d2023-11-04 20:50:47,161 - mmdet - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.8.17 (default, Jul 5 2023, 21:04:15) [GCC 11.2.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: NVIDIA A100-SXM4-80GB CUDA_HOME: /mnt/petrelfs/share/cuda-11.3 NVCC: Cuda compilation tools, release 11.3, V11.3.109 GCC: gcc (GCC) 7.5.0 PyTorch: 1.12.0 PyTorch compiling details: PyTorch built with: - GCC 9.3 - C++ Version: 201402 - Intel(R) oneAPI Math Kernel Library Version 2023.1-Product Build 20230303 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.6.0 (Git Hash 52b5f107dd9cf10910aaa19cb47f3abf9b349815) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.3 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 - CuDNN 8.3.2 (built against CUDA 11.5) - Magma 2.5.2 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.3.2, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.12.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, TorchVision: 0.13.0 OpenCV: 4.8.0 MMCV: 1.5.0 MMCV Compiler: GCC 7.5 MMCV CUDA Compiler: 11.3 MMDetection: 2.28.1+a3c29f6 ------------------------------------------------------------ 2023-11-04 20:50:51,842 - mmdet - INFO - Distributed training: True 2023-11-04 20:50:56,144 - mmdet - INFO - Config: dataset_type = 'CocoDataset' data_root = 'data/coco/' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True) train_pipeline = [ dict(type='LoadImageFromFile'), dict(type='LoadAnnotations', with_bbox=True), dict(type='RandomFlip', flip_ratio=0.5), dict( type='AutoAugment', policies=[[{ 'type': 'Resize', 'img_scale': [(480, 1333), (512, 1333), (544, 1333), (576, 1333), (608, 1333), (640, 1333), (672, 1333), (704, 1333), (736, 1333), (768, 1333), (800, 1333)], 'multiscale_mode': 'value', 'keep_ratio': True }], [{ 'type': 'Resize', 'img_scale': [(400, 4200), (500, 4200), (600, 4200)], 'multiscale_mode': 'value', 'keep_ratio': True }, { 'type': 'RandomCrop', 'crop_type': 'absolute_range', 'crop_size': (384, 600), 'allow_negative_crop': False }, { 'type': 'Resize', 'img_scale': [(480, 1333), (512, 1333), (544, 1333), (576, 1333), (608, 1333), (640, 1333), (672, 1333), (704, 1333), (736, 1333), (768, 1333), (800, 1333)], 'multiscale_mode': 'value', 'override': True, 'keep_ratio': True }]]), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='DefaultFormatBundle'), dict(type='Collect', keys=['img', 'gt_bboxes', 'gt_labels']) ] test_pipeline = [ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(1333, 800), flip=False, transforms=[ dict(type='Resize', keep_ratio=True), dict(type='RandomFlip'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ] data = dict( samples_per_gpu=4, workers_per_gpu=2, train=dict( type='CocoDataset', ann_file='data/coco/annotations/instances_train2017.json', img_prefix='data/coco/train2017/', pipeline=[ dict(type='LoadImageFromFile'), dict(type='LoadAnnotations', with_bbox=True), dict(type='RandomFlip', flip_ratio=0.5), dict( type='AutoAugment', policies=[[{ 'type': 'Resize', 'img_scale': [(480, 1333), (512, 1333), (544, 1333), (576, 1333), (608, 1333), (640, 1333), (672, 1333), (704, 1333), (736, 1333), (768, 1333), (800, 1333)], 'multiscale_mode': 'value', 'keep_ratio': True }], [{ 'type': 'Resize', 'img_scale': [(400, 4200), (500, 4200), (600, 4200)], 'multiscale_mode': 'value', 'keep_ratio': True }, { 'type': 'RandomCrop', 'crop_type': 'absolute_range', 'crop_size': (384, 600), 'allow_negative_crop': False }, { 'type': 'Resize', 'img_scale': [(480, 1333), (512, 1333), (544, 1333), (576, 1333), (608, 1333), (640, 1333), (672, 1333), (704, 1333), (736, 1333), (768, 1333), (800, 1333)], 'multiscale_mode': 'value', 'override': True, 'keep_ratio': True }]]), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='DefaultFormatBundle'), dict(type='Collect', keys=['img', 'gt_bboxes', 'gt_labels']) ]), val=dict( type='CocoDataset', ann_file='data/coco/annotations/instances_val2017.json', img_prefix='data/coco/val2017/', pipeline=[ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(1333, 800), flip=False, transforms=[ dict(type='Resize', keep_ratio=True), dict(type='RandomFlip'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ]), test=dict( type='CocoDataset', ann_file='data/coco/annotations/instances_val2017.json', img_prefix='data/coco/val2017/', pipeline=[ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(1333, 800), flip=False, transforms=[ dict(type='Resize', keep_ratio=True), dict(type='RandomFlip'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ])) evaluation = dict(interval=1, metric='bbox', classwise=True, save_best='auto') checkpoint_config = dict(interval=1, max_keep_ckpts=1, save_last=True) log_config = dict(interval=50, hooks=[dict(type='TextLoggerHook')]) custom_hooks = [dict(type='NumClassCheckHook')] dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] optimizer = dict( type='AdamW', lr=0.0002, weight_decay=0.0001, constructor='CustomLayerDecayOptimizerConstructor', paramwise_cfg=dict( num_layers=33, layer_decay_rate=0.9, depths=[4, 4, 21, 4])) optimizer_config = dict(grad_clip=dict(max_norm=0.1, norm_type=2)) lr_config = dict( policy='step', warmup='linear', warmup_iters=500, warmup_ratio=0.001, step=[11]) runner = dict(type='EpochBasedRunner', max_epochs=12) pretrained = '/mnt/petrelfs/share_data/xiongyuwen/checkpoint/flash_internimage_b_1k_224_nosmx_dw/ckpt_epoch_ema_best.pth' norm_cfg = dict(type='LN', requires_grad=True) model = dict( type='DINO', backbone=dict( type='Flash_InternImage_nsmx', core_op='FlashDCNv3', channels=112, depths=[4, 4, 21, 4], groups=[7, 14, 28, 56], mlp_ratio=4.0, drop_path_rate=0.3, norm_layer='LN', layer_scale=1.0, offset_scale=1.0, post_norm=True, with_cp=True, op_bias=True, out_indices=(1, 2, 3), init_cfg=dict( type='Pretrained', checkpoint= '/mnt/petrelfs/share_data/xiongyuwen/checkpoint/flash_internimage_b_1k_224_nosmx_dw/ckpt_epoch_ema_best.pth' )), neck=dict( type='ChannelMapper', in_channels=[224, 448, 896], kernel_size=1, out_channels=256, act_cfg=None, norm_cfg=dict(type='GN', num_groups=32), num_outs=4), bbox_head=dict( type='DINOHead', num_query=900, num_classes=80, in_channels=2048, sync_cls_avg_factor=True, as_two_stage=True, with_box_refine=True, dn_cfg=dict( type='CdnQueryGenerator', noise_scale=dict(label=0.5, box=1.0), group_cfg=dict(dynamic=True, num_groups=None, num_dn_queries=100)), transformer=dict( type='DinoTransformer', two_stage_num_proposals=900, encoder=dict( type='DetrTransformerEncoder', num_layers=6, transformerlayers=dict( type='BaseTransformerLayer', attn_cfgs=dict( type='MultiScaleDeformableAttention', embed_dims=256, dropout=0.0), feedforward_channels=2048, ffn_dropout=0.0, operation_order=('self_attn', 'norm', 'ffn', 'norm'))), decoder=dict( type='DinoTransformerDecoder', num_layers=6, return_intermediate=True, transformerlayers=dict( type='DetrTransformerDecoderLayer', attn_cfgs=[ dict( type='MultiheadAttention', embed_dims=256, num_heads=8, dropout=0.0), dict( type='MultiScaleDeformableAttention', embed_dims=256, dropout=0.0) ], feedforward_channels=2048, ffn_dropout=0.0, operation_order=('self_attn', 'norm', 'cross_attn', 'norm', 'ffn', 'norm')))), positional_encoding=dict( type='SinePositionalEncoding', num_feats=128, temperature=20, normalize=True), loss_cls=dict( type='FocalLoss', use_sigmoid=True, gamma=2.0, alpha=0.25, loss_weight=1.0), loss_bbox=dict(type='L1Loss', loss_weight=5.0), loss_iou=dict(type='GIoULoss', loss_weight=2.0)), train_cfg=dict( assigner=dict( type='HungarianAssigner', cls_cost=dict(type='FocalLossCost', weight=2.0), reg_cost=dict(type='BBoxL1Cost', weight=5.0, box_format='xywh'), iou_cost=dict(type='IoUCost', iou_mode='giou', weight=2.0))), test_cfg=dict(max_per_img=300)) work_dir = './work_dirs/dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx' auto_resume = False gpu_ids = range(0, 8) 2023-11-04 20:51:00,758 - mmdet - INFO - Set random seed to 45274212, deterministic: False 2023-11-04 20:51:00,759 - mmdet - INFO - using core type: FlashDCNv3 2023-11-04 20:51:00,759 - mmdet - INFO - using activation layer: GELU 2023-11-04 20:51:00,759 - mmdet - INFO - using main norm layer: LN 2023-11-04 20:51:00,759 - mmdet - INFO - using dpr: linear, 0.3 2023-11-04 20:51:00,760 - mmdet - INFO - level2_post_norm: False 2023-11-04 20:51:00,760 - mmdet - INFO - level2_post_norm_block_ids: None 2023-11-04 20:51:00,760 - mmdet - INFO - res_post_norm: False 2023-11-04 20:51:03,008 - mmdet - INFO - load checkpoint from local path: /mnt/petrelfs/share_data/xiongyuwen/checkpoint/flash_internimage_b_1k_224_nosmx_dw/ckpt_epoch_ema_best.pth 2023-11-04 20:51:05,894 - mmdet - INFO - _IncompatibleKeys(missing_keys=[], unexpected_keys=['conv_head.0.weight', 'conv_head.1.0.weight', 'conv_head.1.0.bias', 'conv_head.1.0.running_mean', 'conv_head.1.0.running_var', 'conv_head.1.0.num_batches_tracked', 'head.weight', 'head.bias']) 2023-11-04 20:51:05,957 - mmdet - INFO - initialize ChannelMapper with init_cfg {'type': 'Xavier', 'layer': 'Conv2d', 'distribution': 'uniform'} Name of parameter - Initialization information backbone.patch_embed.conv1.weight - torch.Size([56, 3, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.patch_embed.conv1.bias - torch.Size([56]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.patch_embed.norm1.1.weight - torch.Size([56]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.patch_embed.norm1.1.bias - torch.Size([56]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.patch_embed.conv2.weight - torch.Size([112, 56, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.patch_embed.conv2.bias - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.patch_embed.norm2.1.weight - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.patch_embed.norm2.1.bias - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.gamma1 - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.gamma2 - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.norm1.0.weight - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.norm1.0.bias - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.dcn.offset_mask_dw.weight - torch.Size([112, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.dcn.offset_mask_dw.bias - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.dcn.offset_mask.weight - torch.Size([189, 112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.dcn.offset_mask.bias - torch.Size([189]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.dcn.value_proj.weight - torch.Size([112, 112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.dcn.value_proj.bias - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.dcn.output_proj.weight - torch.Size([112, 112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.norm2.0.weight - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.norm2.0.bias - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.mlp.fc1.weight - torch.Size([448, 112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.mlp.fc1.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.mlp.fc2.weight - torch.Size([112, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.gamma1 - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.gamma2 - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.norm1.0.weight - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.norm1.0.bias - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.dcn.offset_mask_dw.weight - torch.Size([112, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.dcn.offset_mask_dw.bias - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.dcn.offset_mask.weight - torch.Size([189, 112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.dcn.offset_mask.bias - torch.Size([189]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.dcn.value_proj.weight - torch.Size([112, 112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.dcn.value_proj.bias - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.dcn.output_proj.weight - torch.Size([112, 112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.norm2.0.weight - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.norm2.0.bias - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.mlp.fc1.weight - torch.Size([448, 112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.mlp.fc1.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.mlp.fc2.weight - torch.Size([112, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.gamma1 - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.gamma2 - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.norm1.0.weight - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.norm1.0.bias - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.dcn.offset_mask_dw.weight - torch.Size([112, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.dcn.offset_mask_dw.bias - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.dcn.offset_mask.weight - torch.Size([189, 112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.dcn.offset_mask.bias - torch.Size([189]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.dcn.value_proj.weight - torch.Size([112, 112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.dcn.value_proj.bias - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.dcn.output_proj.weight - torch.Size([112, 112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.norm2.0.weight - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.norm2.0.bias - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.mlp.fc1.weight - torch.Size([448, 112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.mlp.fc1.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.mlp.fc2.weight - torch.Size([112, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.gamma1 - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.gamma2 - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.norm1.0.weight - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.norm1.0.bias - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.dcn.offset_mask_dw.weight - torch.Size([112, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.dcn.offset_mask_dw.bias - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.dcn.offset_mask.weight - torch.Size([189, 112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.dcn.offset_mask.bias - torch.Size([189]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.dcn.value_proj.weight - torch.Size([112, 112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.dcn.value_proj.bias - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.dcn.output_proj.weight - torch.Size([112, 112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.norm2.0.weight - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.norm2.0.bias - torch.Size([112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.mlp.fc1.weight - torch.Size([448, 112]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.mlp.fc1.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.mlp.fc2.weight - torch.Size([112, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.downsample.conv.weight - torch.Size([224, 112, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.downsample.norm.1.weight - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.downsample.norm.1.bias - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.gamma1 - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.gamma2 - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.norm1.0.weight - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.norm1.0.bias - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.dcn.offset_mask_dw.weight - torch.Size([224, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.dcn.offset_mask_dw.bias - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.dcn.offset_mask.weight - torch.Size([378, 224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.dcn.offset_mask.bias - torch.Size([378]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.dcn.value_proj.weight - torch.Size([224, 224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.dcn.value_proj.bias - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.dcn.output_proj.weight - torch.Size([224, 224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.norm2.0.weight - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.norm2.0.bias - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.mlp.fc1.weight - torch.Size([896, 224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.mlp.fc1.bias - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.mlp.fc2.weight - torch.Size([224, 896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.gamma1 - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.gamma2 - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.norm1.0.weight - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.norm1.0.bias - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.dcn.offset_mask_dw.weight - torch.Size([224, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.dcn.offset_mask_dw.bias - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.dcn.offset_mask.weight - torch.Size([378, 224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.dcn.offset_mask.bias - torch.Size([378]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.dcn.value_proj.weight - torch.Size([224, 224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.dcn.value_proj.bias - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.dcn.output_proj.weight - torch.Size([224, 224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.norm2.0.weight - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.norm2.0.bias - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.mlp.fc1.weight - torch.Size([896, 224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.mlp.fc1.bias - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.mlp.fc2.weight - torch.Size([224, 896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.gamma1 - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.gamma2 - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.norm1.0.weight - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.norm1.0.bias - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.dcn.offset_mask_dw.weight - torch.Size([224, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.dcn.offset_mask_dw.bias - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.dcn.offset_mask.weight - torch.Size([378, 224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.dcn.offset_mask.bias - torch.Size([378]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.dcn.value_proj.weight - torch.Size([224, 224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.dcn.value_proj.bias - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.dcn.output_proj.weight - torch.Size([224, 224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.norm2.0.weight - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.norm2.0.bias - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.mlp.fc1.weight - torch.Size([896, 224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.mlp.fc1.bias - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.mlp.fc2.weight - torch.Size([224, 896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.gamma1 - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.gamma2 - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.norm1.0.weight - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.norm1.0.bias - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.dcn.offset_mask_dw.weight - torch.Size([224, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.dcn.offset_mask_dw.bias - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.dcn.offset_mask.weight - torch.Size([378, 224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.dcn.offset_mask.bias - torch.Size([378]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.dcn.value_proj.weight - torch.Size([224, 224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.dcn.value_proj.bias - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.dcn.output_proj.weight - torch.Size([224, 224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.norm2.0.weight - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.norm2.0.bias - torch.Size([224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.mlp.fc1.weight - torch.Size([896, 224]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.mlp.fc1.bias - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.mlp.fc2.weight - torch.Size([224, 896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.downsample.conv.weight - torch.Size([448, 224, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.downsample.norm.1.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.downsample.norm.1.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.gamma1 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.gamma2 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.norm1.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.norm1.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.dcn.offset_mask_dw.weight - torch.Size([448, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.dcn.offset_mask_dw.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.dcn.offset_mask.weight - torch.Size([756, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.dcn.offset_mask.bias - torch.Size([756]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.dcn.value_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.dcn.value_proj.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.dcn.output_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.norm2.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.norm2.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.mlp.fc1.weight - torch.Size([1792, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.mlp.fc1.bias - torch.Size([1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.mlp.fc2.weight - torch.Size([448, 1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.gamma1 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.gamma2 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.norm1.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.norm1.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.dcn.offset_mask_dw.weight - torch.Size([448, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.dcn.offset_mask_dw.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.dcn.offset_mask.weight - torch.Size([756, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.dcn.offset_mask.bias - torch.Size([756]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.dcn.value_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.dcn.value_proj.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.dcn.output_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.norm2.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.norm2.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.mlp.fc1.weight - torch.Size([1792, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.mlp.fc1.bias - torch.Size([1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.mlp.fc2.weight - torch.Size([448, 1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.gamma1 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.gamma2 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.norm1.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.norm1.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.dcn.offset_mask_dw.weight - torch.Size([448, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.dcn.offset_mask_dw.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.dcn.offset_mask.weight - torch.Size([756, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.dcn.offset_mask.bias - torch.Size([756]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.dcn.value_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.dcn.value_proj.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.dcn.output_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.norm2.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.norm2.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.mlp.fc1.weight - torch.Size([1792, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.mlp.fc1.bias - torch.Size([1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.mlp.fc2.weight - torch.Size([448, 1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.gamma1 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.gamma2 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.norm1.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.norm1.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.dcn.offset_mask_dw.weight - torch.Size([448, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.dcn.offset_mask_dw.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.dcn.offset_mask.weight - torch.Size([756, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.dcn.offset_mask.bias - torch.Size([756]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.dcn.value_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.dcn.value_proj.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.dcn.output_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.norm2.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.norm2.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.mlp.fc1.weight - torch.Size([1792, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.mlp.fc1.bias - torch.Size([1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.mlp.fc2.weight - torch.Size([448, 1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.gamma1 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.gamma2 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.norm1.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.norm1.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.dcn.offset_mask_dw.weight - torch.Size([448, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.dcn.offset_mask_dw.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.dcn.offset_mask.weight - torch.Size([756, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.dcn.offset_mask.bias - torch.Size([756]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.dcn.value_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.dcn.value_proj.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.dcn.output_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.norm2.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.norm2.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.mlp.fc1.weight - torch.Size([1792, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.mlp.fc1.bias - torch.Size([1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.mlp.fc2.weight - torch.Size([448, 1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.gamma1 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.gamma2 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.norm1.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.norm1.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.dcn.offset_mask_dw.weight - torch.Size([448, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.dcn.offset_mask_dw.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.dcn.offset_mask.weight - torch.Size([756, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.dcn.offset_mask.bias - torch.Size([756]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.dcn.value_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.dcn.value_proj.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.dcn.output_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.norm2.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.norm2.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.mlp.fc1.weight - torch.Size([1792, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.mlp.fc1.bias - torch.Size([1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.mlp.fc2.weight - torch.Size([448, 1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.gamma1 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.gamma2 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.norm1.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.norm1.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.dcn.offset_mask_dw.weight - torch.Size([448, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.dcn.offset_mask_dw.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.dcn.offset_mask.weight - torch.Size([756, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.dcn.offset_mask.bias - torch.Size([756]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.dcn.value_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.dcn.value_proj.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.dcn.output_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.norm2.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.norm2.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.mlp.fc1.weight - torch.Size([1792, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.mlp.fc1.bias - torch.Size([1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.mlp.fc2.weight - torch.Size([448, 1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.gamma1 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.gamma2 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.norm1.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.norm1.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.dcn.offset_mask_dw.weight - torch.Size([448, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.dcn.offset_mask_dw.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.dcn.offset_mask.weight - torch.Size([756, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.dcn.offset_mask.bias - torch.Size([756]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.dcn.value_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.dcn.value_proj.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.dcn.output_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.norm2.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.norm2.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.mlp.fc1.weight - torch.Size([1792, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.mlp.fc1.bias - torch.Size([1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.mlp.fc2.weight - torch.Size([448, 1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.gamma1 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.gamma2 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.norm1.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.norm1.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.dcn.offset_mask_dw.weight - torch.Size([448, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.dcn.offset_mask_dw.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.dcn.offset_mask.weight - torch.Size([756, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.dcn.offset_mask.bias - torch.Size([756]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.dcn.value_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.dcn.value_proj.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.dcn.output_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.norm2.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.norm2.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.mlp.fc1.weight - torch.Size([1792, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.mlp.fc1.bias - torch.Size([1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.mlp.fc2.weight - torch.Size([448, 1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.gamma1 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.gamma2 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.norm1.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.norm1.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.dcn.offset_mask_dw.weight - torch.Size([448, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.dcn.offset_mask_dw.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.dcn.offset_mask.weight - torch.Size([756, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.dcn.offset_mask.bias - torch.Size([756]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.dcn.value_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.dcn.value_proj.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.dcn.output_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.norm2.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.norm2.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.mlp.fc1.weight - torch.Size([1792, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.mlp.fc1.bias - torch.Size([1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.mlp.fc2.weight - torch.Size([448, 1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.gamma1 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.gamma2 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.norm1.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.norm1.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.dcn.offset_mask_dw.weight - torch.Size([448, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.dcn.offset_mask_dw.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.dcn.offset_mask.weight - torch.Size([756, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.dcn.offset_mask.bias - torch.Size([756]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.dcn.value_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.dcn.value_proj.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.dcn.output_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.norm2.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.norm2.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.mlp.fc1.weight - torch.Size([1792, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.mlp.fc1.bias - torch.Size([1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.mlp.fc2.weight - torch.Size([448, 1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.gamma1 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.gamma2 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.norm1.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.norm1.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.dcn.offset_mask_dw.weight - torch.Size([448, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.dcn.offset_mask_dw.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.dcn.offset_mask.weight - torch.Size([756, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.dcn.offset_mask.bias - torch.Size([756]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.dcn.value_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.dcn.value_proj.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.dcn.output_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.norm2.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.norm2.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.mlp.fc1.weight - torch.Size([1792, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.mlp.fc1.bias - torch.Size([1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.mlp.fc2.weight - torch.Size([448, 1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.gamma1 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.gamma2 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.norm1.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.norm1.