_cal: 0.0502, loss_layer_cal: 0.0154, loss: 0.8407, scale: 8192.0000 | |
| [2024-04-16 11:21:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_99.pth... | |
| [2024-04-16 11:21:34 INFO]: Validating... | |
| [2024-04-16 11:21:35 INFO]: Epoch (val) [99][26] loss_cls: 0.6566, loss_sal: 0.3428, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.0010, mAP: 0.6415, best_mAP: 0.6754 | |
| [2024-04-16 11:21:35 INFO]: Epoch [100][9/9] lr: 0.0005, eta: 0:02:15, time: 0.030, data_time: 0.062, memory: 1281, loss_cls: 0.4378, loss_sal: 0.3670, loss_video_cal: 0.0493, loss_layer_cal: 0.0113, loss: 0.8654, scale: 8192.0000 | |
| [2024-04-16 11:21:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_100.pth... | |
| [2024-04-16 11:21:35 INFO]: Validating... | |
| [2024-04-16 11:21:36 INFO]: Epoch (val) [100][26] loss_cls: 0.8052, loss_sal: 0.3429, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.1493, mAP: 0.6364, best_mAP: 0.6754 | |
| [2024-04-16 11:21:37 INFO]: Epoch [101][9/9] lr: 0.0005, eta: 0:02:14, time: 0.034, data_time: 0.055, memory: 1281, loss_cls: 0.3787, loss_sal: 0.3673, loss_video_cal: 0.0468, loss_layer_cal: 0.0105, loss: 0.8033, scale: 8192.0000 | |
| [2024-04-16 11:21:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_101.pth... | |
| [2024-04-16 11:21:37 INFO]: Validating... | |
| [2024-04-16 11:21:37 INFO]: Epoch (val) [101][26] loss_cls: 0.7745, loss_sal: 0.3409, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.1164, mAP: 0.6518, best_mAP: 0.6754 | |
| [2024-04-16 11:21:38 INFO]: Epoch [102][9/9] lr: 0.0005, eta: 0:02:12, time: 0.033, data_time: 0.062, memory: 1281, loss_cls: 0.3727, loss_sal: 0.3653, loss_video_cal: 0.0402, loss_layer_cal: 0.0094, loss: 0.7876, scale: 8192.0000 | |
| [2024-04-16 11:21:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_102.pth... | |
| [2024-04-16 11:21:38 INFO]: Validating... | |
| [2024-04-16 11:21:39 INFO]: Epoch (val) [102][26] loss_cls: 0.7677, loss_sal: 0.3415, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1101, mAP: 0.6436, best_mAP: 0.6754 | |
| [2024-04-16 11:21:40 INFO]: Epoch [103][9/9] lr: 0.0005, eta: 0:02:11, time: 0.034, data_time: 0.064, memory: 1281, loss_cls: 0.3912, loss_sal: 0.3639, loss_video_cal: 0.0366, loss_layer_cal: 0.0094, loss: 0.8011, scale: 8192.0000 | |
| [2024-04-16 11:21:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_103.pth... | |
| [2024-04-16 11:21:40 INFO]: Validating... | |
| [2024-04-16 11:21:40 INFO]: Epoch (val) [103][26] loss_cls: 0.8662, loss_sal: 0.3416, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2087, mAP: 0.6332, best_mAP: 0.6754 | |
| [2024-04-16 11:21:41 INFO]: Epoch [104][9/9] lr: 0.0005, eta: 0:02:10, time: 0.034, data_time: 0.053, memory: 1281, loss_cls: 0.3637, loss_sal: 0.3645, loss_video_cal: 0.0385, loss_layer_cal: 0.0088, loss: 0.7754, scale: 8192.0000 | |
| [2024-04-16 11:21:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_104.pth... | |
| [2024-04-16 11:21:41 INFO]: Validating... | |
| [2024-04-16 11:21:41 INFO]: Epoch (val) [104][26] loss_cls: 0.8273, loss_sal: 0.3397, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1680, mAP: 0.6942, best_mAP: 0.6942 | |
| [2024-04-16 11:21:42 INFO]: Epoch [105][9/9] lr: 0.0005, eta: 0:02:08, time: 0.033, data_time: 0.056, memory: 1281, loss_cls: 0.4141, loss_sal: 0.3649, loss_video_cal: 0.0383, loss_layer_cal: 0.0091, loss: 0.8264, scale: 8192.0000 | |
| [2024-04-16 11:21:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_105.pth... | |
| [2024-04-16 11:21:42 INFO]: Validating... | |
| [2024-04-16 11:21:43 INFO]: Epoch (val) [105][26] loss_cls: 0.7913, loss_sal: 0.3372, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1293, mAP: 0.6807, best_mAP: 0.6942 | |
| [2024-04-16 11:21:44 INFO]: Epoch [106][9/9] lr: 0.0005, eta: 0:02:07, time: 0.033, data_time: 0.064, memory: 1281, loss_cls: 0.3725, loss_sal: 0.3597, loss_video_cal: 0.0417, loss_layer_cal: 0.0081, loss: 0.7820, scale: 8192.0000 | |
| [2024-04-16 11:21:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_106.pth... | |
| [2024-04-16 11:21:44 INFO]: Validating... | |
| [2024-04-16 11:21:44 INFO]: Epoch (val) [106][26] loss_cls: 0.8329, loss_sal: 0.3390, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1728, mAP: 0.6851, best_mAP: 0.6942 | |
| [2024-04-16 11:21:45 INFO]: Epoch [107][9/9] lr: 0.0005, eta: 0:02:06, time: 0.032, data_time: 0.056, memory: 1281, loss_cls: 0.3902, loss_sal: 0.3628, loss_video_cal: 0.0336, loss_layer_cal: 0.0091, loss: 0.7957, scale: 8192.0000 | |
| [2024-04-16 11:21:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_107.pth... | |
| [2024-04-16 11:21:45 INFO]: Validating... | |
| [2024-04-16 11:21:46 INFO]: Epoch (val) [107][26] loss_cls: 0.7921, loss_sal: 0.3408, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1338, mAP: 0.6611, best_mAP: 0.6942 | |
| [2024-04-16 11:21:46 INFO]: Epoch [108][9/9] lr: 0.0005, eta: 0:02:04, time: 0.032, data_time: 0.059, memory: 1281, loss_cls: 0.3735, loss_sal: 0.3623, loss_video_cal: 0.0377, loss_layer_cal: 0.0082, loss: 0.7817, scale: 8192.0000 | |
| [2024-04-16 11:21:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_108.pth... | |
| [2024-04-16 11:21:46 INFO]: Validating... | |
| [2024-04-16 11:21:47 INFO]: Epoch (val) [108][26] loss_cls: 0.8223, loss_sal: 0.3375, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1607, mAP: 0.6561, best_mAP: 0.6942 | |
| [2024-04-16 11:21:48 INFO]: Epoch [109][9/9] lr: 0.0005, eta: 0:02:03, time: 0.032, data_time: 0.058, memory: 1281, loss_cls: 0.3890, loss_sal: 0.3593, loss_video_cal: 0.0363, loss_layer_cal: 0.0066, loss: 0.7911, scale: 8192.0000 | |
| [2024-04-16 11:21:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_109.pth... | |
| [2024-04-16 11:21:48 INFO]: Validating... | |
| [2024-04-16 11:21:48 INFO]: Epoch (val) [109][26] loss_cls: 0.7258, loss_sal: 0.3380, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.0647, mAP: 0.6684, best_mAP: 0.6942 | |
| [2024-04-16 11:21:49 INFO]: Epoch [110][9/9] lr: 0.0005, eta: 0:02:02, time: 0.033, data_time: 0.059, memory: 1281, loss_cls: 0.3645, loss_sal: 0.3666, loss_video_cal: 0.0437, loss_layer_cal: 0.0099, loss: 0.7847, scale: 8192.0000 | |
| [2024-04-16 11:21:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_110.pth... | |
| [2024-04-16 11:21:49 INFO]: Validating... | |
| [2024-04-16 11:21:50 INFO]: Epoch (val) [110][26] loss_cls: 0.7733, loss_sal: 0.3386, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.1128, mAP: 0.6556, best_mAP: 0.6942 | |
| [2024-04-16 11:21:50 INFO]: Epoch [111][9/9] lr: 0.0005, eta: 0:02:00, time: 0.034, data_time: 0.060, memory: 1281, loss_cls: 0.3625, loss_sal: 0.3587, loss_video_cal: 0.0350, loss_layer_cal: 0.0086, loss: 0.7648, scale: 8192.0000 | |
| [2024-04-16 11:21:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_111.pth... | |
| [2024-04-16 11:21:50 INFO]: Validating... | |
| [2024-04-16 11:21:51 INFO]: Epoch (val) [111][26] loss_cls: 0.7800, loss_sal: 0.3383, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.1193, mAP: 0.6594, best_mAP: 0.6942 | |