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.dcn.offset_mask_dw.weight - torch.Size([448, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.dcn.offset_mask_dw.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.dcn.offset_mask.weight - torch.Size([756, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.dcn.offset_mask.bias - torch.Size([756]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.dcn.value_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.dcn.value_proj.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.dcn.output_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.norm2.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.norm2.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.mlp.fc1.weight - torch.Size([1792, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.mlp.fc1.bias - torch.Size([1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.mlp.fc2.weight - torch.Size([448, 1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.gamma1 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.gamma2 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.norm1.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.norm1.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.dcn.offset_mask_dw.weight - torch.Size([448, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.dcn.offset_mask_dw.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.dcn.offset_mask.weight - torch.Size([756, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.dcn.offset_mask.bias - torch.Size([756]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.dcn.value_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.dcn.value_proj.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.dcn.output_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.norm2.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.norm2.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.mlp.fc1.weight - torch.Size([1792, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.mlp.fc1.bias - torch.Size([1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.mlp.fc2.weight - torch.Size([448, 1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.gamma1 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.gamma2 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.norm1.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.norm1.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.dcn.offset_mask_dw.weight - torch.Size([448, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.dcn.offset_mask_dw.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.dcn.offset_mask.weight - torch.Size([756, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.dcn.offset_mask.bias - torch.Size([756]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.dcn.value_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.dcn.value_proj.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.dcn.output_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.norm2.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.norm2.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.mlp.fc1.weight - torch.Size([1792, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.mlp.fc1.bias - torch.Size([1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.mlp.fc2.weight - torch.Size([448, 1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.gamma1 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.gamma2 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.norm1.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.norm1.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.dcn.offset_mask_dw.weight - torch.Size([448, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.dcn.offset_mask_dw.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.dcn.offset_mask.weight - torch.Size([756, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.dcn.offset_mask.bias - torch.Size([756]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.dcn.value_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.dcn.value_proj.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.dcn.output_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.norm2.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.norm2.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.mlp.fc1.weight - torch.Size([1792, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.mlp.fc1.bias - torch.Size([1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.mlp.fc2.weight - torch.Size([448, 1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.gamma1 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.gamma2 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.norm1.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.norm1.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.dcn.offset_mask_dw.weight - torch.Size([448, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.dcn.offset_mask_dw.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.dcn.offset_mask.weight - torch.Size([756, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.dcn.offset_mask.bias - torch.Size([756]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.dcn.value_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.dcn.value_proj.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.dcn.output_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.norm2.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.norm2.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.mlp.fc1.weight - torch.Size([1792, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.mlp.fc1.bias - torch.Size([1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.mlp.fc2.weight - torch.Size([448, 1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.gamma1 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.gamma2 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.norm1.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.norm1.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.dcn.offset_mask_dw.weight - torch.Size([448, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.dcn.offset_mask_dw.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.dcn.offset_mask.weight - torch.Size([756, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.dcn.offset_mask.bias - torch.Size([756]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.dcn.value_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.dcn.value_proj.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.dcn.output_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.norm2.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.norm2.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.mlp.fc1.weight - torch.Size([1792, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.mlp.fc1.bias - torch.Size([1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.mlp.fc2.weight - torch.Size([448, 1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.gamma1 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.gamma2 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.norm1.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.norm1.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.dcn.offset_mask_dw.weight - torch.Size([448, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.dcn.offset_mask_dw.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.dcn.offset_mask.weight - torch.Size([756, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.dcn.offset_mask.bias - torch.Size([756]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.dcn.value_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.dcn.value_proj.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.dcn.output_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.norm2.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.norm2.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.mlp.fc1.weight - torch.Size([1792, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.mlp.fc1.bias - torch.Size([1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.mlp.fc2.weight - torch.Size([448, 1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.gamma1 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.gamma2 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.norm1.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.norm1.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.dcn.offset_mask_dw.weight - torch.Size([448, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.dcn.offset_mask_dw.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.dcn.offset_mask.weight - torch.Size([756, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.dcn.offset_mask.bias - torch.Size([756]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.dcn.value_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.dcn.value_proj.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.dcn.output_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.norm2.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.norm2.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.mlp.fc1.weight - torch.Size([1792, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.mlp.fc1.bias - torch.Size([1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.mlp.fc2.weight - torch.Size([448, 1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.gamma1 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.gamma2 - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.norm1.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.norm1.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.dcn.offset_mask_dw.weight - torch.Size([448, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.dcn.offset_mask_dw.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.dcn.offset_mask.weight - torch.Size([756, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.dcn.offset_mask.bias - torch.Size([756]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.dcn.value_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.dcn.value_proj.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.dcn.output_proj.weight - torch.Size([448, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.norm2.0.weight - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.norm2.0.bias - torch.Size([448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.mlp.fc1.weight - torch.Size([1792, 448]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.mlp.fc1.bias - torch.Size([1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.mlp.fc2.weight - torch.Size([448, 1792]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.downsample.conv.weight - torch.Size([896, 448, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.downsample.norm.1.weight - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.downsample.norm.1.bias - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.gamma1 - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.gamma2 - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.norm1.0.weight - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.norm1.0.bias - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.dcn.offset_mask_dw.weight - torch.Size([896, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.dcn.offset_mask_dw.bias - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.dcn.offset_mask.weight - torch.Size([1512, 896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.dcn.offset_mask.bias - torch.Size([1512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.dcn.value_proj.weight - torch.Size([896, 896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.dcn.value_proj.bias - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.dcn.output_proj.weight - torch.Size([896, 896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.norm2.0.weight - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.norm2.0.bias - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.mlp.fc1.weight - torch.Size([3584, 896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.mlp.fc1.bias - torch.Size([3584]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.mlp.fc2.weight - torch.Size([896, 3584]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.gamma1 - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.gamma2 - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.norm1.0.weight - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.norm1.0.bias - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.dcn.offset_mask_dw.weight - torch.Size([896, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.dcn.offset_mask_dw.bias - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.dcn.offset_mask.weight - torch.Size([1512, 896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.dcn.offset_mask.bias - torch.Size([1512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.dcn.value_proj.weight - torch.Size([896, 896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.dcn.value_proj.bias - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.dcn.output_proj.weight - torch.Size([896, 896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.norm2.0.weight - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.norm2.0.bias - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.mlp.fc1.weight - torch.Size([3584, 896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.mlp.fc1.bias - torch.Size([3584]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.mlp.fc2.weight - torch.Size([896, 3584]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.gamma1 - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.gamma2 - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.norm1.0.weight - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.norm1.0.bias - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.dcn.offset_mask_dw.weight - torch.Size([896, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.dcn.offset_mask_dw.bias - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.dcn.offset_mask.weight - torch.Size([1512, 896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.dcn.offset_mask.bias - torch.Size([1512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.dcn.value_proj.weight - torch.Size([896, 896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.dcn.value_proj.bias - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.dcn.output_proj.weight - torch.Size([896, 896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.norm2.0.weight - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.norm2.0.bias - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.mlp.fc1.weight - torch.Size([3584, 896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.mlp.fc1.bias - torch.Size([3584]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.mlp.fc2.weight - torch.Size([896, 3584]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.gamma1 - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.gamma2 - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.norm1.0.weight - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.norm1.0.bias - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.dcn.offset_mask_dw.weight - torch.Size([896, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.dcn.offset_mask_dw.bias - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.dcn.offset_mask.weight - torch.Size([1512, 896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.dcn.offset_mask.bias - torch.Size([1512]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.dcn.value_proj.weight - torch.Size([896, 896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.dcn.value_proj.bias - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.dcn.output_proj.weight - torch.Size([896, 896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.norm2.0.weight - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.norm2.0.bias - torch.Size([896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.mlp.fc1.weight - torch.Size([3584, 896]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.mlp.fc1.bias - torch.Size([3584]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.mlp.fc2.weight - torch.Size([896, 3584]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx neck.convs.0.conv.weight - torch.Size([256, 224, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.convs.0.gn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO neck.convs.0.gn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO neck.convs.1.conv.weight - torch.Size([256, 448, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.convs.1.gn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO neck.convs.1.gn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO neck.convs.2.conv.weight - torch.Size([256, 896, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.convs.2.gn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO neck.convs.2.gn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO neck.extra_convs.0.conv.weight - torch.Size([256, 896, 3, 3]): XavierInit: gain=1, distribution=uniform, bias=0 neck.extra_convs.0.gn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO neck.extra_convs.0.gn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.level_embeds - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.0.attentions.0.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.attentions.0.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.attentions.0.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.attentions.0.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.0.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.0.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.0.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.0.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.attentions.0.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.attentions.0.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.attentions.0.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.attentions.0.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.1.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.1.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.1.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.1.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.attentions.0.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.attentions.0.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.attentions.0.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.attentions.0.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.2.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.2.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.2.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.2.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.attentions.0.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.attentions.0.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.attentions.0.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.attentions.0.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.3.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.3.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.3.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.3.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.attentions.0.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.attentions.0.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.attentions.0.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.attentions.0.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.4.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.4.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.4.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.4.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.attentions.0.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.attentions.0.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.attentions.0.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.attentions.0.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.5.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.5.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.5.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.5.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.0.attentions.0.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.0.attentions.0.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.1.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.1.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.1.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.1.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.1.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.0.attentions.1.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.1.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.0.attentions.1.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.0.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.0.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.1.attentions.0.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.1.attentions.0.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.1.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.1.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.1.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.1.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.1.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.1.attentions.1.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.1.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.1.attentions.1.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.1.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.1.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.2.attentions.0.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.2.attentions.0.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.1.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.1.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.1.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.1.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.1.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.2.attentions.1.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.1.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.2.attentions.1.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.2.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.2.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.3.attentions.0.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.3.attentions.0.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.1.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.1.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.1.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.1.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.1.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.3.attentions.1.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.1.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.3.attentions.1.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.3.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.3.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.4.attentions.0.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.4.attentions.0.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.1.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.1.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.1.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.1.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.1.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.4.attentions.1.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.1.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.4.attentions.1.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.4.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.4.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.5.attentions.0.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.5.attentions.0.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.1.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.1.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.1.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.1.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.1.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.5.attentions.1.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.1.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.5.attentions.1.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.5.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.5.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.ref_point_head.0.weight - torch.Size([256, 512]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.ref_point_head.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.ref_point_head.2.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.ref_point_head.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.norm.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.norm.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.enc_output.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.enc_output.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.enc_output_norm.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.enc_output_norm.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.query_embed.weight - torch.Size([900, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.cls_branches.0.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.cls_branches.0.bias - torch.Size([80]): Initialized by user-defined `init_weights` in DINOHead bbox_head.cls_branches.1.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.cls_branches.1.bias - torch.Size([80]): Initialized by user-defined `init_weights` in DINOHead bbox_head.cls_branches.2.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.cls_branches.2.bias - torch.Size([80]): Initialized by user-defined `init_weights` in DINOHead bbox_head.cls_branches.3.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.cls_branches.3.bias - torch.Size([80]): Initialized by user-defined `init_weights` in DINOHead bbox_head.cls_branches.4.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.cls_branches.4.bias - torch.Size([80]): Initialized by user-defined `init_weights` in DINOHead bbox_head.cls_branches.5.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.cls_branches.5.bias - torch.Size([80]): Initialized by user-defined `init_weights` in DINOHead bbox_head.cls_branches.6.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.cls_branches.6.bias - torch.Size([80]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.0.0.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.0.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.0.2.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.0.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.0.4.weight - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.0.4.bias - torch.Size([4]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.1.0.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.1.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.1.2.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.1.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.1.4.weight - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.1.4.bias - torch.Size([4]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.2.0.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.2.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.2.2.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.2.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.2.4.weight - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.2.4.bias - torch.Size([4]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.3.0.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.3.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.3.2.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.3.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.3.4.weight - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.3.4.bias - torch.Size([4]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.4.0.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.4.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.4.2.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.4.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.4.4.weight - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.4.4.bias - torch.Size([4]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.5.0.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.5.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.5.2.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.5.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.5.4.weight - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.5.4.bias - torch.Size([4]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.6.0.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.6.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.6.2.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.6.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.6.4.weight - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.6.4.bias - torch.Size([4]): Initialized by user-defined `init_weights` in DINOHead bbox_head.label_embedding.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO 2023-11-04 20:51:26,549 - mmdet - INFO - Automatic scaling of learning rate (LR) has been disabled. 2023-11-04 20:51:26,550 - mmdet - INFO - {'num_layers': 33, 'layer_decay_rate': 0.9, 'depths': [4, 4, 21, 4]} 2023-11-04 20:51:26,550 - mmdet - INFO - Build CustomLayerDecayOptimizerConstructor 0.900000 - 35 2023-11-04 20:51:26,555 - mmdet - INFO - Param groups = { "layer_0_decay": { "param_names": [ "backbone.patch_embed.conv1.weight", "backbone.patch_embed.conv2.weight", "bbox_head.transformer.level_embeds" ], "lr_scale": 0.027812838944369374, "lr": 5.562567788873875e-06, "weight_decay": 0.0001 }, "layer_0_no_decay": { "param_names": [ "backbone.patch_embed.conv1.bias", "backbone.patch_embed.norm1.1.weight", "backbone.patch_embed.norm1.1.bias", "backbone.patch_embed.conv2.bias", "backbone.patch_embed.norm2.1.weight", "backbone.patch_embed.norm2.1.bias" ], "lr_scale": 0.027812838944369374, "lr": 5.562567788873875e-06, "weight_decay": 0.0 }, "layer_1_no_decay": { "param_names": [ "backbone.levels.0.blocks.0.gamma1", "backbone.levels.0.blocks.0.gamma2", "backbone.levels.0.blocks.0.norm1.0.weight", "backbone.levels.0.blocks.0.norm1.0.bias", "backbone.levels.0.blocks.0.dcn.offset_mask_dw.bias", "backbone.levels.0.blocks.0.dcn.offset_mask.bias", "backbone.levels.0.blocks.0.dcn.value_proj.bias", "backbone.levels.0.blocks.0.norm2.0.weight", "backbone.levels.0.blocks.0.norm2.0.bias", "backbone.levels.0.blocks.0.mlp.fc1.bias" ], "lr_scale": 0.030903154382632636, "lr": 6.180630876526528e-06, "weight_decay": 0.0 }, "layer_1_decay": { "param_names": [ "backbone.levels.0.blocks.0.dcn.offset_mask_dw.weight", "backbone.levels.0.blocks.0.dcn.offset_mask.weight", "backbone.levels.0.blocks.0.dcn.value_proj.weight", "backbone.levels.0.blocks.0.dcn.output_proj.weight", "backbone.levels.0.blocks.0.mlp.fc1.weight", "backbone.levels.0.blocks.0.mlp.fc2.weight" ], "lr_scale": 0.030903154382632636, "lr": 6.180630876526528e-06, "weight_decay": 0.0001 }, "layer_2_no_decay": { "param_names": [ "backbone.levels.0.blocks.1.gamma1", "backbone.levels.0.blocks.1.gamma2", "backbone.levels.0.blocks.1.norm1.0.weight", "backbone.levels.0.blocks.1.norm1.0.bias", "backbone.levels.0.blocks.1.dcn.offset_mask_dw.bias", "backbone.levels.0.blocks.1.dcn.offset_mask.bias", "backbone.levels.0.blocks.1.dcn.value_proj.bias", "backbone.levels.0.blocks.1.norm2.0.weight", "backbone.levels.0.blocks.1.norm2.0.bias", "backbone.levels.0.blocks.1.mlp.fc1.bias" ], "lr_scale": 0.03433683820292515, "lr": 6.8673676405850304e-06, "weight_decay": 0.0 }, "layer_2_decay": { "param_names": [ "backbone.levels.0.blocks.1.dcn.offset_mask_dw.weight", "backbone.levels.0.blocks.1.dcn.offset_mask.weight", "backbone.levels.0.blocks.1.dcn.value_proj.weight", "backbone.levels.0.blocks.1.dcn.output_proj.weight", "backbone.levels.0.blocks.1.mlp.fc1.weight", "backbone.levels.0.blocks.1.mlp.fc2.weight" ], "lr_scale": 0.03433683820292515, "lr": 6.8673676405850304e-06, "weight_decay": 0.0001 }, 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Hooks will be executed in the following order: before_run: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) NumClassCheckHook (NORMAL ) DistSamplerSeedHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) StepLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook -------------------- after_train_iter: (ABOVE_NORMAL) OptimizerHook (NORMAL ) CheckpointHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (NORMAL ) NumClassCheckHook (NORMAL ) DistSamplerSeedHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2023-11-04 20:51:27,037 - mmdet - INFO - workflow: [('train', 1)], max: 12 epochs 2023-11-04 20:51:27,037 - mmdet - INFO - Checkpoints will be saved to /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx by HardDiskBackend. 