| [2024-04-16 11:21:52 INFO]: Epoch [112][9/9] lr: 0.0005, eta: 0:01:59, time: 0.034, data_time: 0.057, memory: 1281, loss_cls: 0.3378, loss_sal: 0.3600, loss_video_cal: 0.0394, loss_layer_cal: 0.0083, loss: 0.7455, scale: 8192.0000 | |
| [2024-04-16 11:21:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_112.pth... | |
| [2024-04-16 11:21:52 INFO]: Validating... | |
| [2024-04-16 11:21:52 INFO]: Epoch (val) [112][26] loss_cls: 0.8145, loss_sal: 0.3382, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1536, mAP: 0.6909, best_mAP: 0.6942 | |
| [2024-04-16 11:21:53 INFO]: Epoch [113][9/9] lr: 0.0005, eta: 0:01:58, time: 0.033, data_time: 0.056, memory: 1281, loss_cls: 0.3518, loss_sal: 0.3573, loss_video_cal: 0.0359, loss_layer_cal: 0.0073, loss: 0.7523, scale: 8192.0000 | |
| [2024-04-16 11:21:53 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_113.pth... | |
| [2024-04-16 11:21:53 INFO]: Validating... | |
| [2024-04-16 11:21:54 INFO]: Epoch (val) [113][26] loss_cls: 0.8131, loss_sal: 0.3387, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1527, mAP: 0.6839, best_mAP: 0.6942 | |
| [2024-04-16 11:21:54 INFO]: Epoch [114][9/9] lr: 0.0005, eta: 0:01:56, time: 0.032, data_time: 0.053, memory: 1281, loss_cls: 0.3471, loss_sal: 0.3490, loss_video_cal: 0.0360, loss_layer_cal: 0.0074, loss: 0.7396, scale: 8192.0000 | |
| [2024-04-16 11:21:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_114.pth... | |
| [2024-04-16 11:21:55 INFO]: Validating... | |
| [2024-04-16 11:21:55 INFO]: Epoch (val) [114][26] loss_cls: 0.8191, loss_sal: 0.3405, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1604, mAP: 0.6871, best_mAP: 0.6942 | |
| [2024-04-16 11:21:56 INFO]: Epoch [115][9/9] lr: 0.0005, eta: 0:01:55, time: 0.032, data_time: 0.054, memory: 1281, loss_cls: 0.3667, loss_sal: 0.3579, loss_video_cal: 0.0385, loss_layer_cal: 0.0081, loss: 0.7712, scale: 8192.0000 | |
| [2024-04-16 11:21:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_115.pth... | |
| [2024-04-16 11:21:56 INFO]: Validating... | |
| [2024-04-16 11:21:56 INFO]: Epoch (val) [115][26] loss_cls: 0.8124, loss_sal: 0.3365, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1496, mAP: 0.6794, best_mAP: 0.6942 | |
| [2024-04-16 11:21:57 INFO]: Epoch [116][9/9] lr: 0.0005, eta: 0:01:53, time: 0.033, data_time: 0.056, memory: 1281, loss_cls: 0.3523, loss_sal: 0.3582, loss_video_cal: 0.0400, loss_layer_cal: 0.0077, loss: 0.7582, scale: 8192.0000 | |
| [2024-04-16 11:21:57 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_116.pth... | |
| [2024-04-16 11:21:57 INFO]: Validating... | |
| [2024-04-16 11:21:58 INFO]: Epoch (val) [116][26] loss_cls: 0.9258, loss_sal: 0.3422, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2686, mAP: 0.6503, best_mAP: 0.6942 | |
| [2024-04-16 11:21:58 INFO]: Epoch [117][9/9] lr: 0.0005, eta: 0:01:52, time: 0.033, data_time: 0.053, memory: 1281, loss_cls: 0.3535, loss_sal: 0.3547, loss_video_cal: 0.0347, loss_layer_cal: 0.0058, loss: 0.7487, scale: 8192.0000 | |
| [2024-04-16 11:21:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_117.pth... | |
| [2024-04-16 11:21:59 INFO]: Validating... | |
| [2024-04-16 11:21:59 INFO]: Epoch (val) [117][26] loss_cls: 0.8991, loss_sal: 0.3453, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2450, mAP: 0.6913, best_mAP: 0.6942 | |
| [2024-04-16 11:22:00 INFO]: Epoch [118][9/9] lr: 0.0005, eta: 0:01:51, time: 0.031, data_time: 0.062, memory: 1281, loss_cls: 0.3316, loss_sal: 0.3552, loss_video_cal: 0.0333, loss_layer_cal: 0.0058, loss: 0.7259, scale: 8192.0000 | |
| [2024-04-16 11:22:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_118.pth... | |
| [2024-04-16 11:22:00 INFO]: Validating... | |
| [2024-04-16 11:22:00 INFO]: Epoch (val) [118][26] loss_cls: 0.9382, loss_sal: 0.3487, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2875, mAP: 0.6756, best_mAP: 0.6942 | |
| [2024-04-16 11:22:01 INFO]: Epoch [119][9/9] lr: 0.0005, eta: 0:01:49, time: 0.031, data_time: 0.052, memory: 1281, loss_cls: 0.3802, loss_sal: 0.3531, loss_video_cal: 0.0378, loss_layer_cal: 0.0061, loss: 0.7772, scale: 8192.0000 | |
| [2024-04-16 11:22:01 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_119.pth... | |
| [2024-04-16 11:22:01 INFO]: Validating... | |
| [2024-04-16 11:22:02 INFO]: Epoch (val) [119][26] loss_cls: 0.7562, loss_sal: 0.3431, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1000, mAP: 0.6899, best_mAP: 0.6942 | |
| [2024-04-16 11:22:02 INFO]: Epoch [120][9/9] lr: 0.0005, eta: 0:01:48, time: 0.031, data_time: 0.049, memory: 1281, loss_cls: 0.4171, loss_sal: 0.3551, loss_video_cal: 0.0422, loss_layer_cal: 0.0097, loss: 0.8240, scale: 8192.0000 | |
| [2024-04-16 11:22:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_120.pth... | |
| [2024-04-16 11:22:02 INFO]: Validating... | |
| [2024-04-16 11:22:03 INFO]: Epoch (val) [120][26] loss_cls: 0.7686, loss_sal: 0.3429, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.1130, mAP: 0.6693, best_mAP: 0.6942 | |
| [2024-04-16 11:22:04 INFO]: Epoch [121][9/9] lr: 0.0005, eta: 0:01:46, time: 0.032, data_time: 0.055, memory: 1281, loss_cls: 0.4441, loss_sal: 0.3616, loss_video_cal: 0.0463, loss_layer_cal: 0.0120, loss: 0.8640, scale: 8192.0000 | |
| [2024-04-16 11:22:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_121.pth... | |
| [2024-04-16 11:22:04 INFO]: Validating... | |
| [2024-04-16 11:22:04 INFO]: Epoch (val) [121][26] loss_cls: 0.7775, loss_sal: 0.3421, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.1210, mAP: 0.6680, best_mAP: 0.6942 | |
| [2024-04-16 11:22:05 INFO]: Epoch [122][9/9] lr: 0.0005, eta: 0:01:45, time: 0.032, data_time: 0.061, memory: 1281, loss_cls: 0.3986, loss_sal: 0.3459, loss_video_cal: 0.0487, loss_layer_cal: 0.0096, loss: 0.8028, scale: 8192.0000 | |
| [2024-04-16 11:22:05 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_122.pth... | |
| [2024-04-16 11:22:05 INFO]: Validating... | |
| [2024-04-16 11:22:06 INFO]: Epoch (val) [122][26] loss_cls: 0.8957, loss_sal: 0.3431, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.2400, mAP: 0.6584, best_mAP: 0.6942 | |
| [2024-04-16 11:22:06 INFO]: Epoch [123][9/9] lr: 0.0005, eta: 0:01:44, time: 0.032, data_time: 0.052, memory: 1281, loss_cls: 0.3858, loss_sal: 0.3551, loss_video_cal: 0.0457, loss_layer_cal: 0.0077, loss: 0.7943, scale: 8192.0000 | |
| [2024-04-16 11:22:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_123.pth... | |
| [2024-04-16 11:22:06 INFO]: Validating... | |
| [2024-04-16 11:22:07 INFO]: Epoch (val) [123][26] loss_cls: 0.9622, loss_sal: 0.3412, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.3046, mAP: 0.6658, best_mAP: 0.6942 | |
| [2024-04-16 11:22:08 INFO]: Epoch [124][9/9] lr: 0.0005, eta: 0:01:42, time: 0.033, data_time: 0.057, memory: 1281, loss_cls: 0.3841, loss_sal: 0.3522, loss_video_cal: 0.0389, loss_layer_cal: 0.0075, loss: 0.7827, scale: 8192.0000 | |
| [2024-04-16 11:22:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_124.pth... | |
| [2024-04-16 11:22:08 INFO]: Validating... | |
| [2024-04-16 11:22:08 INFO]: Epoch (val) [124][26] loss_cls: 0.7497, loss_sal: 0.3426, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.0935, mAP: 0.6637, best_mAP: 0.6942 | |