2023-11-04 20:52:26,364 - mmdet - INFO - Epoch [1][50/3665] lr: 5.501e-07, eta: 14:28:00, time: 1.186, data_time: 0.065, memory: 19768, interm_loss_cls: 1.0750, interm_loss_bbox: 1.5764, interm_loss_iou: 1.8053, loss_cls: 0.9912, loss_bbox: 1.5588, loss_iou: 1.7945, d0.loss_cls: 0.9896, d0.loss_bbox: 1.6018, d0.loss_iou: 1.8331, d1.loss_cls: 0.9845, d1.loss_bbox: 1.5818, d1.loss_iou: 1.8120, d2.loss_cls: 0.9899, d2.loss_bbox: 1.5708, d2.loss_iou: 1.8024, d3.loss_cls: 0.9941, d3.loss_bbox: 1.5643, d3.loss_iou: 1.7983, d4.loss_cls: 0.9899, d4.loss_bbox: 1.5618, d4.loss_iou: 1.7960, dn_loss_cls: 0.8972, dn_loss_bbox: 1.1083, dn_loss_iou: 1.3147, d0.dn_loss_cls: 1.0078, d0.dn_loss_bbox: 1.1073, d0.dn_loss_iou: 1.3162, d1.dn_loss_cls: 0.9381, d1.dn_loss_bbox: 1.1074, d1.dn_loss_iou: 1.3158, d2.dn_loss_cls: 0.9154, d2.dn_loss_bbox: 1.1075, d2.dn_loss_iou: 1.3155, d3.dn_loss_cls: 0.9007, d3.dn_loss_bbox: 1.1078, d3.dn_loss_iou: 1.3152, d4.dn_loss_cls: 0.8948, d4.dn_loss_bbox: 1.1080, d4.dn_loss_iou: 1.3150, loss: 50.7643, grad_norm: 16.5901 2023-11-04 20:53:13,509 - mmdet - INFO - Epoch [1][100/3665] lr: 1.106e-06, eta: 12:58:19, time: 0.943, data_time: 0.010, memory: 20215, interm_loss_cls: 0.9522, interm_loss_bbox: 1.4060, interm_loss_iou: 1.6087, loss_cls: 0.8919, loss_bbox: 1.3335, loss_iou: 1.5579, d0.loss_cls: 0.8843, d0.loss_bbox: 1.4197, d0.loss_iou: 1.6247, d1.loss_cls: 0.8802, d1.loss_bbox: 1.3895, d1.loss_iou: 1.5978, d2.loss_cls: 0.8850, d2.loss_bbox: 1.3688, d2.loss_iou: 1.5807, d3.loss_cls: 0.8906, d3.loss_bbox: 1.3515, d3.loss_iou: 1.5704, d4.loss_cls: 0.8864, d4.loss_bbox: 1.3431, d4.loss_iou: 1.5625, dn_loss_cls: 0.7373, dn_loss_bbox: 1.2472, dn_loss_iou: 1.3048, d0.dn_loss_cls: 0.7601, d0.dn_loss_bbox: 1.2023, d0.dn_loss_iou: 1.2972, d1.dn_loss_cls: 0.7068, d1.dn_loss_bbox: 1.2090, d1.dn_loss_iou: 1.2964, d2.dn_loss_cls: 0.6931, d2.dn_loss_bbox: 1.2174, d2.dn_loss_iou: 1.2971, d3.dn_loss_cls: 0.6997, d3.dn_loss_bbox: 1.2277, d3.dn_loss_iou: 1.2991, d4.dn_loss_cls: 0.7145, d4.dn_loss_bbox: 1.2368, d4.dn_loss_iou: 1.3015, loss: 46.4336, grad_norm: 19.1855 2023-11-04 20:54:00,761 - mmdet - INFO - Epoch [1][150/3665] lr: 1.662e-06, eta: 12:28:23, time: 0.945, data_time: 0.010, memory: 20215, interm_loss_cls: 0.8889, interm_loss_bbox: 1.2543, interm_loss_iou: 1.4885, loss_cls: 0.8164, loss_bbox: 1.2198, loss_iou: 1.4649, d0.loss_cls: 0.8105, d0.loss_bbox: 1.2790, d0.loss_iou: 1.5098, d1.loss_cls: 0.7940, d1.loss_bbox: 1.2616, d1.loss_iou: 1.4909, d2.loss_cls: 0.7940, d2.loss_bbox: 1.2473, d2.loss_iou: 1.4787, d3.loss_cls: 0.8006, d3.loss_bbox: 1.2364, d3.loss_iou: 1.4730, d4.loss_cls: 0.8072, d4.loss_bbox: 1.2277, d4.loss_iou: 1.4678, dn_loss_cls: 0.5850, dn_loss_bbox: 1.2126, dn_loss_iou: 1.3068, d0.dn_loss_cls: 0.6109, d0.dn_loss_bbox: 1.1874, d0.dn_loss_iou: 1.3003, d1.dn_loss_cls: 0.5388, d1.dn_loss_bbox: 1.1982, d1.dn_loss_iou: 1.3006, d2.dn_loss_cls: 0.5277, d2.dn_loss_bbox: 1.2054, d2.dn_loss_iou: 1.3018, d3.dn_loss_cls: 0.5375, d3.dn_loss_bbox: 1.2090, d3.dn_loss_iou: 1.3034, d4.dn_loss_cls: 0.5559, d4.dn_loss_bbox: 1.2109, d4.dn_loss_iou: 1.3049, loss: 43.2084, grad_norm: 18.3865 2023-11-04 20:54:47,650 - mmdet - INFO - Epoch [1][200/3665] lr: 2.217e-06, eta: 12:11:43, time: 0.938, data_time: 0.011, memory: 22735, interm_loss_cls: 0.8328, interm_loss_bbox: 1.1319, interm_loss_iou: 1.3968, loss_cls: 0.7576, loss_bbox: 1.0972, loss_iou: 1.3666, d0.loss_cls: 0.7471, d0.loss_bbox: 1.1719, d0.loss_iou: 1.4267, d1.loss_cls: 0.7252, d1.loss_bbox: 1.1517, d1.loss_iou: 1.4091, d2.loss_cls: 0.7260, d2.loss_bbox: 1.1319, d2.loss_iou: 1.3945, d3.loss_cls: 0.7346, d3.loss_bbox: 1.1164, d3.loss_iou: 1.3813, d4.loss_cls: 0.7470, d4.loss_bbox: 1.1051, d4.loss_iou: 1.3729, dn_loss_cls: 0.4724, dn_loss_bbox: 1.1425, dn_loss_iou: 1.3229, d0.dn_loss_cls: 0.4628, d0.dn_loss_bbox: 1.1484, d0.dn_loss_iou: 1.2990, d1.dn_loss_cls: 0.3889, d1.dn_loss_bbox: 1.1473, d1.dn_loss_iou: 1.2996, d2.dn_loss_cls: 0.3866, d2.dn_loss_bbox: 1.1447, d2.dn_loss_iou: 1.3028, d3.dn_loss_cls: 0.4033, d3.dn_loss_bbox: 1.1426, d3.dn_loss_iou: 1.3088, d4.dn_loss_cls: 0.4347, d4.dn_loss_bbox: 1.1419, d4.dn_loss_iou: 1.3152, loss: 40.1886, grad_norm: 19.5042 2023-11-04 20:55:40,761 - mmdet - INFO - Epoch [1][250/3665] lr: 2.773e-06, eta: 12:19:29, time: 1.062, data_time: 0.018, memory: 22735, interm_loss_cls: 0.7783, interm_loss_bbox: 0.9242, interm_loss_iou: 1.2440, loss_cls: 0.7072, loss_bbox: 0.8693, loss_iou: 1.2081, d0.loss_cls: 0.7110, d0.loss_bbox: 0.9469, d0.loss_iou: 1.2777, d1.loss_cls: 0.6824, d1.loss_bbox: 0.9163, d1.loss_iou: 1.2523, d2.loss_cls: 0.6842, d2.loss_bbox: 0.8945, d2.loss_iou: 1.2336, d3.loss_cls: 0.6869, d3.loss_bbox: 0.8832, d3.loss_iou: 1.2248, d4.loss_cls: 0.6998, d4.loss_bbox: 0.8750, d4.loss_iou: 1.2166, dn_loss_cls: 0.3717, dn_loss_bbox: 1.1297, dn_loss_iou: 1.3099, d0.dn_loss_cls: 0.3537, d0.dn_loss_bbox: 1.1453, d0.dn_loss_iou: 1.2995, d1.dn_loss_cls: 0.3021, d1.dn_loss_bbox: 1.1377, d1.dn_loss_iou: 1.2994, d2.dn_loss_cls: 0.2994, d2.dn_loss_bbox: 1.1325, d2.dn_loss_iou: 1.3033, d3.dn_loss_cls: 0.3100, d3.dn_loss_bbox: 1.1308, d3.dn_loss_iou: 1.3064, d4.dn_loss_cls: 0.3343, d4.dn_loss_bbox: 1.1300, d4.dn_loss_iou: 1.3080, loss: 36.5200, grad_norm: 19.6976 2023-11-04 20:56:32,359 - mmdet - INFO - Epoch [1][300/3665] lr: 3.329e-06, eta: 12:20:47, time: 1.032, data_time: 0.015, memory: 22735, interm_loss_cls: 0.7384, interm_loss_bbox: 0.7830, interm_loss_iou: 1.1322, loss_cls: 0.6817, loss_bbox: 0.7080, loss_iou: 1.0784, d0.loss_cls: 0.6885, d0.loss_bbox: 0.7902, d0.loss_iou: 1.1553, d1.loss_cls: 0.6686, d1.loss_bbox: 0.7433, d1.loss_iou: 1.1152, d2.loss_cls: 0.6664, d2.loss_bbox: 0.7258, d2.loss_iou: 1.0984, d3.loss_cls: 0.6696, d3.loss_bbox: 0.7201, d3.loss_iou: 1.0907, d4.loss_cls: 0.6762, d4.loss_bbox: 0.7138, d4.loss_iou: 1.0843, dn_loss_cls: 0.3214, dn_loss_bbox: 1.0780, dn_loss_iou: 1.2675, d0.dn_loss_cls: 0.2979, d0.dn_loss_bbox: 1.1228, d0.dn_loss_iou: 1.2814, d1.dn_loss_cls: 0.2705, d1.dn_loss_bbox: 1.0923, d1.dn_loss_iou: 1.2602, d2.dn_loss_cls: 0.2657, d2.dn_loss_bbox: 1.0830, d2.dn_loss_iou: 1.2596, d3.dn_loss_cls: 0.2722, d3.dn_loss_bbox: 1.0799, d3.dn_loss_iou: 1.2627, d4.dn_loss_cls: 0.2924, d4.dn_loss_bbox: 1.0787, d4.dn_loss_iou: 1.2650, loss: 33.5796, grad_norm: 28.2040 2023-11-04 20:57:20,071 - mmdet - INFO - Epoch [1][350/3665] lr: 3.884e-06, eta: 12:13:22, time: 0.954, data_time: 0.011, memory: 22735, interm_loss_cls: 0.7016, interm_loss_bbox: 0.6731, interm_loss_iou: 1.0465, loss_cls: 0.6597, loss_bbox: 0.5518, loss_iou: 0.9392, d0.loss_cls: 0.6679, d0.loss_bbox: 0.6315, d0.loss_iou: 1.0278, d1.loss_cls: 0.6484, d1.loss_bbox: 0.5801, d1.loss_iou: 0.9732, d2.loss_cls: 0.6415, d2.loss_bbox: 0.5640, d2.loss_iou: 0.9572, d3.loss_cls: 0.6429, d3.loss_bbox: 0.5596, d3.loss_iou: 0.9526, d4.loss_cls: 0.6502, d4.loss_bbox: 0.5549, d4.loss_iou: 0.9446, dn_loss_cls: 0.2751, dn_loss_bbox: 0.9827, dn_loss_iou: 1.1622, d0.dn_loss_cls: 0.2718, d0.dn_loss_bbox: 1.0514, d0.dn_loss_iou: 1.2240, d1.dn_loss_cls: 0.2507, d1.dn_loss_bbox: 0.9999, d1.dn_loss_iou: 1.1729, d2.dn_loss_cls: 0.2417, d2.dn_loss_bbox: 0.9895, d2.dn_loss_iou: 1.1646, d3.dn_loss_cls: 0.2437, d3.dn_loss_bbox: 0.9852, d3.dn_loss_iou: 1.1626, d4.dn_loss_cls: 0.2540, d4.dn_loss_bbox: 0.9837, d4.dn_loss_iou: 1.1618, loss: 30.1459, grad_norm: 24.8563 2023-11-04 20:58:06,907 - mmdet - INFO - Epoch [1][400/3665] lr: 4.440e-06, eta: 12:06:00, time: 0.937, data_time: 0.010, memory: 22735, interm_loss_cls: 0.6782, interm_loss_bbox: 0.5885, interm_loss_iou: 1.0010, loss_cls: 0.6458, loss_bbox: 0.4565, loss_iou: 0.8681, d0.loss_cls: 0.6550, d0.loss_bbox: 0.5309, d0.loss_iou: 0.9572, d1.loss_cls: 0.6313, d1.loss_bbox: 0.4818, d1.loss_iou: 0.9006, d2.loss_cls: 0.6260, d2.loss_bbox: 0.4668, d2.loss_iou: 0.8831, d3.loss_cls: 0.6278, d3.loss_bbox: 0.4628, d3.loss_iou: 0.8773, d4.loss_cls: 0.6346, d4.loss_bbox: 0.4594, d4.loss_iou: 0.8720, dn_loss_cls: 0.2572, dn_loss_bbox: 0.8972, dn_loss_iou: 1.0996, d0.dn_loss_cls: 0.2577, d0.dn_loss_bbox: 0.9819, d0.dn_loss_iou: 1.1914, d1.dn_loss_cls: 0.2391, d1.dn_loss_bbox: 0.9175, d1.dn_loss_iou: 1.1212, d2.dn_loss_cls: 0.2314, d2.dn_loss_bbox: 0.9040, d2.dn_loss_iou: 1.1052, d3.dn_loss_cls: 0.2319, d3.dn_loss_bbox: 0.8992, d3.dn_loss_iou: 1.1009, d4.dn_loss_cls: 0.2404, d4.dn_loss_bbox: 0.8978, d4.dn_loss_iou: 1.0996, loss: 27.9779, grad_norm: 27.5672 2023-11-04 20:58:54,920 - mmdet - INFO - Epoch [1][450/3665] lr: 4.996e-06, eta: 12:01:59, time: 0.960, data_time: 0.016, memory: 22735, interm_loss_cls: 0.6562, interm_loss_bbox: 0.5311, interm_loss_iou: 0.9287, loss_cls: 0.6191, loss_bbox: 0.4034, loss_iou: 0.7862, d0.loss_cls: 0.6411, d0.loss_bbox: 0.4716, d0.loss_iou: 0.8743, d1.loss_cls: 0.6143, d1.loss_bbox: 0.4263, d1.loss_iou: 0.8182, d2.loss_cls: 0.6118, d2.loss_bbox: 0.4122, d2.loss_iou: 0.7982, d3.loss_cls: 0.6131, d3.loss_bbox: 0.4093, d3.loss_iou: 0.7930, d4.loss_cls: 0.6145, d4.loss_bbox: 0.4072, d4.loss_iou: 0.7886, dn_loss_cls: 0.2312, dn_loss_bbox: 0.8708, dn_loss_iou: 1.0334, d0.dn_loss_cls: 0.2460, d0.dn_loss_bbox: 0.9742, d0.dn_loss_iou: 1.1497, d1.dn_loss_cls: 0.2262, d1.dn_loss_bbox: 0.8927, d1.dn_loss_iou: 1.0653, d2.dn_loss_cls: 0.2177, d2.dn_loss_bbox: 0.8773, d2.dn_loss_iou: 1.0415, d3.dn_loss_cls: 0.2166, d3.dn_loss_bbox: 0.8721, d3.dn_loss_iou: 1.0353, d4.dn_loss_cls: 0.2204, d4.dn_loss_bbox: 0.8711, d4.dn_loss_iou: 1.0334, loss: 26.2929, grad_norm: 30.6194 2023-11-04 20:59:45,540 - mmdet - INFO - Epoch [1][500/3665] lr: 5.551e-06, eta: 12:02:25, time: 1.013, data_time: 0.016, memory: 22735, interm_loss_cls: 0.6533, interm_loss_bbox: 0.5117, interm_loss_iou: 0.9104, loss_cls: 0.6248, loss_bbox: 0.3819, loss_iou: 0.7597, d0.loss_cls: 0.6363, d0.loss_bbox: 0.4498, d0.loss_iou: 0.8478, d1.loss_cls: 0.6112, d1.loss_bbox: 0.4012, d1.loss_iou: 0.7851, d2.loss_cls: 0.6049, d2.loss_bbox: 0.3883, d2.loss_iou: 0.7704, d3.loss_cls: 0.6083, d3.loss_bbox: 0.3848, d3.loss_iou: 0.7660, d4.loss_cls: 0.6131, d4.loss_bbox: 0.3836, d4.loss_iou: 0.7632, dn_loss_cls: 0.2297, dn_loss_bbox: 0.8178, dn_loss_iou: 1.0018, d0.dn_loss_cls: 0.2410, d0.dn_loss_bbox: 0.9271, d0.dn_loss_iou: 1.1290, d1.dn_loss_cls: 0.2205, d1.dn_loss_bbox: 0.8427, d1.dn_loss_iou: 1.0362, d2.dn_loss_cls: 0.2126, d2.dn_loss_bbox: 0.8249, d2.dn_loss_iou: 1.0083, d3.dn_loss_cls: 0.2111, d3.dn_loss_bbox: 0.8190, d3.dn_loss_iou: 1.0013, d4.dn_loss_cls: 0.2163, d4.dn_loss_bbox: 0.8180, d4.dn_loss_iou: 1.0009, loss: 25.4139, grad_norm: 31.5742 2023-11-04 21:00:33,413 - mmdet - INFO - Epoch [1][550/3665] lr: 5.563e-06, eta: 11:59:00, time: 0.958, data_time: 0.015, memory: 22735, interm_loss_cls: 0.6239, interm_loss_bbox: 0.4868, interm_loss_iou: 0.8767, loss_cls: 0.5877, loss_bbox: 0.3502, loss_iou: 0.7068, d0.loss_cls: 0.6101, d0.loss_bbox: 0.4131, d0.loss_iou: 0.7964, d1.loss_cls: 0.5831, d1.loss_bbox: 0.3682, d1.loss_iou: 0.7340, d2.loss_cls: 0.5749, d2.loss_bbox: 0.3559, d2.loss_iou: 0.7204, d3.loss_cls: 0.5752, d3.loss_bbox: 0.3542, d3.loss_iou: 0.7157, d4.loss_cls: 0.5818, d4.loss_bbox: 0.3516, d4.loss_iou: 0.7097, dn_loss_cls: 0.2090, dn_loss_bbox: 0.7742, dn_loss_iou: 0.9337, d0.dn_loss_cls: 0.2272, d0.dn_loss_bbox: 0.8918, d0.dn_loss_iou: 1.0808, d1.dn_loss_cls: 0.2041, d1.dn_loss_bbox: 0.8026, d1.dn_loss_iou: 0.9794, d2.dn_loss_cls: 0.1953, d2.dn_loss_bbox: 0.7820, d2.dn_loss_iou: 0.9453, d3.dn_loss_cls: 0.1935, d3.dn_loss_bbox: 0.7755, d3.dn_loss_iou: 0.9355, d4.dn_loss_cls: 0.1988, d4.dn_loss_bbox: 0.7743, d4.dn_loss_iou: 0.9336, loss: 23.9129, grad_norm: 26.4013 2023-11-04 21:01:21,234 - mmdet - INFO - Epoch [1][600/3665] lr: 5.563e-06, eta: 11:55:56, time: 0.956, data_time: 0.012, memory: 23062, interm_loss_cls: 0.6117, interm_loss_bbox: 0.4734, interm_loss_iou: 0.8585, loss_cls: 0.5672, loss_bbox: 0.3450, loss_iou: 0.6956, d0.loss_cls: 0.6050, d0.loss_bbox: 0.4039, d0.loss_iou: 0.7793, d1.loss_cls: 0.5762, d1.loss_bbox: 0.3592, d1.loss_iou: 0.7158, d2.loss_cls: 0.5659, d2.loss_bbox: 0.3480, d2.loss_iou: 0.7035, d3.loss_cls: 0.5615, d3.loss_bbox: 0.3472, d3.loss_iou: 0.7009, d4.loss_cls: 0.5634, d4.loss_bbox: 0.3459, d4.loss_iou: 0.6984, dn_loss_cls: 0.1950, dn_loss_bbox: 0.7552, dn_loss_iou: 0.9064, d0.dn_loss_cls: 0.2212, d0.dn_loss_bbox: 0.8789, d0.dn_loss_iou: 1.0674, d1.dn_loss_cls: 0.1971, d1.dn_loss_bbox: 0.7850, d1.dn_loss_iou: 0.9553, d2.dn_loss_cls: 0.1881, d2.dn_loss_bbox: 0.7633, d2.dn_loss_iou: 0.9183, d3.dn_loss_cls: 0.1849, d3.dn_loss_bbox: 0.7561, d3.dn_loss_iou: 0.9079, d4.dn_loss_cls: 0.1880, d4.dn_loss_bbox: 0.7552, d4.dn_loss_iou: 0.9061, loss: 23.3550, grad_norm: 31.4866 2023-11-04 21:02:08,139 - mmdet - INFO - Epoch [1][650/3665] lr: 5.563e-06, eta: 11:52:13, time: 0.938, data_time: 0.012, memory: 23062, interm_loss_cls: 0.5876, interm_loss_bbox: 0.4361, interm_loss_iou: 0.8510, loss_cls: 0.5354, loss_bbox: 0.3207, loss_iou: 0.6900, d0.loss_cls: 0.5794, d0.loss_bbox: 0.3693, d0.loss_iou: 0.7655, d1.loss_cls: 0.5492, d1.loss_bbox: 0.3304, d1.loss_iou: 0.7107, d2.loss_cls: 0.5360, d2.loss_bbox: 0.3224, d2.loss_iou: 0.6992, d3.loss_cls: 0.5335, d3.loss_bbox: 0.3216, d3.loss_iou: 0.6957, d4.loss_cls: 0.5329, d4.loss_bbox: 0.3215, d4.loss_iou: 0.6921, dn_loss_cls: 0.1853, dn_loss_bbox: 0.6737, dn_loss_iou: 0.8766, d0.dn_loss_cls: 0.2115, d0.dn_loss_bbox: 0.7965, d0.dn_loss_iou: 1.0422, d1.dn_loss_cls: 0.1866, d1.dn_loss_bbox: 0.7040, d1.dn_loss_iou: 0.9281, d2.dn_loss_cls: 0.1773, d2.dn_loss_bbox: 0.6806, d2.dn_loss_iou: 0.8877, d3.dn_loss_cls: 0.1749, d3.dn_loss_bbox: 0.6744, d3.dn_loss_iou: 0.8776, d4.dn_loss_cls: 0.1773, d4.dn_loss_bbox: 0.6738, d4.dn_loss_iou: 0.8762, loss: 22.1844, grad_norm: 28.0629 2023-11-04 21:02:55,409 - mmdet - INFO - Epoch [1][700/3665] lr: 5.563e-06, eta: 11:49:17, time: 0.945, data_time: 0.011, memory: 23062, interm_loss_cls: 0.5833, interm_loss_bbox: 0.4431, interm_loss_iou: 0.8267, loss_cls: 0.5353, loss_bbox: 0.3243, loss_iou: 0.6624, d0.loss_cls: 0.5759, d0.loss_bbox: 0.3717, d0.loss_iou: 0.7357, d1.loss_cls: 0.5434, d1.loss_bbox: 0.3371, d1.loss_iou: 0.6863, d2.loss_cls: 0.5286, d2.loss_bbox: 0.3287, d2.loss_iou: 0.6725, d3.loss_cls: 0.5272, d3.loss_bbox: 0.3258, d3.loss_iou: 0.6683, d4.loss_cls: 0.5290, d4.loss_bbox: 0.3252, d4.loss_iou: 0.6657, dn_loss_cls: 0.1837, dn_loss_bbox: 0.7073, dn_loss_iou: 0.8397, d0.dn_loss_cls: 0.2088, d0.dn_loss_bbox: 0.8447, d0.dn_loss_iou: 1.0203, d1.dn_loss_cls: 0.1826, d1.dn_loss_bbox: 0.7417, d1.dn_loss_iou: 0.8973, d2.dn_loss_cls: 0.1735, d2.dn_loss_bbox: 0.7143, d2.dn_loss_iou: 0.8526, d3.dn_loss_cls: 0.1706, d3.dn_loss_bbox: 0.7082, d3.dn_loss_iou: 0.8420, d4.dn_loss_cls: 0.1752, d4.dn_loss_bbox: 0.7074, d4.dn_loss_iou: 0.8397, loss: 22.0060, grad_norm: 27.3616 2023-11-04 21:03:45,214 - mmdet - INFO - Epoch [1][750/3665] lr: 5.563e-06, eta: 11:49:05, time: 0.996, data_time: 0.017, memory: 23062, interm_loss_cls: 0.5645, interm_loss_bbox: 0.4261, interm_loss_iou: 0.8183, loss_cls: 0.5259, loss_bbox: 0.3153, loss_iou: 0.6606, d0.loss_cls: 0.5642, d0.loss_bbox: 0.3594, d0.loss_iou: 0.7292, d1.loss_cls: 0.5320, d1.loss_bbox: 0.3280, d1.loss_iou: 0.6835, d2.loss_cls: 0.5201, d2.loss_bbox: 0.3189, d2.loss_iou: 0.6698, d3.loss_cls: 0.5167, d3.loss_bbox: 0.3176, d3.loss_iou: 0.6663, d4.loss_cls: 0.5205, d4.loss_bbox: 0.3171, d4.loss_iou: 0.6640, dn_loss_cls: 0.1740, dn_loss_bbox: 0.6722, dn_loss_iou: 0.8340, d0.dn_loss_cls: 0.1984, d0.dn_loss_bbox: 0.8045, d0.dn_loss_iou: 1.0071, d1.dn_loss_cls: 0.1724, d1.dn_loss_bbox: 0.7072, d1.dn_loss_iou: 0.8917, d2.dn_loss_cls: 0.1642, d2.dn_loss_bbox: 0.6796, d2.dn_loss_iou: 0.8469, d3.dn_loss_cls: 0.1609, d3.dn_loss_bbox: 0.6729, d3.dn_loss_iou: 0.8358, d4.dn_loss_cls: 0.1649, d4.dn_loss_bbox: 0.6722, d4.dn_loss_iou: 0.8340, loss: 21.5108, grad_norm: 26.1200 2023-11-04 21:04:33,961 - mmdet - INFO - Epoch [1][800/3665] lr: 5.563e-06, eta: 11:47:51, time: 0.975, data_time: 0.013, memory: 23062, interm_loss_cls: 0.5599, interm_loss_bbox: 0.4197, interm_loss_iou: 0.7845, loss_cls: 0.5082, loss_bbox: 0.3044, loss_iou: 0.6218, d0.loss_cls: 0.5572, d0.loss_bbox: 0.3475, d0.loss_iou: 0.6910, d1.loss_cls: 0.5224, d1.loss_bbox: 0.3173, d1.loss_iou: 0.6433, d2.loss_cls: 0.5072, d2.loss_bbox: 0.3071, d2.loss_iou: 0.6280, d3.loss_cls: 0.5033, d3.loss_bbox: 0.3064, d3.loss_iou: 0.6267, d4.loss_cls: 0.5035, d4.loss_bbox: 0.3060, d4.loss_iou: 0.6249, dn_loss_cls: 0.1629, dn_loss_bbox: 0.6643, dn_loss_iou: 0.7900, d0.dn_loss_cls: 0.1942, d0.dn_loss_bbox: 0.8098, d0.dn_loss_iou: 0.9795, d1.dn_loss_cls: 0.1658, d1.dn_loss_bbox: 0.7022, d1.dn_loss_iou: 0.8502, d2.dn_loss_cls: 0.1567, d2.dn_loss_bbox: 0.6725, d2.dn_loss_iou: 0.8034, d3.dn_loss_cls: 0.1530, d3.dn_loss_bbox: 0.6654, d3.dn_loss_iou: 0.7920, d4.dn_loss_cls: 0.1555, d4.dn_loss_bbox: 0.6643, d4.dn_loss_iou: 0.7899, loss: 20.7618, grad_norm: 24.6656 2023-11-04 21:05:20,521 - mmdet - INFO - Epoch [1][850/3665] lr: 5.563e-06, eta: 11:44:49, time: 0.931, data_time: 0.011, memory: 23062, interm_loss_cls: 0.5507, interm_loss_bbox: 0.4045, interm_loss_iou: 0.7774, loss_cls: 0.4983, loss_bbox: 0.2910, loss_iou: 0.6125, d0.loss_cls: 0.5491, d0.loss_bbox: 0.3334, d0.loss_iou: 0.6819, d1.loss_cls: 0.5133, d1.loss_bbox: 0.3032, d1.loss_iou: 0.6351, d2.loss_cls: 0.4981, d2.loss_bbox: 0.2945, d2.loss_iou: 0.6215, d3.loss_cls: 0.4928, d3.loss_bbox: 0.2937, d3.loss_iou: 0.6187, d4.loss_cls: 0.4927, d4.loss_bbox: 0.2925, d4.loss_iou: 0.6163, dn_loss_cls: 0.1552, dn_loss_bbox: 0.6522, dn_loss_iou: 0.7794, d0.dn_loss_cls: 0.1866, d0.dn_loss_bbox: 0.8006, d0.dn_loss_iou: 0.9656, d1.dn_loss_cls: 0.1574, d1.dn_loss_bbox: 0.6919, d1.dn_loss_iou: 0.8384, d2.dn_loss_cls: 0.1489, d2.dn_loss_bbox: 0.6607, d2.dn_loss_iou: 0.7922, d3.dn_loss_cls: 0.1455, d3.dn_loss_bbox: 0.6531, d3.dn_loss_iou: 0.7813, d4.dn_loss_cls: 0.1478, d4.dn_loss_bbox: 0.6521, d4.dn_loss_iou: 0.7794, loss: 20.3594, grad_norm: 26.2547 2023-11-04 21:06:07,760 - mmdet - INFO - Epoch [1][900/3665] lr: 5.563e-06, eta: 11:42:34, time: 0.945, data_time: 0.011, memory: 23250, interm_loss_cls: 0.5397, interm_loss_bbox: 0.4037, interm_loss_iou: 0.7705, loss_cls: 0.5111, loss_bbox: 0.2923, loss_iou: 0.6000, d0.loss_cls: 0.5444, d0.loss_bbox: 0.3363, d0.loss_iou: 0.6731, d1.loss_cls: 0.5138, d1.loss_bbox: 0.3065, d1.loss_iou: 0.6275, d2.loss_cls: 0.5023, d2.loss_bbox: 0.2983, d2.loss_iou: 0.6124, d3.loss_cls: 0.4999, d3.loss_bbox: 0.2974, d3.loss_iou: 0.6081, d4.loss_cls: 0.5029, d4.loss_bbox: 0.2957, d4.loss_iou: 0.6047, dn_loss_cls: 0.1556, dn_loss_bbox: 0.6469, dn_loss_iou: 0.7683, d0.dn_loss_cls: 0.1806, d0.dn_loss_bbox: 0.7915, d0.dn_loss_iou: 0.9589, d1.dn_loss_cls: 0.1539, d1.dn_loss_bbox: 0.6859, d1.dn_loss_iou: 0.8308, d2.dn_loss_cls: 0.1460, d2.dn_loss_bbox: 0.6552, d2.dn_loss_iou: 0.7816, d3.dn_loss_cls: 0.1435, d3.dn_loss_bbox: 0.6483, d3.dn_loss_iou: 0.7706, d4.dn_loss_cls: 0.1472, d4.dn_loss_bbox: 0.6469, d4.dn_loss_iou: 0.7682, loss: 20.2208, grad_norm: 28.1006 2023-11-04 21:06:54,451 - mmdet - INFO - Epoch [1][950/3665] lr: 5.563e-06, eta: 11:40:04, time: 0.934, data_time: 0.011, memory: 23250, interm_loss_cls: 0.5130, interm_loss_bbox: 0.3857, interm_loss_iou: 0.7677, loss_cls: 0.4831, loss_bbox: 0.2731, loss_iou: 0.5916, d0.loss_cls: 0.5241, d0.loss_bbox: 0.3156, d0.loss_iou: 0.6623, d1.loss_cls: 0.4939, d1.loss_bbox: 0.2863, d1.loss_iou: 0.6184, d2.loss_cls: 0.4784, d2.loss_bbox: 0.2796, d2.loss_iou: 0.6047, d3.loss_cls: 0.4752, d3.loss_bbox: 0.2772, d3.loss_iou: 0.5991, d4.loss_cls: 0.4767, d4.loss_bbox: 0.2756, d4.loss_iou: 0.5956, dn_loss_cls: 0.1464, dn_loss_bbox: 0.6298, dn_loss_iou: 0.7629, d0.dn_loss_cls: 0.1776, d0.dn_loss_bbox: 0.7737, d0.dn_loss_iou: 0.9518, d1.dn_loss_cls: 0.1499, d1.dn_loss_bbox: 0.6679, d1.dn_loss_iou: 0.8240, d2.dn_loss_cls: 0.1418, d2.dn_loss_bbox: 0.6381, d2.dn_loss_iou: 0.7770, d3.dn_loss_cls: 0.1389, d3.dn_loss_bbox: 0.6311, d3.dn_loss_iou: 0.7655, d4.dn_loss_cls: 0.1406, d4.dn_loss_bbox: 0.6299, d4.dn_loss_iou: 0.7628, loss: 19.6859, grad_norm: 27.3418 2023-11-04 21:07:40,535 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx.py 2023-11-04 21:07:40,535 - mmdet - INFO - Epoch [1][1000/3665] lr: 5.563e-06, eta: 11:37:18, time: 0.922, data_time: 0.011, memory: 23250, interm_loss_cls: 0.5248, interm_loss_bbox: 0.4013, interm_loss_iou: 0.7586, loss_cls: 0.4886, loss_bbox: 0.2836, loss_iou: 0.5822, d0.loss_cls: 0.5273, d0.loss_bbox: 0.3287, d0.loss_iou: 0.6553, d1.loss_cls: 0.4948, d1.loss_bbox: 0.3019, d1.loss_iou: 0.6147, d2.loss_cls: 0.4829, d2.loss_bbox: 0.2905, d2.loss_iou: 0.5953, d3.loss_cls: 0.4795, d3.loss_bbox: 0.2877, d3.loss_iou: 0.5910, d4.loss_cls: 0.4822, d4.loss_bbox: 0.2871, d4.loss_iou: 0.5873, dn_loss_cls: 0.1469, dn_loss_bbox: 0.6240, dn_loss_iou: 0.7468, d0.dn_loss_cls: 0.1742, d0.dn_loss_bbox: 0.7715, d0.dn_loss_iou: 0.9402, d1.dn_loss_cls: 0.1481, d1.dn_loss_bbox: 0.6645, d1.dn_loss_iou: 0.8106, d2.dn_loss_cls: 0.1401, d2.dn_loss_bbox: 0.6322, d2.dn_loss_iou: 0.7600, d3.dn_loss_cls: 0.1376, d3.dn_loss_bbox: 0.6251, d3.dn_loss_iou: 0.7488, d4.dn_loss_cls: 0.1404, d4.dn_loss_bbox: 0.6240, d4.dn_loss_iou: 0.7466, loss: 19.6268, grad_norm: 27.6980 2023-11-04 21:08:29,394 - mmdet - INFO - Epoch [1][1050/3665] lr: 5.563e-06, eta: 11:36:37, time: 0.977, data_time: 0.019, memory: 23250, interm_loss_cls: 0.5020, interm_loss_bbox: 0.3761, interm_loss_iou: 0.7506, loss_cls: 0.4767, loss_bbox: 0.2729, loss_iou: 0.5808, d0.loss_cls: 0.5122, d0.loss_bbox: 0.3119, d0.loss_iou: 0.6510, d1.loss_cls: 0.4827, d1.loss_bbox: 0.2846, d1.loss_iou: 0.6091, d2.loss_cls: 0.4716, d2.loss_bbox: 0.2780, d2.loss_iou: 0.5933, d3.loss_cls: 0.4689, d3.loss_bbox: 0.2754, d3.loss_iou: 0.5871, d4.loss_cls: 0.4710, d4.loss_bbox: 0.2749, d4.loss_iou: 0.5850, dn_loss_cls: 0.1439, dn_loss_bbox: 0.6095, dn_loss_iou: 0.7461, d0.dn_loss_cls: 0.1714, d0.dn_loss_bbox: 0.7549, d0.dn_loss_iou: 0.9384, d1.dn_loss_cls: 0.1443, d1.dn_loss_bbox: 0.6480, d1.dn_loss_iou: 0.8063, d2.dn_loss_cls: 0.1372, d2.dn_loss_bbox: 0.6172, d2.dn_loss_iou: 0.7593, d3.dn_loss_cls: 0.1344, d3.dn_loss_bbox: 0.6106, d3.dn_loss_iou: 0.7484, d4.dn_loss_cls: 0.1368, d4.dn_loss_bbox: 0.6095, d4.dn_loss_iou: 0.7460, loss: 19.2784, grad_norm: 27.2566 2023-11-04 21:09:19,127 - mmdet - INFO - Epoch [1][1100/3665] lr: 5.563e-06, eta: 11:36:29, time: 0.995, data_time: 0.015, memory: 23250, interm_loss_cls: 0.4931, interm_loss_bbox: 0.3694, interm_loss_iou: 0.7562, loss_cls: 0.4660, loss_bbox: 0.2611, loss_iou: 0.5878, d0.loss_cls: 0.5058, d0.loss_bbox: 0.3007, d0.loss_iou: 0.6544, d1.loss_cls: 0.4759, d1.loss_bbox: 0.2752, d1.loss_iou: 0.6130, d2.loss_cls: 0.4653, d2.loss_bbox: 0.2662, d2.loss_iou: 0.5969, d3.loss_cls: 0.4617, d3.loss_bbox: 0.2638, d3.loss_iou: 0.5927, d4.loss_cls: 0.4629, d4.loss_bbox: 0.2635, d4.loss_iou: 0.5911, dn_loss_cls: 0.1395, dn_loss_bbox: 0.5804, dn_loss_iou: 0.7391, d0.dn_loss_cls: 0.1652, d0.dn_loss_bbox: 0.7278, d0.dn_loss_iou: 0.9335, d1.dn_loss_cls: 0.1394, d1.dn_loss_bbox: 0.6198, d1.dn_loss_iou: 0.7990, d2.dn_loss_cls: 0.1327, d2.dn_loss_bbox: 0.5884, d2.dn_loss_iou: 0.7518, d3.dn_loss_cls: 0.1302, d3.dn_loss_bbox: 0.5818, d3.dn_loss_iou: 0.7413, d4.dn_loss_cls: 0.1334, d4.dn_loss_bbox: 0.5804, d4.dn_loss_iou: 0.7390, loss: 18.9455, grad_norm: 26.3321 2023-11-04 21:10:06,381 - mmdet - INFO - Epoch [1][1150/3665] lr: 5.563e-06, eta: 11:34:46, time: 0.945, data_time: 0.014, memory: 23250, interm_loss_cls: 0.4890, interm_loss_bbox: 0.3651, interm_loss_iou: 0.7311, loss_cls: 0.4663, loss_bbox: 0.2585, loss_iou: 0.5599, d0.loss_cls: 0.4996, d0.loss_bbox: 0.2952, d0.loss_iou: 0.6235, d1.loss_cls: 0.4701, d1.loss_bbox: 0.2734, d1.loss_iou: 0.5889, d2.loss_cls: 0.4608, d2.loss_bbox: 0.2635, d2.loss_iou: 0.5709, d3.loss_cls: 0.4611, d3.loss_bbox: 0.2610, d3.loss_iou: 0.5657, d4.loss_cls: 0.4617, d4.loss_bbox: 0.2603, d4.loss_iou: 0.5634, dn_loss_cls: 0.1396, dn_loss_bbox: 0.5878, dn_loss_iou: 0.7203, d0.dn_loss_cls: 0.1678, d0.dn_loss_bbox: 0.7285, d0.dn_loss_iou: 0.9078, d1.dn_loss_cls: 0.1402, d1.dn_loss_bbox: 0.6244, d1.dn_loss_iou: 0.7779, d2.dn_loss_cls: 0.1327, d2.dn_loss_bbox: 0.5945, d2.dn_loss_iou: 0.7320, d3.dn_loss_cls: 0.1307, d3.dn_loss_bbox: 0.5887, d3.dn_loss_iou: 0.7223, d4.dn_loss_cls: 0.1330, d4.dn_loss_bbox: 0.5878, d4.dn_loss_iou: 0.7200, loss: 18.6252, grad_norm: 23.8365 2023-11-04 21:10:53,462 - mmdet - INFO - Epoch [1][1200/3665] lr: 5.563e-06, eta: 11:33:01, time: 0.942, data_time: 0.013, memory: 23250, interm_loss_cls: 0.4858, interm_loss_bbox: 0.3682, interm_loss_iou: 0.7362, loss_cls: 0.4602, loss_bbox: 0.2661, loss_iou: 0.5717, d0.loss_cls: 0.5012, d0.loss_bbox: 0.3068, d0.loss_iou: 0.6403, d1.loss_cls: 0.4717, d1.loss_bbox: 0.2808, d1.loss_iou: 0.6005, d2.loss_cls: 0.4603, d2.loss_bbox: 0.2696, d2.loss_iou: 0.5817, d3.loss_cls: 0.4541, d3.loss_bbox: 0.2699, d3.loss_iou: 0.5789, d4.loss_cls: 0.4555, d4.loss_bbox: 0.2686, d4.loss_iou: 0.5752, dn_loss_cls: 0.1341, dn_loss_bbox: 0.5925, dn_loss_iou: 0.7225, d0.dn_loss_cls: 0.1632, d0.dn_loss_bbox: 0.7432, d0.dn_loss_iou: 0.9150, d1.dn_loss_cls: 0.1369, d1.dn_loss_bbox: 0.6326, d1.dn_loss_iou: 0.7831, d2.dn_loss_cls: 0.1300, d2.dn_loss_bbox: 0.6004, d2.dn_loss_iou: 0.7353, d3.dn_loss_cls: 0.1268, d3.dn_loss_bbox: 0.5936, d3.dn_loss_iou: 0.7248, d4.dn_loss_cls: 0.1285, d4.dn_loss_bbox: 0.5925, d4.dn_loss_iou: 0.7223, loss: 18.7809, grad_norm: 27.3275 2023-11-04 21:11:40,515 - mmdet - INFO - Epoch [1][1250/3665] lr: 5.563e-06, eta: 11:31:19, time: 0.941, data_time: 0.012, memory: 23250, interm_loss_cls: 0.4722, interm_loss_bbox: 0.3625, interm_loss_iou: 0.7316, loss_cls: 0.4533, loss_bbox: 0.2594, loss_iou: 0.5672, d0.loss_cls: 0.4836, d0.loss_bbox: 0.3014, d0.loss_iou: 0.6373, d1.loss_cls: 0.4611, d1.loss_bbox: 0.2749, d1.loss_iou: 0.5962, d2.loss_cls: 0.4521, d2.loss_bbox: 0.2661, d2.loss_iou: 0.5794, d3.loss_cls: 0.4500, d3.loss_bbox: 0.2623, d3.loss_iou: 0.5740, d4.loss_cls: 0.4490, d4.loss_bbox: 0.2615, d4.loss_iou: 0.5711, dn_loss_cls: 0.1288, dn_loss_bbox: 0.5719, dn_loss_iou: 0.7124, d0.dn_loss_cls: 0.1579, d0.dn_loss_bbox: 0.7141, d0.dn_loss_iou: 0.9049, d1.dn_loss_cls: 0.1317, d1.dn_loss_bbox: 0.6106, d1.dn_loss_iou: 0.7729, d2.dn_loss_cls: 0.1253, d2.dn_loss_bbox: 0.5801, d2.dn_loss_iou: 0.7252, d3.dn_loss_cls: 0.1223, d3.dn_loss_bbox: 0.5732, d3.dn_loss_iou: 0.7148, d4.dn_loss_cls: 0.1236, d4.dn_loss_bbox: 0.5719, d4.dn_loss_iou: 0.7123, loss: 18.4199, grad_norm: 24.9521 2023-11-04 21:12:29,020 - mmdet - INFO - Epoch [1][1300/3665] lr: 5.563e-06, eta: 11:30:28, time: 0.969, data_time: 0.019, memory: 23250, interm_loss_cls: 0.4783, interm_loss_bbox: 0.3662, interm_loss_iou: 0.7194, loss_cls: 0.4605, loss_bbox: 0.2560, loss_iou: 0.5506, d0.loss_cls: 0.4944, d0.loss_bbox: 0.2984, d0.loss_iou: 0.6190, d1.loss_cls: 0.4709, d1.loss_bbox: 0.2717, d1.loss_iou: 0.5781, d2.loss_cls: 0.4587, d2.loss_bbox: 0.2621, d2.loss_iou: 0.5618, d3.loss_cls: 0.4561, d3.loss_bbox: 0.2590, d3.loss_iou: 0.5575, d4.loss_cls: 0.4574, d4.loss_bbox: 0.2583, d4.loss_iou: 0.5546, dn_loss_cls: 0.1343, dn_loss_bbox: 0.6039, dn_loss_iou: 0.7076, d0.dn_loss_cls: 0.1619, d0.dn_loss_bbox: 0.7583, d0.dn_loss_iou: 0.9010, d1.dn_loss_cls: 0.1354, d1.dn_loss_bbox: 0.6459, d1.dn_loss_iou: 0.7700, d2.dn_loss_cls: 0.1284, d2.dn_loss_bbox: 0.6117, d2.dn_loss_iou: 0.7198, d3.dn_loss_cls: 0.1265, d3.dn_loss_bbox: 0.6051, d3.dn_loss_iou: 0.7099, d4.dn_loss_cls: 0.1293, d4.dn_loss_bbox: 0.6038, d4.dn_loss_iou: 0.7075, loss: 18.5492, grad_norm: 26.3750 2023-11-04 21:13:19,156 - mmdet - INFO - Epoch [1][1350/3665] lr: 5.563e-06, eta: 11:30:31, time: 1.003, data_time: 0.017, memory: 23250, interm_loss_cls: 0.4698, interm_loss_bbox: 0.3548, interm_loss_iou: 0.7243, loss_cls: 0.4503, loss_bbox: 0.2513, loss_iou: 0.5582, d0.loss_cls: 0.4834, d0.loss_bbox: 0.2914, d0.loss_iou: 0.6242, d1.loss_cls: 0.4571, d1.loss_bbox: 0.2677, d1.loss_iou: 0.5879, d2.loss_cls: 0.4473, d2.loss_bbox: 0.2579, d2.loss_iou: 0.5714, d3.loss_cls: 0.4446, d3.loss_bbox: 0.2547, d3.loss_iou: 0.5658, d4.loss_cls: 0.4454, d4.loss_bbox: 0.2529, d4.loss_iou: 0.5619, dn_loss_cls: 0.1309, dn_loss_bbox: 0.5730, dn_loss_iou: 0.7052, d0.dn_loss_cls: 0.1614, d0.dn_loss_bbox: 0.7168, d0.dn_loss_iou: 0.8981, d1.dn_loss_cls: 0.1338, d1.dn_loss_bbox: 0.6111, d1.dn_loss_iou: 0.7634, d2.dn_loss_cls: 0.1266, d2.dn_loss_bbox: 0.5801, d2.dn_loss_iou: 0.7166, d3.dn_loss_cls: 0.1239, d3.dn_loss_bbox: 0.5739, d3.dn_loss_iou: 0.7072, d4.dn_loss_cls: 0.1260, d4.dn_loss_bbox: 0.5729, d4.dn_loss_iou: 0.7050, loss: 18.2484, grad_norm: 23.7340 2023-11-04 21:14:07,760 - mmdet - INFO - Epoch [1][1400/3665] lr: 5.563e-06, eta: 11:29:43, time: 0.972, data_time: 0.016, memory: 23250, interm_loss_cls: 0.4640, interm_loss_bbox: 0.3527, interm_loss_iou: 0.7146, loss_cls: 0.4425, loss_bbox: 0.2520, loss_iou: 0.5497, d0.loss_cls: 0.4745, d0.loss_bbox: 0.2930, d0.loss_iou: 0.6172, d1.loss_cls: 0.4509, d1.loss_bbox: 0.2693, d1.loss_iou: 0.5780, d2.loss_cls: 0.4424, d2.loss_bbox: 0.2591, d2.loss_iou: 0.5616, d3.loss_cls: 0.4388, d3.loss_bbox: 0.2556, d3.loss_iou: 0.5556, d4.loss_cls: 0.4384, d4.loss_bbox: 0.2540, d4.loss_iou: 0.5530, dn_loss_cls: 0.1266, dn_loss_bbox: 0.5520, dn_loss_iou: 0.6933, d0.dn_loss_cls: 0.1551, d0.dn_loss_bbox: 0.6937, d0.dn_loss_iou: 0.8831, d1.dn_loss_cls: 0.1300, d1.dn_loss_bbox: 0.5899, d1.dn_loss_iou: 0.7518, d2.dn_loss_cls: 0.1226, d2.dn_loss_bbox: 0.5589, d2.dn_loss_iou: 0.7043, d3.dn_loss_cls: 0.1202, d3.dn_loss_bbox: 0.5531, d3.dn_loss_iou: 0.6952, d4.dn_loss_cls: 0.1216, d4.dn_loss_bbox: 0.5520, d4.dn_loss_iou: 0.6931, loss: 17.9132, grad_norm: 25.9873 2023-11-04 21:14:54,413 - mmdet - INFO - Epoch [1][1450/3665] lr: 5.563e-06, eta: 11:27:57, time: 0.933, data_time: 0.012, memory: 23250, interm_loss_cls: 0.4485, interm_loss_bbox: 0.3388, interm_loss_iou: 0.6984, loss_cls: 0.4316, loss_bbox: 0.2380, loss_iou: 0.5357, d0.loss_cls: 0.4651, d0.loss_bbox: 0.2792, d0.loss_iou: 0.6025, d1.loss_cls: 0.4407, d1.loss_bbox: 0.2562, d1.loss_iou: 0.5655, d2.loss_cls: 0.4307, d2.loss_bbox: 0.2441, d2.loss_iou: 0.5476, d3.loss_cls: 0.4264, d3.loss_bbox: 0.2419, d3.loss_iou: 0.5434, d4.loss_cls: 0.4270, d4.loss_bbox: 0.2406, d4.loss_iou: 0.5396, dn_loss_cls: 0.1205, dn_loss_bbox: 0.5516, dn_loss_iou: 0.6831, d0.dn_loss_cls: 0.1501, d0.dn_loss_bbox: 0.6974, d0.dn_loss_iou: 0.8740, d1.dn_loss_cls: 0.1257, d1.dn_loss_bbox: 0.5925, d1.dn_loss_iou: 0.7427, d2.dn_loss_cls: 0.1176, d2.dn_loss_bbox: 0.5600, d2.dn_loss_iou: 0.6946, d3.dn_loss_cls: 0.1143, d3.dn_loss_bbox: 0.5532, d3.dn_loss_iou: 0.6852, d4.dn_loss_cls: 0.1156, d4.dn_loss_bbox: 0.5516, d4.dn_loss_iou: 0.6830, loss: 17.5542, grad_norm: 26.0067 2023-11-04 21:15:40,865 - mmdet - INFO - Epoch [1][1500/3665] lr: 5.563e-06, eta: 11:26:10, time: 0.929, data_time: 0.012, memory: 23250, interm_loss_cls: 0.4491, interm_loss_bbox: 0.3450, interm_loss_iou: 0.7114, loss_cls: 0.4335, loss_bbox: 0.2433, loss_iou: 0.5444, d0.loss_cls: 0.4673, d0.loss_bbox: 0.2829, d0.loss_iou: 0.6126, d1.loss_cls: 0.4442, d1.loss_bbox: 0.2596, d1.loss_iou: 0.5728, d2.loss_cls: 0.4324, d2.loss_bbox: 0.2483, d2.loss_iou: 0.5557, d3.loss_cls: 0.4275, d3.loss_bbox: 0.2459, d3.loss_iou: 0.5507, d4.loss_cls: 0.4292, d4.loss_bbox: 0.2444, d4.loss_iou: 0.5476, dn_loss_cls: 0.1233, dn_loss_bbox: 0.5492, dn_loss_iou: 0.6735, d0.dn_loss_cls: 0.1518, d0.dn_loss_bbox: 0.6965, d0.dn_loss_iou: 0.8634, d1.dn_loss_cls: 0.1264, d1.dn_loss_bbox: 0.5886, d1.dn_loss_iou: 0.7317, d2.dn_loss_cls: 0.1190, d2.dn_loss_bbox: 0.5572, d2.dn_loss_iou: 0.6852, d3.dn_loss_cls: 0.1157, d3.dn_loss_bbox: 0.5506, d3.dn_loss_iou: 0.6757, d4.dn_loss_cls: 0.1180, d4.dn_loss_bbox: 0.5493, d4.dn_loss_iou: 0.6734, loss: 17.5964, grad_norm: 23.1950 2023-11-04 21:16:27,656 - mmdet - INFO - Epoch [1][1550/3665] lr: 5.563e-06, eta: 11:24:36, time: 0.936, data_time: 0.011, memory: 23250, interm_loss_cls: 0.4530, interm_loss_bbox: 0.3445, interm_loss_iou: 0.7146, loss_cls: 0.4511, loss_bbox: 0.2378, loss_iou: 0.5469, d0.loss_cls: 0.4687, d0.loss_bbox: 0.2798, d0.loss_iou: 0.6126, d1.loss_cls: 0.4503, d1.loss_bbox: 0.2540, d1.loss_iou: 0.5754, d2.loss_cls: 0.4392, d2.loss_bbox: 0.2448, d2.loss_iou: 0.5597, d3.loss_cls: 0.4389, d3.loss_bbox: 0.2414, d3.loss_iou: 0.5537, d4.loss_cls: 0.4432, d4.loss_bbox: 0.2398, d4.loss_iou: 0.5510, dn_loss_cls: 0.1289, dn_loss_bbox: 0.5456, dn_loss_iou: 0.6760, d0.dn_loss_cls: 0.1514, d0.dn_loss_bbox: 0.6930, d0.dn_loss_iou: 0.8670, d1.dn_loss_cls: 0.1279, d1.dn_loss_bbox: 0.5846, d1.dn_loss_iou: 0.7339, d2.dn_loss_cls: 0.1206, d2.dn_loss_bbox: 0.5519, d2.dn_loss_iou: 0.6870, d3.dn_loss_cls: 0.1187, d3.dn_loss_bbox: 0.5465, d3.dn_loss_iou: 0.6781, d4.dn_loss_cls: 0.1215, d4.dn_loss_bbox: 0.5456, d4.dn_loss_iou: 0.6759, loss: 17.6543, grad_norm: 24.6296 2023-11-04 21:17:15,342 - mmdet - INFO - Epoch [1][1600/3665] lr: 5.563e-06, eta: 11:23:29, time: 0.954, data_time: 0.016, memory: 23250, interm_loss_cls: 0.4489, interm_loss_bbox: 0.3432, interm_loss_iou: 0.7004, loss_cls: 0.4377, loss_bbox: 0.2406, loss_iou: 0.5356, d0.loss_cls: 0.4681, d0.loss_bbox: 0.2798, d0.loss_iou: 0.5974, d1.loss_cls: 0.4451, d1.loss_bbox: 0.2549, d1.loss_iou: 0.5608, d2.loss_cls: 0.4354, d2.loss_bbox: 0.2447, d2.loss_iou: 0.5455, d3.loss_cls: 0.4328, d3.loss_bbox: 0.2424, d3.loss_iou: 0.5415, d4.loss_cls: 0.4336, d4.loss_bbox: 0.2414, d4.loss_iou: 0.5386, dn_loss_cls: 0.1199, dn_loss_bbox: 0.5545, dn_loss_iou: 0.6757, d0.dn_loss_cls: 0.1482, d0.dn_loss_bbox: 0.6908, d0.dn_loss_iou: 0.8616, d1.dn_loss_cls: 0.1237, d1.dn_loss_bbox: 0.5899, d1.dn_loss_iou: 0.7312, d2.dn_loss_cls: 0.1166, d2.dn_loss_bbox: 0.5605, d2.dn_loss_iou: 0.6859, d3.dn_loss_cls: 0.1135, d3.dn_loss_bbox: 0.5553, d3.dn_loss_iou: 0.6777, d4.dn_loss_cls: 0.1150, d4.dn_loss_bbox: 0.5545, d4.dn_loss_iou: 0.6756, loss: 17.5184, grad_norm: 27.2201 2023-11-04 21:18:04,770 - mmdet - INFO - Epoch [1][1650/3665] lr: 5.563e-06, eta: 11:23:07, time: 0.988, data_time: 0.016, memory: 23250, interm_loss_cls: 0.4416, interm_loss_bbox: 0.3317, interm_loss_iou: 0.6907, loss_cls: 0.4289, loss_bbox: 0.2366, loss_iou: 0.5353, d0.loss_cls: 0.4585, d0.loss_bbox: 0.2704, d0.loss_iou: 0.5960, d1.loss_cls: 0.4345, d1.loss_bbox: 0.2529, d1.loss_iou: 0.5635, d2.loss_cls: 0.4250, d2.loss_bbox: 0.2420, d2.loss_iou: 0.5453, d3.loss_cls: 0.4207, d3.loss_bbox: 0.2398, d3.loss_iou: 0.5425, d4.loss_cls: 0.4236, d4.loss_bbox: 0.2386, d4.loss_iou: 0.5394, dn_loss_cls: 0.1197, dn_loss_bbox: 0.5383, dn_loss_iou: 0.6642, d0.dn_loss_cls: 0.1453, d0.dn_loss_bbox: 0.6780, d0.dn_loss_iou: 0.8512, d1.dn_loss_cls: 0.1218, d1.dn_loss_bbox: 0.5752, d1.dn_loss_iou: 0.7198, d2.dn_loss_cls: 0.1146, d2.dn_loss_bbox: 0.5450, d2.dn_loss_iou: 0.6746, d3.dn_loss_cls: 0.1117, d3.dn_loss_bbox: 0.5394, d3.dn_loss_iou: 0.6661, d4.dn_loss_cls: 0.1141, d4.dn_loss_bbox: 0.5383, d4.dn_loss_iou: 0.6641, loss: 17.2390, grad_norm: 24.1133 2023-11-04 21:18:52,715 - mmdet - INFO - Epoch [1][1700/3665] lr: 5.563e-06, eta: 11:22:07, time: 0.959, data_time: 0.014, memory: 23250, interm_loss_cls: 0.4362, interm_loss_bbox: 0.3365, interm_loss_iou: 0.6932, loss_cls: 0.4247, loss_bbox: 0.2395, loss_iou: 0.5329, d0.loss_cls: 0.4543, d0.loss_bbox: 0.2786, d0.loss_iou: 0.5945, d1.loss_cls: 0.4327, d1.loss_bbox: 0.2551, d1.loss_iou: 0.5593, d2.loss_cls: 0.4247, d2.loss_bbox: 0.2449, d2.loss_iou: 0.5428, d3.loss_cls: 0.4218, d3.loss_bbox: 0.2422, d3.loss_iou: 0.5392, d4.loss_cls: 0.4214, d4.loss_bbox: 0.2398, d4.loss_iou: 0.5358, dn_loss_cls: 0.1197, dn_loss_bbox: 0.5365, dn_loss_iou: 0.6694, d0.dn_loss_cls: 0.1462, d0.dn_loss_bbox: 0.6728, d0.dn_loss_iou: 0.8502, d1.dn_loss_cls: 0.1232, d1.dn_loss_bbox: 0.5728, d1.dn_loss_iou: 0.7232, d2.dn_loss_cls: 0.1165, d2.dn_loss_bbox: 0.5428, d2.dn_loss_iou: 0.6798, d3.dn_loss_cls: 0.1140, d3.dn_loss_bbox: 0.5376, d3.dn_loss_iou: 0.6717, d4.dn_loss_cls: 0.1149, d4.dn_loss_bbox: 0.5364, d4.dn_loss_iou: 0.6692, loss: 17.2468, grad_norm: 23.5107 2023-11-04 21:19:39,879 - mmdet - INFO - Epoch [1][1750/3665] lr: 5.563e-06, eta: 11:20:49, time: 0.943, data_time: 0.013, memory: 23250, interm_loss_cls: 0.4355, interm_loss_bbox: 0.3392, interm_loss_iou: 0.6925, loss_cls: 0.4272, loss_bbox: 0.2417, loss_iou: 0.5236, d0.loss_cls: 0.4560, d0.loss_bbox: 0.2779, d0.loss_iou: 0.5885, d1.loss_cls: 0.4346, d1.loss_bbox: 0.2568, d1.loss_iou: 0.5520, d2.loss_cls: 0.4264, d2.loss_bbox: 0.2456, d2.loss_iou: 0.5338, d3.loss_cls: 0.4218, d3.loss_bbox: 0.2449, d3.loss_iou: 0.5294, d4.loss_cls: 0.4213, d4.loss_bbox: 0.2437, d4.loss_iou: 0.5270, dn_loss_cls: 0.1225, dn_loss_bbox: 0.5359, dn_loss_iou: 0.6614, d0.dn_loss_cls: 0.1457, d0.dn_loss_bbox: 0.6739, d0.dn_loss_iou: 0.8466, d1.dn_loss_cls: 0.1226, d1.dn_loss_bbox: 0.5725, d1.dn_loss_iou: 0.7158, d2.dn_loss_cls: 0.1165, d2.dn_loss_bbox: 0.5421, d2.dn_loss_iou: 0.6708, d3.dn_loss_cls: 0.1141, d3.dn_loss_bbox: 0.5368, d3.dn_loss_iou: 0.6629, d4.dn_loss_cls: 0.1164, d4.dn_loss_bbox: 0.5359, d4.dn_loss_iou: 0.6613, loss: 17.1730, grad_norm: 23.8130 2023-11-04 21:20:26,658 - mmdet - INFO - Epoch [1][1800/3665] lr: 5.563e-06, eta: 11:19:23, time: 0.936, data_time: 0.011, memory: 23250, interm_loss_cls: 0.4292, interm_loss_bbox: 0.3293, interm_loss_iou: 0.6563, loss_cls: 0.4116, loss_bbox: 