| [2024-04-16 11:22:09 INFO]: Epoch [125][9/9] lr: 0.0005, eta: 0:01:41, time: 0.032, data_time: 0.063, memory: 1281, loss_cls: 0.3854, loss_sal: 0.3574, loss_video_cal: 0.0293, loss_layer_cal: 0.0090, loss: 0.7812, scale: 8192.0000 | |
| [2024-04-16 11:22:09 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_125.pth... | |
| [2024-04-16 11:22:09 INFO]: Validating... | |
| [2024-04-16 11:22:10 INFO]: Epoch (val) [125][26] loss_cls: 0.8123, loss_sal: 0.3394, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.1530, mAP: 0.6323, best_mAP: 0.6942 | |
| [2024-04-16 11:22:10 INFO]: Epoch [126][9/9] lr: 0.0005, eta: 0:01:40, time: 0.033, data_time: 0.052, memory: 1281, loss_cls: 0.3761, loss_sal: 0.3662, loss_video_cal: 0.0387, loss_layer_cal: 0.0101, loss: 0.7911, scale: 8192.0000 | |
| [2024-04-16 11:22:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_126.pth... | |
| [2024-04-16 11:22:11 INFO]: Validating... | |
| [2024-04-16 11:22:11 INFO]: Epoch (val) [126][26] loss_cls: 0.8814, loss_sal: 0.3389, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2213, mAP: 0.6324, best_mAP: 0.6942 | |
| [2024-04-16 11:22:12 INFO]: Epoch [127][9/9] lr: 0.0005, eta: 0:01:38, time: 0.033, data_time: 0.060, memory: 1281, loss_cls: 0.3764, loss_sal: 0.3563, loss_video_cal: 0.0266, loss_layer_cal: 0.0102, loss: 0.7695, scale: 8192.0000 | |
| [2024-04-16 11:22:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_127.pth... | |
| [2024-04-16 11:22:12 INFO]: Validating... | |
| [2024-04-16 11:22:12 INFO]: Epoch (val) [127][26] loss_cls: 0.9170, loss_sal: 0.3412, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2590, mAP: 0.6327, best_mAP: 0.6942 | |
| [2024-04-16 11:22:13 INFO]: Epoch [128][9/9] lr: 0.0005, eta: 0:01:37, time: 0.034, data_time: 0.058, memory: 1281, loss_cls: 0.3607, loss_sal: 0.3498, loss_video_cal: 0.0373, loss_layer_cal: 0.0081, loss: 0.7559, scale: 8192.0000 | |
| [2024-04-16 11:22:13 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_128.pth... | |
| [2024-04-16 11:22:13 INFO]: Validating... | |
| [2024-04-16 11:22:14 INFO]: Epoch (val) [128][26] loss_cls: 0.8896, loss_sal: 0.3417, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2320, mAP: 0.6509, best_mAP: 0.6942 | |
| [2024-04-16 11:22:15 INFO]: Epoch [129][9/9] lr: 0.0005, eta: 0:01:36, time: 0.032, data_time: 0.057, memory: 1281, loss_cls: 0.3926, loss_sal: 0.3588, loss_video_cal: 0.0422, loss_layer_cal: 0.0073, loss: 0.8009, scale: 8192.0000 | |
| [2024-04-16 11:22:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_129.pth... | |
| [2024-04-16 11:22:15 INFO]: Validating... | |
| [2024-04-16 11:22:15 INFO]: Epoch (val) [129][26] loss_cls: 0.9215, loss_sal: 0.3404, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.2626, mAP: 0.6403, best_mAP: 0.6942 | |
| [2024-04-16 11:22:16 INFO]: Epoch [130][9/9] lr: 0.0005, eta: 0:01:34, time: 0.033, data_time: 0.055, memory: 1281, loss_cls: 0.3502, loss_sal: 0.3436, loss_video_cal: 0.0331, loss_layer_cal: 0.0052, loss: 0.7321, scale: 8192.0000 | |
| [2024-04-16 11:22:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_130.pth... | |
| [2024-04-16 11:22:16 INFO]: Validating... | |
| [2024-04-16 11:22:16 INFO]: Epoch (val) [130][26] loss_cls: 0.9150, loss_sal: 0.3389, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2546, mAP: 0.6490, best_mAP: 0.6942 | |
| [2024-04-16 11:22:17 INFO]: Epoch [131][9/9] lr: 0.0005, eta: 0:01:33, time: 0.033, data_time: 0.051, memory: 1281, loss_cls: 0.3427, loss_sal: 0.3509, loss_video_cal: 0.0351, loss_layer_cal: 0.0070, loss: 0.7357, scale: 8192.0000 | |
| [2024-04-16 11:22:17 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_131.pth... | |
| [2024-04-16 11:22:17 INFO]: Validating... | |
| [2024-04-16 11:22:18 INFO]: Epoch (val) [131][26] loss_cls: 0.9441, loss_sal: 0.3382, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2829, mAP: 0.6551, best_mAP: 0.6942 | |
| [2024-04-16 11:22:18 INFO]: Epoch [132][9/9] lr: 0.0005, eta: 0:01:32, time: 0.033, data_time: 0.056, memory: 1281, loss_cls: 0.3466, loss_sal: 0.3536, loss_video_cal: 0.0258, loss_layer_cal: 0.0073, loss: 0.7333, scale: 8192.0000 | |
| [2024-04-16 11:22:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_132.pth... | |
| [2024-04-16 11:22:19 INFO]: Validating... | |
| [2024-04-16 11:22:19 INFO]: Epoch (val) [132][26] loss_cls: 0.9665, loss_sal: 0.3360, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.3031, mAP: 0.6547, best_mAP: 0.6942 | |
| [2024-04-16 11:22:20 INFO]: Epoch [133][9/9] lr: 0.0005, eta: 0:01:30, time: 0.033, data_time: 0.058, memory: 1281, loss_cls: 0.3894, loss_sal: 0.3509, loss_video_cal: 0.0271, loss_layer_cal: 0.0067, loss: 0.7741, scale: 8192.0000 | |
| [2024-04-16 11:22:20 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_133.pth... | |
| [2024-04-16 11:22:20 INFO]: Validating... | |
| [2024-04-16 11:22:20 INFO]: Epoch (val) [133][26] loss_cls: 0.9038, loss_sal: 0.3448, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2492, mAP: 0.6479, best_mAP: 0.6942 | |
| [2024-04-16 11:22:21 INFO]: Epoch [134][9/9] lr: 0.0005, eta: 0:01:29, time: 0.033, data_time: 0.051, memory: 1281, loss_cls: 0.3503, loss_sal: 0.3484, loss_video_cal: 0.0345, loss_layer_cal: 0.0111, loss: 0.7443, scale: 8192.0000 | |
| [2024-04-16 11:22:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_134.pth... | |
| [2024-04-16 11:22:21 INFO]: Validating... | |
| [2024-04-16 11:22:22 INFO]: Epoch (val) [134][26] loss_cls: 0.8202, loss_sal: 0.3461, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.1670, mAP: 0.6455, best_mAP: 0.6942 | |
| [2024-04-16 11:22:23 INFO]: Epoch [135][9/9] lr: 0.0005, eta: 0:01:27, time: 0.034, data_time: 0.065, memory: 1281, loss_cls: 0.3572, loss_sal: 0.3509, loss_video_cal: 0.0286, loss_layer_cal: 0.0077, loss: 0.7444, scale: 8192.0000 | |
| [2024-04-16 11:22:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_135.pth... | |
| [2024-04-16 11:22:23 INFO]: Validating... | |
| [2024-04-16 11:22:23 INFO]: Epoch (val) [135][26] loss_cls: 0.8797, loss_sal: 0.3463, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2269, mAP: 0.6365, best_mAP: 0.6942 | |
| [2024-04-16 11:22:24 INFO]: Epoch [136][9/9] lr: 0.0005, eta: 0:01:26, time: 0.033, data_time: 0.059, memory: 1281, loss_cls: 0.3525, loss_sal: 0.3482, loss_video_cal: 0.0348, loss_layer_cal: 0.0099, loss: 0.7454, scale: 8192.0000 | |
| [2024-04-16 11:22:24 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_136.pth... | |
| [2024-04-16 11:22:24 INFO]: Validating... | |
| [2024-04-16 11:22:25 INFO]: Epoch (val) [136][26] loss_cls: 0.8352, loss_sal: 0.3543, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.1904, mAP: 0.6416, best_mAP: 0.6942 | |
| [2024-04-16 11:22:25 INFO]: Epoch [137][9/9] lr: 0.0005, eta: 0:01:25, time: 0.032, data_time: 0.058, memory: 1281, loss_cls: 0.3684, loss_sal: 0.3476, loss_video_cal: 0.0270, loss_layer_cal: 0.0093, loss: 0.7523, scale: 8192.0000 | |
| [2024-04-16 11:22:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_137.pth... | |
| [2024-04-16 11:22:25 INFO]: Validating... | |
| [2024-04-16 11:22:26 INFO]: Epoch (val) [137][26] loss_cls: 1.0634, loss_sal: 0.3654, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.4299, mAP: 0.6345, best_mAP: 0.6942 | |
| [2024-04-16 11:22:27 INFO]: Epoch [138][9/9] lr: 0.0005, eta: 0:01:23, time: 0.032, data_time: 0.050, memory: 1281, loss_cls: 0.3593, loss_sal: 0.3530, loss_video_cal: 0.0355, loss_layer_cal: 0.0085, loss: 0.7563, scale: 8192.0000 | |
| [2024-04-16 11:22:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_138.pth... | |
| [2024-04-16 11:22:27 INFO]: Validating... | |
| [2024-04-16 11:22:27 INFO]: Epoch (val) [138][26] loss_cls: 0.8649, loss_sal: 0.3576, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2235, mAP: 0.6329, best_mAP: 0.6942 | |
| [2024-04-16 11:22:28 INFO]: Epoch [139][9/9] lr: 0.0005, eta: 0:01:22, time: 0.032, data_time: 0.064, memory: 1281, loss_cls: 0.3588, loss_sal: 0.3600, loss_video_cal: 0.0307, loss_layer_cal: 0.0081, loss: 0.7576, scale: 8192.0000 | |
| [2024-04-16 11:22:28 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_139.pth... | |
| [2024-04-16 11:22:28 INFO]: Validating... | |
| [2024-04-16 11:22:29 INFO]: Epoch (val) [139][26] loss_cls: 0.9124, loss_sal: 0.3498, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.2632, mAP: 0.6333, best_mAP: 0.6942 | |
| [2024-04-16 11:22:29 INFO]: Epoch [140][9/9] lr: 0.0005, eta: 0:01:21, time: 0.033, data_time: 0.063, memory: 1281, loss_cls: 0.3551, loss_sal: 0.3486, loss_video_cal: 0.0296, loss_layer_cal: 0.0099, loss: 0.7432, scale: 8192.0000 | |
| [2024-04-16 11:22:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_140.pth... | |
| [2024-04-16 11:22:29 INFO]: Validating... | |
| [2024-04-16 11:22:30 INFO]: Epoch (val) [140][26] loss_cls: 0.7814, loss_sal: 0.3518, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1340, mAP: 0.6478, best_mAP: 0.6942 | |
| [2024-04-16 11:22:31 INFO]: Epoch [141][9/9] lr: 0.0005, eta: 0:01:19, time: 0.032, data_time: 0.072, memory: 1281, loss_cls: 0.4208, loss_sal: 0.3626, loss_video_cal: 0.0399, loss_layer_cal: 0.0088, loss: 0.8322, scale: 8192.0000 | |
| [2024-04-16 11:22:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_141.pth... | |
| [2024-04-16 11:22:31 INFO]: Validating... | |
| [2024-04-16 11:22:31 INFO]: Epoch (val) [141][26] loss_cls: 0.7203, loss_sal: 0.3612, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.0829, mAP: 0.6360, best_mAP: 0.6942 | |
| [2024-04-16 11:22:32 INFO]: Epoch [142][9/9] lr: 0.0005, eta: 0:01:18, time: 0.034, data_time: 0.060, memory: 1281, loss_cls: 0.3736, loss_sal: 0.3823, loss_video_cal: 0.0370, loss_layer_cal: 0.0095, loss: 0.8023, scale: 8192.0000 | |
| [2024-04-16 11:22:32 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_142.pth... | |
| [2024-04-16 11:22:32 INFO]: Validating... | |
| [2024-04-16 11:22:33 INFO]: Epoch (val) [142][26] loss_cls: 0.7111, loss_sal: 0.3519, loss_video_cal: 0.0000, loss_layer_cal: 0.0017, loss: 1.0647, mAP: 0.6223, best_mAP: 0.6942 | |
| [2024-04-16 11:22:34 INFO]: Epoch [143][9/9] lr: 0.0005, eta: 0:01:17, time: 0.034, data_time: 0.051, memory: 1281, loss_cls: 0.3910, loss_sal: 0.3508, loss_video_cal: 0.0281, loss_layer_cal: 0.0070, loss: 0.7770, scale: 8192.0000 | |
| [2024-04-16 11:22:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_143.pth... | |
| [2024-04-16 11:22:34 INFO]: Validating... | |
| [2024-04-16 11:22:34 INFO]: Epoch (val) [143][26] loss_cls: 0.8158, loss_sal: 0.3495, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.1670, mAP: 0.6421, best_mAP: 0.6942 | |
| [2024-04-16 11:22:35 INFO]: Epoch [144][9/9] lr: 0.0005, eta: 0:01:15, time: 0.034, data_time: 0.053, memory: 1281, loss_cls: 0.3949, loss_sal: 0.3497, loss_video_cal: 0.0492, loss_layer_cal: 0.0091, loss: 0.8029, scale: 8192.0000 | |
| [2024-04-16 11:22:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_144.pth... | |
| [2024-04-16 11:22:35 INFO]: Validating... | |
| [2024-04-16 11:22:35 INFO]: Epoch (val) [144][26] loss_cls: 0.8558, loss_sal: 0.3415, loss_video_cal: 0.0000, loss_layer_cal: 0.0016, loss: 1.1989, mAP: 0.6453, best_mAP: 0.6942 | |
| [2024-04-16 11:22:36 INFO]: Epoch [145][9/9] lr: 0.0005, eta: 0:01:14, time: 0.030, data_time: 0.055, memory: 1281, loss_cls: 0.3858, loss_sal: 0.3613, loss_video_cal: 0.0395, loss_layer_cal: 0.0100, loss: 0.7966, scale: 8192.0000 | |
| [2024-04-16 11:22:36 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_145.pth... | |
| [2024-04-16 11:22:36 INFO]: Validating... | |
| [2024-04-16 11:22:37 INFO]: Epoch (val) [145][26] loss_cls: 0.8614, loss_sal: 0.3525, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.2154, mAP: 0.6815, best_mAP: 0.6942 | |
| [2024-04-16 11:22:38 INFO]: Epoch [146][9/9] lr: 0.0005, eta: 0:01:13, time: 0.031, data_time: 0.058, memory: 1281, loss_cls: 0.3756, loss_sal: 0.3578, loss_video_cal: 0.0363, loss_layer_cal: 0.0080, loss: 0.7777, scale: 8192.0000 | |
| [2024-04-16 11:22:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_146.pth... | |
| [2024-04-16 11:22:38 INFO]: Validating... | |
| [2024-04-16 11:22:38 INFO]: Epoch (val) [146][26] loss_cls: 0.8017, loss_sal: 0.3571, loss_video_cal: 0.0000, loss_layer_cal: 0.0015, loss: 1.1603, mAP: 0.6524, best_mAP: 0.6942 | |
| [2024-04-16 11:22:39 INFO]: Epoch [147][9/9] lr: 0.0005, eta: 0:01:11, time: 0.032, data_time: 0.056, memory: 1281, loss_cls: 0.3412, loss_sal: 0.3489, loss_video_cal: 0.0300, loss_layer_cal: 0.0102, loss: 0.7304, scale: 8192.0000 | |
| [2024-04-16 11:22:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_147.pth... | |
| [2024-04-16 11:22:39 INFO]: Validating... | |
| [2024-04-16 11:22:39 INFO]: Epoch (val) [147][26] loss_cls: 0.8703, loss_sal: 0.3670, loss_video_cal: 0.0000, loss_layer_cal: 0.0014, loss: 1.2387, mAP: 0.6284, best_mAP: 0.6942 | |
| [2024-04-16 11:22:40 INFO]: Epoch [148][9/9] lr: 0.0005, eta: 0:01:10, time: 0.032, data_time: 0.061, memory: 1281, loss_cls: 0.3535, loss_sal: 0.3581, loss_video_cal: 0.0329, loss_layer_cal: 0.0102, loss: 0.7548, scale: 8192.0000 | |
| [2024-04-16 11:22:40 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_148.pth... | |
| [2024-04-16 11:22:40 INFO]: Validating... | |
| [2024-04-16 11:22:41 INFO]: Epoch (val) [148][26] loss_cls: 0.8238, loss_sal: 0.3641, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.1891, mAP: 0.6316, best_mAP: 0.6942 | |
| [2024-04-16 11:22:42 INFO]: Epoch [149][9/9] lr: 0.0005, eta: 0:01:09, time: 0.032, data_time: 0.056, memory: 1281, loss_cls: 0.3631, loss_sal: 0.3562, loss_video_cal: 0.0315, loss_layer_cal: 0.0072, loss: 0.7580, scale: 8192.0000 | |
| [2024-04-16 11:22:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_149.pth... | |
| [2024-04-16 11:22:42 INFO]: Validating... | |
| [2024-04-16 11:22:42 INFO]: Epoch (val) [149][26] loss_cls: 0.6782, loss_sal: 0.3403, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.0196, mAP: 0.6674, best_mAP: 0.6942 | |
| [2024-04-16 11:22:43 INFO]: Epoch [150][9/9] lr: 0.0005, eta: 0:01:07, time: 0.031, data_time: 0.046, memory: 1281, loss_cls: 0.3883, loss_sal: 0.3498, loss_video_cal: 0.0355, loss_layer_cal: 0.0099, loss: 0.7835, scale: 8192.0000 | |