0.2350, loss_iou: 0.5053, d0.loss_cls: 0.4444, d0.loss_bbox: 0.2728, d0.loss_iou: 0.5674, d1.loss_cls: 0.4245, d1.loss_bbox: 0.2487, d1.loss_iou: 0.5299, d2.loss_cls: 0.4131, d2.loss_bbox: 0.2390, d2.loss_iou: 0.5145, d3.loss_cls: 0.4091, d3.loss_bbox: 0.2371, d3.loss_iou: 0.5099, d4.loss_cls: 0.4080, d4.loss_bbox: 0.2366, d4.loss_iou: 0.5083, dn_loss_cls: 0.1139, dn_loss_bbox: 0.5280, dn_loss_iou: 0.6453, d0.dn_loss_cls: 0.1426, d0.dn_loss_bbox: 0.6688, d0.dn_loss_iou: 0.8360, d1.dn_loss_cls: 0.1189, d1.dn_loss_bbox: 0.5669, d1.dn_loss_iou: 0.7039, d2.dn_loss_cls: 0.1114, d2.dn_loss_bbox: 0.5352, d2.dn_loss_iou: 0.6564, d3.dn_loss_cls: 0.1082, d3.dn_loss_bbox: 0.5294, d3.dn_loss_iou: 0.6477, d4.dn_loss_cls: 0.1098, d4.dn_loss_bbox: 0.5281, d4.dn_loss_iou: 0.6453, loss: 16.7258, grad_norm: 22.1795 2023-11-04 21:21:14,527 - mmdet - INFO - Epoch [1][1850/3665] lr: 5.563e-06, eta: 11:18:25, time: 0.957, data_time: 0.012, memory: 23250, interm_loss_cls: 0.4264, interm_loss_bbox: 0.3198, interm_loss_iou: 0.6715, loss_cls: 0.4107, loss_bbox: 0.2291, loss_iou: 0.5236, d0.loss_cls: 0.4464, d0.loss_bbox: 0.2642, d0.loss_iou: 0.5813, d1.loss_cls: 0.4248, d1.loss_bbox: 0.2433, d1.loss_iou: 0.5476, d2.loss_cls: 0.4129, d2.loss_bbox: 0.2342, d2.loss_iou: 0.5327, d3.loss_cls: 0.4075, d3.loss_bbox: 0.2321, d3.loss_iou: 0.5293, d4.loss_cls: 0.4076, d4.loss_bbox: 0.2308, d4.loss_iou: 0.5261, dn_loss_cls: 0.1121, dn_loss_bbox: 0.5010, dn_loss_iou: 0.6427, d0.dn_loss_cls: 0.1424, d0.dn_loss_bbox: 0.6401, d0.dn_loss_iou: 0.8316, d1.dn_loss_cls: 0.1178, d1.dn_loss_bbox: 0.5359, d1.dn_loss_iou: 0.6977, d2.dn_loss_cls: 0.1104, d2.dn_loss_bbox: 0.5070, d2.dn_loss_iou: 0.6526, d3.dn_loss_cls: 0.1070, d3.dn_loss_bbox: 0.5023, d3.dn_loss_iou: 0.6446, d4.dn_loss_cls: 0.1082, d4.dn_loss_bbox: 0.5010, d4.dn_loss_iou: 0.6425, loss: 16.5987, grad_norm: 23.7839 2023-11-04 21:22:02,287 - mmdet - INFO - Epoch [1][1900/3665] lr: 5.563e-06, eta: 11:17:24, time: 0.955, data_time: 0.015, memory: 23250, interm_loss_cls: 0.4214, interm_loss_bbox: 0.3198, interm_loss_iou: 0.6577, loss_cls: 0.4110, loss_bbox: 0.2298, loss_iou: 0.5088, d0.loss_cls: 0.4444, d0.loss_bbox: 0.2613, d0.loss_iou: 0.5654, d1.loss_cls: 0.4254, d1.loss_bbox: 0.2417, d1.loss_iou: 0.5332, d2.loss_cls: 0.4128, d2.loss_bbox: 0.2320, d2.loss_iou: 0.5178, d3.loss_cls: 0.4078, d3.loss_bbox: 0.2310, d3.loss_iou: 0.5138, d4.loss_cls: 0.4079, d4.loss_bbox: 0.2304, d4.loss_iou: 0.5109, dn_loss_cls: 0.1167, dn_loss_bbox: 0.5101, dn_loss_iou: 0.6356, d0.dn_loss_cls: 0.1434, d0.dn_loss_bbox: 0.6448, d0.dn_loss_iou: 0.8201, d1.dn_loss_cls: 0.1196, d1.dn_loss_bbox: 0.5453, d1.dn_loss_iou: 0.6888, d2.dn_loss_cls: 0.1125, d2.dn_loss_bbox: 0.5160, d2.dn_loss_iou: 0.6448, d3.dn_loss_cls: 0.1103, d3.dn_loss_bbox: 0.5113, d3.dn_loss_iou: 0.6377, d4.dn_loss_cls: 0.1118, d4.dn_loss_bbox: 0.5101, d4.dn_loss_iou: 0.6355, loss: 16.4989, grad_norm: 21.7626 2023-11-04 21:22:52,045 - mmdet - INFO - Epoch [1][1950/3665] lr: 5.563e-06, eta: 11:17:07, time: 0.995, data_time: 0.018, memory: 23250, interm_loss_cls: 0.4198, interm_loss_bbox: 0.3112, interm_loss_iou: 0.6683, loss_cls: 0.4068, loss_bbox: 0.2274, loss_iou: 0.5224, d0.loss_cls: 0.4423, d0.loss_bbox: 0.2566, d0.loss_iou: 0.5746, d1.loss_cls: 0.4207, d1.loss_bbox: 0.2386, d1.loss_iou: 0.5451, d2.loss_cls: 0.4100, d2.loss_bbox: 0.2321, d2.loss_iou: 0.5318, d3.loss_cls: 0.4028, d3.loss_bbox: 0.2306, d3.loss_iou: 0.5295, d4.loss_cls: 0.4028, d4.loss_bbox: 0.2295, d4.loss_iou: 0.5257, dn_loss_cls: 0.1127, dn_loss_bbox: 0.4835, dn_loss_iou: 0.6417, d0.dn_loss_cls: 0.1379, d0.dn_loss_bbox: 0.6142, d0.dn_loss_iou: 0.8269, d1.dn_loss_cls: 0.1157, d1.dn_loss_bbox: 0.5160, d1.dn_loss_iou: 0.6923, d2.dn_loss_cls: 0.1088, d2.dn_loss_bbox: 0.4896, d2.dn_loss_iou: 0.6507, d3.dn_loss_cls: 0.1058, d3.dn_loss_bbox: 0.4847, d3.dn_loss_iou: 0.6433, d4.dn_loss_cls: 0.1078, d4.dn_loss_bbox: 0.4835, d4.dn_loss_iou: 0.6416, loss: 16.3853, grad_norm: 23.2602 2023-11-04 21:23:39,716 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx.py 2023-11-04 21:23:39,717 - mmdet - INFO - Epoch [1][2000/3665] lr: 5.563e-06, eta: 11:16:05, time: 0.954, data_time: 0.014, memory: 23250, interm_loss_cls: 0.4213, interm_loss_bbox: 0.3121, interm_loss_iou: 0.6713, loss_cls: 0.4107, loss_bbox: 0.2249, loss_iou: 0.5265, d0.loss_cls: 0.4398, d0.loss_bbox: 0.2577, d0.loss_iou: 0.5821, d1.loss_cls: 0.4215, d1.loss_bbox: 0.2376, d1.loss_iou: 0.5504, d2.loss_cls: 0.4122, d2.loss_bbox: 0.2297, d2.loss_iou: 0.5357, d3.loss_cls: 0.4070, d3.loss_bbox: 0.2273, d3.loss_iou: 0.5315, d4.loss_cls: 0.4070, d4.loss_bbox: 0.2264, d4.loss_iou: 0.5292, dn_loss_cls: 0.1158, dn_loss_bbox: 0.4964, dn_loss_iou: 0.6488, d0.dn_loss_cls: 0.1390, d0.dn_loss_bbox: 0.6266, d0.dn_loss_iou: 0.8305, d1.dn_loss_cls: 0.1164, d1.dn_loss_bbox: 0.5301, d1.dn_loss_iou: 0.7000, d2.dn_loss_cls: 0.1103, d2.dn_loss_bbox: 0.5027, d2.dn_loss_iou: 0.6578, d3.dn_loss_cls: 0.1080, d3.dn_loss_bbox: 0.4978, d3.dn_loss_iou: 0.6504, d4.dn_loss_cls: 0.1101, d4.dn_loss_bbox: 0.4964, d4.dn_loss_iou: 0.6486, loss: 16.5480, grad_norm: 24.3656 2023-11-04 21:24:26,174 - mmdet - INFO - Epoch [1][2050/3665] lr: 5.563e-06, eta: 11:14:39, time: 0.929, data_time: 0.011, memory: 23250, interm_loss_cls: 0.4066, interm_loss_bbox: 0.3078, interm_loss_iou: 0.6486, loss_cls: 0.3863, loss_bbox: 0.2263, loss_iou: 0.5141, d0.loss_cls: 0.4282, d0.loss_bbox: 0.2522, d0.loss_iou: 0.5613, d1.loss_cls: 0.4056, d1.loss_bbox: 0.2358, d1.loss_iou: 0.5347, d2.loss_cls: 0.3918, d2.loss_bbox: 0.2297, d2.loss_iou: 0.5234, d3.loss_cls: 0.3845, d3.loss_bbox: 0.2289, d3.loss_iou: 0.5199, d4.loss_cls: 0.3840, d4.loss_bbox: 0.2277, d4.loss_iou: 0.5169, dn_loss_cls: 0.1029, dn_loss_bbox: 0.4861, dn_loss_iou: 0.6281, d0.dn_loss_cls: 0.1328, d0.dn_loss_bbox: 0.6128, d0.dn_loss_iou: 0.8048, d1.dn_loss_cls: 0.1100, d1.dn_loss_bbox: 0.5190, d1.dn_loss_iou: 0.6781, d2.dn_loss_cls: 0.1031, d2.dn_loss_bbox: 0.4927, d2.dn_loss_iou: 0.6372, d3.dn_loss_cls: 0.0991, d3.dn_loss_bbox: 0.4878, d3.dn_loss_iou: 0.6302, d4.dn_loss_cls: 0.0997, d4.dn_loss_bbox: 0.4861, d4.dn_loss_iou: 0.6280, loss: 16.0525, grad_norm: 23.0344 2023-11-04 21:25:13,504 - mmdet - INFO - Epoch [1][2100/3665] lr: 5.563e-06, eta: 11:13:32, time: 0.947, data_time: 0.012, memory: 23250, interm_loss_cls: 0.4137, interm_loss_bbox: 0.3152, interm_loss_iou: 0.6425, loss_cls: 0.3972, loss_bbox: 0.2312, loss_iou: 0.5059, d0.loss_cls: 0.4353, d0.loss_bbox: 0.2623, d0.loss_iou: 0.5569, d1.loss_cls: 0.4142, d1.loss_bbox: 0.2418, d1.loss_iou: 0.5255, d2.loss_cls: 0.4003, d2.loss_bbox: 0.2335, d2.loss_iou: 0.5122, d3.loss_cls: 0.3934, d3.loss_bbox: 0.2334, d3.loss_iou: 0.5101, d4.loss_cls: 0.3941, d4.loss_bbox: 0.2323, d4.loss_iou: 0.5087, dn_loss_cls: 0.1085, dn_loss_bbox: 0.4892, dn_loss_iou: 0.6261, d0.dn_loss_cls: 0.1358, d0.dn_loss_bbox: 0.6255, d0.dn_loss_iou: 0.8065, d1.dn_loss_cls: 0.1137, d1.dn_loss_bbox: 0.5247, d1.dn_loss_iou: 0.6761, d2.dn_loss_cls: 0.1068, d2.dn_loss_bbox: 0.4971, d2.dn_loss_iou: 0.6354, d3.dn_loss_cls: 0.1036, d3.dn_loss_bbox: 0.4920, d3.dn_loss_iou: 0.6280, d4.dn_loss_cls: 0.1048, d4.dn_loss_bbox: 0.4892, d4.dn_loss_iou: 0.6259, loss: 16.1487, grad_norm: 23.9803 2023-11-04 21:26:01,067 - mmdet - INFO - Epoch [1][2150/3665] lr: 5.563e-06, eta: 11:12:30, time: 0.951, data_time: 0.011, memory: 24169, interm_loss_cls: 0.4091, interm_loss_bbox: 0.3128, interm_loss_iou: 0.6572, loss_cls: 0.3929, loss_bbox: 0.2273, loss_iou: 0.5204, d0.loss_cls: 0.4279, d0.loss_bbox: 0.2606, d0.loss_iou: 0.5744, d1.loss_cls: 0.4094, d1.loss_bbox: 0.2389, d1.loss_iou: 0.5423, d2.loss_cls: 0.3973, d2.loss_bbox: 0.2302, d2.loss_iou: 0.5282, d3.loss_cls: 0.3914, d3.loss_bbox: 0.2291, d3.loss_iou: 0.5253, d4.loss_cls: 0.3913, d4.loss_bbox: 0.2280, d4.loss_iou: 0.5222, dn_loss_cls: 0.1079, dn_loss_bbox: 0.4964, dn_loss_iou: 0.6323, d0.dn_loss_cls: 0.1336, d0.dn_loss_bbox: 0.6339, d0.dn_loss_iou: 0.8157, d1.dn_loss_cls: 0.1127, d1.dn_loss_bbox: 0.5342, d1.dn_loss_iou: 0.6842, d2.dn_loss_cls: 0.1065, d2.dn_loss_bbox: 0.5053, d2.dn_loss_iou: 0.6419, d3.dn_loss_cls: 0.1030, d3.dn_loss_bbox: 0.5000, d3.dn_loss_iou: 0.6349, d4.dn_loss_cls: 0.1045, d4.dn_loss_bbox: 0.4964, d4.dn_loss_iou: 0.6321, loss: 16.2916, grad_norm: 22.8038 2023-11-04 21:26:50,980 - mmdet - INFO - Epoch [1][2200/3665] lr: 5.563e-06, eta: 11:12:14, time: 0.998, data_time: 0.011, memory: 24169, interm_loss_cls: 0.4137, interm_loss_bbox: 0.3041, interm_loss_iou: 0.6391, loss_cls: 0.3901, loss_bbox: 0.2240, loss_iou: 0.5061, d0.loss_cls: 0.4337, d0.loss_bbox: 0.2552, d0.loss_iou: 0.5550, d1.loss_cls: 0.4135, d1.loss_bbox: 0.2357, d1.loss_iou: 0.5262, d2.loss_cls: 0.3971, d2.loss_bbox: 0.2273, d2.loss_iou: 0.5135, d3.loss_cls: 0.3881, d3.loss_bbox: 0.2268, d3.loss_iou: 0.5116, d4.loss_cls: 0.3880, d4.loss_bbox: 0.2245, d4.loss_iou: 0.5081, dn_loss_cls: 0.1053, dn_loss_bbox: 0.5061, dn_loss_iou: 0.6109, d0.dn_loss_cls: 0.1330, d0.dn_loss_bbox: 0.6508, d0.dn_loss_iou: 0.7926, d1.dn_loss_cls: 0.1107, d1.dn_loss_bbox: 0.5449, d1.dn_loss_iou: 0.6617, d2.dn_loss_cls: 0.1030, d2.dn_loss_bbox: 0.5155, d2.dn_loss_iou: 0.6206, d3.dn_loss_cls: 0.0997, d3.dn_loss_bbox: 0.5095, d3.dn_loss_iou: 0.6131, d4.dn_loss_cls: 0.1010, d4.dn_loss_bbox: 0.5061, d4.dn_loss_iou: 0.6107, loss: 16.0764, grad_norm: 23.4901 2023-11-04 21:27:37,841 - mmdet - INFO - Epoch [1][2250/3665] lr: 5.563e-06, eta: 11:11:00, time: 0.937, data_time: 0.011, memory: 24169, interm_loss_cls: 0.4036, interm_loss_bbox: 0.3026, interm_loss_iou: 0.6327, loss_cls: 0.3817, loss_bbox: 0.2224, loss_iou: 0.4995, d0.loss_cls: 0.4252, d0.loss_bbox: 0.2478, d0.loss_iou: 0.5471, d1.loss_cls: 0.4029, d1.loss_bbox: 0.2315, d1.loss_iou: 0.5193, d2.loss_cls: 0.3868, d2.loss_bbox: 0.2258, d2.loss_iou: 0.5076, d3.loss_cls: 0.3797, d3.loss_bbox: 0.2248, d3.loss_iou: 0.5044, d4.loss_cls: 0.3779, d4.loss_bbox: 0.2241, d4.loss_iou: 0.5030, dn_loss_cls: 0.1037, dn_loss_bbox: 0.4760, dn_loss_iou: 0.6170, d0.dn_loss_cls: 0.1305, d0.dn_loss_bbox: 0.6053, d0.dn_loss_iou: 0.7917, d1.dn_loss_cls: 0.1094, d1.dn_loss_bbox: 0.5107, d1.dn_loss_iou: 0.6651, d2.dn_loss_cls: 0.1020, d2.dn_loss_bbox: 0.4840, d2.dn_loss_iou: 0.6256, d3.dn_loss_cls: 0.0989, d3.dn_loss_bbox: 0.4794, d3.dn_loss_iou: 0.6189, d4.dn_loss_cls: 0.0998, d4.dn_loss_bbox: 0.4760, d4.dn_loss_iou: 0.6168, loss: 15.7613, grad_norm: 23.7178 2023-11-04 21:28:27,733 - mmdet - INFO - Epoch [1][2300/3665] lr: 5.563e-06, eta: 11:10:41, time: 0.998, data_time: 0.021, memory: 24169, interm_loss_cls: 0.3986, interm_loss_bbox: 0.3041, interm_loss_iou: 0.6363, loss_cls: 0.3781, loss_bbox: 0.2184, loss_iou: 0.5002, d0.loss_cls: 0.4226, d0.loss_bbox: 0.2475, d0.loss_iou: 0.5478, d1.loss_cls: 0.4022, d1.loss_bbox: 0.2271, d1.loss_iou: 0.5181, d2.loss_cls: 0.3853, d2.loss_bbox: 0.2204, d2.loss_iou: 0.5063, d3.loss_cls: 0.3780, d3.loss_bbox: 0.2204, d3.loss_iou: 0.5038, d4.loss_cls: 0.3763, d4.loss_bbox: 0.2199, d4.loss_iou: 0.5023, dn_loss_cls: 0.1001, dn_loss_bbox: 0.4824, dn_loss_iou: 0.6182, d0.dn_loss_cls: 0.1283, d0.dn_loss_bbox: 0.6153, d0.dn_loss_iou: 0.7931, d1.dn_loss_cls: 0.1069, d1.dn_loss_bbox: 0.5186, d1.dn_loss_iou: 0.6669, d2.dn_loss_cls: 0.1000, d2.dn_loss_bbox: 0.4916, d2.dn_loss_iou: 0.6276, d3.dn_loss_cls: 0.0966, d3.dn_loss_bbox: 0.4860, d3.dn_loss_iou: 0.6207, d4.dn_loss_cls: 0.0973, d4.dn_loss_bbox: 0.4824, d4.dn_loss_iou: 0.6181, loss: 15.7639, grad_norm: 23.3149 2023-11-04 21:29:16,564 - mmdet - INFO - Epoch [1][2350/3665] lr: 5.563e-06, eta: 11:10:03, time: 0.977, data_time: 0.015, memory: 24169, interm_loss_cls: 0.4022, interm_loss_bbox: 0.3099, interm_loss_iou: 0.6353, loss_cls: 0.3761, loss_bbox: 0.2255, loss_iou: 0.4962, d0.loss_cls: 0.4208, d0.loss_bbox: 0.2541, d0.loss_iou: 0.5473, d1.loss_cls: 0.4006, d1.loss_bbox: 0.2345, d1.loss_iou: 0.5153, d2.loss_cls: 0.3848, d2.loss_bbox: 0.2270, d2.loss_iou: 0.5018, d3.loss_cls: 0.3757, d3.loss_bbox: 0.2262, d3.loss_iou: 0.4998, d4.loss_cls: 0.3732, d4.loss_bbox: 0.2270, d4.loss_iou: 0.4985, dn_loss_cls: 0.1008, dn_loss_bbox: 0.4931, dn_loss_iou: 0.6119, d0.dn_loss_cls: 0.1290, d0.dn_loss_bbox: 0.6251, d0.dn_loss_iou: 0.7889, d1.dn_loss_cls: 0.1080, d1.dn_loss_bbox: 0.5279, d1.dn_loss_iou: 0.6613, d2.dn_loss_cls: 0.1008, d2.dn_loss_bbox: 0.5020, d2.dn_loss_iou: 0.6209, d3.dn_loss_cls: 0.0973, d3.dn_loss_bbox: 0.4968, d3.dn_loss_iou: 0.6142, d4.dn_loss_cls: 0.0980, d4.dn_loss_bbox: 0.4931, d4.dn_loss_iou: 0.6118, loss: 15.8127, grad_norm: 23.1539 2023-11-04 21:30:03,255 - mmdet - INFO - Epoch [1][2400/3665] lr: 5.563e-06, eta: 11:08:47, time: 0.934, data_time: 0.012, memory: 24169, interm_loss_cls: 0.3949, interm_loss_bbox: 0.2970, interm_loss_iou: 0.6214, loss_cls: 0.3674, loss_bbox: 0.2231, loss_iou: 0.4984, d0.loss_cls: 0.4156, d0.loss_bbox: 0.2479, d0.loss_iou: 0.5412, d1.loss_cls: 0.3951, d1.loss_bbox: 0.2296, d1.loss_iou: 0.5126, d2.loss_cls: 0.3742, d2.loss_bbox: 0.2259, d2.loss_iou: 0.5035, d3.loss_cls: 0.3669, d3.loss_bbox: 0.2248, d3.loss_iou: 0.5019, d4.loss_cls: 0.3648, d4.loss_bbox: 0.2242, d4.loss_iou: 0.5008, dn_loss_cls: 0.0999, dn_loss_bbox: 0.4816, dn_loss_iou: 0.6039, d0.dn_loss_cls: 0.1274, d0.dn_loss_bbox: 0.6190, d0.dn_loss_iou: 0.7794, d1.dn_loss_cls: 0.1069, d1.dn_loss_bbox: 0.5183, d1.dn_loss_iou: 0.6520, d2.dn_loss_cls: 0.0993, d2.dn_loss_bbox: 0.4911, d2.dn_loss_iou: 0.6134, d3.dn_loss_cls: 0.0959, d3.dn_loss_bbox: 0.4852, d3.dn_loss_iou: 0.6063, d4.dn_loss_cls: 0.0969, d4.dn_loss_bbox: 0.4816, d4.dn_loss_iou: 0.6038, loss: 15.5930, grad_norm: 21.6854 2023-11-04 21:30:49,630 - mmdet - INFO - Epoch [1][2450/3665] lr: 5.563e-06, eta: 11:07:27, time: 0.928, data_time: 0.011, memory: 24169, interm_loss_cls: 0.3945, interm_loss_bbox: 0.2933, interm_loss_iou: 0.6248, loss_cls: 0.3625, loss_bbox: 0.2211, loss_iou: 0.5009, d0.loss_cls: 0.4142, d0.loss_bbox: 0.2449, d0.loss_iou: 0.5422, d1.loss_cls: 0.3913, d1.loss_bbox: 0.2270, d1.loss_iou: 0.5152, d2.loss_cls: 0.3714, d2.loss_bbox: 0.2217, d2.loss_iou: 0.5049, d3.loss_cls: 0.3626, d3.loss_bbox: 0.2220, d3.loss_iou: 0.5037, d4.loss_cls: 0.3608, d4.loss_bbox: 0.2214, d4.loss_iou: 0.5024, dn_loss_cls: 0.0995, dn_loss_bbox: 0.4704, dn_loss_iou: 0.6054, d0.dn_loss_cls: 0.1286, d0.dn_loss_bbox: 0.6035, d0.dn_loss_iou: 0.7809, d1.dn_loss_cls: 0.1065, d1.dn_loss_bbox: 0.5062, d1.dn_loss_iou: 0.6536, d2.dn_loss_cls: 0.0994, d2.dn_loss_bbox: 0.4801, d2.dn_loss_iou: 0.6150, d3.dn_loss_cls: 0.0957, d3.dn_loss_bbox: 0.4741, d3.dn_loss_iou: 0.6077, d4.dn_loss_cls: 0.0963, d4.dn_loss_bbox: 0.4704, d4.dn_loss_iou: 0.6053, loss: 15.5017, grad_norm: 22.9583 2023-11-04 21:31:38,345 - mmdet - INFO - Epoch [1][2500/3665] lr: 5.563e-06, eta: 11:06:47, time: 0.974, data_time: 0.020, memory: 24169, interm_loss_cls: 0.3973, interm_loss_bbox: 0.2917, interm_loss_iou: 0.6205, loss_cls: 0.3720, loss_bbox: 0.2182, loss_iou: 0.4953, d0.loss_cls: 0.4175, d0.loss_bbox: 0.2444, d0.loss_iou: 0.5378, d1.loss_cls: 0.3961, d1.loss_bbox: 0.2276, d1.loss_iou: 0.5127, d2.loss_cls: 0.3770, d2.loss_bbox: 0.2226, d2.loss_iou: 0.5028, d3.loss_cls: 0.3688, d3.loss_bbox: 0.2216, d3.loss_iou: 0.5007, d4.loss_cls: 0.3698, d4.loss_bbox: 0.2198, d4.loss_iou: 0.4972, dn_loss_cls: 0.0989, dn_loss_bbox: 0.4709, dn_loss_iou: 0.5943, d0.dn_loss_cls: 0.1257, d0.dn_loss_bbox: 0.6070, d0.dn_loss_iou: 0.7668, d1.dn_loss_cls: 0.1050, d1.dn_loss_bbox: 0.5074, d1.dn_loss_iou: 0.6407, d2.dn_loss_cls: 0.0978, d2.dn_loss_bbox: 0.4800, d2.dn_loss_iou: 0.6032, d3.dn_loss_cls: 0.0941, d3.dn_loss_bbox: 0.4740, d3.dn_loss_iou: 0.5964, d4.dn_loss_cls: 0.0951, d4.dn_loss_bbox: 0.4709, d4.dn_loss_iou: 0.5941, loss: 15.4338, grad_norm: 21.8309 2023-11-04 21:32:29,668 - mmdet - INFO - Epoch [1][2550/3665] lr: 5.563e-06, eta: 11:06:48, time: 1.026, data_time: 0.016, memory: 24169, interm_loss_cls: 0.3853, interm_loss_bbox: 0.2920, interm_loss_iou: 0.6123, loss_cls: 0.3571, loss_bbox: 0.2201, loss_iou: 0.4878, d0.loss_cls: 0.4070, d0.loss_bbox: 0.2418, d0.loss_iou: 0.5278, d1.loss_cls: 0.3856, d1.loss_bbox: 0.2270, d1.loss_iou: 0.5037, d2.loss_cls: 0.3648, d2.loss_bbox: 0.2220, d2.loss_iou: 0.4939, d3.loss_cls: 0.3578, d3.loss_bbox: 0.2206, d3.loss_iou: 0.4915, d4.loss_cls: 0.3553, d4.loss_bbox: 0.2207, d4.loss_iou: 0.4901, dn_loss_cls: 0.0987, dn_loss_bbox: 0.4744, dn_loss_iou: 0.5971, d0.dn_loss_cls: 0.1262, d0.dn_loss_bbox: 0.6042, d0.dn_loss_iou: 0.7686, d1.dn_loss_cls: 0.1053, d1.dn_loss_bbox: 0.5091, d1.dn_loss_iou: 0.6435, d2.dn_loss_cls: 0.0982, d2.dn_loss_bbox: 0.4834, d2.dn_loss_iou: 0.6058, d3.dn_loss_cls: 0.0949, d3.dn_loss_bbox: 0.4778, d3.dn_loss_iou: 0.5995, d4.dn_loss_cls: 0.0956, d4.dn_loss_bbox: 0.4744, d4.dn_loss_iou: 0.5970, loss: 15.3174, grad_norm: 22.2064 2023-11-04 21:33:17,617 - mmdet - INFO - Epoch [1][2600/3665] lr: 5.563e-06, eta: 11:05:55, time: 0.960, data_time: 0.013, memory: 24169, interm_loss_cls: 0.3894, interm_loss_bbox: 0.2884, interm_loss_iou: 0.6177, loss_cls: 0.3586, loss_bbox: 0.2140, loss_iou: 0.4926, d0.loss_cls: 0.4096, d0.loss_bbox: 0.2380, d0.loss_iou: 0.5348, d1.loss_cls: 0.3875, d1.loss_bbox: 0.2224, d1.loss_iou: 0.5078, d2.loss_cls: 0.3668, d2.loss_bbox: 0.2164, d2.loss_iou: 0.4986, d3.loss_cls: 0.3572, d3.loss_bbox: 0.2155, d3.loss_iou: 0.4967, d4.loss_cls: 0.3555, d4.loss_bbox: 0.2153, d4.loss_iou: 0.4950, dn_loss_cls: 0.0982, dn_loss_bbox: 0.4447, dn_loss_iou: 0.5871, d0.dn_loss_cls: 0.1258, d0.dn_loss_bbox: 0.5779, d0.dn_loss_iou: 0.7608, d1.dn_loss_cls: 0.1045, d1.dn_loss_bbox: 0.4804, d1.dn_loss_iou: 0.6349, d2.dn_loss_cls: 0.0970, d2.dn_loss_bbox: 0.4543, d2.dn_loss_iou: 0.5963, d3.dn_loss_cls: 0.0933, d3.dn_loss_bbox: 0.4480, d3.dn_loss_iou: 0.5895, d4.dn_loss_cls: 0.0946, d4.dn_loss_bbox: 0.4447, d4.dn_loss_iou: 0.5871, loss: 15.0970, grad_norm: 21.0433 2023-11-04 21:34:04,533 - mmdet - INFO - Epoch [1][2650/3665] lr: 5.563e-06, eta: 11:04:46, time: 0.938, data_time: 0.012, memory: 24169, interm_loss_cls: 0.3885, interm_loss_bbox: 0.2905, interm_loss_iou: 0.6149, loss_cls: 0.3625, loss_bbox: 0.2209, loss_iou: 0.4953, d0.loss_cls: 0.4107, d0.loss_bbox: 0.2417, d0.loss_iou: 0.5362, d1.loss_cls: 0.3896, d1.loss_bbox: 0.2274, d1.loss_iou: 0.5097, d2.loss_cls: 0.3692, d2.loss_bbox: 0.2222, d2.loss_iou: 0.5004, d3.loss_cls: 0.3608, d3.loss_bbox: 0.2212, d3.loss_iou: 0.4981, d4.loss_cls: 0.3594, d4.loss_bbox: 0.2218, d4.loss_iou: 0.4973, dn_loss_cls: 0.1001, dn_loss_bbox: 0.4632, dn_loss_iou: 0.5953, d0.dn_loss_cls: 0.1269, d0.dn_loss_bbox: 0.5983, d0.dn_loss_iou: 0.7689, d1.dn_loss_cls: 0.1068, d1.dn_loss_bbox: 0.4989, d1.dn_loss_iou: 0.6410, d2.dn_loss_cls: 0.0995, d2.dn_loss_bbox: 0.4724, d2.dn_loss_iou: 0.6038, d3.dn_loss_cls: 0.0960, d3.dn_loss_bbox: 0.4662, d3.dn_loss_iou: 0.5972, d4.dn_loss_cls: 0.0969, d4.dn_loss_bbox: 0.4632, d4.dn_loss_iou: 0.5952, loss: 15.3281, grad_norm: 24.0374 2023-11-04 21:34:51,356 - mmdet - INFO - Epoch [1][2700/3665] lr: 5.563e-06, eta: 11:03:36, time: 0.936, data_time: 0.011, memory: 24169, interm_loss_cls: 0.3839, interm_loss_bbox: 0.2812, interm_loss_iou: 0.6252, loss_cls: 0.3569, loss_bbox: 0.2126, loss_iou: 0.5019, d0.loss_cls: 0.4057, d0.loss_bbox: 0.2312, d0.loss_iou: 0.5379, d1.loss_cls: 0.3838, d1.loss_bbox: 0.2188, d1.loss_iou: 0.5145, d2.loss_cls: 0.3616, d2.loss_bbox: 0.2149, d2.loss_iou: 0.5072, d3.loss_cls: 0.3541, d3.loss_bbox: 0.2149, d3.loss_iou: 0.5065, d4.loss_cls: 0.3536, d4.loss_bbox: 0.2146, d4.loss_iou: 0.5044, dn_loss_cls: 0.0967, dn_loss_bbox: 0.4475, dn_loss_iou: 0.5979, d0.dn_loss_cls: 0.1225, d0.dn_loss_bbox: 0.5698, d0.dn_loss_iou: 0.7611, d1.dn_loss_cls: 0.1017, d1.dn_loss_bbox: 0.4793, d1.dn_loss_iou: 0.6403, d2.dn_loss_cls: 0.0952, d2.dn_loss_bbox: 0.4557, d2.dn_loss_iou: 0.6059, d3.dn_loss_cls: 0.0921, d3.dn_loss_bbox: 0.4491, d3.dn_loss_iou: 0.5994, d4.dn_loss_cls: 0.0931, d4.dn_loss_bbox: 0.4475, d4.dn_loss_iou: 0.5978, loss: 15.1379, grad_norm: 21.8626 2023-11-04 21:35:38,698 - mmdet - INFO - Epoch [1][2750/3665] lr: 5.563e-06, eta: 11:02:34, time: 0.947, data_time: 0.011, memory: 24169, interm_loss_cls: 0.3815, interm_loss_bbox: 0.2899, interm_loss_iou: 0.6058, loss_cls: 0.3484, loss_bbox: 0.2199, loss_iou: 0.4939, d0.loss_cls: 0.4019, d0.loss_bbox: 0.2410, d0.loss_iou: 0.5294, d1.loss_cls: 0.3781, d1.loss_bbox: 0.2254, d1.loss_iou: 0.5051, d2.loss_cls: 0.3578, d2.loss_bbox: 0.2213, d2.loss_iou: 0.4972, d3.loss_cls: 0.3475, d3.loss_bbox: 0.2215, d3.loss_iou: 0.4965, d4.loss_cls: 0.3453, d4.loss_bbox: 0.2219, d4.loss_iou: 0.4965, dn_loss_cls: 0.0969, dn_loss_bbox: 0.4556, dn_loss_iou: 0.5852, d0.dn_loss_cls: 0.1237, d0.dn_loss_bbox: 0.5834, d0.dn_loss_iou: 0.7555, d1.dn_loss_cls: 0.1031, d1.dn_loss_bbox: 0.4883, d1.dn_loss_iou: 0.6300, d2.dn_loss_cls: 0.0971, d2.dn_loss_bbox: 0.4633, d2.dn_loss_iou: 0.5933, d3.dn_loss_cls: 0.0933, d3.dn_loss_bbox: 0.4576, d3.dn_loss_iou: 0.5868, d4.dn_loss_cls: 0.0935, d4.dn_loss_bbox: 0.4556, d4.dn_loss_iou: 0.5851, loss: 15.0731, grad_norm: 22.9091 2023-11-04 21:36:26,090 - mmdet - INFO - Epoch [1][2800/3665] lr: 5.563e-06, eta: 11:01:34, time: 0.948, data_time: 0.016, memory: 24169, interm_loss_cls: 0.3851, interm_loss_bbox: 0.2786, interm_loss_iou: 0.5991, loss_cls: 0.3438, loss_bbox: 0.2106, loss_iou: 0.4860, d0.loss_cls: 0.3996, d0.loss_bbox: 0.2328, d0.loss_iou: 0.5232, d1.loss_cls: 0.3756, d1.loss_bbox: 0.2173, d1.loss_iou: 0.4999, d2.loss_cls: 0.3563, d2.loss_bbox: 0.2115, d2.loss_iou: 0.4892, d3.loss_cls: 0.3437, d3.loss_bbox: 0.2118, d3.loss_iou: 0.4897, d4.loss_cls: 0.3420, d4.loss_bbox: 0.2117, d4.loss_iou: 0.4879, dn_loss_cls: 0.0923, dn_loss_bbox: 0.4521, dn_loss_iou: 0.5795, d0.dn_loss_cls: 0.1202, d0.dn_loss_bbox: 0.5828, d0.dn_loss_iou: 0.7496, d1.dn_loss_cls: 0.1006, d1.dn_loss_bbox: 0.4872, d1.dn_loss_iou: 0.6238, d2.dn_loss_cls: 0.0928, d2.dn_loss_bbox: 0.4620, d2.dn_loss_iou: 0.5882, d3.dn_loss_cls: 0.0890, d3.dn_loss_bbox: 0.4546, d3.dn_loss_iou: 0.5814, d4.dn_loss_cls: 0.0895, d4.dn_loss_bbox: 0.4520, d4.dn_loss_iou: 0.5794, loss: 14.8724, grad_norm: 23.5774 2023-11-04 21:37:16,854 - mmdet - INFO - Epoch [1][2850/3665] lr: 5.563e-06, eta: 11:01:22, time: 1.015, data_time: 0.017, memory: 24169, interm_loss_cls: 0.3778, interm_loss_bbox: 0.2927, interm_loss_iou: 0.5962, loss_cls: 0.3439, loss_bbox: 0.2169, loss_iou: 0.4731, d0.loss_cls: 0.3995, d0.loss_bbox: 0.2389, d0.loss_iou: 0.5118, d1.loss_cls: 0.3756, d1.loss_bbox: 0.2217, d1.loss_iou: 0.4866, d2.loss_cls: 0.3543, d2.loss_bbox: 0.2181, d2.loss_iou: 0.4781, d3.loss_cls: 0.3437, d3.loss_bbox: 0.2178, d3.loss_iou: 0.4761, d4.loss_cls: 0.3414, d4.loss_bbox: 0.2180, d4.loss_iou: 0.4748, dn_loss_cls: 0.0944, dn_loss_bbox: 0.4553, dn_loss_iou: 0.5871, d0.dn_loss_cls: 0.1198, d0.dn_loss_bbox: 0.5826, d0.dn_loss_iou: 0.7535, d1.dn_loss_cls: 0.0996, d1.dn_loss_bbox: 0.4893, d1.dn_loss_iou: 0.6307, d2.dn_loss_cls: 0.0927, d2.dn_loss_bbox: 0.4647, d2.dn_loss_iou: 0.5958, d3.dn_loss_cls: 0.0898, d3.dn_loss_bbox: 0.4576, d3.dn_loss_iou: 0.5891, d4.dn_loss_cls: 0.0906, d4.dn_loss_bbox: 0.4553, d4.dn_loss_iou: 0.5870, loss: 14.8922, grad_norm: 22.5555 2023-11-04 21:38:05,108 - mmdet - INFO - Epoch [1][2900/3665] lr: 5.563e-06, eta: 11:00:35, time: 0.966, data_time: 0.014, memory: 24169, interm_loss_cls: 0.3766, interm_loss_bbox: 0.2872, interm_loss_iou: 0.6139, loss_cls: 0.3411, loss_bbox: 0.2091, loss_iou: 0.4857, d0.loss_cls: 0.3970, d0.loss_bbox: 0.2301, d0.loss_iou: 0.5252, d1.loss_cls: 0.3723, d1.loss_bbox: 0.2162, d1.loss_iou: 0.5010, d2.loss_cls: 0.3501, d2.loss_bbox: 0.2111, d2.loss_iou: 0.4909, d3.loss_cls: 0.3402, d3.loss_bbox: 0.2105, d3.loss_iou: 0.4897, d4.loss_cls: 0.3387, d4.loss_bbox: 0.2104, d4.loss_iou: 0.4879, dn_loss_cls: 0.0920, dn_loss_bbox: 0.4516, dn_loss_iou: 0.5748, d0.dn_loss_cls: 0.1213, d0.dn_loss_bbox: 0.5972, d0.dn_loss_iou: 0.7520, d1.dn_loss_cls: 0.1003, d1.dn_loss_bbox: 0.4903, d1.dn_loss_iou: 0.6208, d2.dn_loss_cls: 0.0924, d2.dn_loss_bbox: 0.4619, d2.dn_loss_iou: 0.5839, d3.dn_loss_cls: 0.0889, d3.dn_loss_bbox: 0.4540, d3.dn_loss_iou: 0.5767, d4.dn_loss_cls: 0.0893, d4.dn_loss_bbox: 0.4516, d4.dn_loss_iou: 0.5747, loss: 14.8583, grad_norm: 22.8784 2023-11-04 21:38:52,903 - mmdet - INFO - Epoch [1][2950/3665] lr: 5.563e-06, eta: 10:59:40, time: 0.956, data_time: 0.012, memory: 24169, interm_loss_cls: 0.3792, interm_loss_bbox: 0.2798, interm_loss_iou: 0.5994, loss_cls: 0.3472, loss_bbox: 0.2121, loss_iou: 0.4843, d0.loss_cls: 0.3980, d0.loss_bbox: 0.2309, d0.loss_iou: 0.5195, d1.loss_cls: 0.3742, d1.loss_bbox: 0.2187, d1.loss_iou: 0.4984, d2.loss_cls: 0.3537, d2.loss_bbox: 0.2131, d2.loss_iou: 0.4894, d3.loss_cls: 0.3461, d3.loss_bbox: 0.2131, d3.loss_iou: 0.4878, d4.loss_cls: 0.3448, d4.loss_bbox: 0.2133, d4.loss_iou: 0.4862, dn_loss_cls: 0.0946, dn_loss_bbox: 0.4489, dn_loss_iou: 0.5898, d0.dn_loss_cls: 0.1203, d0.dn_loss_bbox: 0.5773, d0.dn_loss_iou: 0.7551, d1.dn_loss_cls: 0.1007, d1.dn_loss_bbox: 0.4831, d1.dn_loss_iou: 0.6317, d2.dn_loss_cls: 0.0937, d2.dn_loss_bbox: 0.4583, d2.dn_loss_iou: 0.5975, d3.dn_loss_cls: 0.0906, d3.dn_loss_bbox: 0.4510, d3.dn_loss_iou: 0.5914, d4.dn_loss_cls: 0.0915, d4.dn_loss_bbox: 0.4489, d4.dn_loss_iou: 0.5896, loss: 14.9032, grad_norm: 23.3929 2023-11-04 21:39:38,958 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx.py 2023-11-04 21:39:38,959 - mmdet - INFO - Epoch [1][3000/3665] lr: 5.563e-06, eta: 10:58:22, time: 0.921, data_time: 0.011, memory: 24169, interm_loss_cls: 0.3738, interm_loss_bbox: 0.2763, interm_loss_iou: 0.6014, loss_cls: 0.3389, loss_bbox: 0.2133, loss_iou: 0.4905, d0.loss_cls: 0.3914, d0.loss_bbox: 0.2322, d0.loss_iou: 0.5242, d1.loss_cls: 0.3704, d1.loss_bbox: 0.2173, d1.loss_iou: 0.5015, d2.loss_cls: 0.3444, d2.loss_bbox: 0.2160, d2.loss_iou: 0.4958, d3.loss_cls: 0.3367, d3.loss_bbox: 0.2149, d3.loss_iou: 0.4935, d4.loss_cls: 0.3359, d4.loss_bbox: 0.2145, d4.loss_iou: 0.4924, dn_loss_cls: 0.0908, dn_loss_bbox: 0.4389, dn_loss_iou: 0.5675, d0.dn_loss_cls: 0.1178, d0.dn_loss_bbox: 0.5714, d0.dn_loss_iou: 0.7292, d1.dn_loss_cls: 0.0978, d1.dn_loss_bbox: 0.4740, d1.dn_loss_iou: 0.6090, d2.dn_loss_cls: 0.0903, d2.dn_loss_bbox: 0.4482, d2.dn_loss_iou: 0.5753, d3.dn_loss_cls: 0.0870, d3.dn_loss_bbox: 0.4409, d3.dn_loss_iou: 0.5692, d4.dn_loss_cls: 0.0876, d4.dn_loss_bbox: 0.4389, d4.dn_loss_iou: 0.5674, loss: 14.6763, grad_norm: 23.1542 2023-11-04 21:40:25,920 - mmdet - INFO - Epoch [1][3050/3665] lr: 5.563e-06, eta: 10:57:18, time: 0.939, data_time: 0.011, memory: 24169, interm_loss_cls: 0.3705, interm_loss_bbox: 0.2737, interm_loss_iou: 0.6037, loss_cls: 0.3366, loss_bbox: 0.2027, loss_iou: 0.4867, d0.loss_cls: 0.3957, d0.loss_bbox: 0.2259, d0.loss_iou: 0.5226, d1.loss_cls: 0.3697, d1.loss_bbox: 0.2101, d1.loss_iou: 0.5005, d2.loss_cls: 0.3439, d2.loss_bbox: 0.2054, d2.loss_iou: 0.4933, d3.loss_cls: 0.3354, d3.loss_bbox: 0.2045, d3.loss_iou: 0.4914, d4.loss_cls: 0.3350, d4.loss_bbox: 0.2033, d4.loss_iou: 0.4893, dn_loss_cls: 0.0886, dn_loss_bbox: 0.4435, dn_loss_iou: 0.5796, d0.dn_loss_cls: 0.1169, d0.dn_loss_bbox: 0.5748, d0.dn_loss_iou: 0.7457, d1.dn_loss_cls: 0.0969, d1.dn_loss_bbox: 0.4785, d1.dn_loss_iou: 0.6220, d2.dn_loss_cls: 0.0886, d2.dn_loss_bbox: 0.4534, d2.dn_loss_iou: 0.5875, d3.dn_loss_cls: 0.0854, d3.dn_loss_bbox: 0.4457, d3.dn_loss_iou: 0.5810, d4.dn_loss_cls: 0.0860, d4.dn_loss_bbox: 0.4435, d4.dn_loss_iou: 0.5794, loss: 14.6968, grad_norm: 23.3008 2023-11-04 21:41:14,233 - mmdet - INFO - Epoch [1][3100/3665] lr: 5.563e-06, eta: 10:56:31, time: 0.966, data_time: 0.016, memory: 24742, interm_loss_cls: 0.3726, interm_loss_bbox: 0.2846, interm_loss_iou: 0.5965, loss_cls: 0.3356, loss_bbox: 0.2155, loss_iou: 0.4797, d0.loss_cls: 0.3931, d0.loss_bbox: 0.2350, d0.loss_iou: 0.5152, d1.loss_cls: 0.3661, d1.loss_bbox: 0.2218, d1.loss_iou: 0.4924, d2.loss_cls: 0.3418, d2.loss_bbox: 0.2188, d2.loss_iou: 0.4852, d3.loss_cls: 0.3321, d3.loss_bbox: 0.2185, d3.loss_iou: 0.4842, d4.loss_cls: 0.3321, d4.loss_bbox: 0.2176, d4.loss_iou: 0.4827, dn_loss_cls: 0.0903, dn_loss_bbox: 0.4465, dn_loss_iou: 0.5619, d0.dn_loss_cls: 0.1165, d0.dn_loss_bbox: 0.5782, d0.dn_loss_iou: 0.7294, d1.dn_loss_cls: 0.0966, d1.dn_loss_bbox: 0.4808, d1.dn_loss_iou: 0.6041, d2.dn_loss_cls: 0.0893, d2.dn_loss_bbox: 0.4557, d2.dn_loss_iou: 0.5699, d3.dn_loss_cls: 0.0862, d3.dn_loss_bbox: 0.4488, d3.dn_loss_iou: 0.5637, d4.dn_loss_cls: 0.0872, d4.dn_loss_bbox: 0.4465, d4.dn_loss_iou: 0.5618, loss: 14.6345, grad_norm: 21.0691 2023-11-04 21:42:05,554 - mmdet - INFO - Epoch [1][3150/3665] lr: 5.563e-06, eta: 10:56:24, time: 1.026, data_time: 0.018, memory: 24742, interm_loss_cls: 0.3750, interm_loss_bbox: 0.2827, interm_loss_iou: 0.6041, loss_cls: 0.3410, loss_bbox: 0.2182, loss_iou: 0.4952, d0.loss_cls: 0.3945, d0.loss_bbox: 0.2385, d0.loss_iou: 0.5292, d1.loss_cls: 0.3728, d1.loss_bbox: 0.2226, d1.loss_iou: 0.5043, d2.loss_cls: 0.3497, d2.loss_bbox: 0.2189, d2.loss_iou: 0.4985, d3.loss_cls: 0.3398, d3.loss_bbox: 0.2192, d3.loss_iou: 0.4978, d4.loss_cls: 0.3389, d4.loss_bbox: 0.2191, d4.loss_iou: 0.4968, dn_loss_cls: 0.0915, dn_loss_bbox: 0.4517, dn_loss_iou: 0.5896, d0.dn_loss_cls: 0.1178, d0.dn_loss_bbox: 0.5748, d0.dn_loss_iou: 0.7505, d1.dn_loss_cls: 0.0983, d1.dn_loss_bbox: 0.4837, d1.dn_loss_iou: 0.6309, d2.dn_loss_cls: 0.0911, d2.dn_loss_bbox: 0.4605, d2.dn_loss_iou: 0.5974, d3.dn_loss_cls: 0.0877, d3.dn_loss_bbox: 0.4534, d3.dn_loss_iou: 0.5909, d4.dn_loss_cls: 0.0888, d4.dn_loss_bbox: 0.4517, d4.dn_loss_iou: 0.5894, loss: 14.9563, grad_norm: 21.3799 2023-11-04 21:42:53,572 - mmdet - INFO - Epoch [1][3200/3665] lr: 5.563e-06, eta: 10:55:33, time: 0.960, data_time: 0.014, memory: 24742, interm_loss_cls: 0.3702, interm_loss_bbox: 0.2772, interm_loss_iou: 0.6010, loss_cls: 0.3307, loss_bbox: 0.2063, loss_iou: 0.4840, d0.loss_cls: 0.3905, d0.loss_bbox: 0.2275, d0.loss_iou: 0.5159, d1.loss_cls: 0.3642, d1.loss_bbox: 0.2127, d1.loss_iou: 0.4960, d2.loss_cls: 0.3398, d2.loss_bbox: 0.2092, d2.loss_iou: 0.4888, d3.loss_cls: 0.3299, d3.loss_bbox: 0.2076, d3.loss_iou: 0.4871, d4.loss_cls: 0.3280, d4.loss_bbox: 0.2077, d4.loss_iou: 0.4859, dn_loss_cls: 0.0866, dn_loss_bbox: 0.4309, dn_loss_iou: 0.5641, d0.dn_loss_cls: 0.1161, d0.dn_loss_bbox: 0.5580, d0.dn_loss_iou: 0.7326, d1.dn_loss_cls: 0.0948, d1.dn_loss_bbox: 0.4649, d1.dn_loss_iou: 0.6063, d2.dn_loss_cls: 0.0869, d2.dn_loss_bbox: 0.4405, d2.dn_loss_iou: 0.5722, d3.dn_loss_cls: 0.0834, d3.dn_loss_bbox: 0.4328, d3.dn_loss_iou: 0.5658, d4.dn_loss_cls: 0.0839, d4.dn_loss_bbox: 0.4309, d4.dn_loss_iou: 0.5640, loss: 14.4748, grad_norm: 24.3238 2023-11-04 21:43:40,393 - mmdet - INFO - Epoch [1][3250/3665] lr: 5.563e-06, eta: 10:54:27, time: 0.936, data_time: 0.012, memory: 24742, interm_loss_cls: 0.3689, interm_loss_bbox: 0.2775, interm_loss_iou: 0.6053, loss_cls: 0.3335, loss_bbox: 0.2078, loss_iou: 0.4888, d0.loss_cls: 0.3888, d0.loss_bbox: 0.2249, d0.loss_iou: 0.5210, d1.loss_cls: 0.3664, d1.loss_bbox: 0.2138, d1.loss_iou: 0.5014, d2.loss_cls: 0.3430, d2.loss_bbox: 0.2090, d2.loss_iou: 0.4933, d3.loss_cls: 0.3343, d3.loss_bbox: 0.2078, d3.loss_iou: 0.4909, d4.loss_cls: 0.3329, d4.loss_bbox: 0.2078, d4.loss_iou: 0.4894, dn_loss_cls: 0.0886, dn_loss_bbox: 0.4282, dn_loss_iou: 0.5738, d0.dn_loss_cls: 0.1152, d0.dn_loss_bbox: 0.5503, d0.dn_loss_iou: 0.7374, d1.dn_loss_cls: 0.0962, d1.dn_loss_bbox: 0.4595, d1.dn_loss_iou: 0.6145, d2.dn_loss_cls: 0.0883, d2.dn_loss_bbox: 0.4366, d2.dn_loss_iou: 0.5812, d3.dn_loss_cls: 0.0849, d3.dn_loss_bbox: 0.4301, d3.dn_loss_iou: 0.5752, d4.dn_loss_cls: 0.0856, d4.dn_loss_bbox: 0.4282, d4.dn_loss_iou: 0.5737, loss: 14.5540, grad_norm: 22.9286 2023-11-04 21:44:28,211 - mmdet - INFO - Epoch [1][3300/3665] lr: 5.563e-06, eta: 10:53:34, time: 0.957, data_time: 0.012, memory: 24742, interm_loss_cls: 0.3694, interm_loss_bbox: 0.2776, interm_loss_iou: 0.5965, loss_cls: 0.3338, loss_bbox: 0.2118, loss_iou: 0.4861, d0.loss_cls: 0.3910, d0.loss_bbox: 0.2289, d0.loss_iou: 0.5189, d1.loss_cls: 0.3663, d1.loss_bbox: 0.2172, d1.loss_iou: 0.4978, d2.loss_cls: 0.3419, d2.loss_bbox: 0.2155, d2.loss_iou: 0.4915, d3.loss_cls: 0.3341, d3.loss_bbox: 0.2138, d3.loss_iou: 0.4890, d4.loss_cls: 0.3317, d4.loss_bbox: 0.2134, d4.loss_iou: 0.4882, dn_loss_cls: 0.0892, dn_loss_bbox: 0.4357, dn_loss_iou: 0.5779, d0.dn_loss_cls: 0.1156, d0.dn_loss_bbox: 0.5627, d0.dn_loss_iou: 0.7433, d1.dn_loss_cls: 0.0964, d1.dn_loss_bbox: 0.4679, d1.dn_loss_iou: 0.6182, d2.dn_loss_cls: 0.0890, d2.dn_loss_bbox: 0.4442, d2.dn_loss_iou: 0.5850, d3.dn_loss_cls: 0.0861, d3.dn_loss_bbox: 0.4373, d3.dn_loss_iou: 0.5793, d4.dn_loss_cls: 0.0865, d4.dn_loss_bbox: 0.4357, d4.dn_loss_iou: 0.5777, loss: 14.6424, grad_norm: 20.1596 2023-11-04 21:45:18,085 - mmdet - INFO - Epoch [1][3350/3665] lr: 5.563e-06, eta: 10:53:06, time: 0.997, data_time: 0.012, memory: 24742, interm_loss_cls: 0.3664, interm_loss_bbox: 0.2684, interm_loss_iou: 0.5832, loss_cls: 0.3312, loss_bbox: 0.2044, loss_iou: 0.4753, d0.loss_cls: 0.3898, d0.loss_bbox: 0.2210, d0.loss_iou: 0.5067, d1.loss_cls: 0.3650, d1.loss_bbox: 0.2074, d1.loss_iou: 0.4844, d2.loss_cls: 0.3396, d2.loss_bbox: 0.2044, d2.loss_iou: 0.4782, d3.loss_cls: 0.3308, d3.loss_bbox: 0.2047, d3.loss_iou: 0.4775, d4.loss_cls: 0.3293, d4.loss_bbox: 0.2046, d4.loss_iou: 0.4764, dn_loss_cls: 0.0884, dn_loss_bbox: 0.4351, dn_loss_iou: 0.5621, d0.dn_loss_cls: 0.1150, d0.dn_loss_bbox: 0.5608, d0.dn_loss_iou: 0.7221, d1.dn_loss_cls: 0.0962, d1.dn_loss_bbox: 0.4692, d1.dn_loss_iou: 0.6022, d2.dn_loss_cls: 0.0883, d2.dn_loss_bbox: 0.4438, d2.dn_loss_iou: 0.5692, d3.dn_loss_cls: 0.0849, d3.dn_loss_bbox: 0.4366, d3.dn_loss_iou: 0.5635, d4.dn_loss_cls: 0.0854, d4.dn_loss_bbox: 0.4351, d4.dn_loss_iou: 0.5620, loss: 14.3689, grad_norm: 22.4627 2023-11-04 21:46:08,575 - mmdet - INFO - Epoch [1][3400/3665] lr: 5.563e-06, eta: 10:52:45, time: 1.010, data_time: 0.019, memory: 24742, interm_loss_cls: 0.3680, interm_loss_bbox: 0.2684, interm_loss_iou: 0.5756, loss_cls: 0.3269, loss_bbox: 0.2103, loss_iou: 0.4732, d0.loss_cls: 0.3884, d0.loss_bbox: 0.2234, d0.loss_iou: 0.4994, d1.loss_cls: 0.3610, d1.loss_bbox: 0.2131, d1.loss_iou: 0.4814, d2.loss_cls: 0.3368, d2.loss_bbox: 0.2100, d2.loss_iou: 0.4757, d3.loss_cls: 0.3254, d3.loss_bbox: 0.2116, d3.loss_iou: 0.4764, d4.loss_cls: 0.3250, d4.loss_bbox: 0.2109, d4.loss_iou: 0.4753, dn_loss_cls: 0.0869, dn_loss_bbox: 0.4347, dn_loss_iou: 0.5586, d0.dn_loss_cls: 0.1159, d0.dn_loss_bbox: 0.5657, d0.dn_loss_iou: 0.7245, d1.dn_loss_cls: 0.0952, d1.dn_loss_bbox: 0.4683, d1.dn_loss_iou: 0.5993, d2.dn_loss_cls: 0.0870, d2.dn_loss_bbox: 0.4439, d2.dn_loss_iou: 0.5658, d3.dn_loss_cls: 0.0834, d3.dn_loss_bbox: 0.4368, d3.dn_loss_iou: 0.5603, d4.dn_loss_cls: 0.0843, d4.dn_loss_bbox: 0.4347, d4.dn_loss_iou: 0.5585, loss: 14.3401, grad_norm: 23.0640 2023-11-04 21:46:59,093 - mmdet - INFO - Epoch [1][3450/3665] lr: 5.563e-06, eta: 10:52:23, time: 1.011, data_time: 0.014, memory: 24742, interm_loss_cls: 0.3659, interm_loss_bbox: 0.2755, interm_loss_iou: 0.5786, loss_cls: 0.3259, loss_bbox: 0.2125, loss_iou: 0.4745, d0.loss_cls: 0.3876, d0.loss_bbox: 0.2280, d0.loss_iou: 