| [2024-04-16 11:22:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_150.pth... | |
| [2024-04-16 11:22:43 INFO]: Validating... | |
| [2024-04-16 11:22:43 INFO]: Epoch (val) [150][26] loss_cls: 0.7812, loss_sal: 0.3448, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.1270, mAP: 0.6737, best_mAP: 0.6942 | |
| [2024-04-16 11:22:44 INFO]: Epoch [151][9/9] lr: 0.0005, eta: 0:01:06, time: 0.034, data_time: 0.057, memory: 1281, loss_cls: 0.3403, loss_sal: 0.3465, loss_video_cal: 0.0337, loss_layer_cal: 0.0074, loss: 0.7279, scale: 8192.0000 | |
| [2024-04-16 11:22:44 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_151.pth... | |
| [2024-04-16 11:22:44 INFO]: Validating... | |
| [2024-04-16 11:22:45 INFO]: Epoch (val) [151][26] loss_cls: 0.9125, loss_sal: 0.3560, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.2694, mAP: 0.6743, best_mAP: 0.6942 | |
| [2024-04-16 11:22:46 INFO]: Epoch [152][9/9] lr: 0.0005, eta: 0:01:04, time: 0.033, data_time: 0.056, memory: 1281, loss_cls: 0.3471, loss_sal: 0.3456, loss_video_cal: 0.0403, loss_layer_cal: 0.0072, loss: 0.7402, scale: 8192.0000 | |
| [2024-04-16 11:22:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_152.pth... | |
| [2024-04-16 11:22:46 INFO]: Validating... | |
| [2024-04-16 11:22:46 INFO]: Epoch (val) [152][26] loss_cls: 0.8394, loss_sal: 0.3518, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1921, mAP: 0.6660, best_mAP: 0.6942 | |
| [2024-04-16 11:22:47 INFO]: Epoch [153][9/9] lr: 0.0005, eta: 0:01:03, time: 0.034, data_time: 0.052, memory: 1281, loss_cls: 0.3269, loss_sal: 0.3444, loss_video_cal: 0.0353, loss_layer_cal: 0.0064, loss: 0.7130, scale: 8192.0000 | |
| [2024-04-16 11:22:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_153.pth... | |
| [2024-04-16 11:22:47 INFO]: Validating... | |
| [2024-04-16 11:22:47 INFO]: Epoch (val) [153][26] loss_cls: 1.0403, loss_sal: 0.3748, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.4159, mAP: 0.6706, best_mAP: 0.6942 | |
| [2024-04-16 11:22:48 INFO]: Epoch [154][9/9] lr: 0.0005, eta: 0:01:02, time: 0.033, data_time: 0.061, memory: 1281, loss_cls: 0.3328, loss_sal: 0.3656, loss_video_cal: 0.0353, loss_layer_cal: 0.0069, loss: 0.7407, scale: 8192.0000 | |
| [2024-04-16 11:22:48 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_154.pth... | |
| [2024-04-16 11:22:48 INFO]: Validating... | |
| [2024-04-16 11:22:49 INFO]: Epoch (val) [154][26] loss_cls: 0.8673, loss_sal: 0.3464, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2145, mAP: 0.6531, best_mAP: 0.6942 | |
| [2024-04-16 11:22:50 INFO]: Epoch [155][9/9] lr: 0.0005, eta: 0:01:00, time: 0.033, data_time: 0.054, memory: 1281, loss_cls: 0.3759, loss_sal: 0.3471, loss_video_cal: 0.0332, loss_layer_cal: 0.0078, loss: 0.7641, scale: 8192.0000 | |
| [2024-04-16 11:22:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_155.pth... | |
| [2024-04-16 11:22:50 INFO]: Validating... | |
| [2024-04-16 11:22:50 INFO]: Epoch (val) [155][26] loss_cls: 0.8764, loss_sal: 0.3447, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.2224, mAP: 0.6527, best_mAP: 0.6942 | |
| [2024-04-16 11:22:51 INFO]: Epoch [156][9/9] lr: 0.0005, eta: 0:00:59, time: 0.031, data_time: 0.053, memory: 1281, loss_cls: 0.3856, loss_sal: 0.3532, loss_video_cal: 0.0348, loss_layer_cal: 0.0075, loss: 0.7811, scale: 8192.0000 | |
| [2024-04-16 11:22:51 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_156.pth... | |
| [2024-04-16 11:22:51 INFO]: Validating... | |
| [2024-04-16 11:22:51 INFO]: Epoch (val) [156][26] loss_cls: 0.9857, loss_sal: 0.3417, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.3286, mAP: 0.6413, best_mAP: 0.6942 | |
| [2024-04-16 11:22:52 INFO]: Epoch [157][9/9] lr: 0.0005, eta: 0:00:58, time: 0.034, data_time: 0.062, memory: 1281, loss_cls: 0.3471, loss_sal: 0.3480, loss_video_cal: 0.0281, loss_layer_cal: 0.0083, loss: 0.7315, scale: 8192.0000 | |
| [2024-04-16 11:22:52 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_157.pth... | |
| [2024-04-16 11:22:52 INFO]: Validating... | |
| [2024-04-16 11:22:53 INFO]: Epoch (val) [157][26] loss_cls: 1.0454, loss_sal: 0.3400, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.3866, mAP: 0.6627, best_mAP: 0.6942 | |
| [2024-04-16 11:22:54 INFO]: Epoch [158][9/9] lr: 0.0005, eta: 0:00:56, time: 0.032, data_time: 0.053, memory: 1281, loss_cls: 0.3370, loss_sal: 0.3565, loss_video_cal: 0.0321, loss_layer_cal: 0.0092, loss: 0.7348, scale: 8192.0000 | |
| [2024-04-16 11:22:54 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_158.pth... | |
| [2024-04-16 11:22:54 INFO]: Validating... | |
| [2024-04-16 11:22:54 INFO]: Epoch (val) [158][26] loss_cls: 0.9140, loss_sal: 0.3461, loss_video_cal: 0.0000, loss_layer_cal: 0.0013, loss: 1.2615, mAP: 0.6502, best_mAP: 0.6942 | |
| [2024-04-16 11:22:55 INFO]: Epoch [159][9/9] lr: 0.0005, eta: 0:00:55, time: 0.033, data_time: 0.060, memory: 1281, loss_cls: 0.3485, loss_sal: 0.3429, loss_video_cal: 0.0430, loss_layer_cal: 0.0093, loss: 0.7437, scale: 8192.0000 | |
| [2024-04-16 11:22:55 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_159.pth... | |
| [2024-04-16 11:22:55 INFO]: Validating... | |
| [2024-04-16 11:22:55 INFO]: Epoch (val) [159][26] loss_cls: 0.9393, loss_sal: 0.3469, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.2874, mAP: 0.6386, best_mAP: 0.6942 | |
| [2024-04-16 11:22:56 INFO]: Epoch [160][9/9] lr: 0.0005, eta: 0:00:54, time: 0.034, data_time: 0.056, memory: 1281, loss_cls: 0.3504, loss_sal: 0.3646, loss_video_cal: 0.0300, loss_layer_cal: 0.0065, loss: 0.7516, scale: 8192.0000 | |
| [2024-04-16 11:22:56 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_160.pth... | |
| [2024-04-16 11:22:56 INFO]: Validating... | |
| [2024-04-16 11:22:57 INFO]: Epoch (val) [160][26] loss_cls: 0.8406, loss_sal: 0.3371, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.1789, mAP: 0.6386, best_mAP: 0.6942 | |
| [2024-04-16 11:22:58 INFO]: Epoch [161][9/9] lr: 0.0005, eta: 0:00:52, time: 0.032, data_time: 0.056, memory: 1281, loss_cls: 0.3460, loss_sal: 0.3557, loss_video_cal: 0.0442, loss_layer_cal: 0.0073, loss: 0.7532, scale: 8192.0000 | |
| [2024-04-16 11:22:58 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_161.pth... | |
| [2024-04-16 11:22:58 INFO]: Validating... | |
| [2024-04-16 11:22:58 INFO]: Epoch (val) [161][26] loss_cls: 0.7993, loss_sal: 0.3399, loss_video_cal: 0.0000, loss_layer_cal: 0.0011, loss: 1.1404, mAP: 0.6342, best_mAP: 0.6942 | |
| [2024-04-16 11:22:59 INFO]: Epoch [162][9/9] lr: 0.0005, eta: 0:00:51, time: 0.032, data_time: 0.053, memory: 1281, loss_cls: 0.3366, loss_sal: 0.3585, loss_video_cal: 0.0302, loss_layer_cal: 0.0079, loss: 0.7332, scale: 8192.0000 | |
| [2024-04-16 11:22:59 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_162.pth... | |
| [2024-04-16 11:22:59 INFO]: Validating... | |
| [2024-04-16 11:22:59 INFO]: Epoch (val) [162][26] loss_cls: 0.9345, loss_sal: 0.3417, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.2771, mAP: 0.6363, best_mAP: 0.6942 | |