0.5010, d1.loss_cls: 0.3592, d1.loss_bbox: 0.2174, d1.loss_iou: 0.4836, d2.loss_cls: 0.3343, d2.loss_bbox: 0.2153, d2.loss_iou: 0.4784, d3.loss_cls: 0.3239, d3.loss_bbox: 0.2150, d3.loss_iou: 0.4777, d4.loss_cls: 0.3240, d4.loss_bbox: 0.2132, d4.loss_iou: 0.4759, dn_loss_cls: 0.0886, dn_loss_bbox: 0.4292, dn_loss_iou: 0.5600, d0.dn_loss_cls: 0.1138, d0.dn_loss_bbox: 0.5536, d0.dn_loss_iou: 0.7189, d1.dn_loss_cls: 0.0946, d1.dn_loss_bbox: 0.4626, d1.dn_loss_iou: 0.6003, d2.dn_loss_cls: 0.0876, d2.dn_loss_bbox: 0.4374, d2.dn_loss_iou: 0.5673, d3.dn_loss_cls: 0.0847, d3.dn_loss_bbox: 0.4308, d3.dn_loss_iou: 0.5616, d4.dn_loss_cls: 0.0855, d4.dn_loss_bbox: 0.4291, d4.dn_loss_iou: 0.5599, loss: 14.3329, grad_norm: 19.4070 2023-11-04 21:47:47,043 - mmdet - INFO - Epoch [1][3500/3665] lr: 5.563e-06, eta: 10:51:31, time: 0.959, data_time: 0.011, memory: 24742, interm_loss_cls: 0.3634, interm_loss_bbox: 0.2731, interm_loss_iou: 0.5807, loss_cls: 0.3214, loss_bbox: 0.2102, loss_iou: 0.4728, d0.loss_cls: 0.3838, d0.loss_bbox: 0.2231, d0.loss_iou: 0.4984, d1.loss_cls: 0.3575, d1.loss_bbox: 0.2106, d1.loss_iou: 0.4784, d2.loss_cls: 0.3297, d2.loss_bbox: 0.2102, d2.loss_iou: 0.4754, d3.loss_cls: 0.3216, d3.loss_bbox: 0.2099, d3.loss_iou: 0.4745, d4.loss_cls: 0.3195, d4.loss_bbox: 0.2104, d4.loss_iou: 0.4741, dn_loss_cls: 0.0871, dn_loss_bbox: 0.4148, dn_loss_iou: 0.5675, d0.dn_loss_cls: 0.1134, d0.dn_loss_bbox: 0.5329, d0.dn_loss_iou: 0.7215, d1.dn_loss_cls: 0.0941, d1.dn_loss_bbox: 0.4465, d1.dn_loss_iou: 0.6057, d2.dn_loss_cls: 0.0864, d2.dn_loss_bbox: 0.4234, d2.dn_loss_iou: 0.5744, d3.dn_loss_cls: 0.0834, d3.dn_loss_bbox: 0.4165, d3.dn_loss_iou: 0.5688, d4.dn_loss_cls: 0.0839, d4.dn_loss_bbox: 0.4148, d4.dn_loss_iou: 0.5674, loss: 14.2011, grad_norm: 23.3602 2023-11-04 21:48:34,504 - mmdet - INFO - Epoch [1][3550/3665] lr: 5.563e-06, eta: 10:50:33, time: 0.949, data_time: 0.011, memory: 24742, interm_loss_cls: 0.3589, interm_loss_bbox: 0.2669, interm_loss_iou: 0.5879, loss_cls: 0.3174, loss_bbox: 0.2047, loss_iou: 0.4822, d0.loss_cls: 0.3794, d0.loss_bbox: 0.2201, d0.loss_iou: 0.5124, d1.loss_cls: 0.3539, d1.loss_bbox: 0.2064, d1.loss_iou: 0.4899, d2.loss_cls: 0.3284, d2.loss_bbox: 0.2048, d2.loss_iou: 0.4846, d3.loss_cls: 0.3168, d3.loss_bbox: 0.2057, d3.loss_iou: 0.4853, d4.loss_cls: 0.3157, d4.loss_bbox: 0.2050, d4.loss_iou: 0.4837, dn_loss_cls: 0.0831, dn_loss_bbox: 0.4114, dn_loss_iou: 0.5668, d0.dn_loss_cls: 0.1107, d0.dn_loss_bbox: 0.5346, d0.dn_loss_iou: 0.7313, d1.dn_loss_cls: 0.0913, d1.dn_loss_bbox: 0.4425, d1.dn_loss_iou: 0.6062, d2.dn_loss_cls: 0.0834, d2.dn_loss_bbox: 0.4191, d2.dn_loss_iou: 0.5739, d3.dn_loss_cls: 0.0806, d3.dn_loss_bbox: 0.4132, d3.dn_loss_iou: 0.5681, d4.dn_loss_cls: 0.0809, d4.dn_loss_bbox: 0.4114, d4.dn_loss_iou: 0.5667, loss: 14.1856, grad_norm: 22.5854 2023-11-04 21:49:22,194 - mmdet - INFO - Epoch [1][3600/3665] lr: 5.563e-06, eta: 10:49:38, time: 0.954, data_time: 0.012, memory: 24742, interm_loss_cls: 0.3610, interm_loss_bbox: 0.2732, interm_loss_iou: 0.5920, loss_cls: 0.3216, loss_bbox: 0.2103, loss_iou: 0.4866, d0.loss_cls: 0.3816, d0.loss_bbox: 0.2248, d0.loss_iou: 0.5106, d1.loss_cls: 0.3566, d1.loss_bbox: 0.2124, d1.loss_iou: 0.4911, d2.loss_cls: 0.3315, d2.loss_bbox: 0.2102, d2.loss_iou: 0.4876, d3.loss_cls: 0.3204, d3.loss_bbox: 0.2116, d3.loss_iou: 0.4892, d4.loss_cls: 0.3196, d4.loss_bbox: 0.2105, d4.loss_iou: 0.4878, dn_loss_cls: 0.0866, dn_loss_bbox: 0.4251, dn_loss_iou: 0.5754, d0.dn_loss_cls: 0.1137, d0.dn_loss_bbox: 0.5426, d0.dn_loss_iou: 0.7287, d1.dn_loss_cls: 0.0942, d1.dn_loss_bbox: 0.4562, d1.dn_loss_iou: 0.6130, d2.dn_loss_cls: 0.0859, d2.dn_loss_bbox: 0.4326, d2.dn_loss_iou: 0.5824, d3.dn_loss_cls: 0.0833, d3.dn_loss_bbox: 0.4268, d3.dn_loss_iou: 0.5768, d4.dn_loss_cls: 0.0840, d4.dn_loss_bbox: 0.4250, d4.dn_loss_iou: 0.5753, loss: 14.3980, grad_norm: 22.7244 2023-11-04 21:50:10,785 - mmdet - INFO - Epoch [1][3650/3665] lr: 5.563e-06, eta: 10:48:54, time: 0.972, data_time: 0.018, memory: 24742, interm_loss_cls: 0.3615, interm_loss_bbox: 0.2703, interm_loss_iou: 0.5767, loss_cls: 0.3184, loss_bbox: 0.2094, loss_iou: 0.4753, d0.loss_cls: 0.3819, d0.loss_bbox: 0.2233, d0.loss_iou: 0.4990, d1.loss_cls: 0.3539, d1.loss_bbox: 0.2125, d1.loss_iou: 0.4815, d2.loss_cls: 0.3276, d2.loss_bbox: 0.2117, d2.loss_iou: 0.4789, d3.loss_cls: 0.3171, d3.loss_bbox: 0.2114, d3.loss_iou: 0.4796, d4.loss_cls: 0.3167, d4.loss_bbox: 0.2101, d4.loss_iou: 0.4767, dn_loss_cls: 0.0839, dn_loss_bbox: 0.4182, dn_loss_iou: 0.5645, d0.dn_loss_cls: 0.1109, d0.dn_loss_bbox: 0.5400, d0.dn_loss_iou: 0.7158, d1.dn_loss_cls: 0.0913, d1.dn_loss_bbox: 0.4512, d1.dn_loss_iou: 0.6015, d2.dn_loss_cls: 0.0837, d2.dn_loss_bbox: 0.4258, d2.dn_loss_iou: 0.5710, d3.dn_loss_cls: 0.0808, d3.dn_loss_bbox: 0.4197, d3.dn_loss_iou: 0.5657, d4.dn_loss_cls: 0.0811, d4.dn_loss_bbox: 0.4182, d4.dn_loss_iou: 0.5644, loss: 14.1813, grad_norm: 21.4145 2023-11-04 21:50:26,753 - mmdet - INFO - Saving checkpoint at 1 epochs 2023-11-04 21:51:42,009 - mmdet - INFO - Evaluating bbox... 2023-11-04 21:54:17,205 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.373 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.542 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.404 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.235 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.412 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.496 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.636 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.643 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.643 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.458 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.692 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.826 2023-11-04 21:54:17,209 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.490 | bicycle | 0.253 | car | 0.374 | | motorcycle | 0.341 | airplane | 0.645 | bus | 0.592 | | train | 0.615 | truck | 0.328 | boat | 0.193 | | traffic light | 0.216 | fire hydrant | 0.616 | stop sign | 0.546 | | parking meter | 0.444 | bench | 0.201 | bird | 0.337 | | cat | 0.667 | dog | 0.625 | horse | 0.527 | | sheep | 0.455 | cow | 0.521 | elephant | 0.630 | | bear | 0.765 | zebra | 0.629 | giraffe | 0.673 | | backpack | 0.108 | umbrella | 0.321 | handbag | 0.100 | | tie | 0.290 | suitcase | 0.341 | frisbee | 0.621 | | skis | 0.159 | snowboard | 0.219 | sports ball | 0.428 | | kite | 0.375 | baseball bat | 0.301 | baseball glove | 0.344 | | skateboard | 0.455 | surfboard | 0.288 | tennis racket | 0.445 | | bottle | 0.335 | wine glass | 0.305 | cup | 0.400 | | fork | 0.213 | knife | 0.161 | spoon | 0.148 | | bowl | 0.360 | banana | 0.198 | apple | 0.170 | | sandwich | 0.372 | orange | 0.278 | broccoli | 0.188 | | carrot | 0.172 | hot dog | 0.344 | pizza | 0.432 | | donut | 0.405 | cake | 0.328 | chair | 0.242 | | couch | 0.372 | potted plant | 0.215 | bed | 0.425 | | dining table | 0.198 | toilet | 0.608 | tv | 0.546 | | laptop | 0.536 | mouse | 0.587 | remote | 0.314 | | keyboard | 0.468 | cell phone | 0.351 | microwave | 0.568 | | oven | 0.271 | toaster | 0.086 | sink | 0.350 | | refrigerator | 0.501 | book | 0.106 | clock | 0.505 | | vase | 0.305 | scissors | 0.321 | teddy bear | 0.444 | | hair drier | 0.095 | toothbrush | 0.170 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-04 21:54:22,511 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_1.pth. 2023-11-04 21:54:22,511 - mmdet - INFO - Best bbox_mAP is 0.3729 at 1 epoch. 2023-11-04 21:54:22,512 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx.py 2023-11-04 21:54:22,512 - mmdet - INFO - Epoch(val) [1][625] bbox_mAP: 0.3729, bbox_mAP_50: 0.5418, bbox_mAP_75: 0.4041, bbox_mAP_s: 0.2345, bbox_mAP_m: 0.4124, bbox_mAP_l: 0.4957, bbox_mAP_copypaste: 0.3729 0.5418 0.4041 0.2345 0.4124 0.4957 2023-11-04 21:55:15,198 - mmdet - INFO - Epoch [2][50/3665] lr: 5.563e-06, eta: 10:46:02, time: 1.053, data_time: 0.070, memory: 24742, interm_loss_cls: 0.3565, interm_loss_bbox: 0.2737, interm_loss_iou: 0.5801, loss_cls: 0.3157, loss_bbox: 0.2075, loss_iou: 0.4722, d0.loss_cls: 0.3792, d0.loss_bbox: 0.2228, d0.loss_iou: 0.4992, d1.loss_cls: 0.3501, d1.loss_bbox: 0.2116, d1.loss_iou: 0.4799, d2.loss_cls: 0.3257, d2.loss_bbox: 0.2078, d2.loss_iou: 0.4741, d3.loss_cls: 0.3163, d3.loss_bbox: 0.2074, d3.loss_iou: 0.4741, d4.loss_cls: 0.3144, d4.loss_bbox: 0.2075, d4.loss_iou: 0.4727, dn_loss_cls: 0.0805, dn_loss_bbox: 0.4241, dn_loss_iou: 0.5576, d0.dn_loss_cls: 0.1092, d0.dn_loss_bbox: 0.5463, d0.dn_loss_iou: 0.7132, d1.dn_loss_cls: 0.0890, d1.dn_loss_bbox: 0.4558, d1.dn_loss_iou: 0.5946, d2.dn_loss_cls: 0.0812, d2.dn_loss_bbox: 0.4311, d2.dn_loss_iou: 0.5640, d3.dn_loss_cls: 0.0778, d3.dn_loss_bbox: 0.4254, d3.dn_loss_iou: 0.5589, d4.dn_loss_cls: 0.0782, d4.dn_loss_bbox: 0.4241, d4.dn_loss_iou: 0.5575, loss: 14.1169, grad_norm: 23.2518 2023-11-04 21:56:07,547 - mmdet - INFO - Epoch [2][100/3665] lr: 5.563e-06, eta: 10:45:59, time: 1.047, data_time: 0.020, memory: 24742, interm_loss_cls: 0.3611, interm_loss_bbox: 0.2711, interm_loss_iou: 0.5748, loss_cls: 0.3194, loss_bbox: 0.2114, loss_iou: 0.4751, d0.loss_cls: 0.3812, d0.loss_bbox: 0.2250, d0.loss_iou: 0.4991, d1.loss_cls: 0.3514, d1.loss_bbox: 0.2148, d1.loss_iou: 0.4813, d2.loss_cls: 0.3285, d2.loss_bbox: 0.2124, d2.loss_iou: 0.4766, d3.loss_cls: 0.3192, d3.loss_bbox: 0.2135, d3.loss_iou: 0.4772, d4.loss_cls: 0.3174, d4.loss_bbox: 0.2117, d4.loss_iou: 0.4759, dn_loss_cls: 0.0839, dn_loss_bbox: 0.4321, dn_loss_iou: 0.5618, d0.dn_loss_cls: 0.1112, d0.dn_loss_bbox: 0.5543, d0.dn_loss_iou: 0.7164, d1.dn_loss_cls: 0.0915, d1.dn_loss_bbox: 0.4635, d1.dn_loss_iou: 0.5988, d2.dn_loss_cls: 0.0837, d2.dn_loss_bbox: 0.4392, d2.dn_loss_iou: 0.5683, d3.dn_loss_cls: 0.0806, d3.dn_loss_bbox: 0.4335, d3.dn_loss_iou: 0.5628, d4.dn_loss_cls: 0.0813, d4.dn_loss_bbox: 0.4321, d4.dn_loss_iou: 0.5616, loss: 14.2547, grad_norm: 22.3695 2023-11-04 21:56:55,297 - mmdet - INFO - Epoch [2][150/3665] lr: 5.563e-06, eta: 10:45:06, time: 0.955, data_time: 0.013, memory: 24742, interm_loss_cls: 0.3497, interm_loss_bbox: 0.2691, interm_loss_iou: 0.5672, loss_cls: 0.3073, loss_bbox: 0.2052, loss_iou: 0.4606, d0.loss_cls: 0.3716, d0.loss_bbox: 0.2197, d0.loss_iou: 0.4877, d1.loss_cls: 0.3442, d1.loss_bbox: 0.2079, d1.loss_iou: 0.4679, d2.loss_cls: 0.3170, d2.loss_bbox: 0.2055, d2.loss_iou: 0.4628, d3.loss_cls: 0.3066, d3.loss_bbox: 0.2053, d3.loss_iou: 0.4619, d4.loss_cls: 0.3056, d4.loss_bbox: 0.2055, d4.loss_iou: 0.4610, dn_loss_cls: 0.0845, dn_loss_bbox: 0.4197, dn_loss_iou: 0.5491, d0.dn_loss_cls: 0.1116, d0.dn_loss_bbox: 0.5424, d0.dn_loss_iou: 0.7077, d1.dn_loss_cls: 0.0925, d1.dn_loss_bbox: 0.4523, d1.dn_loss_iou: 0.5870, d2.dn_loss_cls: 0.0845, d2.dn_loss_bbox: 0.4267, d2.dn_loss_iou: 0.5557, d3.dn_loss_cls: 0.0813, d3.dn_loss_bbox: 0.4212, d3.dn_loss_iou: 0.5504, d4.dn_loss_cls: 0.0820, d4.dn_loss_bbox: 0.4197, d4.dn_loss_iou: 0.5489, loss: 13.9064, grad_norm: 21.8906 2023-11-04 21:57:42,507 - mmdet - INFO - Epoch [2][200/3665] lr: 5.563e-06, eta: 10:44:07, time: 0.944, data_time: 0.011, memory: 24742, interm_loss_cls: 0.3503, interm_loss_bbox: 0.2640, interm_loss_iou: 0.5753, loss_cls: 0.3090, loss_bbox: 0.2006, loss_iou: 0.4723, d0.loss_cls: 0.3736, d0.loss_bbox: 0.2156, d0.loss_iou: 0.4978, d1.loss_cls: 0.3438, d1.loss_bbox: 0.2038, d1.loss_iou: 0.4781, d2.loss_cls: 0.3186, d2.loss_bbox: 0.2013, d2.loss_iou: 0.4730, d3.loss_cls: 0.3086, d3.loss_bbox: 0.2017, d3.loss_iou: 0.4740, d4.loss_cls: 0.3074, d4.loss_bbox: 0.2009, d4.loss_iou: 0.4733, dn_loss_cls: 0.0801, dn_loss_bbox: 0.4071, dn_loss_iou: 0.5526, d0.dn_loss_cls: 0.1092, d0.dn_loss_bbox: 0.5296, d0.dn_loss_iou: 0.7094, d1.dn_loss_cls: 0.0887, d1.dn_loss_bbox: 0.4387, d1.dn_loss_iou: 0.5904, d2.dn_loss_cls: 0.0808, d2.dn_loss_bbox: 0.4136, d2.dn_loss_iou: 0.5589, d3.dn_loss_cls: 0.0777, d3.dn_loss_bbox: 0.4082, d3.dn_loss_iou: 0.5539, d4.dn_loss_cls: 0.0779, d4.dn_loss_bbox: 0.4071, d4.dn_loss_iou: 0.5525, loss: 13.8795, grad_norm: 22.4597 2023-11-04 21:58:30,282 - mmdet - INFO - Epoch [2][250/3665] lr: 5.563e-06, eta: 10:43:15, time: 0.955, data_time: 0.015, memory: 24742, interm_loss_cls: 0.3544, interm_loss_bbox: 0.2581, interm_loss_iou: 0.5672, loss_cls: 0.3108, loss_bbox: 0.2034, loss_iou: 0.4716, d0.loss_cls: 0.3758, d0.loss_bbox: 0.2170, d0.loss_iou: 0.4956, d1.loss_cls: 0.3471, d1.loss_bbox: 0.2067, d1.loss_iou: 0.4764, d2.loss_cls: 0.3225, d2.loss_bbox: 0.2033, d2.loss_iou: 0.4719, d3.loss_cls: 0.3119, d3.loss_bbox: 0.2032, d3.loss_iou: 0.4723, d4.loss_cls: 0.3098, d4.loss_bbox: 0.2036, d4.loss_iou: 0.4725, dn_loss_cls: 0.0778, dn_loss_bbox: 0.4088, dn_loss_iou: 0.5556, d0.dn_loss_cls: 0.1063, d0.dn_loss_bbox: 0.5228, d0.dn_loss_iou: 0.7020, d1.dn_loss_cls: 0.0872, d1.dn_loss_bbox: 0.4381, d1.dn_loss_iou: 0.5892, d2.dn_loss_cls: 0.0791, d2.dn_loss_bbox: 0.4145, d2.dn_loss_iou: 0.5611, d3.dn_loss_cls: 0.0758, d3.dn_loss_bbox: 0.4101, d3.dn_loss_iou: 0.5568, d4.dn_loss_cls: 0.0759, d4.dn_loss_bbox: 0.4088, d4.dn_loss_iou: 0.5554, loss: 13.8802, grad_norm: 22.3942 2023-11-04 21:59:22,264 - mmdet - INFO - Epoch [2][300/3665] lr: 5.563e-06, eta: 10:43:05, time: 1.040, data_time: 0.020, memory: 24742, interm_loss_cls: 0.3487, interm_loss_bbox: 0.2636, interm_loss_iou: 0.5593, loss_cls: 0.3063, loss_bbox: 0.2078, loss_iou: 0.4649, d0.loss_cls: 0.3669, d0.loss_bbox: 0.2226, d0.loss_iou: 0.4908, d1.loss_cls: 0.3416, d1.loss_bbox: 0.2107, d1.loss_iou: 0.4694, d2.loss_cls: 0.3173, d2.loss_bbox: 0.2071, d2.loss_iou: 0.4637, d3.loss_cls: 0.3063, d3.loss_bbox: 0.2078, d3.loss_iou: 0.4657, d4.loss_cls: 0.3051, d4.loss_bbox: 0.2081, d4.loss_iou: 0.4652, dn_loss_cls: 0.0815, dn_loss_bbox: 0.4090, dn_loss_iou: 0.5429, d0.dn_loss_cls: 0.1083, d0.dn_loss_bbox: 0.5348, d0.dn_loss_iou: 0.7014, d1.dn_loss_cls: 0.0890, d1.dn_loss_bbox: 0.4405, d1.dn_loss_iou: 0.5796, d2.dn_loss_cls: 0.0811, d2.dn_loss_bbox: 0.4154, d2.dn_loss_iou: 0.5491, d3.dn_loss_cls: 0.0786, d3.dn_loss_bbox: 0.4104, d3.dn_loss_iou: 0.5440, d4.dn_loss_cls: 0.0791, d4.dn_loss_bbox: 0.4090, d4.dn_loss_iou: 0.5427, loss: 13.7955, grad_norm: 22.5036 2023-11-04 22:00:10,132 - mmdet - INFO - Epoch [2][350/3665] lr: 5.563e-06, eta: 10:42:14, time: 0.957, data_time: 0.016, memory: 24742, interm_loss_cls: 0.3500, interm_loss_bbox: 0.2631, interm_loss_iou: 0.5714, loss_cls: 0.3083, loss_bbox: 0.2033, loss_iou: 0.4710, d0.loss_cls: 0.3708, d0.loss_bbox: 0.2175, d0.loss_iou: 0.4971, d1.loss_cls: 0.3427, d1.loss_bbox: 0.2080, d1.loss_iou: 0.4783, d2.loss_cls: 0.3184, d2.loss_bbox: 0.2042, d2.loss_iou: 0.4731, d3.loss_cls: 0.3068, d3.loss_bbox: 0.2048, d3.loss_iou: 0.4737, d4.loss_cls: 0.3064, d4.loss_bbox: 0.2042, d4.loss_iou: 0.4725, dn_loss_cls: 0.0806, dn_loss_bbox: 0.4148, dn_loss_iou: 0.5486, d0.dn_loss_cls: 0.1076, d0.dn_loss_bbox: 0.5283, d0.dn_loss_iou: 0.6997, d1.dn_loss_cls: 0.0884, d1.dn_loss_bbox: 0.4426, d1.dn_loss_iou: 0.5832, d2.dn_loss_cls: 0.0805, d2.dn_loss_bbox: 0.4205, d2.dn_loss_iou: 0.5543, d3.dn_loss_cls: 0.0775, d3.dn_loss_bbox: 0.4157, d3.dn_loss_iou: 0.5496, d4.dn_loss_cls: 0.0781, d4.dn_loss_bbox: 0.4147, d4.dn_loss_iou: 0.5484, loss: 13.8789, grad_norm: 22.6596 2023-11-04 22:00:56,482 - mmdet - INFO - Epoch [2][400/3665] lr: 5.563e-06, eta: 10:41:07, time: 0.927, data_time: 0.013, memory: 24742, interm_loss_cls: 0.3424, interm_loss_bbox: 0.2571, interm_loss_iou: 0.5624, loss_cls: 0.2999, loss_bbox: 0.1963, loss_iou: 0.4585, d0.loss_cls: 0.3641, d0.loss_bbox: 0.2114, d0.loss_iou: 0.4871, d1.loss_cls: 0.3350, d1.loss_bbox: 0.1983, d1.loss_iou: 0.4660, d2.loss_cls: 0.3105, d2.loss_bbox: 0.1966, d2.loss_iou: 0.4608, d3.loss_cls: 0.2989, d3.loss_bbox: 0.1975, d3.loss_iou: 0.4615, d4.loss_cls: 0.2983, d4.loss_bbox: 0.1966, d4.loss_iou: 0.4596, dn_loss_cls: 0.0751, dn_loss_bbox: 0.3921, dn_loss_iou: 0.5415, d0.dn_loss_cls: 0.1033, d0.dn_loss_bbox: 0.5101, d0.dn_loss_iou: 0.6902, d1.dn_loss_cls: 0.0841, d1.dn_loss_bbox: 0.4224, d1.dn_loss_iou: 0.5769, d2.dn_loss_cls: 0.0757, d2.dn_loss_bbox: 0.3990, d2.dn_loss_iou: 0.5475, d3.dn_loss_cls: 0.0724, d3.dn_loss_bbox: 0.3934, d3.dn_loss_iou: 0.5426, d4.dn_loss_cls: 0.0729, d4.dn_loss_bbox: 0.3921, d4.dn_loss_iou: 0.5414, loss: 13.4918, grad_norm: 21.9479 2023-11-04 22:01:43,391 - mmdet - INFO - Epoch [2][450/3665] lr: 5.563e-06, eta: 10:40:07, time: 0.938, data_time: 0.013, memory: 24742, interm_loss_cls: 0.3447, interm_loss_bbox: 0.2516, interm_loss_iou: 0.5856, loss_cls: 0.2986, loss_bbox: 0.1968, loss_iou: 0.4894, d0.loss_cls: 0.3625, d0.loss_bbox: 0.2074, d0.loss_iou: 0.5115, d1.loss_cls: 0.3310, d1.loss_bbox: 0.1998, d1.loss_iou: 0.4947, d2.loss_cls: 0.3074, d2.loss_bbox: 0.1965, d2.loss_iou: 0.4903, d3.loss_cls: 0.2986, d3.loss_bbox: 0.1973, d3.loss_iou: 0.4905, d4.loss_cls: 0.2967, d4.loss_bbox: 0.1973, d4.loss_iou: 0.4907, dn_loss_cls: 0.0758, dn_loss_bbox: 0.3930, dn_loss_iou: 0.5495, d0.dn_loss_cls: 0.1052, d0.dn_loss_bbox: 0.5067, d0.dn_loss_iou: 0.6969, d1.dn_loss_cls: 0.0848, d1.dn_loss_bbox: 0.4212, d1.dn_loss_iou: 0.5840, d2.dn_loss_cls: 0.0766, d2.dn_loss_bbox: 0.3990, d2.dn_loss_iou: 0.5552, d3.dn_loss_cls: 0.0734, d3.dn_loss_bbox: 0.3941, d3.dn_loss_iou: 0.5503, d4.dn_loss_cls: 0.0740, d4.dn_loss_bbox: 0.3930, d4.dn_loss_iou: 0.5494, loss: 13.7210, grad_norm: 24.2099 2023-11-04 22:02:30,820 - mmdet - INFO - Epoch [2][500/3665] lr: 5.563e-06, eta: 10:39:11, time: 0.948, data_time: 0.020, memory: 24742, interm_loss_cls: 0.3423, interm_loss_bbox: 0.2632, interm_loss_iou: 0.5513, loss_cls: 0.2973, loss_bbox: 0.2040, loss_iou: 0.4547, d0.loss_cls: 0.3634, d0.loss_bbox: 0.2173, d0.loss_iou: 0.4821, d1.loss_cls: 0.3333, d1.loss_bbox: 0.2086, d1.loss_iou: 0.4628, d2.loss_cls: 0.3083, d2.loss_bbox: 0.2058, d2.loss_iou: 0.4580, d3.loss_cls: 0.2974, d3.loss_bbox: 0.2058, d3.loss_iou: 0.4580, d4.loss_cls: 0.2963, d4.loss_bbox: 0.2046, d4.loss_iou: 0.4563, dn_loss_cls: 0.0774, dn_loss_bbox: 0.4126, dn_loss_iou: 0.5350, d0.dn_loss_cls: 0.1057, d0.dn_loss_bbox: 0.5336, d0.dn_loss_iou: 0.6867, d1.dn_loss_cls: 0.0860, d1.dn_loss_bbox: 0.4430, d1.dn_loss_iou: 0.5701, d2.dn_loss_cls: 0.0780, d2.dn_loss_bbox: 0.4182, d2.dn_loss_iou: 0.5407, d3.dn_loss_cls: 0.0748, d3.dn_loss_bbox: 0.4136, d3.dn_loss_iou: 0.5360, d4.dn_loss_cls: 0.0750, d4.dn_loss_bbox: 0.4126, d4.dn_loss_iou: 0.5349, loss: 13.6045, grad_norm: 22.4762 2023-11-04 22:03:20,732 - mmdet - INFO - Epoch [2][550/3665] lr: 5.563e-06, eta: 10:38:40, time: 0.999, data_time: 0.018, memory: 24742, interm_loss_cls: 0.3428, interm_loss_bbox: 0.2633, interm_loss_iou: 0.5477, loss_cls: 0.3028, loss_bbox: 0.2006, loss_iou: 0.4449, d0.loss_cls: 0.3664, d0.loss_bbox: 0.2169, d0.loss_iou: 0.4765, d1.loss_cls: 0.3370, d1.loss_bbox: 0.2038, d1.loss_iou: 0.4528, d2.loss_cls: 0.3138, d2.loss_bbox: 0.2003, d2.loss_iou: 0.4461, d3.loss_cls: 0.3024, d3.loss_bbox: 0.2007, d3.loss_iou: 0.4467, d4.loss_cls: 0.3006, d4.loss_bbox: 0.2009, d4.loss_iou: 0.4466, dn_loss_cls: 0.0786, dn_loss_bbox: 0.4114, dn_loss_iou: 0.5256, d0.dn_loss_cls: 0.1058, d0.dn_loss_bbox: 0.5409, d0.dn_loss_iou: 0.6842, d1.dn_loss_cls: 0.0858, d1.dn_loss_bbox: 0.4451, d1.dn_loss_iou: 0.5642, d2.dn_loss_cls: 0.0777, d2.dn_loss_bbox: 0.4183, d2.dn_loss_iou: 0.5323, d3.dn_loss_cls: 0.0753, d3.dn_loss_bbox: 0.4128, d3.dn_loss_iou: 0.5270, d4.dn_loss_cls: 0.0761, d4.dn_loss_bbox: 0.4114, d4.dn_loss_iou: 0.5256, loss: 13.5115, grad_norm: 20.9889 2023-11-04 22:04:08,686 - mmdet - INFO - Epoch [2][600/3665] lr: 5.563e-06, eta: 10:37:50, time: 0.959, data_time: 0.016, memory: 24742, interm_loss_cls: 0.3473, interm_loss_bbox: 0.2540, interm_loss_iou: 0.5737, loss_cls: 0.3050, loss_bbox: 0.1975, loss_iou: 0.4754, d0.loss_cls: 0.3699, d0.loss_bbox: 0.2094, d0.loss_iou: 0.4998, d1.loss_cls: 0.3358, d1.loss_bbox: 0.2019, d1.loss_iou: 0.4833, d2.loss_cls: 0.3115, d2.loss_bbox: 0.1990, d2.loss_iou: 0.4777, d3.loss_cls: 0.3040, d3.loss_bbox: 0.1990, d3.loss_iou: 0.4778, d4.loss_cls: 0.3034, d4.loss_bbox: 0.1986, d4.loss_iou: 0.4762, dn_loss_cls: 0.0754, dn_loss_bbox: 0.3908, dn_loss_iou: 0.5373, d0.dn_loss_cls: 0.1051, d0.dn_loss_bbox: 0.5102, d0.dn_loss_iou: 0.6869, d1.dn_loss_cls: 0.0835, d1.dn_loss_bbox: 0.4208, d1.dn_loss_iou: 0.5725, d2.dn_loss_cls: 0.0753, d2.dn_loss_bbox: 0.3965, d2.dn_loss_iou: 0.5431, d3.dn_loss_cls: 0.0724, d3.dn_loss_bbox: 0.3920, d3.dn_loss_iou: 0.5383, d4.dn_loss_cls: 0.0730, d4.dn_loss_bbox: 0.3908, d4.dn_loss_iou: 0.5372, loss: 13.6014, grad_norm: 21.0147 2023-11-04 22:04:56,295 - mmdet - INFO - Epoch [2][650/3665] lr: 5.563e-06, eta: 10:36:56, time: 0.952, data_time: 0.013, memory: 24742, interm_loss_cls: 0.3395, interm_loss_bbox: 0.2610, interm_loss_iou: 0.5492, loss_cls: 0.2883, loss_bbox: 0.2043, loss_iou: 0.4535, d0.loss_cls: 0.3595, d0.loss_bbox: 0.2139, d0.loss_iou: 0.4758, d1.loss_cls: 0.3266, d1.loss_bbox: 0.2057, d1.loss_iou: 0.4571, d2.loss_cls: 0.2997, d2.loss_bbox: 0.2030, d2.loss_iou: 0.4524, d3.loss_cls: 0.2881, d3.loss_bbox: 0.2041, d3.loss_iou: 0.4545, d4.loss_cls: 0.2869, d4.loss_bbox: 0.2044, d4.loss_iou: 0.4536, dn_loss_cls: 0.0739, dn_loss_bbox: 0.4095, dn_loss_iou: 0.5325, d0.dn_loss_cls: 0.1042, d0.dn_loss_bbox: 0.5283, d0.dn_loss_iou: 0.6829, d1.dn_loss_cls: 0.0837, d1.dn_loss_bbox: 0.4400, d1.dn_loss_iou: 0.5674, d2.dn_loss_cls: 0.0753, d2.dn_loss_bbox: 0.4148, d2.dn_loss_iou: 0.5381, d3.dn_loss_cls: 0.0721, d3.dn_loss_bbox: 0.4104, d3.dn_loss_iou: 0.5335, d4.dn_loss_cls: 0.0722, d4.dn_loss_bbox: 0.4095, d4.dn_loss_iou: 0.5324, loss: 13.4614, grad_norm: 22.2148 2023-11-04 22:05:43,600 - mmdet - INFO - Epoch [2][700/3665] lr: 5.563e-06, eta: 10:36:00, time: 0.946, data_time: 0.012, memory: 24742, interm_loss_cls: 0.3390, interm_loss_bbox: 0.2593, interm_loss_iou: 0.5598, loss_cls: 0.2951, loss_bbox: 0.1972, loss_iou: 0.4581, d0.loss_cls: 0.3601, d0.loss_bbox: 0.2114, d0.loss_iou: 0.4854, d1.loss_cls: 0.3311, d1.loss_bbox: 0.2003, d1.loss_iou: 0.4633, d2.loss_cls: 0.3063, d2.loss_bbox: 0.1981, d2.loss_iou: 0.4586, d3.loss_cls: 0.2947, d3.loss_bbox: 0.1989, d3.loss_iou: 0.4603, d4.loss_cls: 0.2932, d4.loss_bbox: 0.1980, d4.loss_iou: 0.4597, dn_loss_cls: 0.0745, dn_loss_bbox: 0.3974, dn_loss_iou: 0.5346, d0.dn_loss_cls: 0.1046, d0.dn_loss_bbox: 0.5189, d0.dn_loss_iou: 0.6896, d1.dn_loss_cls: 0.0830, d1.dn_loss_bbox: 0.4281, d1.dn_loss_iou: 0.5700, d2.dn_loss_cls: 0.0753, d2.dn_loss_bbox: 0.4034, d2.dn_loss_iou: 0.5403, d3.dn_loss_cls: 0.0722, d3.dn_loss_bbox: 0.3984, d3.dn_loss_iou: 0.5356, d4.dn_loss_cls: 0.0724, d4.dn_loss_bbox: 0.3974, d4.dn_loss_iou: 0.5345, loss: 13.4580, grad_norm: 20.5713 2023-11-04 22:06:29,864 - mmdet - INFO - Epoch [2][750/3665] lr: 5.563e-06, eta: 10:34:55, time: 0.925, data_time: 0.012, memory: 24742, interm_loss_cls: 0.3432, interm_loss_bbox: 0.2547, interm_loss_iou: 0.5558, loss_cls: 0.2961, loss_bbox: 0.1935, loss_iou: 0.4559, d0.loss_cls: 0.3592, d0.loss_bbox: 0.2067, d0.loss_iou: 0.4831, d1.loss_cls: 0.3297, d1.loss_bbox: 0.1966, d1.loss_iou: 0.4618, d2.loss_cls: 0.3050, d2.loss_bbox: 0.1933, d2.loss_iou: 0.4578, d3.loss_cls: 0.2944, d3.loss_bbox: 0.1944, d3.loss_iou: 0.4586, d4.loss_cls: 0.2937, d4.loss_bbox: 0.1948, d4.loss_iou: 0.4577, dn_loss_cls: 0.0723, dn_loss_bbox: 0.4011, dn_loss_iou: 0.5355, d0.dn_loss_cls: 0.1039, d0.dn_loss_bbox: 0.5229, d0.dn_loss_iou: 0.6860, d1.dn_loss_cls: 0.0826, d1.dn_loss_bbox: 0.4329, d1.dn_loss_iou: 0.5702, d2.dn_loss_cls: 0.0736, d2.dn_loss_bbox: 0.4067, d2.dn_loss_iou: 0.5410, d3.dn_loss_cls: 0.0707, d3.dn_loss_bbox: 0.4022, d3.dn_loss_iou: 0.5366, d4.dn_loss_cls: 0.0707, d4.dn_loss_bbox: 0.4010, d4.dn_loss_iou: 0.5354, loss: 13.4309, grad_norm: 22.0961 2023-11-04 22:07:17,464 - mmdet - INFO - Epoch [2][800/3665] lr: 5.563e-06, eta: 10:34:02, time: 0.952, data_time: 0.018, memory: 24742, interm_loss_cls: 0.3360, interm_loss_bbox: 0.2509, interm_loss_iou: 0.5547, loss_cls: 0.2909, loss_bbox: 0.1972, loss_iou: 0.4640, d0.loss_cls: 0.3599, d0.loss_bbox: 0.2066, d0.loss_iou: 0.4844, d1.loss_cls: 0.3256, d1.loss_bbox: 0.1983, d1.loss_iou: 0.4672, d2.loss_cls: 0.3021, d2.loss_bbox: 0.1955, d2.loss_iou: 0.4639, d3.loss_cls: 0.2916, d3.loss_bbox: 0.1968, d3.loss_iou: 0.4664, d4.loss_cls: 0.2898, d4.loss_bbox: 0.1973, d4.loss_iou: 0.4651, dn_loss_cls: 0.0722, dn_loss_bbox: 0.3900, dn_loss_iou: 0.5348, d0.dn_loss_cls: 0.0999, d0.dn_loss_bbox: 0.5073, d0.dn_loss_iou: 0.6834, d1.dn_loss_cls: 0.0806, d1.dn_loss_bbox: 0.4184, d1.dn_loss_iou: 0.5679, d2.dn_loss_cls: 0.0728, d2.dn_loss_bbox: 0.3952, d2.dn_loss_iou: 0.5398, d3.dn_loss_cls: 0.0703, d3.dn_loss_bbox: 0.3908, d3.dn_loss_iou: 0.5357, d4.dn_loss_cls: 0.0704, d4.dn_loss_bbox: 0.3900, d4.dn_loss_iou: 0.5347, loss: 13.3585, grad_norm: 20.8415 2023-11-04 22:08:08,284 - mmdet - INFO - Epoch [2][850/3665] lr: 5.563e-06, eta: 10:33:37, time: 1.016, data_time: 0.019, memory: 24742, interm_loss_cls: 0.3431, interm_loss_bbox: 0.2509, interm_loss_iou: 0.5535, loss_cls: 0.2968, loss_bbox: 0.1934, loss_iou: 0.4568, d0.loss_cls: 0.3624, d0.loss_bbox: 0.2056, d0.loss_iou: 0.4823, d1.loss_cls: 0.3339, d1.loss_bbox: 0.1964, d1.loss_iou: 0.4625, d2.loss_cls: 0.3089, d2.loss_bbox: 0.1931, d2.loss_iou: 0.4569, d3.loss_cls: 0.2965, d3.loss_bbox: 0.1940, d3.loss_iou: 0.4582, d4.loss_cls: 0.2948, d4.loss_bbox: 0.1937, d4.loss_iou: 0.4581, dn_loss_cls: 0.0733, dn_loss_bbox: 0.3761, dn_loss_iou: 0.5299, d0.dn_loss_cls: 0.1031, d0.dn_loss_bbox: 0.4972, d0.dn_loss_iou: 0.6835, d1.dn_loss_cls: 0.0831, d1.dn_loss_bbox: 0.4057, d1.dn_loss_iou: 0.5659, d2.dn_loss_cls: 0.0743, d2.dn_loss_bbox: 0.3818, d2.dn_loss_iou: 0.5357, d3.dn_loss_cls: 0.0710, d3.dn_loss_bbox: 0.3771, d3.dn_loss_iou: 0.5308, d4.dn_loss_cls: 0.0712, d4.dn_loss_bbox: 0.3761, d4.dn_loss_iou: 0.5298, loss: 13.2570, grad_norm: 21.4342 2023-11-04 22:08:55,350 - mmdet - INFO - Epoch [2][900/3665] lr: 5.563e-06, eta: 10:32:40, time: 0.941, data_time: 0.016, memory: 24742, interm_loss_cls: 0.3409, interm_loss_bbox: 0.2552, interm_loss_iou: 0.5391, loss_cls: 0.2951, loss_bbox: 0.1997, loss_iou: 0.4497, d0.loss_cls: 0.3648, d0.loss_bbox: 0.2090, d0.loss_iou: 0.4691, d1.loss_cls: 0.3333, d1.loss_bbox: 0.2012, d1.loss_iou: 0.4535, d2.loss_cls: 0.3078, d2.loss_bbox: 0.1980, d2.loss_iou: 0.4485, d3.loss_cls: 0.2956, d3.loss_bbox: 0.1997, d3.loss_iou: 0.4510, d4.loss_cls: 0.2943, d4.loss_bbox: 0.1995, d4.loss_iou: 0.4502, dn_loss_cls: 0.0752, dn_loss_bbox: 0.4043, dn_loss_iou: 0.5266, d0.dn_loss_cls: 0.1047, d0.dn_loss_bbox: 0.5254, d0.dn_loss_iou: 0.6744, d1.dn_loss_cls: 0.0842, d1.dn_loss_bbox: 0.4355, d1.dn_loss_iou: 0.5615, d2.dn_loss_cls: 0.0758, d2.dn_loss_bbox: 0.4101, d2.dn_loss_iou: 0.5321, d3.dn_loss_cls: 0.0726, d3.dn_loss_bbox: 0.4052, d3.dn_loss_iou: 0.5278, d4.dn_loss_cls: 0.0730, d4.dn_loss_bbox: 0.4043, d4.dn_loss_iou: 0.5265, loss: 13.3745, grad_norm: 20.5599 2023-11-04 22:09:42,426 - mmdet - INFO - Epoch [2][950/3665] lr: 5.563e-06, eta: 10:31:42, time: 0.941, data_time: 0.013, memory: 24742, interm_loss_cls: 0.3328, interm_loss_bbox: 0.2543, interm_loss_iou: 0.5562, loss_cls: 0.2864, loss_bbox: 0.1966, loss_iou: 0.4534, d0.loss_cls: 0.3552, d0.loss_bbox: 0.2092, d0.loss_iou: 0.4776, d1.loss_cls: 0.3222, d1.loss_bbox: 0.2004, d1.loss_iou: 0.4592, d2.loss_cls: 0.2983, d2.loss_bbox: 0.1967, d2.loss_iou: 0.4539, d3.loss_cls: 0.2891, d3.loss_bbox: 0.1966, d3.loss_iou: 0.4546, d4.loss_cls: 0.2857, d4.loss_bbox: 0.1974, d4.loss_iou: 0.4548, dn_loss_cls: 0.0742, dn_loss_bbox: 0.3899, dn_loss_iou: 0.5294, d0.dn_loss_cls: 0.1033, d0.dn_loss_bbox: 0.5071, d0.dn_loss_iou: 0.6785, d1.dn_loss_cls: 0.0820, d1.dn_loss_bbox: 0.4210, d1.dn_loss_iou: 0.5637, d2.dn_loss_cls: 0.0743, d2.dn_loss_bbox: 0.3955, d2.dn_loss_iou: 0.5345, d3.dn_loss_cls: 0.0720, d3.dn_loss_bbox: 0.3908, d3.dn_loss_iou: 0.5302, d4.dn_loss_cls: 0.0722, d4.dn_loss_bbox: 0.3899, d4.dn_loss_iou: 0.5292, loss: 13.2684, grad_norm: 22.0002 2023-11-04 22:10:30,079 - mmdet - INFO - Epoch [2][1000/3665] lr: 5.563e-06, eta: 10:30:50, time: 0.953, data_time: 0.016, memory: 24742, interm_loss_cls: 0.3389, interm_loss_bbox: 0.2561, interm_loss_iou: 0.5516, loss_cls: 0.2959, loss_bbox: 0.2008, loss_iou: 0.4585, d0.loss_cls: 0.3582, d0.loss_bbox: 0.2139, d0.loss_iou: 0.4834, d1.loss_cls: 0.3284, d1.loss_bbox: 0.2062, d1.loss_iou: 0.4645, d2.loss_cls: 0.3058, d2.loss_bbox: 0.2015, d2.loss_iou: 0.4584, d3.loss_cls: 0.2954, d3.loss_bbox: 0.2017, d3.loss_iou: 0.4606, d4.loss_cls: 0.2937, d4.loss_bbox: 0.2015, d4.loss_iou: 0.4596, dn_loss_cls: 0.0719, dn_loss_bbox: 0.3993, dn_loss_iou: 0.5263, d0.dn_loss_cls: 0.1018, d0.dn_loss_bbox: 0.5190, d0.dn_loss_iou: 0.6765, d1.dn_loss_cls: 0.0821, d1.dn_loss_bbox: 0.4304, d1.dn_loss_iou: 0.5619, d2.dn_loss_cls: 0.0730, d2.dn_loss_bbox: 0.4048, d2.dn_loss_iou: 0.5314, d3.dn_loss_cls: 0.0706, d3.dn_loss_bbox: 0.4001, d3.dn_loss_iou: 0.5272, d4.dn_loss_cls: 0.0703, d4.dn_loss_bbox: 0.3993, d4.dn_loss_iou: 0.5261, loss: 13.4066, grad_norm: 23.2228 2023-11-04 22:11:21,322 - mmdet - INFO - Epoch [2][1050/3665] lr: 5.563e-06, eta: 10:30:27, time: 1.025, data_time: 0.022, memory: 24742, interm_loss_cls: 0.3360, interm_loss_bbox: 0.2461, interm_loss_iou: 0.5430, loss_cls: 0.2870, loss_bbox: 0.1931, loss_iou: 0.4536, d0.loss_cls: 0.3587, d0.loss_bbox: 0.2044, d0.loss_iou: 0.4752, d1.loss_cls: 0.3264, d1.loss_bbox: 0.1952, d1.loss_iou: 0.4574, d2.loss_cls: 0.3007, d2.loss_bbox: 0.1925, d2.loss_iou: 0.4526, d3.loss_cls: 0.2880, d3.loss_bbox: 0.1935, d3.loss_iou: 0.4548, d4.loss_cls: 0.2859, d4.loss_bbox: 0.1937, d4.loss_iou: 0.4543, dn_loss_cls: 0.0748, dn_loss_bbox: 0.3808, dn_loss_iou: 0.5199, d0.dn_loss_cls: 0.1023, d0.dn_loss_bbox: 0.4992, d0.dn_loss_iou: 0.6679, d1.dn_loss_cls: 0.0826, d1.dn_loss_bbox: 0.4110, d1.dn_loss_iou: 0.5533, d2.dn_loss_cls: 0.0742, d2.dn_loss_bbox: 0.3864, d2.dn_loss_iou: 0.5250, d3.dn_loss_cls: 0.0717, d3.dn_loss_bbox: 0.3817, d3.dn_loss_iou: 0.5206, d4.dn_loss_cls: 0.0722, d4.dn_loss_bbox: 0.3807, d4.dn_loss_iou: 0.5197, loss: 13.1163, grad_norm: 22.3014 2023-11-04 22:12:10,632 - mmdet - INFO - Epoch [2][1100/3665] lr: 5.563e-06, eta: 10:29:49, time: 0.987, data_time: 0.019, memory: 24742, interm_loss_cls: 0.3297, interm_loss_bbox: 0.2460, interm_loss_iou: 0.5406, loss_cls: 0.2883, loss_bbox: 0.1918, loss_iou: 0.4513, d0.loss_cls: 0.3530, d0.loss_bbox: 0.2025, d0.loss_iou: 0.4751, d1.loss_cls: 0.3260, d1.loss_bbox: 0.1946, d1.loss_iou: 0.4546, d2.loss_cls: 0.2998, d2.loss_bbox: 0.1914, d2.loss_iou: 0.4515, d3.loss_cls: 0.2902, d3.loss_bbox: 0.1917, d3.loss_iou: 0.4522, d4.loss_cls: 0.2881, d4.loss_bbox: 0.1920, d4.loss_iou: 0.4515, dn_loss_cls: 0.0737, dn_loss_bbox: 0.3768, dn_loss_iou: 0.5282, d0.dn_loss_cls: 0.1019, d0.dn_loss_bbox: 0.4933, d0.dn_loss_iou: 0.6774, d1.dn_loss_cls: 0.0818, d1.dn_loss_bbox: 0.4061, d1.dn_loss_iou: 0.5616, d2.dn_loss_cls: 0.0743, d2.dn_loss_bbox: 0.3816, d2.dn_loss_iou: 0.5333, d3.dn_loss_cls: 0.0719, d3.dn_loss_bbox: 0.3776, d3.dn_loss_iou: 0.5292, d4.dn_loss_cls: 0.0720, d4.dn_loss_bbox: 0.3768, d4.dn_loss_iou: 0.5281, loss: 13.1078, grad_norm: 21.1418 2023-11-04 22:12:58,286 - mmdet - INFO - Epoch [2][1150/3665] lr: 5.563e-06, eta: 10:28:56, time: 0.953, data_time: 0.014, memory: 24742, interm_loss_cls: 0.3400, interm_loss_bbox: 0.2547, interm_loss_iou: 0.5543, loss_cls: 0.3017, loss_bbox: 0.1961, loss_iou: 0.4589, d0.loss_cls: 0.3661, d0.loss_bbox: 0.2095, d0.loss_iou: 0.4845, d1.loss_cls: 0.3371, d1.loss_bbox: 0.1986, d1.loss_iou: 0.4632, d2.loss_cls: 0.3118, d2.loss_bbox: 0.1959, d2.loss_iou: 0.4594, d3.loss_cls: 0.3015, d3.loss_bbox: 0.1967, d3.loss_iou: 0.4604, d4.loss_cls: 0.2996, d4.loss_bbox: 0.1972, d4.loss_iou: 0.4597, dn_loss_cls: 0.0761, dn_loss_bbox: 0.3980, dn_loss_iou: 0.5356, d0.dn_loss_cls: 0.1035, d0.dn_loss_bbox: 0.5162, d0.dn_loss_iou: 0.6814, d1.dn_loss_cls: 0.0839, d1.dn_loss_bbox: 0.4279, d1.dn_loss_iou: 0.5690, d2.dn_loss_cls: 0.0761, d2.dn_loss_bbox: 0.4035, d2.dn_loss_iou: 0.5410, d3.dn_loss_cls: 0.0737, d3.dn_loss_bbox: 0.3988, d3.dn_loss_iou: 0.5365, d4.dn_loss_cls: 0.0742, d4.dn_loss_bbox: 0.3980, d4.dn_loss_iou: 0.5354, loss: 13.4759, grad_norm: 22.5293 2023-11-04 22:13:44,892 - mmdet - INFO - Epoch [2][1200/3665] lr: 5.563e-06, eta: 10:27:56, time: 0.932, data_time: 0.014, memory: 24742, interm_loss_cls: 0.3371, interm_loss_bbox: 0.2567, interm_loss_iou: 0.5434, loss_cls: 0.2938, loss_bbox: 0.2008, loss_iou: 0.4455, d0.loss_cls: 0.3645, d0.loss_bbox: 0.2089, d0.loss_iou: 0.4669, d1.loss_cls: 0.3317, d1.loss_bbox: 0.2003, d1.loss_iou: 0.4473, d2.loss_cls: 0.3063, d2.loss_bbox: 0.1989, d2.loss_iou: 0.4444, d3.loss_cls: 0.2940, d3.loss_bbox: 0.2012, d3.loss_iou: 0.4471, d4.loss_cls: 0.2918, d4.loss_bbox: 0.2016, d4.loss_iou: 0.4467, dn_loss_cls: 0.0751, dn_loss_bbox: 0.3937, dn_loss_iou: 0.5215, d0.dn_loss_cls: 0.1034, d0.dn_loss_bbox: 0.5137, d0.dn_loss_iou: 0.6706, d1.dn_loss_cls: 0.0821, d1.dn_loss_bbox: 0.4253, d1.dn_loss_iou: 0.5560, d2.dn_loss_cls: 0.0750, d2.dn_loss_bbox: 0.3992, d2.dn_loss_iou: 0.5265, d3.dn_loss_cls: 0.0724, d3.dn_loss_bbox: 0.3945, d3.dn_loss_iou: 0.5224, d4.dn_loss_cls: 0.0730, d4.dn_loss_bbox: 0.3937, d4.dn_loss_iou: 0.5214, loss: 13.2486, grad_norm: 20.5735 2023-11-04 22:14:31,949 - mmdet - INFO - Epoch [2][1250/3665] lr: 5.563e-06, eta: 10:26:59, time: 0.941, data_time: 0.013, memory: 24742, interm_loss_cls: 0.3417, interm_loss_bbox: 0.2563, interm_loss_iou: 0.5562, loss_cls: 0.2988, loss_bbox: 0.1999, loss_iou: 0.4622, d0.loss_cls: 0.3642, d0.loss_bbox: 0.2099, d0.loss_iou: 0.4864, d1.loss_cls: 0.3342, d1.loss_bbox: 0.2016, d1.loss_iou: 0.4671, d2.loss_cls: 0.3090, d2.loss_bbox: 0.1997, d2.loss_iou: 0.4627, d3.loss_cls: 0.2992, d3.loss_bbox: 0.2003, d3.loss_iou: 0.4639, d4.loss_cls: 0.2966, d4.loss_bbox: 0.2005, d4.loss_iou: 0.4638, dn_loss_cls: 0.0747, dn_loss_bbox: 0.3824, dn_loss_iou: 0.5381, d0.dn_loss_cls: 0.1030, d0.dn_loss_bbox: 0.5009, d0.dn_loss_iou: 0.6851, d1.dn_loss_cls: 0.0824, d1.dn_loss_bbox: 0.4124, d1.dn_loss_iou: 0.5713, d2.dn_loss_cls: 0.0746, d2.dn_loss_bbox: 0.3878, d2.dn_loss_iou: 0.5432, d3.dn_loss_cls: 0.0719, d3.dn_loss_bbox: 0.3833, d3.dn_loss_iou: 0.5389, d4.dn_loss_cls: 0.0726, d4.dn_loss_bbox: 0.3824, d4.dn_loss_iou: 0.5379, loss: 13.4168, grad_norm: 19.9558 2023-11-04 22:15:19,134 - mmdet - INFO - Epoch [2][1300/3665] lr: 5.563e-06, eta: 10:26:03, time: 0.944, data_time: 0.013, memory: 24742, interm_loss_cls: 0.3301, interm_loss_bbox: 0.2520, interm_loss_iou: 0.5555, loss_cls: 0.2811, loss_bbox: 0.1947, loss_iou: 0.4619, d0.loss_cls: 0.3529, d0.loss_bbox: 0.2047, d0.loss_iou: 0.4834, d1.loss_cls: 0.3180, d1.loss_bbox: 0.1977, d1.loss_iou: 0.4646, d2.loss_cls: 0.2944, d2.loss_bbox: 0.1934, d2.loss_iou: 0.4608, d3.loss_cls: 0.2833, d3.loss_bbox: 0.1946, d3.loss_iou: 0.4617, d4.loss_cls: 0.2805, d4.loss_bbox: 0.1945, d4.loss_iou: 0.4621, dn_loss_cls: 0.0706, dn_loss_bbox: 0.3691, dn_loss_iou: 0.5273, d0.dn_loss_cls: 0.0997, d0.dn_loss_bbox: 0.4807, d0.dn_loss_iou: 0.6716, d1.dn_loss_cls: 0.0791, d1.dn_loss_bbox: 0.3965, d1.dn_loss_iou: 0.5593, d2.dn_loss_cls: 