| [2024-04-16 11:23:00 INFO]: Epoch [163][9/9] lr: 0.0005, eta: 0:00:50, time: 0.031, data_time: 0.054, memory: 1281, loss_cls: 0.3687, loss_sal: 0.3514, loss_video_cal: 0.0390, loss_layer_cal: 0.0065, loss: 0.7656, scale: 8192.0000 | |
| [2024-04-16 11:23:00 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_163.pth... | |
| [2024-04-16 11:23:00 INFO]: Validating... | |
| [2024-04-16 11:23:01 INFO]: Epoch (val) [163][26] loss_cls: 0.9357, loss_sal: 0.3417, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2782, mAP: 0.6283, best_mAP: 0.6942 | |
| [2024-04-16 11:23:02 INFO]: Epoch [164][9/9] lr: 0.0005, eta: 0:00:48, time: 0.032, data_time: 0.059, memory: 1281, loss_cls: 0.3483, loss_sal: 0.3547, loss_video_cal: 0.0352, loss_layer_cal: 0.0099, loss: 0.7480, scale: 8192.0000 | |
| [2024-04-16 11:23:02 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_164.pth... | |
| [2024-04-16 11:23:02 INFO]: Validating... | |
| [2024-04-16 11:23:02 INFO]: Epoch (val) [164][26] loss_cls: 0.8160, loss_sal: 0.3426, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.1594, mAP: 0.6525, best_mAP: 0.6942 | |
| [2024-04-16 11:23:03 INFO]: Epoch [165][9/9] lr: 0.0005, eta: 0:00:47, time: 0.030, data_time: 0.062, memory: 1281, loss_cls: 0.3360, loss_sal: 0.3420, loss_video_cal: 0.0405, loss_layer_cal: 0.0081, loss: 0.7265, scale: 8192.0000 | |
| [2024-04-16 11:23:03 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_165.pth... | |
| [2024-04-16 11:23:03 INFO]: Validating... | |
| [2024-04-16 11:23:04 INFO]: Epoch (val) [165][26] loss_cls: 0.9483, loss_sal: 0.3407, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2898, mAP: 0.6520, best_mAP: 0.6942 | |
| [2024-04-16 11:23:04 INFO]: Epoch [166][9/9] lr: 0.0005, eta: 0:00:45, time: 0.034, data_time: 0.057, memory: 1281, loss_cls: 0.3390, loss_sal: 0.3648, loss_video_cal: 0.0213, loss_layer_cal: 0.0071, loss: 0.7322, scale: 8192.0000 | |
| [2024-04-16 11:23:04 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_166.pth... | |
| [2024-04-16 11:23:04 INFO]: Validating... | |
| [2024-04-16 11:23:05 INFO]: Epoch (val) [166][26] loss_cls: 1.1961, loss_sal: 0.3541, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.5510, mAP: 0.6275, best_mAP: 0.6942 | |
| [2024-04-16 11:23:06 INFO]: Epoch [167][9/9] lr: 0.0005, eta: 0:00:44, time: 0.031, data_time: 0.063, memory: 1281, loss_cls: 0.3261, loss_sal: 0.3586, loss_video_cal: 0.0455, loss_layer_cal: 0.0084, loss: 0.7386, scale: 8192.0000 | |
| [2024-04-16 11:23:06 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_167.pth... | |
| [2024-04-16 11:23:06 INFO]: Validating... | |
| [2024-04-16 11:23:06 INFO]: Epoch (val) [167][26] loss_cls: 0.9883, loss_sal: 0.3630, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.3519, mAP: 0.6496, best_mAP: 0.6942 | |
| [2024-04-16 11:23:07 INFO]: Epoch [168][9/9] lr: 0.0005, eta: 0:00:43, time: 0.033, data_time: 0.062, memory: 1281, loss_cls: 0.3400, loss_sal: 0.3551, loss_video_cal: 0.0337, loss_layer_cal: 0.0063, loss: 0.7351, scale: 8192.0000 | |
| [2024-04-16 11:23:07 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_168.pth... | |
| [2024-04-16 11:23:07 INFO]: Validating... | |
| [2024-04-16 11:23:08 INFO]: Epoch (val) [168][26] loss_cls: 0.8806, loss_sal: 0.3537, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.2349, mAP: 0.6574, best_mAP: 0.6942 | |
| [2024-04-16 11:23:08 INFO]: Epoch [169][9/9] lr: 0.0005, eta: 0:00:41, time: 0.032, data_time: 0.056, memory: 1281, loss_cls: 0.3250, loss_sal: 0.3522, loss_video_cal: 0.0329, loss_layer_cal: 0.0071, loss: 0.7171, scale: 8192.0000 | |
| [2024-04-16 11:23:08 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_169.pth... | |
| [2024-04-16 11:23:09 INFO]: Validating... | |
| [2024-04-16 11:23:09 INFO]: Epoch (val) [169][26] loss_cls: 1.0654, loss_sal: 0.3592, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.4252, mAP: 0.6688, best_mAP: 0.6942 | |
| [2024-04-16 11:23:10 INFO]: Epoch [170][9/9] lr: 0.0005, eta: 0:00:40, time: 0.031, data_time: 0.052, memory: 1281, loss_cls: 0.3319, loss_sal: 0.3564, loss_video_cal: 0.0329, loss_layer_cal: 0.0060, loss: 0.7272, scale: 8192.0000 | |
| [2024-04-16 11:23:10 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_170.pth... | |
| [2024-04-16 11:23:10 INFO]: Validating... | |
| [2024-04-16 11:23:10 INFO]: Epoch (val) [170][26] loss_cls: 1.0955, loss_sal: 0.3428, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.4388, mAP: 0.6499, best_mAP: 0.6942 | |
| [2024-04-16 11:23:11 INFO]: Epoch [171][9/9] lr: 0.0005, eta: 0:00:39, time: 0.031, data_time: 0.051, memory: 1281, loss_cls: 0.3376, loss_sal: 0.3488, loss_video_cal: 0.0307, loss_layer_cal: 0.0058, loss: 0.7228, scale: 8192.0000 | |
| [2024-04-16 11:23:11 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_171.pth... | |
| [2024-04-16 11:23:11 INFO]: Validating... | |
| [2024-04-16 11:23:12 INFO]: Epoch (val) [171][26] loss_cls: 1.1027, loss_sal: 0.3410, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.4443, mAP: 0.6134, best_mAP: 0.6942 | |
| [2024-04-16 11:23:12 INFO]: Epoch [172][9/9] lr: 0.0005, eta: 0:00:37, time: 0.031, data_time: 0.057, memory: 1281, loss_cls: 0.3342, loss_sal: 0.3526, loss_video_cal: 0.0252, loss_layer_cal: 0.0045, loss: 0.7165, scale: 8192.0000 | |
| [2024-04-16 11:23:12 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_172.pth... | |
| [2024-04-16 11:23:12 INFO]: Validating... | |
| [2024-04-16 11:23:13 INFO]: Epoch (val) [172][26] loss_cls: 1.1236, loss_sal: 0.3450, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.4693, mAP: 0.6382, best_mAP: 0.6942 | |
| [2024-04-16 11:23:14 INFO]: Epoch [173][9/9] lr: 0.0005, eta: 0:00:36, time: 0.033, data_time: 0.059, memory: 1281, loss_cls: 0.3331, loss_sal: 0.3513, loss_video_cal: 0.0311, loss_layer_cal: 0.0085, loss: 0.7240, scale: 8192.0000 | |
| [2024-04-16 11:23:14 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_173.pth... | |
| [2024-04-16 11:23:14 INFO]: Validating... | |
| [2024-04-16 11:23:14 INFO]: Epoch (val) [173][26] loss_cls: 1.2072, loss_sal: 0.3407, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.5485, mAP: 0.6357, best_mAP: 0.6942 | |
| [2024-04-16 11:23:15 INFO]: Epoch [174][9/9] lr: 0.0005, eta: 0:00:35, time: 0.031, data_time: 0.058, memory: 1281, loss_cls: 0.3518, loss_sal: 0.3541, loss_video_cal: 0.0260, loss_layer_cal: 0.0067, loss: 0.7387, scale: 8192.0000 | |
| [2024-04-16 11:23:15 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_174.pth... | |
| [2024-04-16 11:23:15 INFO]: Validating... | |
| [2024-04-16 11:23:16 INFO]: Epoch (val) [174][26] loss_cls: 1.0743, loss_sal: 0.3435, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.4185, mAP: 0.6350, best_mAP: 0.6942 | |
| [2024-04-16 11:23:16 INFO]: Epoch [175][9/9] lr: 0.0005, eta: 0:00:33, time: 0.032, data_time: 0.061, memory: 1281, loss_cls: 0.3127, loss_sal: 0.3486, loss_video_cal: 0.0285, loss_layer_cal: 0.0078, loss: 0.6975, scale: 8192.0000 | |
| [2024-04-16 11:23:16 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_175.pth... | |
| [2024-04-16 11:23:17 INFO]: Validating... | |
| [2024-04-16 11:23:17 INFO]: Epoch (val) [175][26] loss_cls: 0.9827, loss_sal: 0.3460, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.3293, mAP: 0.6360, best_mAP: 0.6942 | |
| [2024-04-16 11:23:18 INFO]: Epoch [176][9/9] lr: 0.0005, eta: 0:00:32, time: 0.032, data_time: 0.058, memory: 1281, loss_cls: 0.3460, loss_sal: 0.3488, loss_video_cal: 0.0299, loss_layer_cal: 0.0072, loss: 0.7319, scale: 8192.0000 | |
| [2024-04-16 11:23:18 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_176.pth... | |
| [2024-04-16 11:23:18 INFO]: Validating... | |
| [2024-04-16 11:23:18 INFO]: Epoch (val) [176][26] loss_cls: 1.0759, loss_sal: 0.3455, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.4220, mAP: 0.6510, best_mAP: 0.6942 | |
| [2024-04-16 11:23:19 INFO]: Epoch [177][9/9] lr: 0.0005, eta: 0:00:31, time: 0.032, data_time: 0.062, memory: 1281, loss_cls: 0.3070, loss_sal: 0.3425, loss_video_cal: 0.0343, loss_layer_cal: 0.0056, loss: 0.6895, scale: 8192.0000 | |
| [2024-04-16 11:23:19 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_177.pth... | |
| [2024-04-16 11:23:19 INFO]: Validating... | |
| [2024-04-16 11:23:20 INFO]: Epoch (val) [177][26] loss_cls: 0.9697, loss_sal: 0.3495, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.3197, mAP: 0.6573, best_mAP: 0.6942 | |
| [2024-04-16 11:23:21 INFO]: Epoch [178][9/9] lr: 0.0005, eta: 0:00:29, time: 0.032, data_time: 0.056, memory: 1281, loss_cls: 0.3249, loss_sal: 0.3469, loss_video_cal: 0.0347, loss_layer_cal: 0.0070, loss: 0.7135, scale: 8192.0000 | |
| [2024-04-16 11:23:21 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_178.pth... | |
| [2024-04-16 11:23:21 INFO]: Validating... | |
| [2024-04-16 11:23:21 INFO]: Epoch (val) [178][26] loss_cls: 1.0126, loss_sal: 0.3500, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.3631, mAP: 0.6752, best_mAP: 0.6942 | |
| [2024-04-16 11:23:22 INFO]: Epoch [179][9/9] lr: 0.0005, eta: 0:00:28, time: 0.034, data_time: 0.054, memory: 1281, loss_cls: 0.3132, loss_sal: 0.3509, loss_video_cal: 0.0222, loss_layer_cal: 0.0055, loss: 0.6918, scale: 8192.0000 | |
| [2024-04-16 11:23:22 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_179.pth... | |
| [2024-04-16 11:23:22 INFO]: Validating... | |
| [2024-04-16 11:23:22 INFO]: Epoch (val) [179][26] loss_cls: 0.9971, loss_sal: 0.3451, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.3427, mAP: 0.6927, best_mAP: 0.6942 | |
| [2024-04-16 11:23:23 INFO]: Epoch [180][9/9] lr: 0.0005, eta: 0:00:27, time: 0.032, data_time: 0.060, memory: 1281, loss_cls: 0.2887, loss_sal: 0.3500, loss_video_cal: 0.0243, loss_layer_cal: 0.0055, loss: 0.6686, scale: 8192.0000 | |
| [2024-04-16 11:23:23 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_180.pth... | |
| [2024-04-16 11:23:23 INFO]: Validating... | |
| [2024-04-16 11:23:24 INFO]: Epoch (val) [180][26] loss_cls: 0.9971, loss_sal: 0.3534, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.3510, mAP: 0.6991, best_mAP: 0.6991 | |
| [2024-04-16 11:23:25 INFO]: Epoch [181][9/9] lr: 0.0005, eta: 0:00:25, time: 0.032, data_time: 0.052, memory: 1281, loss_cls: 0.3157, loss_sal: 0.3471, loss_video_cal: 0.0228, loss_layer_cal: 0.0073, loss: 0.6930, scale: 8192.0000 | |
| [2024-04-16 11:23:25 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_181.pth... | |
| [2024-04-16 11:23:25 INFO]: Validating... | |
| [2024-04-16 11:23:25 INFO]: Epoch (val) [181][26] loss_cls: 0.9951, loss_sal: 0.3467, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.3424, mAP: 0.6552, best_mAP: 0.6991 | |
| [2024-04-16 11:23:26 INFO]: Epoch [182][9/9] lr: 0.0005, eta: 0:00:24, time: 0.033, data_time: 0.052, memory: 1281, loss_cls: 0.3220, loss_sal: 0.3494, loss_video_cal: 0.0242, loss_layer_cal: 0.0070, loss: 0.7026, scale: 8192.0000 | |
| [2024-04-16 11:23:26 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_182.pth... | |
| [2024-04-16 11:23:26 INFO]: Validating... | |
| [2024-04-16 11:23:26 INFO]: Epoch (val) [182][26] loss_cls: 1.0384, loss_sal: 0.3620, loss_video_cal: 0.0000, loss_layer_cal: 0.0006, loss: 1.4010, mAP: 0.6488, best_mAP: 0.6991 | |
| [2024-04-16 11:23:27 INFO]: Epoch [183][9/9] lr: 0.0005, eta: 0:00:22, time: 0.032, data_time: 0.055, memory: 1281, loss_cls: 0.3203, loss_sal: 0.3597, loss_video_cal: 0.0283, loss_layer_cal: 0.0066, loss: 0.7149, scale: 8192.0000 | |
| [2024-04-16 11:23:27 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_183.pth... | |
| [2024-04-16 11:23:27 INFO]: Validating... | |
| [2024-04-16 11:23:28 INFO]: Epoch (val) [183][26] loss_cls: 0.9751, loss_sal: 0.3494, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.3249, mAP: 0.6705, best_mAP: 0.6991 | |
| [2024-04-16 11:23:29 INFO]: Epoch [184][9/9] lr: 0.0005, eta: 0:00:21, time: 0.032, data_time: 0.062, memory: 1281, loss_cls: 0.3514, loss_sal: 0.3593, loss_video_cal: 0.0325, loss_layer_cal: 0.0056, loss: 0.7487, scale: 8192.0000 | |
| [2024-04-16 11:23:29 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_184.pth... | |
| [2024-04-16 11:23:29 INFO]: Validating... | |
| [2024-04-16 11:23:29 INFO]: Epoch (val) [184][26] loss_cls: 1.0410, loss_sal: 0.3458, loss_video_cal: 0.0000, loss_layer_cal: 0.0004, loss: 1.3872, mAP: 0.6575, best_mAP: 0.6991 | |
| [2024-04-16 11:23:30 INFO]: Epoch [185][9/9] lr: 0.0005, eta: 0:00:20, time: 0.033, data_time: 0.056, memory: 1281, loss_cls: 0.3352, loss_sal: 0.3475, loss_video_cal: 0.0363, loss_layer_cal: 0.0062, loss: 0.7253, scale: 8192.0000 | |
| [2024-04-16 11:23:30 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_185.pth... | |
| [2024-04-16 11:23:30 INFO]: Validating... | |
| [2024-04-16 11:23:31 INFO]: Epoch (val) [185][26] loss_cls: 1.0733, loss_sal: 0.3472, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.4210, mAP: 0.6510, best_mAP: 0.6991 | |
| [2024-04-16 11:23:31 INFO]: Epoch [186][9/9] lr: 0.0005, eta: 0:00:18, time: 0.033, data_time: 0.059, memory: 1281, loss_cls: 0.3296, loss_sal: 0.3583, loss_video_cal: 0.0271, loss_layer_cal: 0.0056, loss: 0.7206, scale: 8192.0000 | |
| [2024-04-16 11:23:31 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_186.pth... | |
| [2024-04-16 11:23:31 INFO]: Validating... | |
| [2024-04-16 11:23:32 INFO]: Epoch (val) [186][26] loss_cls: 1.0971, loss_sal: 0.3591, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.4567, mAP: 0.6500, best_mAP: 0.6991 | |
| [2024-04-16 11:23:33 INFO]: Epoch [187][9/9] lr: 0.0005, eta: 0:00:17, time: 0.032, data_time: 0.058, memory: 1281, loss_cls: 0.3261, loss_sal: 0.3493, loss_video_cal: 0.0272, loss_layer_cal: 0.0065, loss: 0.7091, scale: 8192.0000 | |
| [2024-04-16 11:23:33 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_187.pth... | |
| [2024-04-16 11:23:33 INFO]: Validating... | |
| [2024-04-16 11:23:33 INFO]: Epoch (val) [187][26] loss_cls: 1.0007, loss_sal: 0.3531, loss_video_cal: 0.0000, loss_layer_cal: 0.0005, loss: 1.3544, mAP: 0.6577, best_mAP: 0.6991 | |
| [2024-04-16 11:23:34 INFO]: Epoch [188][9/9] lr: 0.0005, eta: 0:00:16, time: 0.033, data_time: 0.056, memory: 1281, loss_cls: 0.3178, loss_sal: 0.3441, loss_video_cal: 0.0393, loss_layer_cal: 0.0074, loss: 0.7086, scale: 8192.0000 | |
| [2024-04-16 11:23:34 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_188.pth... | |