0.0716, d2.dn_loss_bbox: 0.3740, d2.dn_loss_iou: 0.5321, d3.dn_loss_cls: 0.0687, d3.dn_loss_bbox: 0.3699, d3.dn_loss_iou: 0.5282, d4.dn_loss_cls: 0.0688, d4.dn_loss_bbox: 0.3691, d4.dn_loss_iou: 0.5272, loss: 13.0854, grad_norm: 23.5959 2023-11-04 22:16:08,424 - mmdet - INFO - Epoch [2][1350/3665] lr: 5.563e-06, eta: 10:25:24, time: 0.986, data_time: 0.021, memory: 24742, interm_loss_cls: 0.3295, interm_loss_bbox: 0.2522, interm_loss_iou: 0.5429, loss_cls: 0.2828, loss_bbox: 0.1993, loss_iou: 0.4523, d0.loss_cls: 0.3534, d0.loss_bbox: 0.2061, d0.loss_iou: 0.4744, d1.loss_cls: 0.3200, d1.loss_bbox: 0.2002, d1.loss_iou: 0.4559, d2.loss_cls: 0.2966, d2.loss_bbox: 0.1972, d2.loss_iou: 0.4518, d3.loss_cls: 0.2852, d3.loss_bbox: 0.1985, d3.loss_iou: 0.4526, d4.loss_cls: 0.2825, d4.loss_bbox: 0.1988, d4.loss_iou: 0.4531, dn_loss_cls: 0.0714, dn_loss_bbox: 0.3851, dn_loss_iou: 0.5226, d0.dn_loss_cls: 0.1009, d0.dn_loss_bbox: 0.5025, d0.dn_loss_iou: 0.6657, d1.dn_loss_cls: 0.0797, d1.dn_loss_bbox: 0.4149, d1.dn_loss_iou: 0.5547, d2.dn_loss_cls: 0.0719, d2.dn_loss_bbox: 0.3904, d2.dn_loss_iou: 0.5274, d3.dn_loss_cls: 0.0696, d3.dn_loss_bbox: 0.3860, d3.dn_loss_iou: 0.5236, d4.dn_loss_cls: 0.0699, d4.dn_loss_bbox: 0.3851, d4.dn_loss_iou: 0.5225, loss: 13.1291, grad_norm: 22.0103 2023-11-04 22:16:57,971 - mmdet - INFO - Epoch [2][1400/3665] lr: 5.563e-06, eta: 10:24:46, time: 0.991, data_time: 0.017, memory: 24742, interm_loss_cls: 0.3323, interm_loss_bbox: 0.2487, interm_loss_iou: 0.5354, loss_cls: 0.2845, loss_bbox: 0.1965, loss_iou: 0.4427, d0.loss_cls: 0.3529, d0.loss_bbox: 0.2051, d0.loss_iou: 0.4643, d1.loss_cls: 0.3221, d1.loss_bbox: 0.1979, d1.loss_iou: 0.4458, d2.loss_cls: 0.2971, d2.loss_bbox: 0.1953, d2.loss_iou: 0.4415, d3.loss_cls: 0.2871, d3.loss_bbox: 0.1961, d3.loss_iou: 0.4426, d4.loss_cls: 0.2839, d4.loss_bbox: 0.1969, d4.loss_iou: 0.4434, dn_loss_cls: 0.0715, dn_loss_bbox: 0.3982, dn_loss_iou: 0.5177, d0.dn_loss_cls: 0.1008, d0.dn_loss_bbox: 0.5202, d0.dn_loss_iou: 0.6653, d1.dn_loss_cls: 0.0798, d1.dn_loss_bbox: 0.4291, d1.dn_loss_iou: 0.5510, d2.dn_loss_cls: 0.0720, d2.dn_loss_bbox: 0.4037, d2.dn_loss_iou: 0.5230, d3.dn_loss_cls: 0.0696, d3.dn_loss_bbox: 0.3991, d3.dn_loss_iou: 0.5187, d4.dn_loss_cls: 0.0698, d4.dn_loss_bbox: 0.3982, d4.dn_loss_iou: 0.5176, loss: 13.1175, grad_norm: 21.3992 2023-11-04 22:17:44,783 - mmdet - INFO - Epoch [2][1450/3665] lr: 5.563e-06, eta: 10:23:48, time: 0.936, data_time: 0.012, memory: 24742, interm_loss_cls: 0.3301, interm_loss_bbox: 0.2477, interm_loss_iou: 0.5394, loss_cls: 0.2850, loss_bbox: 0.1959, loss_iou: 0.4520, d0.loss_cls: 0.3500, d0.loss_bbox: 0.2065, d0.loss_iou: 0.4758, d1.loss_cls: 0.3176, d1.loss_bbox: 0.2006, d1.loss_iou: 0.4588, d2.loss_cls: 0.2933, d2.loss_bbox: 0.1967, d2.loss_iou: 0.4544, d3.loss_cls: 0.2837, d3.loss_bbox: 0.1961, d3.loss_iou: 0.4537, d4.loss_cls: 0.2823, d4.loss_bbox: 0.1965, d4.loss_iou: 0.4540, dn_loss_cls: 0.0701, dn_loss_bbox: 0.3810, dn_loss_iou: 0.5141, d0.dn_loss_cls: 0.0987, d0.dn_loss_bbox: 0.5009, d0.dn_loss_iou: 0.6606, d1.dn_loss_cls: 0.0788, d1.dn_loss_bbox: 0.4130, d1.dn_loss_iou: 0.5482, d2.dn_loss_cls: 0.0705, d2.dn_loss_bbox: 0.3871, d2.dn_loss_iou: 0.5200, d3.dn_loss_cls: 0.0679, d3.dn_loss_bbox: 0.3819, d3.dn_loss_iou: 0.5151, d4.dn_loss_cls: 0.0682, d4.dn_loss_bbox: 0.3809, d4.dn_loss_iou: 0.5140, loss: 13.0413, grad_norm: 20.4908 2023-11-04 22:18:31,462 - mmdet - INFO - Epoch [2][1500/3665] lr: 5.563e-06, eta: 10:22:49, time: 0.934, data_time: 0.013, memory: 24742, interm_loss_cls: 0.3284, interm_loss_bbox: 0.2583, interm_loss_iou: 0.5506, loss_cls: 0.2811, loss_bbox: 0.1965, loss_iou: 0.4539, d0.loss_cls: 0.3500, d0.loss_bbox: 0.2090, d0.loss_iou: 0.4775, d1.loss_cls: 0.3167, d1.loss_bbox: 0.2000, d1.loss_iou: 0.4582, d2.loss_cls: 0.2903, d2.loss_bbox: 0.1968, d2.loss_iou: 0.4540, d3.loss_cls: 0.2821, d3.loss_bbox: 0.1967, d3.loss_iou: 0.4551, d4.loss_cls: 0.2804, d4.loss_bbox: 0.1964, d4.loss_iou: 0.4548, dn_loss_cls: 0.0695, dn_loss_bbox: 0.3885, dn_loss_iou: 0.5216, d0.dn_loss_cls: 0.0995, d0.dn_loss_bbox: 0.5038, d0.dn_loss_iou: 0.6690, d1.dn_loss_cls: 0.0787, d1.dn_loss_bbox: 0.4186, d1.dn_loss_iou: 0.5545, d2.dn_loss_cls: 0.0707, d2.dn_loss_bbox: 0.3929, d2.dn_loss_iou: 0.5259, d3.dn_loss_cls: 0.0679, d3.dn_loss_bbox: 0.3889, d3.dn_loss_iou: 0.5222, d4.dn_loss_cls: 0.0680, d4.dn_loss_bbox: 0.3884, d4.dn_loss_iou: 0.5214, loss: 13.1367, grad_norm: 23.4301 2023-11-04 22:19:18,407 - mmdet - INFO - Epoch [2][1550/3665] lr: 5.563e-06, eta: 10:21:52, time: 0.939, data_time: 0.013, memory: 24742, interm_loss_cls: 0.3323, interm_loss_bbox: 0.2480, interm_loss_iou: 0.5375, loss_cls: 0.2837, loss_bbox: 0.1940, loss_iou: 0.4461, d0.loss_cls: 0.3546, d0.loss_bbox: 0.2040, d0.loss_iou: 0.4677, d1.loss_cls: 0.3203, d1.loss_bbox: 0.1968, d1.loss_iou: 0.4527, d2.loss_cls: 0.2929, d2.loss_bbox: 0.1959, d2.loss_iou: 0.4486, d3.loss_cls: 0.2842, d3.loss_bbox: 0.1948, d3.loss_iou: 0.4481, d4.loss_cls: 0.2814, d4.loss_bbox: 0.1949, d4.loss_iou: 0.4480, dn_loss_cls: 0.0713, dn_loss_bbox: 0.3891, dn_loss_iou: 0.5213, d0.dn_loss_cls: 0.1004, d0.dn_loss_bbox: 0.5076, d0.dn_loss_iou: 0.6659, d1.dn_loss_cls: 0.0790, d1.dn_loss_bbox: 0.4200, d1.dn_loss_iou: 0.5543, d2.dn_loss_cls: 0.0712, d2.dn_loss_bbox: 0.3945, d2.dn_loss_iou: 0.5262, d3.dn_loss_cls: 0.0688, d3.dn_loss_bbox: 0.3900, d3.dn_loss_iou: 0.5222, d4.dn_loss_cls: 0.0692, d4.dn_loss_bbox: 0.3891, d4.dn_loss_iou: 0.5212, loss: 13.0878, grad_norm: 20.2230 2023-11-04 22:20:05,484 - mmdet - INFO - Epoch [2][1600/3665] lr: 5.563e-06, eta: 10:20:56, time: 0.942, data_time: 0.013, memory: 24742, interm_loss_cls: 0.3267, interm_loss_bbox: 0.2437, interm_loss_iou: 0.5409, loss_cls: 0.2782, loss_bbox: 0.1940, loss_iou: 0.4520, d0.loss_cls: 0.3464, d0.loss_bbox: 0.2012, d0.loss_iou: 0.4714, d1.loss_cls: 0.3149, d1.loss_bbox: 0.1947, d1.loss_iou: 0.4546, d2.loss_cls: 0.2887, d2.loss_bbox: 0.1935, d2.loss_iou: 0.4525, d3.loss_cls: 0.2785, d3.loss_bbox: 0.1943, d3.loss_iou: 0.4533, d4.loss_cls: 0.2771, d4.loss_bbox: 0.1942, d4.loss_iou: 0.4534, dn_loss_cls: 0.0698, dn_loss_bbox: 0.3691, dn_loss_iou: 0.5225, d0.dn_loss_cls: 0.0970, d0.dn_loss_bbox: 0.4820, d0.dn_loss_iou: 0.6651, d1.dn_loss_cls: 0.0766, d1.dn_loss_bbox: 0.3966, d1.dn_loss_iou: 0.5535, d2.dn_loss_cls: 0.0699, d2.dn_loss_bbox: 0.3735, d2.dn_loss_iou: 0.5265, d3.dn_loss_cls: 0.0675, d3.dn_loss_bbox: 0.3698, d3.dn_loss_iou: 0.5230, d4.dn_loss_cls: 0.0680, d4.dn_loss_bbox: 0.3690, d4.dn_loss_iou: 0.5223, loss: 12.9258, grad_norm: 22.9408 2023-11-04 22:20:53,406 - mmdet - INFO - Epoch [2][1650/3665] lr: 5.563e-06, eta: 10:20:06, time: 0.958, data_time: 0.019, memory: 24742, interm_loss_cls: 0.3259, interm_loss_bbox: 0.2394, interm_loss_iou: 0.5302, loss_cls: 0.2794, loss_bbox: 0.1912, loss_iou: 0.4481, d0.loss_cls: 0.3463, d0.loss_bbox: 0.2010, d0.loss_iou: 0.4682, d1.loss_cls: 0.3134, d1.loss_bbox: 0.1941, d1.loss_iou: 0.4521, d2.loss_cls: 0.2909, d2.loss_bbox: 0.1917, d2.loss_iou: 0.4485, d3.loss_cls: 0.2813, d3.loss_bbox: 0.1916, d3.loss_iou: 0.4494, d4.loss_cls: 0.2786, d4.loss_bbox: 0.1913, d4.loss_iou: 0.4487, dn_loss_cls: 0.0694, dn_loss_bbox: 0.3725, dn_loss_iou: 0.5095, d0.dn_loss_cls: 0.0983, d0.dn_loss_bbox: 0.4889, d0.dn_loss_iou: 0.6507, d1.dn_loss_cls: 0.0775, d1.dn_loss_bbox: 0.4031, d1.dn_loss_iou: 0.5415, d2.dn_loss_cls: 0.0702, d2.dn_loss_bbox: 0.3775, d2.dn_loss_iou: 0.5141, d3.dn_loss_cls: 0.0675, d3.dn_loss_bbox: 0.3733, d3.dn_loss_iou: 0.5101, d4.dn_loss_cls: 0.0678, d4.dn_loss_bbox: 0.3725, d4.dn_loss_iou: 0.5094, loss: 12.8351, grad_norm: 20.5774 2023-11-04 22:21:44,575 - mmdet - INFO - Epoch [2][1700/3665] lr: 5.563e-06, eta: 10:19:40, time: 1.023, data_time: 0.020, memory: 24742, interm_loss_cls: 0.3263, interm_loss_bbox: 0.2448, interm_loss_iou: 0.5339, loss_cls: 0.2799, loss_bbox: 0.1950, loss_iou: 0.4475, d0.loss_cls: 0.3482, d0.loss_bbox: 0.2065, d0.loss_iou: 0.4724, d1.loss_cls: 0.3151, d1.loss_bbox: 0.1976, d1.loss_iou: 0.4523, d2.loss_cls: 0.2923, d2.loss_bbox: 0.1942, d2.loss_iou: 0.4473, d3.loss_cls: 0.2812, d3.loss_bbox: 0.1952, d3.loss_iou: 0.4485, d4.loss_cls: 0.2794, d4.loss_bbox: 0.1951, d4.loss_iou: 0.4486, dn_loss_cls: 0.0678, dn_loss_bbox: 0.3686, dn_loss_iou: 0.5128, d0.dn_loss_cls: 0.0983, d0.dn_loss_bbox: 0.4864, d0.dn_loss_iou: 0.6565, d1.dn_loss_cls: 0.0762, d1.dn_loss_bbox: 0.3996, d1.dn_loss_iou: 0.5450, d2.dn_loss_cls: 0.0684, d2.dn_loss_bbox: 0.3735, d2.dn_loss_iou: 0.5174, d3.dn_loss_cls: 0.0657, d3.dn_loss_bbox: 0.3692, d3.dn_loss_iou: 0.5136, d4.dn_loss_cls: 0.0658, d4.dn_loss_bbox: 0.3686, d4.dn_loss_iou: 0.5127, loss: 12.8673, grad_norm: 20.7485 2023-11-04 22:22:32,543 - mmdet - INFO - Epoch [2][1750/3665] lr: 5.563e-06, eta: 10:18:51, time: 0.960, data_time: 0.016, memory: 24742, interm_loss_cls: 0.3235, interm_loss_bbox: 0.2427, interm_loss_iou: 0.5305, loss_cls: 0.2759, loss_bbox: 0.1937, loss_iou: 0.4473, d0.loss_cls: 0.3457, d0.loss_bbox: 0.2035, d0.loss_iou: 0.4669, d1.loss_cls: 0.3080, d1.loss_bbox: 0.1977, d1.loss_iou: 0.4518, d2.loss_cls: 0.2855, d2.loss_bbox: 0.1936, d2.loss_iou: 0.4470, d3.loss_cls: 0.2764, d3.loss_bbox: 0.1943, d3.loss_iou: 0.4479, d4.loss_cls: 0.2750, d4.loss_bbox: 0.1943, d4.loss_iou: 0.4476, dn_loss_cls: 0.0686, dn_loss_bbox: 0.3834, dn_loss_iou: 0.5088, d0.dn_loss_cls: 0.0980, d0.dn_loss_bbox: 0.5048, d0.dn_loss_iou: 0.6520, d1.dn_loss_cls: 0.0771, d1.dn_loss_bbox: 0.4148, d1.dn_loss_iou: 0.5416, d2.dn_loss_cls: 0.0692, d2.dn_loss_bbox: 0.3887, d2.dn_loss_iou: 0.5136, d3.dn_loss_cls: 0.0666, d3.dn_loss_bbox: 0.3840, d3.dn_loss_iou: 0.5097, d4.dn_loss_cls: 0.0671, d4.dn_loss_bbox: 0.3833, d4.dn_loss_iou: 0.5087, loss: 12.8887, grad_norm: 21.8362 2023-11-04 22:23:18,941 - mmdet - INFO - Epoch [2][1800/3665] lr: 5.563e-06, eta: 10:17:50, time: 0.928, data_time: 0.013, memory: 24742, interm_loss_cls: 0.3274, interm_loss_bbox: 0.2470, interm_loss_iou: 0.5328, loss_cls: 0.2808, loss_bbox: 0.1923, loss_iou: 0.4401, d0.loss_cls: 0.3465, d0.loss_bbox: 0.2034, d0.loss_iou: 0.4641, d1.loss_cls: 0.3153, d1.loss_bbox: 0.1958, d1.loss_iou: 0.4463, d2.loss_cls: 0.2926, d2.loss_bbox: 0.1928, d2.loss_iou: 0.4405, d3.loss_cls: 0.2810, d3.loss_bbox: 0.1931, d3.loss_iou: 0.4414, d4.loss_cls: 0.2797, d4.loss_bbox: 0.1925, d4.loss_iou: 0.4409, dn_loss_cls: 0.0665, dn_loss_bbox: 0.3796, dn_loss_iou: 0.5028, d0.dn_loss_cls: 0.0968, d0.dn_loss_bbox: 0.5020, d0.dn_loss_iou: 0.6484, d1.dn_loss_cls: 0.0752, d1.dn_loss_bbox: 0.4111, d1.dn_loss_iou: 0.5350, d2.dn_loss_cls: 0.0679, d2.dn_loss_bbox: 0.3847, d2.dn_loss_iou: 0.5080, d3.dn_loss_cls: 0.0653, d3.dn_loss_bbox: 0.3801, d3.dn_loss_iou: 0.5038, d4.dn_loss_cls: 0.0652, d4.dn_loss_bbox: 0.3796, d4.dn_loss_iou: 0.5027, loss: 12.8210, grad_norm: 21.2036 2023-11-04 22:24:06,048 - mmdet - INFO - Epoch [2][1850/3665] lr: 5.563e-06, eta: 10:16:55, time: 0.942, data_time: 0.014, memory: 24742, interm_loss_cls: 0.3337, interm_loss_bbox: 0.2463, interm_loss_iou: 0.5472, loss_cls: 0.2880, loss_bbox: 0.1935, loss_iou: 0.4585, d0.loss_cls: 0.3508, d0.loss_bbox: 0.2055, d0.loss_iou: 0.4816, d1.loss_cls: 0.3202, d1.loss_bbox: 0.1975, d1.loss_iou: 0.4625, d2.loss_cls: 0.2978, d2.loss_bbox: 0.1944, d2.loss_iou: 0.4581, d3.loss_cls: 0.2871, d3.loss_bbox: 0.1945, d3.loss_iou: 0.4597, d4.loss_cls: 0.2862, d4.loss_bbox: 0.1943, d4.loss_iou: 0.4598, dn_loss_cls: 0.0706, dn_loss_bbox: 0.3751, dn_loss_iou: 0.5201, d0.dn_loss_cls: 0.0990, d0.dn_loss_bbox: 0.4862, d0.dn_loss_iou: 0.6593, d1.dn_loss_cls: 0.0779, d1.dn_loss_bbox: 0.4017, d1.dn_loss_iou: 0.5499, d2.dn_loss_cls: 0.0707, d2.dn_loss_bbox: 0.3793, d2.dn_loss_iou: 0.5243, d3.dn_loss_cls: 0.0687, d3.dn_loss_bbox: 0.3756, d3.dn_loss_iou: 0.5209, d4.dn_loss_cls: 0.0689, d4.dn_loss_bbox: 0.3750, d4.dn_loss_iou: 0.5200, loss: 13.0603, grad_norm: 21.6126 2023-11-04 22:24:57,274 - mmdet - INFO - Epoch [2][1900/3665] lr: 5.563e-06, eta: 10:16:28, time: 1.024, data_time: 0.026, memory: 24742, interm_loss_cls: 0.3272, interm_loss_bbox: 0.2376, interm_loss_iou: 0.5287, loss_cls: 0.2759, loss_bbox: 0.1906, loss_iou: 0.4438, d0.loss_cls: 0.3462, d0.loss_bbox: 0.1960, d0.loss_iou: 0.4633, d1.loss_cls: 0.3102, d1.loss_bbox: 0.1925, d1.loss_iou: 0.4482, d2.loss_cls: 0.2866, d2.loss_bbox: 0.1897, d2.loss_iou: 0.4447, d3.loss_cls: 0.2774, d3.loss_bbox: 0.1904, d3.loss_iou: 0.4443, d4.loss_cls: 0.2757, d4.loss_bbox: 0.1903, d4.loss_iou: 0.4442, dn_loss_cls: 0.0675, dn_loss_bbox: 0.3627, dn_loss_iou: 0.5075, d0.dn_loss_cls: 0.0969, d0.dn_loss_bbox: 0.4762, d0.dn_loss_iou: 0.6496, d1.dn_loss_cls: 0.0755, d1.dn_loss_bbox: 0.3902, d1.dn_loss_iou: 0.5376, d2.dn_loss_cls: 0.0678, d2.dn_loss_bbox: 0.3671, d2.dn_loss_iou: 0.5120, d3.dn_loss_cls: 0.0653, d3.dn_loss_bbox: 0.3632, d3.dn_loss_iou: 0.5081, d4.dn_loss_cls: 0.0658, d4.dn_loss_bbox: 0.3626, d4.dn_loss_iou: 0.5075, loss: 12.6867, grad_norm: 20.5726 2023-11-04 22:25:45,724 - mmdet - INFO - Epoch [2][1950/3665] lr: 5.563e-06, eta: 10:15:42, time: 0.969, data_time: 0.018, memory: 24742, interm_loss_cls: 0.3217, interm_loss_bbox: 0.2466, interm_loss_iou: 0.5378, loss_cls: 0.2761, loss_bbox: 0.1961, loss_iou: 0.4549, d0.loss_cls: 0.3403, d0.loss_bbox: 0.2057, d0.loss_iou: 0.4722, d1.loss_cls: 0.3106, d1.loss_bbox: 0.1993, d1.loss_iou: 0.4577, d2.loss_cls: 0.2866, d2.loss_bbox: 0.1969, d2.loss_iou: 0.4557, d3.loss_cls: 0.2769, d3.loss_bbox: 0.1965, d3.loss_iou: 0.4556, d4.loss_cls: 0.2743, d4.loss_bbox: 0.1970, d4.loss_iou: 0.4558, dn_loss_cls: 0.0664, dn_loss_bbox: 0.3800, dn_loss_iou: 0.5152, d0.dn_loss_cls: 0.0976, d0.dn_loss_bbox: 0.5007, d0.dn_loss_iou: 0.6570, d1.dn_loss_cls: 0.0758, d1.dn_loss_bbox: 0.4113, d1.dn_loss_iou: 0.5464, d2.dn_loss_cls: 0.0677, d2.dn_loss_bbox: 0.3849, d2.dn_loss_iou: 0.5200, d3.dn_loss_cls: 0.0650, d3.dn_loss_bbox: 0.3807, d3.dn_loss_iou: 0.5160, d4.dn_loss_cls: 0.0647, d4.dn_loss_bbox: 0.3799, d4.dn_loss_iou: 0.5151, loss: 12.9583, grad_norm: 19.5378 2023-11-04 22:26:32,241 - mmdet - INFO - Epoch [2][2000/3665] lr: 5.563e-06, eta: 10:14:43, time: 0.930, data_time: 0.013, memory: 24742, interm_loss_cls: 0.3228, interm_loss_bbox: 0.2470, interm_loss_iou: 0.5212, loss_cls: 0.2742, loss_bbox: 0.1954, loss_iou: 0.4382, d0.loss_cls: 0.3455, d0.loss_bbox: 0.2042, d0.loss_iou: 0.4559, d1.loss_cls: 0.3108, d1.loss_bbox: 0.1976, d1.loss_iou: 0.4412, d2.loss_cls: 0.2856, d2.loss_bbox: 0.1943, d2.loss_iou: 0.4364, d3.loss_cls: 0.2755, d3.loss_bbox: 0.1949, d3.loss_iou: 0.4384, d4.loss_cls: 0.2735, d4.loss_bbox: 0.1949, d4.loss_iou: 0.4389, dn_loss_cls: 0.0670, dn_loss_bbox: 0.3791, dn_loss_iou: 0.4984, d0.dn_loss_cls: 0.0967, d0.dn_loss_bbox: 0.5019, d0.dn_loss_iou: 0.6414, d1.dn_loss_cls: 0.0748, d1.dn_loss_bbox: 0.4101, d1.dn_loss_iou: 0.5300, d2.dn_loss_cls: 0.0671, d2.dn_loss_bbox: 0.3843, d2.dn_loss_iou: 0.5028, d3.dn_loss_cls: 0.0646, d3.dn_loss_bbox: 0.3800, d3.dn_loss_iou: 0.4992, d4.dn_loss_cls: 0.0652, d4.dn_loss_bbox: 0.3791, d4.dn_loss_iou: 0.4982, loss: 12.7259, grad_norm: 21.1032 2023-11-04 22:27:18,765 - mmdet - INFO - Epoch [2][2050/3665] lr: 5.563e-06, eta: 10:13:44, time: 0.930, data_time: 0.014, memory: 24742, interm_loss_cls: 0.3303, interm_loss_bbox: 0.2440, interm_loss_iou: 0.5417, loss_cls: 0.2890, loss_bbox: 0.1925, loss_iou: 0.4568, d0.loss_cls: 0.3497, d0.loss_bbox: 0.2041, d0.loss_iou: 0.4799, d1.loss_cls: 0.3211, d1.loss_bbox: 0.1956, d1.loss_iou: 0.4612, d2.loss_cls: 0.2985, d2.loss_bbox: 0.1925, d2.loss_iou: 0.4576, d3.loss_cls: 0.2887, d3.loss_bbox: 0.1931, d3.loss_iou: 0.4585, d4.loss_cls: 0.2876, d4.loss_bbox: 0.1931, d4.loss_iou: 0.4580, dn_loss_cls: 0.0699, dn_loss_bbox: 0.3814, dn_loss_iou: 0.5116, d0.dn_loss_cls: 0.0983, d0.dn_loss_bbox: 0.4973, d0.dn_loss_iou: 0.6561, d1.dn_loss_cls: 0.0772, d1.dn_loss_bbox: 0.4105, d1.dn_loss_iou: 0.5439, d2.dn_loss_cls: 0.0699, d2.dn_loss_bbox: 0.3866, d2.dn_loss_iou: 0.5165, d3.dn_loss_cls: 0.0677, d3.dn_loss_bbox: 0.3820, d3.dn_loss_iou: 0.5124, d4.dn_loss_cls: 0.0680, d4.dn_loss_bbox: 0.3814, d4.dn_loss_iou: 0.5115, loss: 13.0357, grad_norm: 20.5797 2023-11-04 22:28:06,759 - mmdet - INFO - Epoch [2][2100/3665] lr: 5.563e-06, eta: 10:12:55, time: 0.960, data_time: 0.013, memory: 24742, interm_loss_cls: 0.3266, interm_loss_bbox: 0.2459, interm_loss_iou: 0.5234, loss_cls: 0.2802, loss_bbox: 0.1925, loss_iou: 0.4392, d0.loss_cls: 0.3481, d0.loss_bbox: 0.2040, d0.loss_iou: 0.4601, d1.loss_cls: 0.3160, d1.loss_bbox: 0.1948, d1.loss_iou: 0.4428, d2.loss_cls: 0.2906, d2.loss_bbox: 0.1938, d2.loss_iou: 0.4392, d3.loss_cls: 0.2817, d3.loss_bbox: 0.1929, d3.loss_iou: 0.4403, d4.loss_cls: 0.2795, d4.loss_bbox: 0.1925, d4.loss_iou: 0.4405, dn_loss_cls: 0.0693, dn_loss_bbox: 0.3916, dn_loss_iou: 0.5074, d0.dn_loss_cls: 0.0988, d0.dn_loss_bbox: 0.5133, d0.dn_loss_iou: 0.6530, d1.dn_loss_cls: 0.0771, d1.dn_loss_bbox: 0.4213, d1.dn_loss_iou: 0.5396, d2.dn_loss_cls: 0.0698, d2.dn_loss_bbox: 0.3962, d2.dn_loss_iou: 0.5120, d3.dn_loss_cls: 0.0673, d3.dn_loss_bbox: 0.3924, d3.dn_loss_iou: 0.5082, d4.dn_loss_cls: 0.0678, d4.dn_loss_bbox: 0.3916, d4.dn_loss_iou: 0.5073, loss: 12.9087, grad_norm: 21.6616 2023-11-04 22:28:56,774 - mmdet - INFO - Epoch [2][2150/3665] lr: 5.563e-06, eta: 10:12:20, time: 1.000, data_time: 0.023, memory: 24742, interm_loss_cls: 0.3201, interm_loss_bbox: 0.2397, interm_loss_iou: 0.5314, loss_cls: 0.2710, loss_bbox: 0.1910, loss_iou: 0.4490, d0.loss_cls: 0.3437, d0.loss_bbox: 0.1991, d0.loss_iou: 0.4682, d1.loss_cls: 0.3086, d1.loss_bbox: 0.1924, d1.loss_iou: 0.4510, d2.loss_cls: 0.2815, d2.loss_bbox: 0.1917, d2.loss_iou: 0.4493, d3.loss_cls: 0.2718, d3.loss_bbox: 0.1908, d3.loss_iou: 0.4503, d4.loss_cls: 0.2696, d4.loss_bbox: 0.1915, d4.loss_iou: 0.4505, dn_loss_cls: 0.0668, dn_loss_bbox: 0.3692, dn_loss_iou: 0.5088, d0.dn_loss_cls: 0.0963, d0.dn_loss_bbox: 0.4818, d0.dn_loss_iou: 0.6510, d1.dn_loss_cls: 0.0752, d1.dn_loss_bbox: 0.3964, d1.dn_loss_iou: 0.5396, d2.dn_loss_cls: 0.0675, d2.dn_loss_bbox: 0.3739, d2.dn_loss_iou: 0.5133, d3.dn_loss_cls: 0.0649, d3.dn_loss_bbox: 0.3698, d3.dn_loss_iou: 0.5096, d4.dn_loss_cls: 0.0652, d4.dn_loss_bbox: 0.3691, d4.dn_loss_iou: 0.5087, loss: 12.7392, grad_norm: 20.4382 2023-11-04 22:29:46,255 - mmdet - INFO - Epoch [2][2200/3665] lr: 5.563e-06, eta: 10:11:40, time: 0.990, data_time: 0.018, memory: 24742, interm_loss_cls: 0.3229, interm_loss_bbox: 0.2418, interm_loss_iou: 0.5284, loss_cls: 0.2805, loss_bbox: 0.1932, loss_iou: 0.4429, d0.loss_cls: 0.3445, d0.loss_bbox: 0.2013, d0.loss_iou: 0.4632, d1.loss_cls: 0.3138, d1.loss_bbox: 0.1949, d1.loss_iou: 0.4462, d2.loss_cls: 0.2916, d2.loss_bbox: 0.1921, d2.loss_iou: 0.4425, d3.loss_cls: 0.2820, d3.loss_bbox: 0.1937, d3.loss_iou: 0.4440, d4.loss_cls: 0.2791, d4.loss_bbox: 0.1939, d4.loss_iou: 0.4438, dn_loss_cls: 0.0662, dn_loss_bbox: 0.3709, dn_loss_iou: 0.5067, d0.dn_loss_cls: 0.0964, d0.dn_loss_bbox: 0.4848, d0.dn_loss_iou: 0.6450, d1.dn_loss_cls: 0.0744, d1.dn_loss_bbox: 0.3994, d1.dn_loss_iou: 0.5376, d2.dn_loss_cls: 0.0666, d2.dn_loss_bbox: 0.3757, d2.dn_loss_iou: 0.5111, d3.dn_loss_cls: 0.0643, d3.dn_loss_bbox: 0.3715, d3.dn_loss_iou: 0.5074, d4.dn_loss_cls: 0.0645, d4.dn_loss_bbox: 0.3709, d4.dn_loss_iou: 0.5066, loss: 12.7563, grad_norm: 23.1323 2023-11-04 22:30:32,979 - mmdet - INFO - Epoch [2][2250/3665] lr: 5.563e-06, eta: 10:10:43, time: 0.934, data_time: 0.015, memory: 24742, interm_loss_cls: 0.3177, interm_loss_bbox: 0.2380, interm_loss_iou: 0.5299, loss_cls: 0.2723, loss_bbox: 0.1872, loss_iou: 0.4466, d0.loss_cls: 0.3394, d0.loss_bbox: 0.1965, d0.loss_iou: 0.4656, d1.loss_cls: 0.3067, d1.loss_bbox: 0.1891, d1.loss_iou: 0.4487, d2.loss_cls: 0.2851, d2.loss_bbox: 0.1861, d2.loss_iou: 0.4455, d3.loss_cls: 0.2744, d3.loss_bbox: 0.1872, d3.loss_iou: 0.4474, d4.loss_cls: 0.2713, d4.loss_bbox: 0.1878, d4.loss_iou: 0.4479, dn_loss_cls: 0.0654, dn_loss_bbox: 0.3637, dn_loss_iou: 0.5047, d0.dn_loss_cls: 0.0941, d0.dn_loss_bbox: 0.4800, d0.dn_loss_iou: 0.6446, d1.dn_loss_cls: 0.0730, d1.dn_loss_bbox: 0.3916, d1.dn_loss_iou: 0.5347, d2.dn_loss_cls: 0.0658, d2.dn_loss_bbox: 0.3680, d2.dn_loss_iou: 0.5085, d3.dn_loss_cls: 0.0634, d3.dn_loss_bbox: 0.3643, d3.dn_loss_iou: 0.5053, d4.dn_loss_cls: 0.0638, d4.dn_loss_bbox: 0.3637, d4.dn_loss_iou: 0.5045, loss: 12.6296, grad_norm: 21.1287 2023-11-04 22:31:20,267 - mmdet - INFO - Epoch [2][2300/3665] lr: 5.563e-06, eta: 10:09:49, time: 0.946, data_time: 0.013, memory: 24742, interm_loss_cls: 0.3233, interm_loss_bbox: 0.2346, interm_loss_iou: 0.5212, loss_cls: 0.2754, loss_bbox: 0.1870, loss_iou: 0.4396, d0.loss_cls: 0.3428, d0.loss_bbox: 0.1967, d0.loss_iou: 0.4601, d1.loss_cls: 0.3117, d1.loss_bbox: 0.1890, d1.loss_iou: 0.4424, d2.loss_cls: 0.2857, d2.loss_bbox: 0.1870, d2.loss_iou: 0.4392, d3.loss_cls: 0.2759, d3.loss_bbox: 0.1887, d3.loss_iou: 0.4418, d4.loss_cls: 0.2745, d4.loss_bbox: 0.1879, d4.loss_iou: 0.4410, dn_loss_cls: 0.0680, dn_loss_bbox: 0.3512, dn_loss_iou: 0.5092, d0.dn_loss_cls: 0.0967, d0.dn_loss_bbox: 0.4612, d0.dn_loss_iou: 0.6468, d1.dn_loss_cls: 0.0757, d1.dn_loss_bbox: 0.3775, d1.dn_loss_iou: 0.5389, d2.dn_loss_cls: 0.0682, d2.dn_loss_bbox: 0.3545, d2.dn_loss_iou: 0.5129, d3.dn_loss_cls: 0.0659, d3.dn_loss_bbox: 0.3518, d3.dn_loss_iou: 0.5099, d4.dn_loss_cls: 0.0665, d4.dn_loss_bbox: 0.3512, d4.dn_loss_iou: 0.5091, loss: 12.5607, grad_norm: 21.4798 2023-11-04 22:32:07,511 - mmdet - INFO - Epoch [2][2350/3665] lr: 5.563e-06, eta: 10:08:56, time: 0.945, data_time: 0.013, memory: 24742, interm_loss_cls: 0.3223, interm_loss_bbox: 0.2435, interm_loss_iou: 0.5342, loss_cls: 0.2779, loss_bbox: 0.1910, loss_iou: 0.4401, d0.loss_cls: 0.3451, d0.loss_bbox: 0.2000, d0.loss_iou: 0.4642, d1.loss_cls: 0.3114, d1.loss_bbox: 0.1934, d1.loss_iou: 0.4455, d2.loss_cls: 0.2889, d2.loss_bbox: 0.1907, d2.loss_iou: 0.4397, d3.loss_cls: 0.2803, d3.loss_bbox: 0.1917, d3.loss_iou: 0.4404, d4.loss_cls: 0.2775, d4.loss_bbox: 0.1918, d4.loss_iou: 0.4405, dn_loss_cls: 0.0653, dn_loss_bbox: 0.3711, dn_loss_iou: 0.5028, d0.dn_loss_cls: 0.0952, d0.dn_loss_bbox: 0.4805, d0.dn_loss_iou: 0.6398, d1.dn_loss_cls: 0.0731, d1.dn_loss_bbox: 0.3968, d1.dn_loss_iou: 0.5323, d2.dn_loss_cls: 0.0655, d2.dn_loss_bbox: 0.3748, d2.dn_loss_iou: 0.5073, d3.dn_loss_cls: 0.0638, d3.dn_loss_bbox: 0.3716, d3.dn_loss_iou: 0.5035, d4.dn_loss_cls: 0.0637, d4.dn_loss_bbox: 0.3711, d4.dn_loss_iou: 0.5027, loss: 12.6911, grad_norm: 22.7941 2023-11-04 22:32:57,326 - mmdet - INFO - Epoch [2][2400/3665] lr: 5.563e-06, eta: 10:08:18, time: 0.996, data_time: 0.022, memory: 24742, interm_loss_cls: 0.3170, interm_loss_bbox: 0.2420, interm_loss_iou: 0.5306, loss_cls: 0.2718, loss_bbox: 0.1918, loss_iou: 0.4476, d0.loss_cls: 0.3404, d0.loss_bbox: 0.2001, d0.loss_iou: 0.4674, d1.loss_cls: 0.3052, d1.loss_bbox: 0.1937, d1.loss_iou: 0.4511, d2.loss_cls: 0.2833, d2.loss_bbox: 0.1912, d2.loss_iou: 0.4471, d3.loss_cls: 0.2741, d3.loss_bbox: 0.1910, d3.loss_iou: 0.4481, d4.loss_cls: 0.2714, d4.loss_bbox: 0.1916, d4.loss_iou: 0.4479, dn_loss_cls: 0.0650, dn_loss_bbox: 0.3651, dn_loss_iou: 0.4948, d0.dn_loss_cls: 0.0944, d0.dn_loss_bbox: 0.4824, d0.dn_loss_iou: 0.6318, d1.dn_loss_cls: 0.0727, d1.dn_loss_bbox: 0.3920, d1.dn_loss_iou: 0.5231, d2.dn_loss_cls: 0.0654, d2.dn_loss_bbox: 0.3693, d2.dn_loss_iou: 0.4989, d3.dn_loss_cls: 0.0630, d3.dn_loss_bbox: 0.3658, d3.dn_loss_iou: 0.4955, d4.dn_loss_cls: 0.0636, d4.dn_loss_bbox: 0.3651, d4.dn_loss_iou: 0.4947, loss: 12.6073, grad_norm: 21.3848 2023-11-04 22:33:45,740 - mmdet - INFO - Epoch [2][2450/3665] lr: 5.563e-06, eta: 10:07:32, time: 0.969, data_time: 0.018, memory: 24742, interm_loss_cls: 0.3196, interm_loss_bbox: 0.2327, interm_loss_iou: 0.5348, loss_cls: 0.2737, loss_bbox: 0.1889, loss_iou: 0.4531, d0.loss_cls: 0.3416, d0.loss_bbox: 0.1953, d0.loss_iou: 0.4733, d1.loss_cls: 0.3093, d1.loss_bbox: 0.1904, d1.loss_iou: 0.4553, d2.loss_cls: 0.2866, d2.loss_bbox: 0.1873, d2.loss_iou: 0.4504, d3.loss_cls: 0.2754, d3.loss_bbox: 0.1889, d3.loss_iou: 0.4529, d4.loss_cls: 0.2725, d4.loss_bbox: 0.1890, d4.loss_iou: 0.4532, dn_loss_cls: 0.0651, dn_loss_bbox: 0.3641, dn_loss_iou: 0.5179, d0.dn_loss_cls: 0.0954, d0.dn_loss_bbox: 0.4753, d0.dn_loss_iou: 0.6559, d1.dn_loss_cls: 0.0743, d1.dn_loss_bbox: 0.3902, d1.dn_loss_iou: 0.5473, d2.dn_loss_cls: 0.0662, d2.dn_loss_bbox: 0.3679, d2.dn_loss_iou: 0.5219, d3.dn_loss_cls: 0.0640, d3.dn_loss_bbox: 0.3646, d3.dn_loss_iou: 0.5186, d4.dn_loss_cls: 0.0638, d4.dn_loss_bbox: 0.3641, d4.dn_loss_iou: 0.5178, loss: 12.7587, grad_norm: 19.1938 2023-11-04 22:34:32,607 - mmdet - INFO - Epoch [2][2500/3665] lr: 5.563e-06, eta: 10:06:36, time: 0.937, data_time: 0.016, memory: 24742, interm_loss_cls: 0.3181, interm_loss_bbox: 0.2367, interm_loss_iou: 0.5195, loss_cls: 0.2687, loss_bbox: 0.1900, loss_iou: 0.4353, d0.loss_cls: 0.3357, d0.loss_bbox: 0.2000, d0.loss_iou: 0.4591, d1.loss_cls: 0.2991, d1.loss_bbox: 0.1934, d1.loss_iou: 0.4417, d2.loss_cls: 0.2788, d2.loss_bbox: 0.1898, d2.loss_iou: 0.4369, d3.loss_cls: 0.2701, d3.loss_bbox: 0.1895, d3.loss_iou: 0.4362, d4.loss_cls: 0.2664, d4.loss_bbox: 0.1905, d4.loss_iou: 0.4371, dn_loss_cls: 0.0624, dn_loss_bbox: 0.3535, dn_loss_iou: 0.4932, d0.dn_loss_cls: 0.0935, d0.dn_loss_bbox: 0.4677, d0.dn_loss_iou: 0.6341, d1.dn_loss_cls: 0.0707, d1.dn_loss_bbox: 0.3809, d1.dn_loss_iou: 0.5236, d2.dn_loss_cls: 0.0632, d2.dn_loss_bbox: 0.3577, d2.dn_loss_iou: 0.4978, d3.dn_loss_cls: 0.0611, d3.dn_loss_bbox: 0.3541, d3.dn_loss_iou: 0.4939, d4.dn_loss_cls: 0.0609, d4.dn_loss_bbox: 0.3535, d4.dn_loss_iou: 0.4931, loss: 12.4074, grad_norm: 20.1520 2023-11-04 22:35:19,537 - mmdet - INFO - Epoch [2][2550/3665] lr: 5.563e-06, eta: 10:05:41, time: 0.939, data_time: 0.015, memory: 24742, interm_loss_cls: 0.3114, interm_loss_bbox: 0.2344, interm_loss_iou: 0.5368, loss_cls: 0.2679, loss_bbox: 0.1831, loss_iou: 0.4468, d0.loss_cls: 0.3335, d0.loss_bbox: 0.1922, d0.loss_iou: 0.4707, d1.loss_cls: 0.2982, d1.loss_bbox: 0.1866, d1.loss_iou: 0.4542, d2.loss_cls: 0.2779, d2.loss_bbox: 0.1821, d2.loss_iou: 0.4473, d3.loss_cls: 0.2695, d3.loss_bbox: 0.1821, d3.loss_iou: 0.4466, d4.loss_cls: 0.2666, d4.loss_bbox: 0.1833, d4.loss_iou: 0.4477, dn_loss_cls: 0.0629, dn_loss_bbox: 0.3500, dn_loss_iou: 0.4999, d0.dn_loss_cls: 0.0934, d0.dn_loss_bbox: 0.4653, d0.dn_loss_iou: 0.6409, d1.dn_loss_cls: 0.0711, d1.dn_loss_bbox: 0.3760, d1.dn_loss_iou: 0.5292, d2.dn_loss_cls: 0.0638, d2.dn_loss_bbox: 0.3536, d2.dn_loss_iou: 0.5036, d3.dn_loss_cls: 0.0611, d3.dn_loss_bbox: 0.3503, d3.dn_loss_iou: 0.5004, d4.dn_loss_cls: 0.0613, d4.dn_loss_bbox: 0.3500, d4.dn_loss_iou: 0.4997, loss: 12.4518, grad_norm: 23.0747 2023-11-04 22:36:06,488 - mmdet - INFO - Epoch [2][2600/3665] lr: 5.563e-06, eta: 10:04:45, time: 0.939, data_time: 0.015, memory: 24742, interm_loss_cls: 0.3160, interm_loss_bbox: 0.2380, interm_loss_iou: 0.5239, loss_cls: 0.2667, loss_bbox: 0.1883, loss_iou: 0.4401, d0.loss_cls: 0.3365, d0.loss_bbox: 0.1968, d0.loss_iou: 0.4617, d1.loss_cls: 0.3024, d1.loss_bbox: 0.1900, d1.loss_iou: 0.4446, d2.loss_cls: 0.2803, d2.loss_bbox: 0.1875, d2.loss_iou: 0.4393, d3.loss_cls: 0.2691, d3.loss_bbox: 0.1882, d3.loss_iou: 0.4399, d4.loss_cls: 0.2659, d4.loss_bbox: 0.1887, d4.loss_iou: 0.4412, dn_loss_cls: 0.0639, dn_loss_bbox: 0.3613, dn_loss_iou: 0.5032, d0.dn_loss_cls: 0.0924, d0.dn_loss_bbox: 0.4729, d0.dn_loss_iou: 0.6410, d1.dn_loss_cls: 0.0712, d1.dn_loss_bbox: 0.3875, d1.dn_loss_iou: 0.5322, d2.dn_loss_cls: 0.0641, d2.dn_loss_bbox: 0.3645, d2.dn_loss_iou: 0.5072, d3.dn_loss_cls: 0.0620, d3.dn_loss_bbox: 0.3617, d3.dn_loss_iou: 0.5038, d4.dn_loss_cls: 0.0625, d4.dn_loss_bbox: 0.3613, d4.dn_loss_iou: 0.5031, loss: 12.5208, grad_norm: 21.8929 2023-11-04 22:36:53,884 - mmdet - INFO - Epoch [2][2650/3665] lr: 5.563e-06, eta: 10:03:53, time: 0.948, data_time: 0.020, memory: 24742, interm_loss_cls: 0.3174, interm_loss_bbox: 0.2395, interm_loss_iou: 0.5202, loss_cls: 0.2662, loss_bbox: 0.1922, loss_iou: 0.4397, d0.loss_cls: 0.3355, d0.loss_bbox: 0.1995, d0.loss_iou: 0.4603, d1.loss_cls: 0.3005, d1.loss_bbox: 0.1935, d1.loss_iou: 0.4431, d2.loss_cls: 0.2759, d2.loss_bbox: 0.1916, d2.loss_iou: 0.4399, d3.loss_cls: 0.2662, d3.loss_bbox: 0.1928, d3.loss_iou: 0.4407, d4.loss_cls: 0.2645, d4.loss_bbox: 0.1929, d4.loss_iou: 0.4406, dn_loss_cls: 0.0630, dn_loss_bbox: 0.3635, dn_loss_iou: 0.4968, d0.dn_loss_cls: 0.0922, d0.dn_loss_bbox: 0.4755, d0.dn_loss_iou: 0.6352, d1.dn_loss_cls: 0.0705, d1.dn_loss_bbox: 0.3898, d1.dn_loss_iou: 0.5269, d2.dn_loss_cls: 0.0630, d2.dn_loss_bbox: 0.3676, d2.dn_loss_iou: 0.5011, d3.dn_loss_cls: 0.0610, d3.dn_loss_bbox: 0.3640, d3.dn_loss_iou: 0.4974, d4.dn_loss_cls: 0.0614, d4.dn_loss_bbox: 0.3635, d4.dn_loss_iou: 0.4967, loss: 12.5018, grad_norm: 20.3463 2023-11-04 22:37:48,784 - mmdet - INFO - Epoch [2][2700/3665] lr: 5.563e-06, eta: 10:03:45, time: 1.098, data_time: 0.021, memory: 24742, interm_loss_cls: 0.3220, interm_loss_bbox: 0.2386, interm_loss_iou: 0.5262, loss_cls: 0.2764, loss_bbox: 0.1909, loss_iou: 0.4430, d0.loss_cls: 0.3446, d0.loss_bbox: 0.2001, d0.loss_iou: 0.4645, d1.loss_cls: 0.3106, d1.loss_bbox: 0.1934, d1.loss_iou: 0.4480, d2.loss_cls: 0.2860, d2.loss_bbox: 0.1921, d2.loss_iou: 0.4445, d3.loss_cls: 0.2769, d3.loss_bbox: 0.1919, d3.loss_iou: 0.4446, d4.loss_cls: 0.2744, d4.loss_bbox: 0.1922, d4.loss_iou: 0.4447, dn_loss_cls: 0.0649, dn_loss_bbox: 0.3601, dn_loss_iou: 0.5020, d0.dn_loss_cls: 0.0955, d0.dn_loss_bbox: 0.4785, d0.dn_loss_iou: 0.6433, d1.dn_loss_cls: 0.0733, d1.dn_loss_bbox: 0.3880, d1.dn_loss_iou: 0.5325, d2.dn_loss_cls: 0.0656, d2.dn_loss_bbox: 0.3640, d2.dn_loss_iou: 0.5062, d3.dn_loss_cls: 0.0634, d3.dn_loss_bbox: 0.3605, d3.dn_loss_iou: 0.5027, d4.dn_loss_cls: 0.0636, d4.dn_loss_bbox: 0.3601, d4.dn_loss_iou: 0.5019, loss: 12.6315, grad_norm: 20.3847 2023-11-04 22:38:38,891 - mmdet - INFO - Epoch [2][2750/3665] lr: 5.563e-06, eta: 10:03:08, time: 1.002, data_time: 0.014, memory: 24742, interm_loss_cls: 0.3123, interm_loss_bbox: 0.2357, interm_loss_iou: 0.5211, loss_cls: 0.2694, loss_bbox: 0.1840, loss_iou: 0.4337, d0.loss_cls: 0.3325, d0.loss_bbox: 0.1962, d0.loss_iou: 0.4570, d1.loss_cls: 0.3002, d1.loss_bbox: 0.1891, d1.loss_iou: 0.4389, d2.loss_cls: 0.2792, d2.loss_bbox: 0.1843, d2.loss_iou: 0.4334, d3.loss_cls: 0.2695, d3.loss_bbox: 0.1848, d3.loss_iou: 0.4350, d4.loss_cls: 0.2682, d4.loss_bbox: 0.1846, d4.loss_iou: 0.4342, dn_loss_cls: 0.0620, dn_loss_bbox: 0.3592, dn_loss_iou: 0.4901, d0.dn_loss_cls: 0.0924, d0.dn_loss_bbox: 0.4748, d0.dn_loss_iou: 0.6300, d1.dn_loss_cls: 0.0708, d1.dn_loss_bbox: 0.3864, d1.dn_loss_iou: 0.5196, d2.dn_loss_cls: 0.0630, d2.dn_loss_bbox: 0.3626, d2.dn_loss_iou: 0.4938, d3.dn_loss_cls: 0.0607, d3.dn_loss_bbox: 0.3597, d3.dn_loss_iou: 0.4907, d4.dn_loss_cls: 0.0609, d4.dn_loss_bbox: 0.3592, d4.dn_loss_iou: 0.4899, loss: 12.3694, grad_norm: 22.2007 2023-11-04 22:39:26,334 - mmdet - INFO - Epoch [2][2800/3665] lr: 5.563e-06, eta: 10:02:16, time: 0.949, data_time: 0.013, memory: 24742, interm_loss_cls: 0.3172, interm_loss_bbox: 0.2378, interm_loss_iou: 0.5190, loss_cls: 0.2692, loss_bbox: 0.1875, loss_iou: 0.4301, d0.loss_cls: 0.3378, d0.loss_bbox: 0.1950, d0.loss_iou: 0.4496, d1.loss_cls: 0.3045, d1.loss_bbox: 0.1884, d1.loss_iou: 0.4329, d2.loss_cls: 0.2805, d2.loss_bbox: 0.1876, d2.loss_iou: 0.4297, d3.loss_cls: 0.2712, d3.loss_bbox: 0.1878, d3.loss_iou: 0.4306, d4.loss_cls: 0.2682, d4.loss_bbox: 0.1884, d4.loss_iou: 0.4311, dn_loss_cls: 0.0636, dn_loss_bbox: 0.3682, dn_loss_iou: 0.4965, d0.dn_loss_cls: 0.0943, d0.dn_loss_bbox: 0.4852, d0.dn_loss_iou: 0.6374, d1.dn_loss_cls: 0.0725, d1.dn_loss_bbox: 0.3955, d1.dn_loss_iou: 0.5265, d2.dn_loss_cls: 0.0645, d2.dn_loss_bbox: 0.3722, d2.dn_loss_iou: 0.5004, d3.dn_loss_cls: 0.0623, d3.dn_loss_bbox: 0.3688, d3.dn_loss_iou: 0.4971, d4.dn_loss_cls: 0.0623, d4.dn_loss_bbox: 0.3682, d4.dn_loss_iou: 0.4963, loss: 12.4757, grad_norm: 20.9915 2023-11-04 22:40:12,905 - mmdet - INFO - Epoch [2][2850/3665] lr: 5.563e-06, eta: 10:01:19, time: 0.931, data_time: 0.014, memory: 24742, interm_loss_cls: 0.3150, interm_loss_bbox: 0.2473, interm_loss_iou: 0.5424, loss_cls: 0.2632, loss_bbox: 0.1872, loss_iou: 0.4463, d0.loss_cls: 0.3334, d0.loss_bbox: 0.1974, d0.loss_iou: 0.4707, d1.loss_cls: 0.2981, d1.loss_bbox: 0.1888, d1.loss_iou: 0.4495, d2.loss_cls: 0.2756, d2.loss_bbox: 0.1858, d2.loss_iou: 0.4454, d3.loss_cls: 0.2648, d3.loss_bbox: 0.1869, d3.loss_iou: 0.4470, d4.loss_cls: 0.2617, d4.loss_bbox: 0.1876, d4.loss_iou: 0.4475, dn_loss_cls: 0.0628, dn_loss_bbox: 0.3639, dn_loss_iou: 0.5076, d0.dn_loss_cls: 0.0950, d0.dn_loss_bbox: 0.4860, d0.dn_loss_iou: 0.6527, d1.dn_loss_cls: 0.0715, d1.dn_loss_bbox: 0.3915, d1.dn_loss_iou: 0.5380, d2.dn_loss_cls: 0.0642, d2.dn_loss_bbox: 0.3676, d2.dn_loss_iou: 0.5118, d3.dn_loss_cls: 0.0617, d3.dn_loss_bbox: 0.3644, d3.dn_loss_iou: 0.5084, d4.dn_loss_cls: 0.0616, d4.dn_loss_bbox: 0.3639, d4.dn_loss_iou: 0.5075, loss: 12.6221, grad_norm: 22.1970 2023-11-04 22:40:59,910 - mmdet - INFO - Epoch [2][2900/3665] lr: 5.563e-06, eta: 10:00:24, time: 0.940, data_time: 0.013, memory: 24742, interm_loss_cls: 0.3145, interm_loss_bbox: 0.2378, interm_loss_iou: 0.5260, loss_cls: 0.2715, loss_bbox: 0.1862, loss_iou: 0.4367, d0.loss_cls: 0.3381, d0.loss_bbox: 0.1945, d0.loss_iou: 0.4594, d1.loss_cls: 0.3028, d1.loss_bbox: 0.1885, d1.loss_iou: 0.4432, d2.loss_cls: 0.2812, d2.loss_bbox: 0.1854, d2.loss_iou: 0.4381, d3.loss_cls: 0.2730, d3.loss_bbox: 0.1855, d3.loss_iou: 0.4376, d4.loss_cls: 0.2708, d4.loss_bbox: 0.1858, d4.loss_iou: 0.4375, dn_loss_cls: 0.0614, dn_loss_bbox: 0.3586, dn_loss_iou: 0.5002, d0.dn_loss_cls: 0.0921, d0.dn_loss_bbox: 0.4664, d0.dn_loss_iou: 0.6379, d1.dn_loss_cls: 0.0698, d1.dn_loss_bbox: 0.3819, d1.dn_loss_iou: 0.5289, d2.dn_loss_cls: 0.0624, d2.dn_loss_bbox: 0.3613, d2.dn_loss_iou: 0.5038, d3.dn_loss_cls: 0.0600, d3.dn_loss_bbox: 0.3589, d3.dn_loss_iou: 0.5010, d4.dn_loss_cls: 0.0601, d4.dn_loss_bbox: 0.3586, d4.dn_loss_iou: 0.5001, loss: 12.4575, grad_norm: 20.1359 2023-11-04 22:41:47,638 - mmdet - INFO - Epoch [2][2950/3665] lr: 5.563e-06, eta: 9:59:34, time: 0.955, data_time: 0.014, memory: 24742, interm_loss_cls: 0.3162, interm_loss_bbox: 0.2349, interm_loss_iou: 0.5164, loss_cls: 0.2716, loss_bbox: 0.1868, loss_iou: 0.4332, d0.loss_cls: 0.3340, d0.loss_bbox: 0.1952, d0.loss_iou: 0.4531, d1.loss_cls: 0.3034, d1.loss_bbox: 0.1908, d1.loss_iou: 0.4388, d2.loss_cls: 0.2819, d2.loss_bbox: 0.1864, d2.loss_iou: 0.4336, d3.loss_cls: 0.2730, d3.loss_bbox: 0.1868, d3.loss_iou: 0.4343, d4.loss_cls: 0.2710, d4.loss_bbox: 0.1868, d4.loss_iou: 0.4340, dn_loss_cls: 0.0632, dn_loss_bbox: 0.3565, dn_loss_iou: 0.4896, d0.dn_loss_cls: 0.0941, d0.dn_loss_bbox: 0.4725, d0.dn_loss_iou: 0.6251, d1.dn_loss_cls: 0.0718, d1.dn_loss_bbox: 0.3845, d1.dn_loss_iou: 0.5188, d2.dn_loss_cls: 0.0644, d2.dn_loss_bbox: 0.3602, d2.dn_loss_iou: 0.4934, d3.dn_loss_cls: 0.0620, d3.dn_loss_bbox: 0.3569, d3.dn_loss_iou: 0.4903, d4.dn_loss_cls: 0.0620, d4.dn_loss_bbox: 0.3565, d4.dn_loss_iou: 0.4895, loss: 12.3731, grad_norm: 20.2312 2023-11-04 22:42:38,049 - mmdet - INFO - Epoch [2][3000/3665] lr: 5.563e-06, eta: 9:58:58, time: 1.008, data_time: 0.021, memory: 24742, interm_loss_cls: 0.3134, interm_loss_bbox: 0.2405, interm_loss_iou: 0.5314, loss_cls: 0.2680, loss_bbox: 0.1854, loss_iou: 0.4406, d0.loss_cls: 0.3349, d0.loss_bbox: 0.1948, d0.loss_iou: 0.4638, d1.loss_cls: 0.3020, d1.loss_bbox: 0.1887, d1.loss_iou: 0.4445, d2.loss_cls: 0.2808, d2.loss_bbox: 0.1852, d2.loss_iou: 0.4392, d3.loss_cls: 0.2698, d3.loss_bbox: 0.1859, d3.loss_iou: 0.4408, d4.loss_cls: 0.2671, d4.loss_bbox: 0.1863, d4.loss_iou: 0.4415, dn_loss_cls: 0.0627, dn_loss_bbox: 0.3639, dn_loss_iou: 0.4986, d0.dn_loss_cls: 0.0928, d0.dn_loss_bbox: 0.4790, d0.dn_loss_iou: 0.6403, d1.dn_loss_cls: 0.0704, d1.dn_loss_bbox: 0.3900, d1.dn_loss_iou: 0.5278, d2.dn_loss_cls: 0.0632, d2.dn_loss_bbox: 0.3671, d2.dn_loss_iou: 0.5024, d3.dn_loss_cls: 0.0609, d3.dn_loss_bbox: 0.3644, d3.dn_loss_iou: 0.4992, d4.dn_loss_cls: 0.0613, d4.dn_loss_bbox: 0.3639, d4.dn_loss_iou: 0.4985, loss: 12.5113, grad_norm: 21.3458 2023-11-04 22:43:27,705 - mmdet - INFO - Epoch [2][3050/3665] lr: 5.563e-06, eta: 9:58:18, time: 0.993, data_time: 0.021, memory: 24742, interm_loss_cls: 0.3192, interm_loss_bbox: 0.2409, interm_loss_iou: 0.5115, loss_cls: 0.2710, loss_bbox: 0.1901, loss_iou: 0.4271, d0.loss_cls: 0.3380, d0.loss_bbox: 0.1997, d0.loss_iou: 0.4483, d1.loss_cls: 0.3056, d1.loss_bbox: 0.1907, d1.loss_iou: 0.4294, d2.loss_cls: 0.2822, d2.loss_bbox: 0.1887, d2.loss_iou: 0.4259, d3.loss_cls: 0.2730, d3.loss_bbox: 0.1890, d3.loss_iou: 0.4271, d4.loss_cls: 0.2705, d4.loss_bbox: 0.1894, d4.loss_iou: 0.4271, dn_loss_cls: 0.0640, dn_loss_bbox: 0.3707, dn_loss_iou: 0.4838, d0.dn_loss_cls: 0.0963, d0.dn_loss_bbox: 0.4919, d0.dn_loss_iou: 0.6256, d1.dn_loss_cls: 0.0736, d1.dn_loss_bbox: 0.3991, d1.dn_loss_iou: 0.5135, d2.dn_loss_cls: 0.0653, d2.dn_loss_bbox: 0.3744, d2.dn_loss_iou: 0.4877, d3.dn_loss_cls: 0.0628, d3.dn_loss_bbox: 0.3714, d3.dn_loss_iou: 0.4844, d4.dn_loss_cls: 0.0628, d4.dn_loss_bbox: 0.3707, d4.dn_loss_iou: 0.4837, loss: 12.4264, grad_norm: 20.3200 2023-11-04 22:44:14,476 - mmdet - INFO - Epoch [2][3100/3665] lr: 5.563e-06, eta: 9:57:22, time: 0.935, data_time: 0.016, memory: 24742, interm_loss_cls: 0.3199, interm_loss_bbox: 0.2295, interm_loss_iou: 0.5114, loss_cls: 0.2720, loss_bbox: 0.1841, loss_iou: 0.4336, d0.loss_cls: 0.3370, d0.loss_bbox: 0.1919, d0.loss_iou: 0.4542, d1.loss_cls: 0.3027, d1.loss_bbox: 0.1859, d1.loss_iou: 0.4382, d2.loss_cls: 0.2822, d2.loss_bbox: 0.1837, d2.loss_iou: 0.4333, d3.loss_cls: 0.2731, d3.loss_bbox: 0.1839, d3.loss_iou: 0.4340, d4.loss_cls: 0.2706, d4.loss_bbox: 0.1850, d4.loss_iou: 0.4341, dn_loss_cls: 0.0630, dn_loss_bbox: 0.3601, dn_loss_iou: 0.5008, d0.dn_loss_cls: 0.0940, d0.dn_loss_bbox: 0.4720, d0.dn_loss_iou: 0.6376, d1.dn_loss_cls: 0.0704, d1.dn_loss_bbox: 0.3852, d1.dn_loss_iou: 0.5296, d2.dn_loss_cls: 0.0633, d2.dn_loss_bbox: 0.3629, d2.dn_loss_iou: 0.5041, d3.dn_loss_cls: 0.0611, d3.dn_loss_bbox: 0.3602, d3.dn_loss_iou: 0.5010, d4.dn_loss_cls: 0.0616, d4.dn_loss_bbox: 0.3601, d4.dn_loss_iou: 0.5006, loss: 12.4281, grad_norm: 21.8644 2023-11-04 22:45:01,455 - mmdet - INFO - Epoch [2][3150/3665] lr: 5.563e-06, eta: 9:56:28, time: 0.940, data_time: 0.014, memory: 24742, interm_loss_cls: 0.3137, interm_loss_bbox: 0.2322, interm_loss_iou: 0.5338, loss_cls: 0.2652, loss_bbox: 0.1834, loss_iou: 0.4533, d0.loss_cls: 0.3305, d0.loss_bbox: 0.1916, d0.loss_iou: 0.4720, d1.loss_cls: 0.2973, d1.loss_bbox: 0.1861, d1.loss_iou: 0.4575, d2.loss_cls: 0.2765, d2.loss_bbox: 0.1828, d2.loss_iou: 0.4520, d3.loss_cls: 0.2677, d3.loss_bbox: 0.1833, d3.loss_iou: 0.4528, d4.loss_cls: 0.2651, d4.loss_bbox: 0.1837, d4.loss_iou: 0.4533, dn_loss_cls: 0.0608, dn_loss_bbox: 0.3603, dn_loss_iou: 0.4975, d0.dn_loss_cls: 0.0911, d0.dn_loss_bbox: 0.4727, d0.dn_loss_iou: 0.6333, d1.dn_loss_cls: 0.0691, d1.dn_loss_bbox: 0.3854, d1.dn_loss_iou: 0.5251, d2.dn_loss_cls: 0.0618, d2.dn_loss_bbox: 0.3636, d2.dn_loss_iou: 0.5011, d3.dn_loss_cls: 0.0595, d3.dn_loss_bbox: 0.3607, d3.dn_loss_iou: 0.4981, d4.dn_loss_cls: 0.0597, d4.dn_loss_bbox: 0.3603, d4.dn_loss_iou: 0.4974, loss: 12.4912, grad_norm: 20.5589 2023-11-04 22:45:49,065 - mmdet - INFO - Epoch [2][3200/3665] lr: 5.563e-06, eta: 9:55:37, time: 0.952, data_time: 0.014, memory: 24742, interm_loss_cls: 0.3174, interm_loss_bbox: 0.2359, interm_loss_iou: 0.5177, loss_cls: 0.2660, loss_bbox: 0.1886, loss_iou: 0.4377, d0.loss_cls: 0.3365, d0.loss_bbox: 0.1963, d0.loss_iou: 0.4559, d1.loss_cls: 0.2980, d1.loss_bbox: 0.1904, d1.loss_iou: 0.4411, d2.loss_cls: 0.2768, d2.loss_bbox: 0.1887, d2.loss_iou: 0.4360, d3.loss_cls: 0.2672, d3.loss_bbox: 0.1877, d3.loss_iou: 0.4372, d4.loss_cls: 0.2647, d4.loss_bbox: 0.1889, d4.loss_iou: 0.4384, dn_loss_cls: 0.0612, dn_loss_bbox: 0.3528, dn_loss_iou: 0.4953, d0.dn_loss_cls: 0.0932, d0.dn_loss_bbox: 0.4629, d0.dn_loss_iou: 0.6307, d1.dn_loss_cls: 0.0700, d1.dn_loss_bbox: 0.3781, d1.dn_loss_iou: 0.5241, d2.dn_loss_cls: 0.0626, d2.dn_loss_bbox: 0.3564, d2.dn_loss_iou: 0.4995, d3.dn_loss_cls: 0.0602, d3.dn_loss_bbox: 0.3533, d3.dn_loss_iou: 0.4960, d4.dn_loss_cls: 0.0601, d4.dn_loss_bbox: 0.3528, d4.dn_loss_iou: 0.4952, loss: 12.3713, grad_norm: 22.4107 2023-11-04 22:46:36,362 - mmdet - INFO - Epoch [2][3250/3665] lr: 5.563e-06, eta: 9:54:44, time: 0.946, data_time: 0.013, memory: 24742, interm_loss_cls: 0.3136, interm_loss_bbox: 0.2255, interm_loss_iou: 0.5047, loss_cls: 0.2616, loss_bbox: 0.1824, loss_iou: 0.4267, d0.loss_cls: 0.3310, d0.loss_bbox: 0.1888, d0.loss_iou: 0.4449, d1.loss_cls: 0.2948, d1.loss_bbox: 0.1834, d1.loss_iou: 0.4303, d2.loss_cls: 0.2727, d2.loss_bbox: 0.1810, d2.loss_iou: 0.4258, d3.loss_cls: 0.2626, d3.loss_bbox: 0.1823, d3.loss_iou: 0.4272, d4.loss_cls: 0.2608, d4.loss_bbox: 0.1822, d4.loss_iou: 0.4270, dn_loss_cls: 0.0592, dn_loss_bbox: 0.3635, dn_loss_iou: 0.4759, d0.dn_loss_cls: 0.0893, d0.dn_loss_bbox: 0.4801, d0.dn_loss_iou: 0.6134, d1.dn_loss_cls: 0.0674, d1.dn_loss_bbox: 0.3902, d1.dn_loss_iou: 0.5046, d2.dn_loss_cls: 0.0606, d2.dn_loss_bbox: 0.3672, d2.dn_loss_iou: 0.4797, d3.dn_loss_cls: 0.0583, d3.dn_loss_bbox: 0.3641, d3.dn_loss_iou: 0.4766, d4.dn_loss_cls: 0.0582, d4.dn_loss_bbox: 0.3635, d4.dn_loss_iou: 0.4758, loss: 12.1567, grad_norm: 20.0803 2023-11-04 22:47:27,524 - mmdet - INFO - Epoch [2][3300/3665] lr: 5.563e-06, eta: 9:54:12, time: 1.023, data_time: 0.027, memory: 24742, interm_loss_cls: 0.3141, interm_loss_bbox: 0.2292, interm_loss_iou: 0.5232, loss_cls: 0.2675, loss_bbox: 0.1849, loss_iou: 0.4439, d0.loss_cls: 0.3323, d0.loss_bbox: 0.1939, d0.loss_iou: 0.4632, d1.loss_cls: 0.2983, d1.loss_bbox: 0.1890, d1.loss_iou: 0.4491, d2.loss_cls: 0.2791, d2.loss_bbox: 0.1838, d2.loss_iou: 0.4432, d3.loss_cls: 0.2696, d3.loss_bbox: 0.1846, d3.loss_iou: 0.4436, d4.loss_cls: 0.2665, d4.loss_bbox: 0.1854, d4.loss_iou: 0.4441, dn_loss_cls: 0.0621, dn_loss_bbox: 0.3520, dn_loss_iou: 0.4966, d0.dn_loss_cls: 0.0928, d0.dn_loss_bbox: 0.4616, d0.dn_loss_iou: 0.6284, d1.dn_loss_cls: 0.0705, d1.dn_loss_bbox: 0.3766, d1.dn_loss_iou: 0.5236, d2.dn_loss_cls: 0.0633, d2.dn_loss_bbox: 0.3555, d2.dn_loss_iou: 0.5003, d3.dn_loss_cls: 0.0608, d3.dn_loss_bbox: 0.3525, d3.dn_loss_iou: 0.4973, d4.dn_loss_cls: 0.0608, d4.dn_loss_bbox: 0.3520, d4.dn_loss_iou: 0.4965, loss: 12.3917, grad_norm: 20.6808 2023-11-04 22:48:18,065 - mmdet - INFO - Epoch [2][3350/3665] lr: 5.563e-06, eta: 9:53:36, time: 1.011, data_time: 0.019, memory: 24742, interm_loss_cls: 0.3126, interm_loss_bbox: 0.2382, interm_loss_iou: 0.5072, loss_cls: 0.2641, loss_bbox: 0.1899, loss_iou: 0.4244, d0.loss_cls: 0.3337, d0.loss_bbox: 0.1975, d0.loss_iou: 0.4445, d1.loss_cls: 0.2963, d1.loss_bbox: 0.1938, d1.loss_iou: 0.4304, d2.loss_cls: 0.2754, d2.loss_bbox: 0.1903, d2.loss_iou: 0.4249, d3.loss_cls: 0.2666, d3.loss_bbox: 0.1897, d3.loss_iou: 0.4245, d4.loss_cls: 0.2634, d4.loss_bbox: 0.1903, d4.loss_iou: 0.4251, dn_loss_cls: 0.0599, dn_loss_bbox: 0.3614, dn_loss_iou: 0.4879, d0.dn_loss_cls: 0.0912, d0.dn_loss_bbox: 0.4757, d0.dn_loss_iou: 0.6234, d1.dn_loss_cls: 0.0689, d1.dn_loss_bbox: 0.3878, d1.dn_loss_iou: 0.5165, d2.dn_loss_cls: 0.0617, d2.dn_loss_bbox: 0.3651, d2.dn_loss_iou: 0.4917, d3.dn_loss_cls: 0.0594, d3.dn_loss_bbox: 0.3619, d3.dn_loss_iou: 0.4885, d4.dn_loss_cls: 0.0591, d4.dn_loss_bbox: 0.3614, d4.dn_loss_iou: 0.4878, loss: 12.2922, grad_norm: 19.5643 2023-11-04 22:49:05,427 - mmdet - INFO - Epoch [2][3400/3665] lr: 5.563e-06, eta: 9:52:44, time: 0.947, data_time: 0.014, memory: 24742, interm_loss_cls: 0.3154, interm_loss_bbox: 0.2341, interm_loss_iou: 0.5281, loss_cls: 0.2688, loss_bbox: 0.1864, loss_iou: 0.4457, d0.loss_cls: 0.3395, d0.loss_bbox: 0.1931, d0.loss_iou: 0.4638, d1.loss_cls: 0.3031, d1.loss_bbox: 0.1890, d1.loss_iou: 0.4492, d2.loss_cls: 0.2824, d2.loss_bbox: 0.1857, d2.loss_iou: 0.4455, d3.loss_cls: 0.2719, d3.loss_bbox: 0.1859, d3.loss_iou: 0.4462, d4.loss_cls: 0.2683, d4.loss_bbox: 0.1868, d4.loss_iou: 0.4468, dn_loss_cls: 0.0629, dn_loss_bbox: 0.3476, dn_loss_iou: 0.5077, d0.dn_loss_cls: 0.0930, d0.dn_loss_bbox: 0.4573, d0.dn_loss_iou: 0.6420, d1.dn_loss_cls: 0.0706, d1.dn_loss_bbox: 0.3721, d1.dn_loss_iou: 0.5345, d2.dn_loss_cls: 0.0633, d2.dn_loss_bbox: 0.3505, d2.dn_loss_iou: 0.5111, d3.dn_loss_cls: 0.0615, d3.dn_loss_bbox: 0.3480, d3.dn_loss_iou: 0.5082, d4.dn_loss_cls: 0.0615, d4.dn_loss_bbox: 0.3476, d4.dn_loss_iou: 0.5075, loss: 12.4824, grad_norm: 21.3183 2023-11-04 22:49:52,249 - mmdet - INFO - Epoch [2][3450/3665] lr: 5.563e-06, eta: 9:51:49, time: 0.936, data_time: 0.013, memory: 24742, interm_loss_cls: 0.3142, interm_loss_bbox: 0.2284, interm_loss_iou: 0.5072, loss_cls: 0.2692, loss_bbox: 0.1837, loss_iou: 0.4276, d0.loss_cls: 0.3344, d0.loss_bbox: 0.1905, d0.loss_iou: 0.4476, d1.loss_cls: 0.2986, d1.loss_bbox: 0.1881, d1.loss_iou: 0.4352, d2.loss_cls: 0.2790, d2.loss_bbox: 0.1838, d2.loss_iou: 0.4286, d3.loss_cls: 0.2705, d3.loss_bbox: 0.1835, d3.loss_iou: 0.4283, d4.loss_cls: 0.2680, d4.loss_bbox: 0.1846, d4.loss_iou: 0.4287, dn_loss_cls: 0.0602, dn_loss_bbox: 0.3492, dn_loss_iou: 0.4883, d0.dn_loss_cls: 0.0913, d0.dn_loss_bbox: 0.4574, d0.dn_loss_iou: 0.6199, d1.dn_loss_cls: 0.0686, d1.dn_loss_bbox: 0.3727, d1.dn_loss_iou: 0.5149, d2.dn_loss_cls: 0.0611, d2.dn_loss_bbox: 0.3517, d2.dn_loss_iou: 0.4911, d3.dn_loss_cls: 0.0587, d3.dn_loss_bbox: 0.3495, d3.dn_loss_iou: 0.4885, d4.dn_loss_cls: 0.0588, d4.dn_loss_bbox: 0.3492, d4.dn_loss_iou: 0.4882, loss: 12.1991, grad_norm: 19.2725 2023-11-04 22:50:39,169 - mmdet - INFO - Epoch [2][3500/3665] lr: 5.563e-06, eta: 9:50:54, time: 0.938, data_time: 0.013, memory: 24742, interm_loss_cls: 0.3056, interm_loss_bbox: 0.2271, interm_loss_iou: 0.5136, loss_cls: 0.2564, loss_bbox: 0.1835, loss_iou: 0.4370, d0.loss_cls: 0.3245, d0.loss_bbox: 0.1908, d0.loss_iou: 0.4572, d1.loss_cls: 0.2870, d1.loss_bbox: 0.1863, d1.loss_iou: 0.4420, d2.loss_cls: 0.2682, d2.loss_bbox: 0.1828, d2.loss_iou: 0.4362, d3.loss_cls: 0.2576, d3.loss_bbox: 0.1841, d3.loss_iou: 0.4373, d4.loss_cls: 0.2557, d4.loss_bbox: 0.1837, d4.loss_iou: 0.4374, dn_loss_cls: 0.0571, dn_loss_bbox: 0.3428, dn_loss_iou: 0.4897, d0.dn_loss_cls: 0.0889, d0.dn_loss_bbox: 0.4539, d0.dn_loss_iou: 0.6240, d1.dn_loss_cls: 0.0660, d1.dn_loss_bbox: 0.3674, d1.dn_loss_iou: 0.5166, d2.dn_loss_cls: 0.0584, d2.dn_loss_bbox: 0.3459, d2.dn_loss_iou: 0.4931, d3.dn_loss_cls: 0.0559, d3.dn_loss_bbox: 0.3433, d3.dn_loss_iou: 0.4902, d4.dn_loss_cls: 0.0561, d4.dn_loss_bbox: 0.3428, d4.dn_loss_iou: 0.4895, loss: 12.1357, grad_norm: 24.6749 2023-11-04 22:51:26,660 - mmdet - INFO - Epoch [2][3550/3665] lr: 5.563e-06, eta: 9:50:03, time: 0.950, data_time: 0.013, memory: 24742, interm_loss_cls: 0.3079, interm_loss_bbox: 0.2273, interm_loss_iou: 0.5164, loss_cls: 0.2572, loss_bbox: 0.1803, loss_iou: 0.4320, d0.loss_cls: 0.3266, d0.loss_bbox: 0.1887, d0.loss_iou: 0.4521, d1.loss_cls: 0.2900, d1.loss_bbox: 0.1833, d1.loss_iou: 0.4367, d2.loss_cls: 0.2681, d2.loss_bbox: 0.1797, d2.loss_iou: 0.4310, d3.loss_cls: 0.2582, d3.loss_bbox: 0.1806, d3.loss_iou: 0.4326, d4.loss_cls: 0.2563, d4.loss_bbox: 0.1809, d4.loss_iou: 0.4326, dn_loss_cls: 0.0585, dn_loss_bbox: 0.3429, dn_loss_iou: 0.4864, d0.dn_loss_cls: 0.0903, d0.dn_loss_bbox: 0.4502, d0.dn_loss_iou: 0.6185, d1.dn_loss_cls: 0.0674, d1.dn_loss_bbox: 0.3669, d1.dn_loss_iou: 0.5135, d2.dn_loss_cls: 0.0601, d2.dn_loss_bbox: 0.3461, d2.dn_loss_iou: 0.4898, d3.dn_loss_cls: 0.0577, d3.dn_loss_bbox: 0.3433, d3.dn_loss_iou: 0.4869, d4.dn_loss_cls: 0.0576, d4.dn_loss_bbox: 0.3429, d4.dn_loss_iou: 0.4863, loss: 12.0840, grad_norm: 20.1458 2023-11-04 22:52:16,534 - mmdet - INFO - Epoch [2][3600/3665] lr: 5.563e-06, eta: 9:49:23, time: 0.997, data_time: 0.022, memory: 24742, interm_loss_cls: 0.3090, interm_loss_bbox: 0.2306, interm_loss_iou: 0.5138, loss_cls: 0.2626, loss_bbox: 0.1811, loss_iou: 0.4323, d0.loss_cls: 0.3296, d0.loss_bbox: 0.1916, d0.loss_iou: 0.4533, d1.loss_cls: 0.2950, d1.loss_bbox: 0.1853, d1.loss_iou: 0.4373, d2.loss_cls: 0.2745, d2.loss_bbox: 0.1813, d2.loss_iou: 0.4310, d3.loss_cls: 0.2647, d3.loss_bbox: 0.1814, d3.loss_iou: 0.4328, d4.loss_cls: 0.2615, d4.loss_bbox: 0.1821, d4.loss_iou: 0.4335, dn_loss_cls: 0.0578, dn_loss_bbox: 0.3418, dn_loss_iou: 0.4823, d0.dn_loss_cls: 0.0903, d0.dn_loss_bbox: 0.4625, d0.dn_loss_iou: 0.6210, d1.dn_loss_cls: 0.0669, d1.dn_loss_bbox: 0.3702, d1.dn_loss_iou: 0.5111, d2.dn_loss_cls: 0.0593, d2.dn_loss_bbox: 0.3455, d2.dn_loss_iou: 0.4860, d3.dn_loss_cls: 0.0571, d3.dn_loss_bbox: 0.3424, d3.dn_loss_iou: 0.4828, d4.dn_loss_cls: 0.0567, d4.dn_loss_bbox: 0.3418, d4.dn_loss_iou: 0.4822, loss: 12.1219, grad_norm: 20.0608 2023-11-04 22:53:06,399 - mmdet - INFO - Epoch [2][3650/3665] lr: 5.563e-06, eta: 9:48:44, time: 0.997, data_time: 0.021, memory: 24742, interm_loss_cls: 0.3126, interm_loss_bbox: 0.2383, interm_loss_iou: 0.5167, loss_cls: 0.2626, loss_bbox: 0.1876, loss_iou: 0.4330, d0.loss_cls: 0.3331, d0.loss_bbox: 0.1959, d0.loss_iou: 0.4508, d1.loss_cls: 0.2977, d1.loss_bbox: 0.1895, d1.loss_iou: 0.4345, d2.loss_cls: 0.2718, d2.loss_bbox: 0.1879, d2.loss_iou: 0.4321, d3.loss_cls: 0.2637, d3.loss_bbox: 0.1882, d3.loss_iou: 0.4328, d4.loss_cls: 0.2609, d4.loss_bbox: 0.1888, d4.loss_iou: 0.4338, dn_loss_cls: 0.0572, dn_loss_bbox: 0.3581, dn_loss_iou: 0.4855, d0.dn_loss_cls: 0.0900, d0.dn_loss_bbox: 0.4729, d0.dn_loss_iou: 0.6189, d1.dn_loss_cls: 0.0673, d1.dn_loss_bbox: 0.3846, d1.dn_loss_iou: 0.5133, d2.dn_loss_cls: 0.0595, d2.dn_loss_bbox: 0.3617, d2.dn_loss_iou: 0.4888, d3.dn_loss_cls: 0.0567, d3.dn_loss_bbox: 0.3585, d3.dn_loss_iou: 0.4858, d4.dn_loss_cls: 0.0565, d4.dn_loss_bbox: 0.3581, d4.dn_loss_iou: 0.4854, loss: 12.2708, grad_norm: 21.5554 2023-11-04 22:53:21,490 - mmdet - INFO - Saving checkpoint at 2 epochs 2023-11-04 22:54:33,882 - mmdet - INFO - Evaluating bbox... 2023-11-04 22:57:00,439 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.454 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.636 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.494 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.302 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.486 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.608 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.688 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.693 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.693 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.519 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.745 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.860 2023-11-04 22:57:00,442 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.547 | bicycle | 0.345 | car | 0.440 | | motorcycle | 0.435 | airplane | 0.722 | bus | 0.665 | | train | 0.695 | truck | 0.409 | boat | 0.300 | | traffic light | 0.263 | fire hydrant | 0.693 | stop sign | 0.663 | | parking meter | 0.495 | bench | 0.263 | bird | 0.419 | | cat | 0.774 | dog | 0.725 | horse | 0.627 | | sheep | 0.553 | cow | 0.593 | elephant | 0.698 | | bear | 0.811 | zebra | 0.703 | giraffe | 0.731 | | backpack | 0.154 | umbrella | 0.417 | handbag | 0.168 | | tie | 0.357 | suitcase | 0.435 | frisbee | 0.706 | | skis | 0.227 | snowboard | 0.359 | sports ball | 0.474 | | kite | 0.455 | baseball bat | 0.391 | baseball glove | 0.399 | | skateboard | 0.542 | surfboard | 0.396 | tennis racket | 0.505 | | bottle | 0.407 | wine glass | 0.375 | cup | 0.476 | | fork | 0.410 | knife | 0.255 | spoon | 0.224 | | bowl | 0.431 | banana | 0.245 | apple | 0.210 | | sandwich | 0.469 | orange | 0.317 | broccoli | 0.234 | | carrot | 0.232 | hot dog | 0.445 | pizza | 0.569 | | donut | 0.503 | cake | 0.399 | chair | 0.319 | | couch | 0.472 | potted plant | 0.275 | bed | 0.482 | | dining table | 0.264 | toilet | 0.637 | tv | 0.617 | | laptop | 0.649 | mouse | 0.625 | remote | 0.383 | | keyboard | 0.532 | cell phone | 0.443 | microwave | 0.640 | | oven | 0.381 | toaster | 0.371 | sink | 0.415 | | refrigerator | 0.615 | book | 0.143 | clock | 0.546 | | vase | 0.410 | scissors | 0.408 | teddy bear | 0.506 | | hair drier | 0.164 | toothbrush | 0.307 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-04 22:57:02,597 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx/best_bbox_mAP_epoch_1.pth was removed 2023-11-04 22:57:07,966 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_2.pth. 2023-11-04 22:57:07,967 - mmdet - INFO - Best bbox_mAP is 0.4541 at 2 epoch. 2023-11-04 22:57:07,967 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx.py 2023-11-04 22:57:07,968 - mmdet - INFO - Epoch(val) [2][625] bbox_mAP: 0.4541, bbox_mAP_50: 0.6365, bbox_mAP_75: 0.4944, bbox_mAP_s: 0.3017, bbox_mAP_m: 0.4865, bbox_mAP_l: 0.6076, bbox_mAP_copypaste: 0.4541 0.6365 0.4944 0.3017 0.4865 0.6076 2023-11-04 22:58:00,066 - mmdet - INFO - Epoch [3][50/3665] lr: 5.563e-06, eta: 9:46:49, time: 1.041, data_time: 0.072, memory: 24742, interm_loss_cls: 0.3043, interm_loss_bbox: 0.2260, interm_loss_iou: 0.5110, loss_cls: 0.2558, loss_bbox: 0.1816, loss_iou: 0.4335, d0.loss_cls: 0.3233, d0.loss_bbox: 0.1903, d0.loss_iou: 0.4532, d1.loss_cls: 0.2881, d1.loss_bbox: 0.1856, d1.loss_iou: 0.4377, d2.loss_cls: 0.2676, d2.loss_bbox: 0.1813, d2.loss_iou: 0.4319, d3.loss_cls: 0.2583, d3.loss_bbox: 0.1815, d3.loss_iou: 0.4332, d4.loss_cls: 0.2553, d4.loss_bbox: 0.1813, d4.loss_iou: 0.4336, dn_loss_cls: 0.0548, dn_loss_bbox: 0.3360, dn_loss_iou: 0.4763, d0.dn_loss_cls: 0.0871, d0.dn_loss_bbox: 0.4520, d0.dn_loss_iou: 0.6147, d1.dn_loss_cls: 0.0643, d1.dn_loss_bbox: 0.3610, d1.dn_loss_iou: 0.5044, d2.dn_loss_cls: 0.0569, d2.dn_loss_bbox: 0.3391, d2.dn_loss_iou: 0.4797, d3.dn_loss_cls: 0.0544, d3.dn_loss_bbox: 0.3364, d3.dn_loss_iou: 0.4769, d4.dn_loss_cls: 0.0539, d4.dn_loss_bbox: 0.3360, d4.dn_loss_iou: 0.4762, loss: 11.9745, grad_norm: 20.3911 2023-11-04 22:58:47,178 - mmdet - INFO - Epoch [3][100/3665] lr: 5.563e-06, eta: 9:45:56, time: 0.942, data_time: 0.011, memory: 24742, interm_loss_cls: 0.3040, interm_loss_bbox: 0.2355, interm_loss_iou: 0.5206, loss_cls: 0.2573, loss_bbox: 0.1866, loss_iou: 0.4395, d0.loss_cls: 0.3250, d0.loss_bbox: 0.1965, d0.loss_iou: 0.4586, d1.loss_cls: 0.2896, d1.loss_bbox: 0.1913, d1.loss_iou: 0.4434, d2.loss_cls: 0.2695, d2.loss_bbox: 0.1870, d2.loss_iou: 0.4390, d3.loss_cls: 0.2595, d3.loss_bbox: 0.1871, d3.loss_iou: 0.4398, d4.loss_cls: 0.2570, d4.loss_bbox: 0.1876, d4.loss_iou: 0.4403, dn_loss_cls: 0.0605, dn_loss_bbox: 0.3430, dn_loss_iou: 0.4923, d0.dn_loss_cls: 0.0911, d0.dn_loss_bbox: 0.4555, d0.dn_loss_iou: 0.6274, d1.dn_loss_cls: 0.0688, d1.dn_loss_bbox: 0.3682, d1.dn_loss_iou: 0.5194, d2.dn_loss_cls: 0.0619, d2.dn_loss_bbox: 0.3462, d2.dn_loss_iou: 0.4954, d3.dn_loss_cls: 0.0595, d3.dn_loss_bbox: 0.3434, d3.dn_loss_iou: 0.4927, d4.dn_loss_cls: 0.0595, d4.dn_loss_bbox: 0.3430, d4.dn_loss_iou: 0.4922, loss: 12.2344, grad_norm: 22.4865 2023-11-04 22:59:34,247 - mmdet - INFO - Epoch [3][150/3665] lr: 5.563e-06, eta: 9:45:03, time: 0.941, data_time: 0.011, memory: 24742, interm_loss_cls: 0.3008, interm_loss_bbox: 0.2337, interm_loss_iou: 0.5032, loss_cls: 0.2512, loss_bbox: 0.1857, loss_iou: 0.4222, d0.loss_cls: 0.3198, d0.loss_bbox: 0.1950, d0.loss_iou: 0.4431, d1.loss_cls: 0.2833, d1.loss_bbox: 0.1904, d1.loss_iou: 0.4295, d2.loss_cls: 0.2632, d2.loss_bbox: 0.1849, d2.loss_iou: 0.4220, d3.loss_cls: 0.2534, d3.loss_bbox: 0.1852, d3.loss_iou: 0.4217, d4.loss_cls: 0.2510, d4.loss_bbox: 0.1855, d4.loss_iou: 0.4228, dn_loss_cls: 0.0562, dn_loss_bbox: 0.3471, dn_loss_iou: 0.4772, d0.dn_loss_cls: 0.0874, d0.dn_loss_bbox: 0.4604, d0.dn_loss_iou: 0.6097, d1.dn_loss_cls: 0.0657, d1.dn_loss_bbox: 0.3725, d1.dn_loss_iou: 0.5044, d2.dn_loss_cls: 0.0582, d2.dn_loss_bbox: 0.3503, d2.dn_loss_iou: 0.4805, d3.dn_loss_cls: 0.0556, d3.dn_loss_bbox: 0.3473, d3.dn_loss_iou: 0.4776, d4.dn_loss_cls: 0.0554, d4.dn_loss_bbox: 0.3470, d4.dn_loss_iou: 0.4771, loss: 11.9772, grad_norm: 19.8119 2023-11-04 23:00:21,383 - mmdet - INFO - Epoch [3][200/3665] lr: 5.563e-06, eta: 9:44:10, time: 0.943, data_time: 0.011, memory: 24742, interm_loss_cls: 0.3032, interm_loss_bbox: 0.2341, interm_loss_iou: 0.5122, loss_cls: 0.2548, loss_bbox: 0.1867, loss_iou: 0.4316, d0.loss_cls: 0.3234, d0.loss_bbox: 0.1950, d0.loss_iou: 0.4523, d1.loss_cls: 0.2868, d1.loss_bbox: 0.1891, d1.loss_iou: 0.4357, d2.loss_cls: 0.2649, d2.loss_bbox: 0.1864, d2.loss_iou: 0.4316, d3.loss_cls: 0.2562, d3.loss_bbox: 0.1867, d3.loss_iou: 0.4321, d4.loss_cls: 0.2534, d4.loss_bbox: 0.1874, d4.loss_iou: 0.4324, dn_loss_cls: 0.0563, dn_loss_bbox: 0.3500, dn_loss_iou: 0.4784, d0.dn_loss_cls: 0.0885, d0.dn_loss_bbox: 0.4677, d0.dn_loss_iou: 0.6154, d1.dn_loss_cls: 0.0657, d1.dn_loss_bbox: 0.3759, d1.dn_loss_iou: 0.5060, d2.dn_loss_cls: 0.0582, d2.dn_loss_bbox: 0.3536, d2.dn_loss_iou: 0.4819, d3.dn_loss_cls: 0.0557, d3.dn_loss_bbox: 0.3504, d3.dn_loss_iou: 0.4789, d4.dn_loss_cls: 0.0553, d4.dn_loss_bbox: 0.3500, d4.dn_loss_iou: 0.4783, loss: 12.1022, grad_norm: 19.9408 2023-11-04 23:01:08,536 - mmdet - INFO - Epoch [3][250/3665] lr: 5.563e-06, eta: 9:43:17, time: 0.943, data_time: 0.014, memory: 24742, interm_loss_cls: 0.3037, interm_loss_bbox: 0.2308, interm_loss_iou: 0.5052, loss_cls: 0.2572, loss_bbox: 0.1853, loss_iou: 0.4271, d0.loss_cls: 0.3277, d0.loss_bbox: 0.1906, d0.loss_iou: 0.4462, d1.loss_cls: 0.2931, d1.loss_bbox: 0.1865, d1.loss_iou: 0.4298, d2.loss_cls: 0.2707, d2.loss_bbox: 0.1832, d2.loss_iou: 0.4255, d3.loss_cls: 0.2597, d3.loss_bbox: 0.1847, d3.loss_iou: 0.4268, d4.loss_cls: 0.2562, d4.loss_bbox: 0.1855, d4.loss_iou: 0.4281, dn_loss_cls: 0.0586, dn_loss_bbox: 0.3429, dn_loss_iou: 0.4861, d0.dn_loss_cls: 0.0901, d0.dn_loss_bbox: 0.4544, d0.dn_loss_iou: 0.6204, d1.dn_loss_cls: 0.0681, d1.dn_loss_bbox: 0.3680, d1.dn_loss_iou: 0.5133, d2.dn_loss_cls: 0.0603, d2.dn_loss_bbox: 0.3464, d2.dn_loss_iou: 0.4899, d3.dn_loss_cls: 0.0579, d3.dn_loss_bbox: 0.3433, d3.dn_loss_iou: 0.4866, d4.dn_loss_cls: 0.0576, d4.dn_loss_bbox: 0.3429, d4.dn_loss_iou: 0.4860, loss: 12.0762, grad_norm: 21.3123 2023-11-04 23:01:57,287 - mmdet - INFO - Epoch [3][300/3665] lr: 5.563e-06, eta: 9:42:32, time: 0.974, data_time: 0.023, memory: 24742, interm_loss_cls: 0.3039, interm_loss_bbox: 0.2305, interm_loss_iou: 0.4924, loss_cls: 0.2562, loss_bbox: 0.1841, loss_iou: 0.4128, d0.loss_cls: 0.3248, d0.loss_bbox: 0.1921, d0.loss_iou: 0.4336, d1.loss_cls: 0.2899, d1.loss_bbox: 0.1861, d1.loss_iou: 0.4185, d2.loss_cls: 0.2691, d2.loss_bbox: 0.1830, d2.loss_iou: 0.4115, d3.loss_cls: 0.2578, d3.loss_bbox: 0.1841, d3.loss_iou: 0.4127, d4.loss_cls: 0.2557, d4.loss_bbox: 0.1844, d4.loss_iou: 0.4138, dn_loss_cls: 0.0572, dn_loss_bbox: 0.3480, dn_loss_iou: 0.4681, d0.dn_loss_cls: 0.0888, d0.dn_loss_bbox: 0.4611, d0.dn_loss_iou: 0.6031, d1.dn_loss_cls: 0.0659, d1.dn_loss_bbox: 0.3726, d1.dn_loss_iou: 0.4959, d2.dn_loss_cls: 0.0585, d2.dn_loss_bbox: 0.3509, d2.dn_loss_iou: 0.4716, d3.dn_loss_cls: 0.0563, d3.dn_loss_bbox: 0.3484, d3.dn_loss_iou: 0.4688, d4.dn_loss_cls: 0.0562, d4.dn_loss_bbox: 0.3480, d4.dn_loss_iou: 0.4681, loss: 11.8848, grad_norm: 18.6731 2023-11-04 23:02:47,814 - mmdet - INFO - Epoch [3][350/3665] lr: 5.563e-06, eta: 9:41:56, time: 1.011, data_time: 0.020, memory: 24742, interm_loss_cls: 0.3003, interm_loss_bbox: 0.2285, interm_loss_iou: 0.4972, loss_cls: 0.2525, loss_bbox: 0.1826, loss_iou: 0.4151, d0.loss_cls: 0.3216, d0.loss_bbox: 0.1864, d0.loss_iou: 0.4330, d1.loss_cls: 0.2860, d1.loss_bbox: 0.1834, d1.loss_iou: 0.4198, d2.loss_cls: 0.2663, d2.loss_bbox: 0.1791, d2.loss_iou: 0.4128, d3.loss_cls: 0.2543, d3.loss_bbox: 0.1817, d3.loss_iou: 0.4148, d4.loss_cls: 0.2520, d4.loss_bbox: 0.1828, d4.loss_iou: 0.4150, dn_loss_cls: 0.0551, dn_loss_bbox: 0.3439, dn_loss_iou: 0.4784, d0.dn_loss_cls: 0.0862, d0.dn_loss_bbox: 0.4538, d0.dn_loss_iou: 0.6100, d1.dn_loss_cls: 0.0640, d1.dn_loss_bbox: 0.3688, d1.dn_loss_iou: 0.5050, d2.dn_loss_cls: 0.0568, d2.dn_loss_bbox: 0.3474, d2.dn_loss_iou: 0.4821, d3.dn_loss_cls: 0.0545, d3.dn_loss_bbox: 0.3444, d3.dn_loss_iou: 0.4791, d4.dn_loss_cls: 0.0544, d4.dn_loss_bbox: 0.3439, d4.dn_loss_iou: 0.4783, loss: 11.8708, grad_norm: 19.1665 2023-11-04 23:03:35,280 - mmdet - INFO - Epoch [3][400/3665] lr: 5.563e-06, eta: 9:41:05, time: 0.949, data_time: 0.016, memory: 24742, interm_loss_cls: 0.2989, interm_loss_bbox: 0.2265, interm_loss_iou: 0.5046, loss_cls: 0.2506, loss_bbox: 0.1818, loss_iou: 0.4272, d0.loss_cls: 0.3202, d0.loss_bbox: 0.1885, d0.loss_iou: 0.4475, d1.loss_cls: 0.2837, d1.loss_bbox: 0.1843, d1.loss_iou: 0.4322, d2.loss_cls: 0.2638, d2.loss_bbox: 0.1796, d2.loss_iou: 0.4256, d3.loss_cls: 0.2548, d3.loss_bbox: 0.1797, d3.loss_iou: 0.4257, d4.loss_cls: 0.2502, d4.loss_bbox: 0.1818, d4.loss_iou: 0.4276, dn_loss_cls: 0.0564, dn_loss_bbox: 0.3438, dn_loss_iou: 0.4764, d0.dn_loss_cls: 0.0871, d0.dn_loss_bbox: 0.4572, d0.dn_loss_iou: 0.6076, d1.dn_loss_cls: 0.0646, d1.dn_loss_bbox: 0.3696, d1.dn_loss_iou: 0.5025, d2.dn_loss_cls: 0.0577, d2.dn_loss_bbox: 0.3471, d2.dn_loss_iou: 0.4798, d3.dn_loss_cls: 0.0554, d3.dn_loss_bbox: 0.3442, d3.dn_loss_iou: 0.4769, d4.dn_loss_cls: 0.0554, d4.dn_loss_bbox: 0.3438, d4.dn_loss_iou: 0.4762, loss: 11.9364, grad_norm: 21.4653 2023-11-04 23:04:22,004 - mmdet - INFO - Epoch [3][450/3665] lr: 5.563e-06, eta: 9:40:11, time: 0.934, data_time: 0.014, memory: 24742, interm_loss_cls: 0.2940, interm_loss_bbox: 0.2258, interm_loss_iou: 0.5075, loss_cls: 0.2450, loss_bbox: 0.1763, loss_iou: 0.4243, d0.loss_cls: 0.3145, d0.loss_bbox: 0.1859, d0.loss_iou: 0.4488, d1.loss_cls: 0.2788, d1.loss_bbox: 0.1784, d1.loss_iou: 0.4300, d2.loss_cls: 0.2559, d2.loss_bbox: 0.1760, d2.loss_iou: 0.4246, d3.loss_cls: 0.2468, d3.loss_bbox: 0.1763, d3.loss_iou: 0.4246, d4.loss_cls: 0.2446, d4.loss_bbox: 0.1763, d4.loss_iou: 0.4247, dn_loss_cls: 0.0535, dn_loss_bbox: 0.3366, dn_loss_iou: 0.4740, d0.dn_loss_cls: 0.0859, d0.dn_loss_bbox: 0.4555, d0.dn_loss_iou: 0.6116, d1.dn_loss_cls: 0.0629, d1.dn_loss_bbox: 0.3623, d1.dn_loss_iou: 0.5018, d2.dn_loss_cls: 0.0556, d2.dn_loss_bbox: 0.3398, d2.dn_loss_iou: 0.4773, d3.dn_loss_cls: 0.0531, d3.dn_loss_bbox: 0.3371, d3.dn_loss_iou: 0.4745, d4.dn_loss_cls: 0.0527, d4.dn_loss_bbox: 0.3365, d4.dn_loss_iou: 0.4739, loss: 11.8036, grad_norm: 20.9508 2023-11-04 23:05:08,626 - mmdet - INFO - Epoch [3][500/3665] lr: 5.563e-06, eta: 9:39:16, time: 0.932, data_time: 0.013, memory: 24742, interm_loss_cls: 0.3097, interm_loss_bbox: 0.2269, interm_loss_iou: 0.4993, loss_cls: 0.2595, loss_bbox: 0.1813, loss_iou: 0.4238, d0.loss_cls: 0.3287, d0.loss_bbox: 0.1866, d0.loss_iou: 0.4386, d1.loss_cls: 0.2939, d1.loss_bbox: 0.1824, d1.loss_iou: 0.4264, d2.loss_cls: 0.2711, d2.loss_bbox: 0.1803, d2.loss_iou: 0.4230, d3.loss_cls: 0.2604, d3.loss_bbox: 0.1816, d3.loss_iou: 0.4245, d4.loss_cls: 0.2595, d4.loss_bbox: 0.1811, d4.loss_iou: 0.4238, dn_loss_cls: 0.0562, dn_loss_bbox: 0.3546, dn_loss_iou: 0.4766, d0.dn_loss_cls: 0.0887, d0.dn_loss_bbox: 0.4708, d0.dn_loss_iou: 0.6090, d1.dn_loss_cls: 0.0650, d1.dn_loss_bbox: 0.3793, d1.dn_loss_iou: 0.5036, d2.dn_loss_cls: 0.0577, d2.dn_loss_bbox: 0.3578, d2.dn_loss_iou: 0.4800, d3.dn_loss_cls: 0.0555, d3.dn_loss_bbox: 0.3550, d3.dn_loss_iou: 0.4772, d4.dn_loss_cls: 0.0555, d4.dn_loss_bbox: 0.3546, d4.dn_loss_iou: 0.4765, loss: 12.0360, grad_norm: 23.6446 2023-11-04 23:05:54,684 - mmdet - INFO - Epoch [3][550/3665] lr: 5.563e-06, eta: 9:38:19, time: 0.921, data_time: 0.012, memory: 24742, interm_loss_cls: 0.3024, interm_loss_bbox: 0.2205, interm_loss_iou: 0.4946, loss_cls: 0.2518, loss_bbox: 0.1746, loss_iou: 0.4181, d0.loss_cls: 0.3190, d0.loss_bbox: 0.1832, d0.loss_iou: 0.4366, d1.loss_cls: 0.2858, d1.loss_bbox: 0.1770, d1.loss_iou: 0.4218, d2.loss_cls: 0.2672, d2.loss_bbox: 0.1724, d2.loss_iou: 0.4149, d3.loss_cls: 0.2555, d3.loss_bbox: 0.1736, d3.loss_iou: 0.4180, d4.loss_cls: 0.2522, d4.loss_bbox: 0.1737, d4.loss_iou: 0.4176, dn_loss_cls: 0.0546, dn_loss_bbox: 0.3389, dn_loss_iou: 0.4769, d0.dn_loss_cls: 0.0868, d0.dn_loss_bbox: 0.4498, d0.dn_loss_iou: 0.6108, d1.dn_loss_cls: 0.0636, d1.dn_loss_bbox: 0.3632, d1.dn_loss_iou: 0.5042, d2.dn_loss_cls: 0.0564, d2.dn_loss_bbox: 0.3420, d2.dn_loss_iou: 0.4803, d3.dn_loss_cls: 0.0542, d3.dn_loss_bbox: 0.3393, d3.dn_loss_iou: 0.4774, d4.dn_loss_cls: 0.0539, d4.dn_loss_bbox: 0.3389, d4.dn_loss_iou: 0.4768, loss: 11.7986, grad_norm: 20.2359 2023-11-04 23:06:44,439 - mmdet - INFO - Epoch [3][600/3665] lr: 5.563e-06, eta: 9:37:38, time: 0.995, data_time: 0.013, memory: 24742, interm_loss_cls: 0.3005, interm_loss_bbox: 0.2210, interm_loss_iou: 0.5069, loss_cls: 0.2527, loss_bbox: 0.1762, loss_iou: 0.4305, d0.loss_cls: 0.3187, d0.loss_bbox: 0.1853, d0.loss_iou: 0.4518, d1.loss_cls: 0.2821, d1.loss_bbox: 0.1802, d1.loss_iou: 0.4369, d2.loss_cls: 0.2636, d2.loss_bbox: 0.1751, d2.loss_iou: 0.4297, d3.loss_cls: 0.2550, d3.loss_bbox: 0.1757, d3.loss_iou: 0.4299, d4.loss_cls: 0.2511, d4.loss_bbox: 0.1768, d4.loss_iou: 0.4316, dn_loss_cls: 0.0562, dn_loss_bbox: 0.3351, dn_loss_iou: 0.4777, d0.dn_loss_cls: 0.0866, d0.dn_loss_bbox: 0.4480, d0.dn_loss_iou: 0.6132, d1.dn_loss_cls: 0.0639, d1.dn_loss_bbox: 0.3598, d1.dn_loss_iou: 0.5042, d2.dn_loss_cls: 0.0572, d2.dn_loss_bbox: 0.3381, d2.dn_loss_iou: 0.4809, d3.dn_loss_cls: 0.0551, d3.dn_loss_bbox: 0.3356, d3.dn_loss_iou: 0.4781, d4.dn_loss_cls: 0.0550, d4.dn_loss_bbox: 0.3351, d4.dn_loss_iou: 0.4774, loss: 11.8887, grad_norm: 22.5768 2023-11-04 23:07:31,474 - mmdet - INFO - Epoch [3][650/3665] lr: 5.563e-06, eta: 9:36:45, time: 0.941, data_time: 0.012, memory: 24742, interm_loss_cls: 0.2980, interm_loss_bbox: 0.2229, interm_loss_iou: 0.4976, loss_cls: 0.2467, loss_bbox: 0.1764, loss_iou: 0.4194, d0.loss_cls: 0.3149, d0.loss_bbox: 0.1832, d0.loss_iou: 0.4385, d1.loss_cls: 0.2803, d1.loss_bbox: 0.1783, d1.loss_iou: 0.4219, d2.loss_cls: 0.2604, d2.loss_bbox: 0.1747, d2.loss_iou: 0.4163, d3.loss_cls: 0.2486, d3.loss_bbox: 0.1769, d3.loss_iou: 0.4195, d4.loss_cls: 0.2464, d4.loss_bbox: 0.1769, d4.loss_iou: 0.4200, dn_loss_cls: 0.0530, dn_loss_bbox: 0.3221, dn_loss_iou: 0.4584, d0.dn_loss_cls: 0.0856, d0.dn_loss_bbox: 0.4368, d0.dn_loss_iou: 0.5926, d1.dn_loss_cls: 0.0618, d1.dn_loss_bbox: 0.3467, d1.dn_loss_iou: 0.4857, d2.dn_loss_cls: 0.0548, d2.dn_loss_bbox: 0.3257, d2.dn_loss_iou: 0.4621, d3.dn_loss_cls: 0.0528, d3.dn_loss_bbox: 0.3227, d3.dn_loss_iou: 0.4590, d4.dn_loss_cls: 0.0524, d4.dn_loss_bbox: 0.3221, d4.dn_loss_iou: 0.4583, loss: 11.5703, grad_norm: 20.4126 2023-11-04 23:08:22,666 - mmdet - INFO - Epoch [3][700/3665] lr: 5.563e-06, eta: 9:36:11, time: 1.024, data_time: 0.023, memory: 24742, interm_loss_cls: 0.2997, interm_loss_bbox: 0.2230, interm_loss_iou: 0.5007, loss_cls: 0.2529, loss_bbox: 0.1759, loss_iou: 0.4227, d0.loss_cls: 0.3192, d0.loss_bbox: 0.1861, d0.loss_iou: 0.4424, d1.loss_cls: 0.2852, d1.loss_bbox: 0.1806, d1.loss_iou: 0.4268, d2.loss_cls: 0.2648, d2.loss_bbox: 0.1753, d2.loss_iou: 0.4216, d3.loss_cls: 0.2552, d3.loss_bbox: 0.1762, d3.loss_iou: 0.4229, d4.loss_cls: 0.2529, d4.loss_bbox: 0.1760, d4.loss_iou: 0.4230, dn_loss_cls: 0.0545, dn_loss_bbox: 0.3314, dn_loss_iou: 0.4779, d0.dn_loss_cls: 0.0872, d0.dn_loss_bbox: 0.4386, d0.dn_loss_iou: 0.6096, d1.dn_loss_cls: 0.0636, d1.dn_loss_bbox: 0.3553, d1.dn_loss_iou: 0.5052, d2.dn_loss_cls: 0.0562, d2.dn_loss_bbox: 0.3346, d2.dn_loss_iou: 0.4813, d3.dn_loss_cls: 0.0539, d3.dn_loss_bbox: 0.3318, d3.dn_loss_iou: 0.4783, d4.dn_loss_cls: 0.0538, d4.dn_loss_bbox: 0.3314, d4.dn_loss_iou: 0.4778, loss: 11.8054, grad_norm: 21.1047 2023-11-04 23:09:10,768 - mmdet - INFO - Epoch [3][750/3665] lr: 5.563e-06, eta: 9:35:23, time: 0.962, data_time: 0.019, memory: 24742, interm_loss_cls: 0.2952, interm_loss_bbox: 0.2167, interm_loss_iou: 0.4992, loss_cls: 0.2434, loss_bbox: 0.1777, loss_iou: 0.4283, d0.loss_cls: 0.3127, d0.loss_bbox: 0.1829, d0.loss_iou: 0.4439, d1.loss_cls: 0.2781, d1.loss_bbox: 0.1791, d1.loss_iou: 0.4294, d2.loss_cls: 0.2560, d2.loss_bbox: 0.1764, d2.loss_iou: 0.4266, d3.loss_cls: 0.2463, d3.loss_bbox: 0.1768, d3.loss_iou: 0.4273, d4.loss_cls: 0.2423, d4.loss_bbox: 0.1782, d4.loss_iou: 0.4289, dn_loss_cls: 0.0536, dn_loss_bbox: 0.3209, dn_loss_iou: 0.4687, d0.dn_loss_cls: 0.0854, d0.dn_loss_bbox: 0.4337, d0.dn_loss_iou: 0.6051, d1.dn_loss_cls: 0.0626, d1.dn_loss_bbox: 0.3462, d1.dn_loss_iou: 0.4963, d2.dn_loss_cls: 0.0553, d2.dn_loss_bbox: 0.3242, d2.dn_loss_iou: 0.4726, d3.dn_loss_cls: 0.0532, d3.dn_loss_bbox: 0.3212, d3.dn_loss_iou: 0.4692, d4.dn_loss_cls: 0.0529, d4.dn_loss_bbox: 0.3209, d4.dn_loss_iou: 0.4686, loss: 11.6561, grad_norm: 21.8256 2023-11-04 23:09:56,976 - mmdet - INFO - Epoch [3][800/3665] lr: 5.563e-06, eta: 9:34:27, time: 0.924, data_time: 0.016, memory: 24742, interm_loss_cls: 0.2946, interm_loss_bbox: 0.2247, interm_loss_iou: 0.5009, loss_cls: 0.2471, loss_bbox: 0.1780, loss_iou: 0.4233, d0.loss_cls: 0.3119, d0.loss_bbox: 0.1852, d0.loss_iou: 0.4428, d1.loss_cls: 0.2756, d1.loss_bbox: 0.1789, d1.loss_iou: 0.4275, d2.loss_cls: 0.2570, d2.loss_bbox: 0.1757, d2.loss_iou: 0.4222, d3.loss_cls: 0.2482, d3.loss_bbox: 0.1770, d3.loss_iou: 0.4231, d4.loss_cls: 0.2460, d4.loss_bbox: 0.1775, d4.loss_iou: 0.4233, dn_loss_cls: 0.0556, dn_loss_bbox: 0.3318, dn_loss_iou: 0.4766, d0.dn_loss_cls: 0.0856, d0.dn_loss_bbox: 0.4439, d0.dn_loss_iou: 0.6091, d1.dn_loss_cls: 0.0628, d1.dn_loss_bbox: 0.3563, d1.dn_loss_iou: 0.5031, d2.dn_loss_cls: 0.0563, d2.dn_loss_bbox: 0.3353, d2.dn_loss_iou: 0.4799, d3.dn_loss_cls: 0.0543, d3.dn_loss_bbox: 0.3323, d3.dn_loss_iou: 0.4773, d4.dn_loss_cls: 0.0542, d4.dn_loss_bbox: 0.3318, d4.dn_loss_iou: 0.4765, loss: 11.7634, grad_norm: 21.1586 2023-11-04 23:10:43,607 - mmdet - INFO - Epoch [3][850/3665] lr: 5.563e-06, eta: 9:33:33, time: 0.933, data_time: 0.015, memory: 24742, interm_loss_cls: 0.3010, interm_loss_bbox: 0.2209, interm_loss_iou: 0.4984, loss_cls: 0.2541, loss_bbox: 0.1766, loss_iou: 0.4250, d0.loss_cls: 0.3201, d0.loss_bbox: 0.1843, d0.loss_iou: 0.4426, d1.loss_cls: 0.2868, d1.loss_bbox: 0.1781, d1.loss_iou: 