| [2024-04-16 11:23:34 INFO]: Validating... | |
| [2024-04-16 11:23:35 INFO]: Epoch (val) [188][26] loss_cls: 1.2180, loss_sal: 0.3635, loss_video_cal: 0.0000, loss_layer_cal: 0.0007, loss: 1.5822, mAP: 0.6561, best_mAP: 0.6991 | |
| [2024-04-16 11:23:35 INFO]: Epoch [189][9/9] lr: 0.0005, eta: 0:00:14, time: 0.030, data_time: 0.052, memory: 1281, loss_cls: 0.3143, loss_sal: 0.3464, loss_video_cal: 0.0330, loss_layer_cal: 0.0088, loss: 0.7025, scale: 8192.0000 | |
| [2024-04-16 11:23:35 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_189.pth... | |
| [2024-04-16 11:23:35 INFO]: Validating... | |
| [2024-04-16 11:23:36 INFO]: Epoch (val) [189][26] loss_cls: 1.0897, loss_sal: 0.3521, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.4427, mAP: 0.6327, best_mAP: 0.6991 | |
| [2024-04-16 11:23:37 INFO]: Epoch [190][9/9] lr: 0.0005, eta: 0:00:13, time: 0.030, data_time: 0.058, memory: 1281, loss_cls: 0.3109, loss_sal: 0.3390, loss_video_cal: 0.0371, loss_layer_cal: 0.0075, loss: 0.6945, scale: 8192.0000 | |
| [2024-04-16 11:23:37 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_190.pth... | |
| [2024-04-16 11:23:37 INFO]: Validating... | |
| [2024-04-16 11:23:37 INFO]: Epoch (val) [190][26] loss_cls: 1.0029, loss_sal: 0.3414, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.3452, mAP: 0.6459, best_mAP: 0.6991 | |
| [2024-04-16 11:23:38 INFO]: Epoch [191][9/9] lr: 0.0005, eta: 0:00:12, time: 0.034, data_time: 0.055, memory: 1281, loss_cls: 0.3235, loss_sal: 0.3455, loss_video_cal: 0.0294, loss_layer_cal: 0.0054, loss: 0.7038, scale: 8192.0000 | |
| [2024-04-16 11:23:38 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_191.pth... | |
| [2024-04-16 11:23:38 INFO]: Validating... | |
| [2024-04-16 11:23:39 INFO]: Epoch (val) [191][26] loss_cls: 0.9631, loss_sal: 0.3365, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.3005, mAP: 0.6533, best_mAP: 0.6991 | |
| [2024-04-16 11:23:39 INFO]: Epoch [192][9/9] lr: 0.0005, eta: 0:00:10, time: 0.033, data_time: 0.056, memory: 1281, loss_cls: 0.3073, loss_sal: 0.3443, loss_video_cal: 0.0280, loss_layer_cal: 0.0053, loss: 0.6850, scale: 8192.0000 | |
| [2024-04-16 11:23:39 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_192.pth... | |
| [2024-04-16 11:23:39 INFO]: Validating... | |
| [2024-04-16 11:23:40 INFO]: Epoch (val) [192][26] loss_cls: 0.9278, loss_sal: 0.3571, loss_video_cal: 0.0000, loss_layer_cal: 0.0008, loss: 1.2858, mAP: 0.6497, best_mAP: 0.6991 | |
| [2024-04-16 11:23:41 INFO]: Epoch [193][9/9] lr: 0.0005, eta: 0:00:09, time: 0.032, data_time: 0.053, memory: 1281, loss_cls: 0.3196, loss_sal: 0.3468, loss_video_cal: 0.0351, loss_layer_cal: 0.0069, loss: 0.7084, scale: 8192.0000 | |
| [2024-04-16 11:23:41 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_193.pth... | |
| [2024-04-16 11:23:41 INFO]: Validating... | |
| [2024-04-16 11:23:41 INFO]: Epoch (val) [193][26] loss_cls: 0.9803, loss_sal: 0.3493, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.3305, mAP: 0.6654, best_mAP: 0.6991 | |
| [2024-04-16 11:23:42 INFO]: Epoch [194][9/9] lr: 0.0005, eta: 0:00:08, time: 0.032, data_time: 0.056, memory: 1281, loss_cls: 0.3467, loss_sal: 0.3447, loss_video_cal: 0.0295, loss_layer_cal: 0.0052, loss: 0.7261, scale: 8192.0000 | |
| [2024-04-16 11:23:42 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_194.pth... | |
| [2024-04-16 11:23:42 INFO]: Validating... | |
| [2024-04-16 11:23:43 INFO]: Epoch (val) [194][26] loss_cls: 0.8888, loss_sal: 0.3457, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.2355, mAP: 0.6637, best_mAP: 0.6991 | |
| [2024-04-16 11:23:43 INFO]: Epoch [195][9/9] lr: 0.0005, eta: 0:00:06, time: 0.033, data_time: 0.053, memory: 1281, loss_cls: 0.3159, loss_sal: 0.3378, loss_video_cal: 0.0306, loss_layer_cal: 0.0076, loss: 0.6919, scale: 8192.0000 | |
| [2024-04-16 11:23:43 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_195.pth... | |
| [2024-04-16 11:23:43 INFO]: Validating... | |
| [2024-04-16 11:23:44 INFO]: Epoch (val) [195][26] loss_cls: 1.0858, loss_sal: 0.3616, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.4484, mAP: 0.7207, best_mAP: 0.7207 | |
| [2024-04-16 11:23:45 INFO]: Epoch [196][9/9] lr: 0.0005, eta: 0:00:05, time: 0.032, data_time: 0.050, memory: 1281, loss_cls: 0.3024, loss_sal: 0.3535, loss_video_cal: 0.0259, loss_layer_cal: 0.0095, loss: 0.6913, scale: 8192.0000 | |
| [2024-04-16 11:23:45 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_196.pth... | |
| [2024-04-16 11:23:45 INFO]: Validating... | |
| [2024-04-16 11:23:45 INFO]: Epoch (val) [196][26] loss_cls: 1.0319, loss_sal: 0.3606, loss_video_cal: 0.0000, loss_layer_cal: 0.0009, loss: 1.3934, mAP: 0.6750, best_mAP: 0.7207 | |
| [2024-04-16 11:23:46 INFO]: Epoch [197][9/9] lr: 0.0005, eta: 0:00:04, time: 0.032, data_time: 0.062, memory: 1281, loss_cls: 0.2978, loss_sal: 0.3352, loss_video_cal: 0.0313, loss_layer_cal: 0.0084, loss: 0.6727, scale: 8192.0000 | |
| [2024-04-16 11:23:46 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_197.pth... | |
| [2024-04-16 11:23:46 INFO]: Validating... | |
| [2024-04-16 11:23:47 INFO]: Epoch (val) [197][26] loss_cls: 1.0778, loss_sal: 0.3474, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.4262, mAP: 0.6837, best_mAP: 0.7207 | |
| [2024-04-16 11:23:47 INFO]: Epoch [198][9/9] lr: 0.0005, eta: 0:00:02, time: 0.031, data_time: 0.055, memory: 1281, loss_cls: 0.3291, loss_sal: 0.3420, loss_video_cal: 0.0409, loss_layer_cal: 0.0102, loss: 0.7222, scale: 8192.0000 | |
| [2024-04-16 11:23:47 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_198.pth... | |
| [2024-04-16 11:23:47 INFO]: Validating... | |
| [2024-04-16 11:23:48 INFO]: Epoch (val) [198][26] loss_cls: 1.1180, loss_sal: 0.3482, loss_video_cal: 0.0000, loss_layer_cal: 0.0012, loss: 1.4674, mAP: 0.6431, best_mAP: 0.7207 | |
| [2024-04-16 11:23:49 INFO]: Epoch [199][9/9] lr: 0.0005, eta: 0:00:01, time: 0.034, data_time: 0.060, memory: 1281, loss_cls: 0.3150, loss_sal: 0.3407, loss_video_cal: 0.0297, loss_layer_cal: 0.0097, loss: 0.6951, scale: 8192.0000 | |
| [2024-04-16 11:23:49 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_199.pth... | |
| [2024-04-16 11:23:49 INFO]: Validating... | |
| [2024-04-16 11:23:49 INFO]: Epoch (val) [199][26] loss_cls: 1.1219, loss_sal: 0.3507, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.4736, mAP: 0.6494, best_mAP: 0.7207 | |
| [2024-04-16 11:23:50 INFO]: Epoch [200][9/9] lr: 0.0005, eta: 0:00:00, time: 0.032, data_time: 0.060, memory: 1281, loss_cls: 0.2838, loss_sal: 0.3462, loss_video_cal: 0.0334, loss_layer_cal: 0.0114, loss: 0.6748, scale: 8192.0000 | |
| [2024-04-16 11:23:50 INFO]: Saving checkpoint to work_dirs/r2_tuning_youtube_gym/epoch_200.pth... | |
| [2024-04-16 11:23:50 INFO]: Validating... | |
| [2024-04-16 11:23:51 INFO]: Epoch (val) [200][26] loss_cls: 0.8366, loss_sal: 0.3510, loss_video_cal: 0.0000, loss_layer_cal: 0.0010, loss: 1.1885, mAP: 0.6847, best_mAP: 0.7207 | |
| [2024-04-16 11:23:51 INFO]: Overall training speed: 1800 iterations in 0:00:58 (0.0326 s/it) | |
| [2024-04-16 11:23:51 INFO]: Done running in 0:04:30 (0:02:28 on hooks) | |