0.4268, d2.loss_cls: 0.2650, d2.loss_bbox: 0.1762, d2.loss_iou: 0.4237, d3.loss_cls: 0.2554, d3.loss_bbox: 0.1765, d3.loss_iou: 0.4247, d4.loss_cls: 0.2529, d4.loss_bbox: 0.1769, d4.loss_iou: 0.4252, dn_loss_cls: 0.0537, dn_loss_bbox: 0.3277, dn_loss_iou: 0.4775, d0.dn_loss_cls: 0.0856, d0.dn_loss_bbox: 0.4423, d0.dn_loss_iou: 0.6100, d1.dn_loss_cls: 0.0625, d1.dn_loss_bbox: 0.3530, d1.dn_loss_iou: 0.5055, d2.dn_loss_cls: 0.0554, d2.dn_loss_bbox: 0.3310, d2.dn_loss_iou: 0.4809, d3.dn_loss_cls: 0.0534, d3.dn_loss_bbox: 0.3282, d3.dn_loss_iou: 0.4781, d4.dn_loss_cls: 0.0529, d4.dn_loss_bbox: 0.3277, d4.dn_loss_iou: 0.4774, loss: 11.7938, grad_norm: 19.9958 2023-11-04 23:11:30,810 - mmdet - INFO - Epoch [3][900/3665] lr: 5.563e-06, eta: 9:32:41, time: 0.944, data_time: 0.012, memory: 24742, interm_loss_cls: 0.2952, interm_loss_bbox: 0.2158, interm_loss_iou: 0.4936, loss_cls: 0.2510, loss_bbox: 0.1715, loss_iou: 0.4184, d0.loss_cls: 0.3158, d0.loss_bbox: 0.1800, d0.loss_iou: 0.4372, d1.loss_cls: 0.2826, d1.loss_bbox: 0.1762, d1.loss_iou: 0.4237, d2.loss_cls: 0.2622, d2.loss_bbox: 0.1719, d2.loss_iou: 0.4180, d3.loss_cls: 0.2523, d3.loss_bbox: 0.1718, d3.loss_iou: 0.4185, d4.loss_cls: 0.2502, d4.loss_bbox: 0.1721, d4.loss_iou: 0.4190, dn_loss_cls: 0.0552, dn_loss_bbox: 0.3227, dn_loss_iou: 0.4767, d0.dn_loss_cls: 0.0861, d0.dn_loss_bbox: 0.4339, d0.dn_loss_iou: 0.6092, d1.dn_loss_cls: 0.0635, d1.dn_loss_bbox: 0.3455, d1.dn_loss_iou: 0.5028, d2.dn_loss_cls: 0.0567, d2.dn_loss_bbox: 0.3257, d2.dn_loss_iou: 0.4797, d3.dn_loss_cls: 0.0546, d3.dn_loss_bbox: 0.3231, d3.dn_loss_iou: 0.4770, d4.dn_loss_cls: 0.0544, d4.dn_loss_bbox: 0.3227, d4.dn_loss_iou: 0.4765, loss: 11.6629, grad_norm: 21.6263 2023-11-04 23:12:18,565 - mmdet - INFO - Epoch [3][950/3665] lr: 5.563e-06, eta: 9:31:51, time: 0.955, data_time: 0.017, memory: 24742, interm_loss_cls: 0.2936, interm_loss_bbox: 0.2204, interm_loss_iou: 0.5041, loss_cls: 0.2449, loss_bbox: 0.1767, loss_iou: 0.4328, d0.loss_cls: 0.3136, d0.loss_bbox: 0.1850, d0.loss_iou: 0.4501, d1.loss_cls: 0.2759, d1.loss_bbox: 0.1810, d1.loss_iou: 0.4359, d2.loss_cls: 0.2570, d2.loss_bbox: 0.1763, d2.loss_iou: 0.4309, d3.loss_cls: 0.2472, d3.loss_bbox: 0.1767, d3.loss_iou: 0.4326, d4.loss_cls: 0.2440, d4.loss_bbox: 0.1774, d4.loss_iou: 0.4333, dn_loss_cls: 0.0549, dn_loss_bbox: 0.3222, dn_loss_iou: 0.4824, d0.dn_loss_cls: 0.0867, d0.dn_loss_bbox: 0.4327, d0.dn_loss_iou: 0.6158, d1.dn_loss_cls: 0.0631, d1.dn_loss_bbox: 0.3469, d1.dn_loss_iou: 0.5092, d2.dn_loss_cls: 0.0563, d2.dn_loss_bbox: 0.3258, d2.dn_loss_iou: 0.4859, d3.dn_loss_cls: 0.0543, d3.dn_loss_bbox: 0.3227, d3.dn_loss_iou: 0.4829, d4.dn_loss_cls: 0.0540, d4.dn_loss_bbox: 0.3222, d4.dn_loss_iou: 0.4823, loss: 11.7894, grad_norm: 19.2923 2023-11-04 23:13:08,700 - mmdet - INFO - Epoch [3][1000/3665] lr: 5.563e-06, eta: 9:31:12, time: 1.003, data_time: 0.019, memory: 24742, interm_loss_cls: 0.2922, interm_loss_bbox: 0.2189, interm_loss_iou: 0.5087, loss_cls: 0.2474, loss_bbox: 0.1732, loss_iou: 0.4310, d0.loss_cls: 0.3123, d0.loss_bbox: 0.1814, d0.loss_iou: 0.4498, d1.loss_cls: 0.2792, d1.loss_bbox: 0.1745, d1.loss_iou: 0.4322, d2.loss_cls: 0.2585, d2.loss_bbox: 0.1723, d2.loss_iou: 0.4291, d3.loss_cls: 0.2486, d3.loss_bbox: 0.1731, d3.loss_iou: 0.4310, d4.loss_cls: 0.2470, d4.loss_bbox: 0.1731, d4.loss_iou: 0.4314, dn_loss_cls: 0.0533, dn_loss_bbox: 0.3156, dn_loss_iou: 0.4672, d0.dn_loss_cls: 0.0851, d0.dn_loss_bbox: 0.4265, d0.dn_loss_iou: 0.6022, d1.dn_loss_cls: 0.0619, d1.dn_loss_bbox: 0.3387, d1.dn_loss_iou: 0.4937, d2.dn_loss_cls: 0.0547, d2.dn_loss_bbox: 0.3186, d2.dn_loss_iou: 0.4708, d3.dn_loss_cls: 0.0526, d3.dn_loss_bbox: 0.3159, d3.dn_loss_iou: 0.4676, d4.dn_loss_cls: 0.0525, d4.dn_loss_bbox: 0.3156, d4.dn_loss_iou: 0.4671, loss: 11.6244, grad_norm: 21.8569 2023-11-04 23:13:56,558 - mmdet - INFO - Epoch [3][1050/3665] lr: 5.563e-06, eta: 9:30:23, time: 0.957, data_time: 0.016, memory: 24742, interm_loss_cls: 0.2936, interm_loss_bbox: 0.2179, interm_loss_iou: 0.5008, loss_cls: 0.2463, loss_bbox: 0.1781, loss_iou: 0.4269, d0.loss_cls: 0.3135, d0.loss_bbox: 0.1809, d0.loss_iou: 0.4440, d1.loss_cls: 0.2775, d1.loss_bbox: 0.1787, d1.loss_iou: 0.4298, d2.loss_cls: 0.2586, d2.loss_bbox: 0.1762, d2.loss_iou: 0.4245, d3.loss_cls: 0.2486, d3.loss_bbox: 0.1771, d3.loss_iou: 0.4261, d4.loss_cls: 0.2455, d4.loss_bbox: 0.1783, d4.loss_iou: 0.4274, dn_loss_cls: 0.0525, dn_loss_bbox: 0.3232, dn_loss_iou: 0.4740, d0.dn_loss_cls: 0.0859, d0.dn_loss_bbox: 0.4360, d0.dn_loss_iou: 0.6081, d1.dn_loss_cls: 0.0623, d1.dn_loss_bbox: 0.3475, d1.dn_loss_iou: 0.5015, d2.dn_loss_cls: 0.0545, d2.dn_loss_bbox: 0.3259, d2.dn_loss_iou: 0.4771, d3.dn_loss_cls: 0.0520, d3.dn_loss_bbox: 0.3235, d3.dn_loss_iou: 0.4744, d4.dn_loss_cls: 0.0518, d4.dn_loss_bbox: 0.3232, d4.dn_loss_iou: 0.4739, loss: 11.6976, grad_norm: 20.4245 2023-11-04 23:14:43,145 - mmdet - INFO - Epoch [3][1100/3665] lr: 5.563e-06, eta: 9:29:29, time: 0.932, data_time: 0.014, memory: 24742, interm_loss_cls: 0.2992, interm_loss_bbox: 0.2223, interm_loss_iou: 0.4925, loss_cls: 0.2553, loss_bbox: 0.1762, loss_iou: 0.4147, d0.loss_cls: 0.3206, d0.loss_bbox: 0.1851, d0.loss_iou: 0.4335, d1.loss_cls: 0.2854, d1.loss_bbox: 0.1803, d1.loss_iou: 0.4203, d2.loss_cls: 0.2672, d2.loss_bbox: 0.1758, d2.loss_iou: 0.4143, d3.loss_cls: 0.2570, d3.loss_bbox: 0.1762, d3.loss_iou: 0.4157, d4.loss_cls: 0.2544, d4.loss_bbox: 0.1763, d4.loss_iou: 0.4154, dn_loss_cls: 0.0523, dn_loss_bbox: 0.3294, dn_loss_iou: 0.4715, d0.dn_loss_cls: 0.0860, d0.dn_loss_bbox: 0.4401, d0.dn_loss_iou: 0.6027, d1.dn_loss_cls: 0.0621, d1.dn_loss_bbox: 0.3543, d1.dn_loss_iou: 0.4988, d2.dn_loss_cls: 0.0544, d2.dn_loss_bbox: 0.3325, d2.dn_loss_iou: 0.4750, d3.dn_loss_cls: 0.0519, d3.dn_loss_bbox: 0.3298, d3.dn_loss_iou: 0.4720, d4.dn_loss_cls: 0.0517, d4.dn_loss_bbox: 0.3294, d4.dn_loss_iou: 0.4714, loss: 11.7029, grad_norm: 19.3704 2023-11-04 23:15:30,465 - mmdet - INFO - Epoch [3][1150/3665] lr: 5.563e-06, eta: 9:28:38, time: 0.946, data_time: 0.013, memory: 24742, interm_loss_cls: 0.2969, interm_loss_bbox: 0.2227, interm_loss_iou: 0.5074, loss_cls: 0.2508, loss_bbox: 0.1769, loss_iou: 0.4319, d0.loss_cls: 0.3187, d0.loss_bbox: 0.1835, d0.loss_iou: 0.4479, d1.loss_cls: 0.2839, d1.loss_bbox: 0.1786, d1.loss_iou: 0.4328, d2.loss_cls: 0.2621, d2.loss_bbox: 0.1758, d2.loss_iou: 0.4291, d3.loss_cls: 0.2538, d3.loss_bbox: 0.1760, d3.loss_iou: 0.4303, d4.loss_cls: 0.2507, d4.loss_bbox: 0.1766, d4.loss_iou: 0.4316, dn_loss_cls: 0.0540, dn_loss_bbox: 0.3223, dn_loss_iou: 0.4761, d0.dn_loss_cls: 0.0865, d0.dn_loss_bbox: 0.4343, d0.dn_loss_iou: 0.6102, d1.dn_loss_cls: 0.0636, d1.dn_loss_bbox: 0.3466, d1.dn_loss_iou: 0.5023, d2.dn_loss_cls: 0.0562, d2.dn_loss_bbox: 0.3250, d2.dn_loss_iou: 0.4789, d3.dn_loss_cls: 0.0538, d3.dn_loss_bbox: 0.3226, d3.dn_loss_iou: 0.4762, d4.dn_loss_cls: 0.0532, d4.dn_loss_bbox: 0.3223, d4.dn_loss_iou: 0.4759, loss: 11.7778, grad_norm: 24.4982 2023-11-04 23:16:17,645 - mmdet - INFO - Epoch [3][1200/3665] lr: 5.563e-06, eta: 9:27:46, time: 0.944, data_time: 0.014, memory: 24742, interm_loss_cls: 0.2948, interm_loss_bbox: 0.2257, interm_loss_iou: 0.4913, loss_cls: 0.2483, loss_bbox: 0.1820, loss_iou: 0.4138, d0.loss_cls: 0.3135, d0.loss_bbox: 0.1910, d0.loss_iou: 0.4360, d1.loss_cls: 0.2806, d1.loss_bbox: 0.1844, d1.loss_iou: 0.4177, d2.loss_cls: 0.2610, d2.loss_bbox: 0.1803, d2.loss_iou: 0.4128, d3.loss_cls: 0.2509, d3.loss_bbox: 0.1814, d3.loss_iou: 0.4136, d4.loss_cls: 0.2482, d4.loss_bbox: 0.1823, d4.loss_iou: 0.4142, dn_loss_cls: 0.0514, dn_loss_bbox: 0.3371, dn_loss_iou: 0.4596, d0.dn_loss_cls: 0.0850, d0.dn_loss_bbox: 0.4576, d0.dn_loss_iou: 0.5967, d1.dn_loss_cls: 0.0617, d1.dn_loss_bbox: 0.3632, d1.dn_loss_iou: 0.4872, d2.dn_loss_cls: 0.0539, d2.dn_loss_bbox: 0.3403, d2.dn_loss_iou: 0.4631, d3.dn_loss_cls: 0.0515, d3.dn_loss_bbox: 0.3377, d3.dn_loss_iou: 0.4602, d4.dn_loss_cls: 0.0508, d4.dn_loss_bbox: 0.3371, d4.dn_loss_iou: 0.4594, loss: 11.6770, grad_norm: 20.1207 2023-11-04 23:17:07,058 - mmdet - INFO - Epoch [3][1250/3665] lr: 5.563e-06, eta: 9:27:04, time: 0.988, data_time: 0.025, memory: 24742, interm_loss_cls: 0.2949, interm_loss_bbox: 0.2210, interm_loss_iou: 0.4974, loss_cls: 0.2499, loss_bbox: 0.1776, loss_iou: 0.4211, d0.loss_cls: 0.3157, d0.loss_bbox: 0.1846, d0.loss_iou: 0.4416, d1.loss_cls: 0.2815, d1.loss_bbox: 0.1788, d1.loss_iou: 0.4242, d2.loss_cls: 0.2610, d2.loss_bbox: 0.1761, d2.loss_iou: 0.4196, d3.loss_cls: 0.2509, d3.loss_bbox: 0.1777, d3.loss_iou: 0.4215, d4.loss_cls: 0.2487, d4.loss_bbox: 0.1779, d4.loss_iou: 0.4212, dn_loss_cls: 0.0526, dn_loss_bbox: 0.3245, dn_loss_iou: 0.4689, d0.dn_loss_cls: 0.0851, d0.dn_loss_bbox: 0.4363, d0.dn_loss_iou: 0.6016, d1.dn_loss_cls: 0.0618, d1.dn_loss_bbox: 0.3474, d1.dn_loss_iou: 0.4955, d2.dn_loss_cls: 0.0541, d2.dn_loss_bbox: 0.3275, d2.dn_loss_iou: 0.4719, d3.dn_loss_cls: 0.0519, d3.dn_loss_bbox: 0.3248, d3.dn_loss_iou: 0.4691, d4.dn_loss_cls: 0.0517, d4.dn_loss_bbox: 0.3245, d4.dn_loss_iou: 0.4686, loss: 11.6605, grad_norm: 19.4131 2023-11-04 23:17:55,956 - mmdet - INFO - Epoch [3][1300/3665] lr: 5.563e-06, eta: 9:26:19, time: 0.978, data_time: 0.019, memory: 24742, interm_loss_cls: 0.2979, interm_loss_bbox: 0.2354, interm_loss_iou: 0.5108, loss_cls: 0.2527, loss_bbox: 0.1806, loss_iou: 0.4239, d0.loss_cls: 0.3169, d0.loss_bbox: 0.1893, d0.loss_iou: 0.4452, d1.loss_cls: 0.2861, d1.loss_bbox: 0.1816, d1.loss_iou: 0.4253, d2.loss_cls: 0.2642, d2.loss_bbox: 0.1797, d2.loss_iou: 0.4239, d3.loss_cls: 0.2560, d3.loss_bbox: 0.1800, d3.loss_iou: 0.4241, d4.loss_cls: 0.2517, d4.loss_bbox: 0.1810, d4.loss_iou: 0.4248, dn_loss_cls: 0.0528, dn_loss_bbox: 0.3325, dn_loss_iou: 0.4731, d0.dn_loss_cls: 0.0857, d0.dn_loss_bbox: 0.4454, d0.dn_loss_iou: 0.6065, d1.dn_loss_cls: 0.0619, d1.dn_loss_bbox: 0.3563, d1.dn_loss_iou: 0.4994, d2.dn_loss_cls: 0.0544, d2.dn_loss_bbox: 0.3355, d2.dn_loss_iou: 0.4766, d3.dn_loss_cls: 0.0522, d3.dn_loss_bbox: 0.3328, d3.dn_loss_iou: 0.4736, d4.dn_loss_cls: 0.0522, d4.dn_loss_bbox: 0.3324, d4.dn_loss_iou: 0.4730, loss: 11.8272, grad_norm: 20.9568 2023-11-04 23:18:43,231 - mmdet - INFO - Epoch [3][1350/3665] lr: 5.563e-06, eta: 9:25:28, time: 0.945, data_time: 0.014, memory: 24742, interm_loss_cls: 0.2994, interm_loss_bbox: 0.2253, interm_loss_iou: 0.4965, loss_cls: 0.2535, loss_bbox: 0.1795, loss_iou: 0.4223, d0.loss_cls: 0.3204, d0.loss_bbox: 0.1872, d0.loss_iou: 0.4399, d1.loss_cls: 0.2875, d1.loss_bbox: 0.1815, d1.loss_iou: 0.4244, d2.loss_cls: 0.2652, d2.loss_bbox: 0.1788, d2.loss_iou: 0.4205, d3.loss_cls: 0.2557, d3.loss_bbox: 0.1789, d3.loss_iou: 0.4217, d4.loss_cls: 0.2535, d4.loss_bbox: 0.1794, d4.loss_iou: 0.4225, dn_loss_cls: 0.0543, dn_loss_bbox: 0.3359, dn_loss_iou: 0.4682, d0.dn_loss_cls: 0.0875, d0.dn_loss_bbox: 0.4508, d0.dn_loss_iou: 0.6016, d1.dn_loss_cls: 0.0639, d1.dn_loss_bbox: 0.3610, d1.dn_loss_iou: 0.4958, d2.dn_loss_cls: 0.0560, d2.dn_loss_bbox: 0.3391, d2.dn_loss_iou: 0.4718, d3.dn_loss_cls: 0.0538, d3.dn_loss_bbox: 0.3362, d3.dn_loss_iou: 0.4686, d4.dn_loss_cls: 0.0538, d4.dn_loss_bbox: 0.3359, d4.dn_loss_iou: 0.4681, loss: 11.7960, grad_norm: 19.4259 2023-11-04 23:19:30,172 - mmdet - INFO - Epoch [3][1400/3665] lr: 5.563e-06, eta: 9:24:35, time: 0.939, data_time: 0.014, memory: 25302, interm_loss_cls: 0.3017, interm_loss_bbox: 0.2300, interm_loss_iou: 0.5013, loss_cls: 0.2576, loss_bbox: 0.1816, loss_iou: 0.4199, d0.loss_cls: 0.3215, d0.loss_bbox: 0.1922, d0.loss_iou: 0.4448, d1.loss_cls: 0.2867, d1.loss_bbox: 0.1863, d1.loss_iou: 0.4272, d2.loss_cls: 0.2678, d2.loss_bbox: 0.1809, d2.loss_iou: 0.4208, d3.loss_cls: 0.2585, d3.loss_bbox: 0.1815, d3.loss_iou: 0.4207, d4.loss_cls: 0.2565, d4.loss_bbox: 0.1821, d4.loss_iou: 0.4207, dn_loss_cls: 0.0535, dn_loss_bbox: 0.3288, dn_loss_iou: 0.4809, d0.dn_loss_cls: 0.0859, d0.dn_loss_bbox: 0.4402, d0.dn_loss_iou: 0.6180, d1.dn_loss_cls: 0.0623, d1.dn_loss_bbox: 0.3528, d1.dn_loss_iou: 0.5081, d2.dn_loss_cls: 0.0544, d2.dn_loss_bbox: 0.3317, d2.dn_loss_iou: 0.4846, d3.dn_loss_cls: 0.0525, d3.dn_loss_bbox: 0.3291, d3.dn_loss_iou: 0.4813, d4.dn_loss_cls: 0.0524, d4.dn_loss_bbox: 0.3288, d4.dn_loss_iou: 0.4808, loss: 11.8664, grad_norm: 22.9731 2023-11-04 23:20:17,551 - mmdet - INFO - Epoch [3][1450/3665] lr: 5.563e-06, eta: 9:23:45, time: 0.948, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2974, interm_loss_bbox: 0.2209, interm_loss_iou: 0.5086, loss_cls: 0.2515, loss_bbox: 0.1793, loss_iou: 0.4358, d0.loss_cls: 0.3173, d0.loss_bbox: 0.1877, d0.loss_iou: 0.4553, d1.loss_cls: 0.2826, d1.loss_bbox: 0.1829, d1.loss_iou: 0.4405, d2.loss_cls: 0.2642, d2.loss_bbox: 0.1777, d2.loss_iou: 0.4341, d3.loss_cls: 0.2548, d3.loss_bbox: 0.1788, d3.loss_iou: 0.4351, d4.loss_cls: 0.2516, d4.loss_bbox: 0.1792, d4.loss_iou: 0.4358, dn_loss_cls: 0.0537, dn_loss_bbox: 0.3296, dn_loss_iou: 0.4773, d0.dn_loss_cls: 0.0873, d0.dn_loss_bbox: 0.4430, d0.dn_loss_iou: 0.6127, d1.dn_loss_cls: 0.0632, d1.dn_loss_bbox: 0.3540, d1.dn_loss_iou: 0.5042, d2.dn_loss_cls: 0.0556, d2.dn_loss_bbox: 0.3326, d2.dn_loss_iou: 0.4804, d3.dn_loss_cls: 0.0533, d3.dn_loss_bbox: 0.3299, d3.dn_loss_iou: 0.4777, d4.dn_loss_cls: 0.0530, d4.dn_loss_bbox: 0.3296, d4.dn_loss_iou: 0.4772, loss: 11.8852, grad_norm: 21.7296 2023-11-04 23:21:03,514 - mmdet - INFO - Epoch [3][1500/3665] lr: 5.563e-06, eta: 9:22:48, time: 0.919, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2877, interm_loss_bbox: 0.2146, interm_loss_iou: 0.4861, loss_cls: 0.2395, loss_bbox: 0.1736, loss_iou: 0.4146, d0.loss_cls: 0.3080, d0.loss_bbox: 0.1791, d0.loss_iou: 0.4325, d1.loss_cls: 0.2704, d1.loss_bbox: 0.1784, d1.loss_iou: 0.4210, d2.loss_cls: 0.2520, d2.loss_bbox: 0.1727, d2.loss_iou: 0.4140, d3.loss_cls: 0.2423, d3.loss_bbox: 0.1737, d3.loss_iou: 0.4150, d4.loss_cls: 0.2400, d4.loss_bbox: 0.1732, d4.loss_iou: 0.4140, dn_loss_cls: 0.0492, dn_loss_bbox: 0.3140, dn_loss_iou: 0.4579, d0.dn_loss_cls: 0.0825, d0.dn_loss_bbox: 0.4251, d0.dn_loss_iou: 0.5889, d1.dn_loss_cls: 0.0589, d1.dn_loss_bbox: 0.3372, d1.dn_loss_iou: 0.4840, d2.dn_loss_cls: 0.0514, d2.dn_loss_bbox: 0.3169, d2.dn_loss_iou: 0.4615, d3.dn_loss_cls: 0.0489, d3.dn_loss_bbox: 0.3142, d3.dn_loss_iou: 0.4583, d4.dn_loss_cls: 0.0486, d4.dn_loss_bbox: 0.3140, d4.dn_loss_iou: 0.4578, loss: 11.3716, grad_norm: 20.0877 2023-11-04 23:21:53,549 - mmdet - INFO - Epoch [3][1550/3665] lr: 5.563e-06, eta: 9:22:08, time: 1.000, data_time: 0.022, memory: 25302, interm_loss_cls: 0.2949, interm_loss_bbox: 0.2245, interm_loss_iou: 0.5023, loss_cls: 0.2460, loss_bbox: 0.1808, loss_iou: 0.4272, d0.loss_cls: 0.3139, d0.loss_bbox: 0.1868, d0.loss_iou: 0.4425, d1.loss_cls: 0.2787, d1.loss_bbox: 0.1842, d1.loss_iou: 0.4313, d2.loss_cls: 0.2588, d2.loss_bbox: 0.1812, d2.loss_iou: 0.4249, d3.loss_cls: 0.2488, d3.loss_bbox: 0.1809, d3.loss_iou: 0.4269, d4.loss_cls: 0.2463, d4.loss_bbox: 0.1809, d4.loss_iou: 0.4271, dn_loss_cls: 0.0532, dn_loss_bbox: 0.3346, dn_loss_iou: 0.4754, d0.dn_loss_cls: 0.0855, d0.dn_loss_bbox: 0.4453, d0.dn_loss_iou: 0.6047, d1.dn_loss_cls: 0.0620, d1.dn_loss_bbox: 0.3591, d1.dn_loss_iou: 0.5020, d2.dn_loss_cls: 0.0551, d2.dn_loss_bbox: 0.3377, d2.dn_loss_iou: 0.4787, d3.dn_loss_cls: 0.0527, d3.dn_loss_bbox: 0.3352, d3.dn_loss_iou: 0.4760, d4.dn_loss_cls: 0.0524, d4.dn_loss_bbox: 0.3346, d4.dn_loss_iou: 0.4753, loss: 11.8084, grad_norm: 21.6551 2023-11-04 23:22:43,422 - mmdet - INFO - Epoch [3][1600/3665] lr: 5.563e-06, eta: 9:21:27, time: 0.998, data_time: 0.017, memory: 25302, interm_loss_cls: 0.2903, interm_loss_bbox: 0.2179, interm_loss_iou: 0.4901, loss_cls: 0.2435, loss_bbox: 0.1770, loss_iou: 0.4158, d0.loss_cls: 0.3105, d0.loss_bbox: 0.1813, d0.loss_iou: 0.4339, d1.loss_cls: 0.2730, d1.loss_bbox: 0.1796, d1.loss_iou: 0.4202, d2.loss_cls: 0.2551, d2.loss_bbox: 0.1760, d2.loss_iou: 0.4142, d3.loss_cls: 0.2466, d3.loss_bbox: 0.1760, d3.loss_iou: 0.4145, d4.loss_cls: 0.2431, d4.loss_bbox: 0.1770, d4.loss_iou: 0.4156, dn_loss_cls: 0.0522, dn_loss_bbox: 0.3239, dn_loss_iou: 0.4659, d0.dn_loss_cls: 0.0835, d0.dn_loss_bbox: 0.4362, d0.dn_loss_iou: 0.6024, d1.dn_loss_cls: 0.0606, d1.dn_loss_bbox: 0.3475, d1.dn_loss_iou: 0.4933, d2.dn_loss_cls: 0.0534, d2.dn_loss_bbox: 0.3265, d2.dn_loss_iou: 0.4692, d3.dn_loss_cls: 0.0515, d3.dn_loss_bbox: 0.3241, d3.dn_loss_iou: 0.4663, d4.dn_loss_cls: 0.0511, d4.dn_loss_bbox: 0.3238, d4.dn_loss_iou: 0.4658, loss: 11.5483, grad_norm: 19.9643 2023-11-04 23:23:30,041 - mmdet - INFO - Epoch [3][1650/3665] lr: 5.563e-06, eta: 9:20:34, time: 0.932, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2868, interm_loss_bbox: 0.2181, interm_loss_iou: 0.5007, loss_cls: 0.2421, loss_bbox: 0.1783, loss_iou: 0.4291, d0.loss_cls: 0.3061, d0.loss_bbox: 0.1838, d0.loss_iou: 0.4471, d1.loss_cls: 0.2723, d1.loss_bbox: 0.1811, d1.loss_iou: 0.4329, d2.loss_cls: 0.2530, d2.loss_bbox: 0.1772, d2.loss_iou: 0.4284, d3.loss_cls: 0.2446, d3.loss_bbox: 0.1773, d3.loss_iou: 0.4282, d4.loss_cls: 0.2418, d4.loss_bbox: 0.1780, d4.loss_iou: 0.4292, dn_loss_cls: 0.0511, dn_loss_bbox: 0.3234, dn_loss_iou: 0.4693, d0.dn_loss_cls: 0.0843, d0.dn_loss_bbox: 0.4350, d0.dn_loss_iou: 0.6031, d1.dn_loss_cls: 0.0607, d1.dn_loss_bbox: 0.3467, d1.dn_loss_iou: 0.4957, d2.dn_loss_cls: 0.0533, d2.dn_loss_bbox: 0.3262, d2.dn_loss_iou: 0.4728, d3.dn_loss_cls: 0.0507, d3.dn_loss_bbox: 0.3237, d3.dn_loss_iou: 0.4697, d4.dn_loss_cls: 0.0504, d4.dn_loss_bbox: 0.3234, d4.dn_loss_iou: 0.4692, loss: 11.6446, grad_norm: 21.7567 2023-11-04 23:24:19,562 - mmdet - INFO - Epoch [3][1700/3665] lr: 5.563e-06, eta: 9:19:51, time: 0.990, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2907, interm_loss_bbox: 0.2188, interm_loss_iou: 0.5068, loss_cls: 0.2469, loss_bbox: 0.1734, loss_iou: 0.4279, d0.loss_cls: 0.3119, d0.loss_bbox: 0.1815, d0.loss_iou: 0.4497, d1.loss_cls: 0.2765, d1.loss_bbox: 0.1770, d1.loss_iou: 0.4335, d2.loss_cls: 0.2587, d2.loss_bbox: 0.1728, d2.loss_iou: 0.4273, d3.loss_cls: 0.2501, d3.loss_bbox: 0.1725, d3.loss_iou: 0.4273, d4.loss_cls: 0.2470, d4.loss_bbox: 0.1733, d4.loss_iou: 0.4278, dn_loss_cls: 0.0518, dn_loss_bbox: 0.3130, dn_loss_iou: 0.4651, d0.dn_loss_cls: 0.0854, d0.dn_loss_bbox: 0.4295, d0.dn_loss_iou: 0.6018, d1.dn_loss_cls: 0.0614, d1.dn_loss_bbox: 0.3378, d1.dn_loss_iou: 0.4920, d2.dn_loss_cls: 0.0538, d2.dn_loss_bbox: 0.3162, d2.dn_loss_iou: 0.4687, d3.dn_loss_cls: 0.0515, d3.dn_loss_bbox: 0.3135, d3.dn_loss_iou: 0.4658, d4.dn_loss_cls: 0.0511, d4.dn_loss_bbox: 0.3130, d4.dn_loss_iou: 0.4650, loss: 11.5878, grad_norm: 21.5833 2023-11-04 23:25:07,082 - mmdet - INFO - Epoch [3][1750/3665] lr: 5.563e-06, eta: 9:19:01, time: 0.950, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2933, interm_loss_bbox: 0.2192, interm_loss_iou: 0.4871, loss_cls: 0.2447, loss_bbox: 0.1763, loss_iou: 0.4160, d0.loss_cls: 0.3089, d0.loss_bbox: 0.1846, d0.loss_iou: 0.4356, d1.loss_cls: 0.2747, d1.loss_bbox: 0.1790, d1.loss_iou: 0.4184, d2.loss_cls: 0.2552, d2.loss_bbox: 0.1752, d2.loss_iou: 0.4142, d3.loss_cls: 0.2473, d3.loss_bbox: 0.1757, d3.loss_iou: 0.4152, d4.loss_cls: 0.2442, d4.loss_bbox: 0.1768, d4.loss_iou: 0.4165, dn_loss_cls: 0.0513, dn_loss_bbox: 0.3156, dn_loss_iou: 0.4649, d0.dn_loss_cls: 0.0834, d0.dn_loss_bbox: 0.4275, d0.dn_loss_iou: 0.5966, d1.dn_loss_cls: 0.0603, d1.dn_loss_bbox: 0.3398, d1.dn_loss_iou: 0.4913, d2.dn_loss_cls: 0.0531, d2.dn_loss_bbox: 0.3185, d2.dn_loss_iou: 0.4682, d3.dn_loss_cls: 0.0509, d3.dn_loss_bbox: 0.3158, d3.dn_loss_iou: 0.4653, d4.dn_loss_cls: 0.0507, d4.dn_loss_bbox: 0.3156, d4.dn_loss_iou: 0.4647, loss: 11.4917, grad_norm: 21.4315 2023-11-04 23:25:54,190 - mmdet - INFO - Epoch [3][1800/3665] lr: 5.563e-06, eta: 9:18:09, time: 0.942, data_time: 0.018, memory: 25302, interm_loss_cls: 0.2931, interm_loss_bbox: 0.2150, interm_loss_iou: 0.4911, loss_cls: 0.2443, loss_bbox: 0.1752, loss_iou: 0.4196, d0.loss_cls: 0.3101, d0.loss_bbox: 0.1798, d0.loss_iou: 0.4357, d1.loss_cls: 0.2759, d1.loss_bbox: 0.1755, d1.loss_iou: 0.4217, d2.loss_cls: 0.2565, d2.loss_bbox: 0.1734, d2.loss_iou: 0.4174, d3.loss_cls: 0.2471, d3.loss_bbox: 0.1740, d3.loss_iou: 0.4193, d4.loss_cls: 0.2435, d4.loss_bbox: 0.1757, d4.loss_iou: 0.4207, dn_loss_cls: 0.0525, dn_loss_bbox: 0.3154, dn_loss_iou: 0.4601, d0.dn_loss_cls: 0.0842, d0.dn_loss_bbox: 0.4284, d0.dn_loss_iou: 0.5919, d1.dn_loss_cls: 0.0607, d1.dn_loss_bbox: 0.3395, d1.dn_loss_iou: 0.4861, d2.dn_loss_cls: 0.0539, d2.dn_loss_bbox: 0.3184, d2.dn_loss_iou: 0.4635, d3.dn_loss_cls: 0.0524, d3.dn_loss_bbox: 0.3158, d3.dn_loss_iou: 0.4607, d4.dn_loss_cls: 0.0519, d4.dn_loss_bbox: 0.3154, d4.dn_loss_iou: 0.4600, loss: 11.4752, grad_norm: 20.3205 2023-11-04 23:26:44,365 - mmdet - INFO - Epoch [3][1850/3665] lr: 5.563e-06, eta: 9:17:29, time: 1.003, data_time: 0.018, memory: 25302, interm_loss_cls: 0.2953, interm_loss_bbox: 0.2173, interm_loss_iou: 0.4867, loss_cls: 0.2479, loss_bbox: 0.1761, loss_iou: 0.4159, d0.loss_cls: 0.3133, d0.loss_bbox: 0.1835, d0.loss_iou: 0.4351, d1.loss_cls: 0.2795, d1.loss_bbox: 0.1790, d1.loss_iou: 0.4202, d2.loss_cls: 0.2609, d2.loss_bbox: 0.1750, d2.loss_iou: 0.4140, d3.loss_cls: 0.2504, d3.loss_bbox: 0.1762, d3.loss_iou: 0.4159, d4.loss_cls: 0.2471, d4.loss_bbox: 0.1768, d4.loss_iou: 0.4170, dn_loss_cls: 0.0523, dn_loss_bbox: 0.3369, dn_loss_iou: 0.4612, d0.dn_loss_cls: 0.0852, d0.dn_loss_bbox: 0.4513, d0.dn_loss_iou: 0.5952, d1.dn_loss_cls: 0.0616, d1.dn_loss_bbox: 0.3609, d1.dn_loss_iou: 0.4879, d2.dn_loss_cls: 0.0546, d2.dn_loss_bbox: 0.3399, d2.dn_loss_iou: 0.4647, d3.dn_loss_cls: 0.0522, d3.dn_loss_bbox: 0.3373, d3.dn_loss_iou: 0.4617, d4.dn_loss_cls: 0.0517, d4.dn_loss_bbox: 0.3370, d4.dn_loss_iou: 0.4611, loss: 11.6358, grad_norm: 19.6217 2023-11-04 23:27:33,043 - mmdet - INFO - Epoch [3][1900/3665] lr: 5.563e-06, eta: 9:16:44, time: 0.974, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2902, interm_loss_bbox: 0.2239, interm_loss_iou: 0.5002, loss_cls: 0.2423, loss_bbox: 0.1784, loss_iou: 0.4240, d0.loss_cls: 0.3076, d0.loss_bbox: 0.1863, d0.loss_iou: 0.4416, d1.loss_cls: 0.2732, d1.loss_bbox: 0.1809, d1.loss_iou: 0.4277, d2.loss_cls: 0.2543, d2.loss_bbox: 0.1778, d2.loss_iou: 0.4214, d3.loss_cls: 0.2451, d3.loss_bbox: 0.1791, d3.loss_iou: 0.4231, d4.loss_cls: 0.2416, d4.loss_bbox: 0.1795, d4.loss_iou: 0.4244, dn_loss_cls: 0.0501, dn_loss_bbox: 0.3289, dn_loss_iou: 0.4696, d0.dn_loss_cls: 0.0838, d0.dn_loss_bbox: 0.4450, d0.dn_loss_iou: 0.6016, d1.dn_loss_cls: 0.0598, d1.dn_loss_bbox: 0.3525, d1.dn_loss_iou: 0.4950, d2.dn_loss_cls: 0.0523, d2.dn_loss_bbox: 0.3319, d2.dn_loss_iou: 0.4724, d3.dn_loss_cls: 0.0502, d3.dn_loss_bbox: 0.3293, d3.dn_loss_iou: 0.4698, d4.dn_loss_cls: 0.0496, d4.dn_loss_bbox: 0.3289, d4.dn_loss_iou: 0.4694, loss: 11.6628, grad_norm: 22.3162 2023-11-04 23:28:19,956 - mmdet - INFO - Epoch [3][1950/3665] lr: 5.563e-06, eta: 9:15:51, time: 0.938, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2870, interm_loss_bbox: 0.2205, interm_loss_iou: 0.4927, loss_cls: 0.2383, loss_bbox: 0.1769, loss_iou: 0.4171, d0.loss_cls: 0.3029, d0.loss_bbox: 0.1867, d0.loss_iou: 0.4371, d1.loss_cls: 0.2692, d1.loss_bbox: 0.1815, d1.loss_iou: 0.4224, d2.loss_cls: 0.2490, d2.loss_bbox: 0.1764, d2.loss_iou: 0.4164, d3.loss_cls: 0.2393, d3.loss_bbox: 0.1774, d3.loss_iou: 0.4173, d4.loss_cls: 0.2376, d4.loss_bbox: 0.1772, d4.loss_iou: 0.4174, dn_loss_cls: 0.0508, dn_loss_bbox: 0.3203, dn_loss_iou: 0.4641, d0.dn_loss_cls: 0.0828, d0.dn_loss_bbox: 0.4327, d0.dn_loss_iou: 0.5944, d1.dn_loss_cls: 0.0598, d1.dn_loss_bbox: 0.3435, d1.dn_loss_iou: 0.4908, d2.dn_loss_cls: 0.0526, d2.dn_loss_bbox: 0.3231, d2.dn_loss_iou: 0.4672, d3.dn_loss_cls: 0.0504, d3.dn_loss_bbox: 0.3206, d3.dn_loss_iou: 0.4645, d4.dn_loss_cls: 0.0501, d4.dn_loss_bbox: 0.3203, d4.dn_loss_iou: 0.4639, loss: 11.4921, grad_norm: 21.6918 2023-11-04 23:29:06,748 - mmdet - INFO - Epoch [3][2000/3665] lr: 5.563e-06, eta: 9:14:58, time: 0.935, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2873, interm_loss_bbox: 0.2173, interm_loss_iou: 0.4918, loss_cls: 0.2381, loss_bbox: 0.1758, loss_iou: 0.4216, d0.loss_cls: 0.3047, d0.loss_bbox: 0.1831, d0.loss_iou: 0.4389, d1.loss_cls: 0.2698, d1.loss_bbox: 0.1782, d1.loss_iou: 0.4237, d2.loss_cls: 0.2504, d2.loss_bbox: 0.1750, d2.loss_iou: 0.4197, d3.loss_cls: 0.2397, d3.loss_bbox: 0.1766, d3.loss_iou: 0.4212, d4.loss_cls: 0.2371, d4.loss_bbox: 0.1764, d4.loss_iou: 0.4216, dn_loss_cls: 0.0494, dn_loss_bbox: 0.3301, dn_loss_iou: 0.4633, d0.dn_loss_cls: 0.0810, d0.dn_loss_bbox: 0.4449, d0.dn_loss_iou: 0.5950, d1.dn_loss_cls: 0.0578, d1.dn_loss_bbox: 0.3537, d1.dn_loss_iou: 0.4895, d2.dn_loss_cls: 0.0509, d2.dn_loss_bbox: 0.3330, d2.dn_loss_iou: 0.4667, d3.dn_loss_cls: 0.0491, d3.dn_loss_bbox: 0.3304, d3.dn_loss_iou: 0.4639, d4.dn_loss_cls: 0.0486, d4.dn_loss_bbox: 0.3301, d4.dn_loss_iou: 0.4632, loss: 11.5486, grad_norm: 20.0581 2023-11-04 23:29:53,669 - mmdet - INFO - Epoch [3][2050/3665] lr: 5.563e-06, eta: 9:14:06, time: 0.939, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2917, interm_loss_bbox: 0.2149, interm_loss_iou: 0.4976, loss_cls: 0.2458, loss_bbox: 0.1728, loss_iou: 0.4228, d0.loss_cls: 0.3116, d0.loss_bbox: 0.1802, d0.loss_iou: 0.4440, d1.loss_cls: 0.2750, d1.loss_bbox: 0.1750, d1.loss_iou: 0.4269, d2.loss_cls: 0.2570, d2.loss_bbox: 0.1723, d2.loss_iou: 0.4217, d3.loss_cls: 0.2475, d3.loss_bbox: 0.1728, d3.loss_iou: 0.4226, d4.loss_cls: 0.2450, d4.loss_bbox: 0.1735, d4.loss_iou: 0.4231, dn_loss_cls: 0.0499, dn_loss_bbox: 0.3072, dn_loss_iou: 0.4661, d0.dn_loss_cls: 0.0838, d0.dn_loss_bbox: 0.4150, d0.dn_loss_iou: 0.5975, d1.dn_loss_cls: 0.0599, d1.dn_loss_bbox: 0.3297, d1.dn_loss_iou: 0.4913, d2.dn_loss_cls: 0.0524, d2.dn_loss_bbox: 0.3098, d2.dn_loss_iou: 0.4692, d3.dn_loss_cls: 0.0501, d3.dn_loss_bbox: 0.3073, d3.dn_loss_iou: 0.4663, d4.dn_loss_cls: 0.0495, d4.dn_loss_bbox: 0.3072, d4.dn_loss_iou: 0.4659, loss: 11.4720, grad_norm: 19.8274 2023-11-04 23:30:40,644 - mmdet - INFO - Epoch [3][2100/3665] lr: 5.563e-06, eta: 9:13:14, time: 0.939, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2866, interm_loss_bbox: 0.2213, interm_loss_iou: 0.5003, loss_cls: 0.2388, loss_bbox: 0.1751, loss_iou: 0.4211, d0.loss_cls: 0.3089, d0.loss_bbox: 0.1796, d0.loss_iou: 0.4375, d1.loss_cls: 0.2721, d1.loss_bbox: 0.1761, d1.loss_iou: 0.4232, d2.loss_cls: 0.2514, d2.loss_bbox: 0.1739, d2.loss_iou: 0.4190, d3.loss_cls: 0.2414, d3.loss_bbox: 0.1748, d3.loss_iou: 0.4208, d4.loss_cls: 0.2388, d4.loss_bbox: 0.1751, d4.loss_iou: 0.4210, dn_loss_cls: 0.0493, dn_loss_bbox: 0.3126, dn_loss_iou: 0.4641, d0.dn_loss_cls: 0.0818, d0.dn_loss_bbox: 0.4241, d0.dn_loss_iou: 0.5962, d1.dn_loss_cls: 0.0585, d1.dn_loss_bbox: 0.3372, d1.dn_loss_iou: 0.4920, d2.dn_loss_cls: 0.0515, d2.dn_loss_bbox: 0.3157, d2.dn_loss_iou: 0.4675, d3.dn_loss_cls: 0.0492, d3.dn_loss_bbox: 0.3129, d3.dn_loss_iou: 0.4645, d4.dn_loss_cls: 0.0488, d4.dn_loss_bbox: 0.3126, d4.dn_loss_iou: 0.4640, loss: 11.4590, grad_norm: 20.4228 2023-11-04 23:31:28,178 - mmdet - INFO - Epoch [3][2150/3665] lr: 5.563e-06, eta: 9:12:24, time: 0.951, data_time: 0.021, memory: 25302, interm_loss_cls: 0.2871, interm_loss_bbox: 0.2211, interm_loss_iou: 0.4910, loss_cls: 0.2377, loss_bbox: 0.1753, loss_iou: 0.4143, d0.loss_cls: 0.3067, d0.loss_bbox: 0.1817, d0.loss_iou: 0.4337, d1.loss_cls: 0.2696, d1.loss_bbox: 0.1785, d1.loss_iou: 0.4192, d2.loss_cls: 0.2497, d2.loss_bbox: 0.1739, d2.loss_iou: 0.4140, d3.loss_cls: 0.2393, d3.loss_bbox: 0.1752, d3.loss_iou: 0.4144, d4.loss_cls: 0.2371, d4.loss_bbox: 0.1756, d4.loss_iou: 0.4144, dn_loss_cls: 0.0497, dn_loss_bbox: 0.3064, dn_loss_iou: 0.4602, d0.dn_loss_cls: 0.0824, d0.dn_loss_bbox: 0.4160, d0.dn_loss_iou: 0.5912, d1.dn_loss_cls: 0.0582, d1.dn_loss_bbox: 0.3287, d1.dn_loss_iou: 0.4851, d2.dn_loss_cls: 0.0517, d2.dn_loss_bbox: 0.3091, d2.dn_loss_iou: 0.4630, d3.dn_loss_cls: 0.0496, d3.dn_loss_bbox: 0.3067, d3.dn_loss_iou: 0.4606, d4.dn_loss_cls: 0.0491, d4.dn_loss_bbox: 0.3064, d4.dn_loss_iou: 0.4601, loss: 11.3436, grad_norm: 21.7962 2023-11-04 23:32:19,177 - mmdet - INFO - Epoch [3][2200/3665] lr: 5.563e-06, eta: 9:11:47, time: 1.020, data_time: 0.020, memory: 25302, interm_loss_cls: 0.2871, interm_loss_bbox: 0.2104, interm_loss_iou: 0.4951, loss_cls: 0.2422, loss_bbox: 0.1691, loss_iou: 0.4233, d0.loss_cls: 0.3061, d0.loss_bbox: 0.1763, d0.loss_iou: 0.4422, d1.loss_cls: 0.2744, d1.loss_bbox: 0.1710, d1.loss_iou: 0.4281, d2.loss_cls: 0.2543, d2.loss_bbox: 0.1681, d2.loss_iou: 0.4229, d3.loss_cls: 0.2447, d3.loss_bbox: 0.1690, d3.loss_iou: 0.4242, d4.loss_cls: 0.2423, d4.loss_bbox: 0.1690, d4.loss_iou: 0.4241, dn_loss_cls: 0.0481, dn_loss_bbox: 0.3071, dn_loss_iou: 0.4636, d0.dn_loss_cls: 0.0798, d0.dn_loss_bbox: 0.4116, d0.dn_loss_iou: 0.5894, d1.dn_loss_cls: 0.0566, d1.dn_loss_bbox: 0.3284, d1.dn_loss_iou: 0.4880, d2.dn_loss_cls: 0.0499, d2.dn_loss_bbox: 0.3097, d2.dn_loss_iou: 0.4665, d3.dn_loss_cls: 0.0480, d3.dn_loss_bbox: 0.3074, d3.dn_loss_iou: 0.4639, d4.dn_loss_cls: 0.0477, d4.dn_loss_bbox: 0.3071, d4.dn_loss_iou: 0.4635, loss: 11.3799, grad_norm: 21.3330 2023-11-04 23:33:06,619 - mmdet - INFO - Epoch [3][2250/3665] lr: 5.563e-06, eta: 9:10:57, time: 0.949, data_time: 0.016, memory: 25302, interm_loss_cls: 0.2913, interm_loss_bbox: 0.2199, interm_loss_iou: 0.4960, loss_cls: 0.2470, loss_bbox: 0.1776, loss_iou: 0.4254, d0.loss_cls: 0.3122, d0.loss_bbox: 0.1843, d0.loss_iou: 0.4421, d1.loss_cls: 0.2780, d1.loss_bbox: 0.1804, d1.loss_iou: 0.4280, d2.loss_cls: 0.2589, d2.loss_bbox: 0.1772, d2.loss_iou: 0.4241, d3.loss_cls: 0.2483, d3.loss_bbox: 0.1776, d3.loss_iou: 0.4251, d4.loss_cls: 0.2455, d4.loss_bbox: 0.1782, d4.loss_iou: 0.4262, dn_loss_cls: 0.0518, dn_loss_bbox: 0.3263, dn_loss_iou: 0.4661, d0.dn_loss_cls: 0.0852, d0.dn_loss_bbox: 0.4420, d0.dn_loss_iou: 0.6021, d1.dn_loss_cls: 0.0609, d1.dn_loss_bbox: 0.3499, d1.dn_loss_iou: 0.4928, d2.dn_loss_cls: 0.0535, d2.dn_loss_bbox: 0.3289, d2.dn_loss_iou: 0.4693, d3.dn_loss_cls: 0.0515, d3.dn_loss_bbox: 0.3266, d3.dn_loss_iou: 0.4666, d4.dn_loss_cls: 0.0511, d4.dn_loss_bbox: 0.3263, d4.dn_loss_iou: 0.4659, loss: 11.6599, grad_norm: 20.3537 2023-11-04 23:33:53,599 - mmdet - INFO - Epoch [3][2300/3665] lr: 5.563e-06, eta: 9:10:05, time: 0.940, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2870, interm_loss_bbox: 0.2240, interm_loss_iou: 0.4924, loss_cls: 0.2451, loss_bbox: 0.1766, loss_iou: 0.4129, d0.loss_cls: 0.3077, d0.loss_bbox: 0.1841, d0.loss_iou: 0.4323, d1.loss_cls: 0.2725, d1.loss_bbox: 0.1809, d1.loss_iou: 0.4176, d2.loss_cls: 0.2536, d2.loss_bbox: 0.1774, d2.loss_iou: 0.4126, d3.loss_cls: 0.2451, d3.loss_bbox: 0.1772, d3.loss_iou: 0.4135, d4.loss_cls: 0.2439, d4.loss_bbox: 0.1765, d4.loss_iou: 0.4135, dn_loss_cls: 0.0543, dn_loss_bbox: 0.3232, dn_loss_iou: 0.4600, d0.dn_loss_cls: 0.0842, d0.dn_loss_bbox: 0.4389, d0.dn_loss_iou: 0.5956, d1.dn_loss_cls: 0.0606, d1.dn_loss_bbox: 0.3464, d1.dn_loss_iou: 0.4875, d2.dn_loss_cls: 0.0539, d2.dn_loss_bbox: 0.3261, d2.dn_loss_iou: 0.4642, d3.dn_loss_cls: 0.0526, d3.dn_loss_bbox: 0.3235, d3.dn_loss_iou: 0.4609, d4.dn_loss_cls: 0.0531, d4.dn_loss_bbox: 0.3232, d4.dn_loss_iou: 0.4599, loss: 11.5145, grad_norm: 19.0769 2023-11-04 23:34:41,131 - mmdet - INFO - Epoch [3][2350/3665] lr: 5.563e-06, eta: 9:09:15, time: 0.950, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2852, interm_loss_bbox: 0.2162, interm_loss_iou: 0.4889, loss_cls: 0.2424, loss_bbox: 0.1737, loss_iou: 0.4154, d0.loss_cls: 0.3064, d0.loss_bbox: 0.1812, d0.loss_iou: 0.4334, d1.loss_cls: 0.2710, d1.loss_bbox: 0.1776, d1.loss_iou: 0.4201, d2.loss_cls: 0.2528, d2.loss_bbox: 0.1742, d2.loss_iou: 0.4149, d3.loss_cls: 0.2439, d3.loss_bbox: 0.1742, d3.loss_iou: 0.4159, d4.loss_cls: 0.2413, d4.loss_bbox: 0.1745, d4.loss_iou: 0.4160, dn_loss_cls: 0.0488, dn_loss_bbox: 0.3205, dn_loss_iou: 0.4581, d0.dn_loss_cls: 0.0820, d0.dn_loss_bbox: 0.4340, d0.dn_loss_iou: 0.5870, d1.dn_loss_cls: 0.0574, d1.dn_loss_bbox: 0.3448, d1.dn_loss_iou: 0.4842, d2.dn_loss_cls: 0.0505, d2.dn_loss_bbox: 0.3232, d2.dn_loss_iou: 0.4611, d3.dn_loss_cls: 0.0486, d3.dn_loss_bbox: 0.3209, d3.dn_loss_iou: 0.4585, d4.dn_loss_cls: 0.0483, d4.dn_loss_bbox: 0.3205, d4.dn_loss_iou: 0.4579, loss: 11.4256, grad_norm: 21.9474 2023-11-04 23:35:31,279 - mmdet - INFO - Epoch [3][2400/3665] lr: 5.563e-06, eta: 9:08:35, time: 1.003, data_time: 0.020, memory: 25302, interm_loss_cls: 0.2893, interm_loss_bbox: 0.2201, interm_loss_iou: 0.4863, loss_cls: 0.2452, loss_bbox: 0.1766, loss_iou: 0.4106, d0.loss_cls: 0.3106, d0.loss_bbox: 0.1829, d0.loss_iou: 0.4274, d1.loss_cls: 0.2768, d1.loss_bbox: 0.1800, d1.loss_iou: 0.4138, d2.loss_cls: 0.2546, d2.loss_bbox: 0.1767, d2.loss_iou: 0.4097, d3.loss_cls: 0.2467, d3.loss_bbox: 0.1765, d3.loss_iou: 0.4099, d4.loss_cls: 0.2447, d4.loss_bbox: 0.1768, d4.loss_iou: 0.4108, dn_loss_cls: 0.0521, dn_loss_bbox: 0.3246, dn_loss_iou: 0.4624, d0.dn_loss_cls: 0.0853, d0.dn_loss_bbox: 0.4374, d0.dn_loss_iou: 0.5972, d1.dn_loss_cls: 0.0608, d1.dn_loss_bbox: 0.3486, d1.dn_loss_iou: 0.4892, d2.dn_loss_cls: 0.0537, d2.dn_loss_bbox: 0.3275, d2.dn_loss_iou: 0.4660, d3.dn_loss_cls: 0.0518, d3.dn_loss_bbox: 0.3249, d3.dn_loss_iou: 0.4629, d4.dn_loss_cls: 0.0514, d4.dn_loss_bbox: 0.3245, d4.dn_loss_iou: 0.4623, loss: 11.5087, grad_norm: 21.4962 2023-11-04 23:36:19,656 - mmdet - INFO - Epoch [3][2450/3665] lr: 5.563e-06, eta: 9:07:48, time: 0.968, data_time: 0.017, memory: 25302, interm_loss_cls: 0.2957, interm_loss_bbox: 0.2159, interm_loss_iou: 0.4949, loss_cls: 0.2488, loss_bbox: 0.1760, loss_iou: 0.4241, d0.loss_cls: 0.3175, d0.loss_bbox: 0.1805, d0.loss_iou: 0.4422, d1.loss_cls: 0.2808, d1.loss_bbox: 0.1793, d1.loss_iou: 0.4297, d2.loss_cls: 0.2612, d2.loss_bbox: 0.1741, d2.loss_iou: 0.4236, d3.loss_cls: 0.2513, d3.loss_bbox: 0.1759, d3.loss_iou: 0.4245, d4.loss_cls: 0.2479, d4.loss_bbox: 0.1767, d4.loss_iou: 0.4252, dn_loss_cls: 0.0502, dn_loss_bbox: 0.3178, dn_loss_iou: 0.4611, d0.dn_loss_cls: 0.0837, d0.dn_loss_bbox: 0.4347, d0.dn_loss_iou: 0.5970, d1.dn_loss_cls: 0.0593, d1.dn_loss_bbox: 0.3419, d1.dn_loss_iou: 0.4876, d2.dn_loss_cls: 0.0518, d2.dn_loss_bbox: 0.3208, d2.dn_loss_iou: 0.4648, d3.dn_loss_cls: 0.0497, d3.dn_loss_bbox: 0.3181, d3.dn_loss_iou: 0.4615, d4.dn_loss_cls: 0.0496, d4.dn_loss_bbox: 0.3178, d4.dn_loss_iou: 0.4609, loss: 11.5739, grad_norm: 18.5977 2023-11-04 23:37:07,165 - mmdet - INFO - Epoch [3][2500/3665] lr: 5.563e-06, eta: 9:06:58, time: 0.950, data_time: 0.015, memory: 25302, interm_loss_cls: 0.2904, interm_loss_bbox: 0.2189, interm_loss_iou: 0.4823, loss_cls: 0.2430, loss_bbox: 0.1781, loss_iou: 0.4119, d0.loss_cls: 0.3122, d0.loss_bbox: 0.1841, d0.loss_iou: 0.4305, d1.loss_cls: 0.2772, d1.loss_bbox: 0.1793, d1.loss_iou: 0.4150, d2.loss_cls: 0.2570, d2.loss_bbox: 0.1765, d2.loss_iou: 0.4102, d3.loss_cls: 0.2460, d3.loss_bbox: 0.1778, d3.loss_iou: 0.4114, d4.loss_cls: 0.2421, d4.loss_bbox: 0.1787, d4.loss_iou: 0.4128, dn_loss_cls: 0.0492, dn_loss_bbox: 0.3304, dn_loss_iou: 0.4562, d0.dn_loss_cls: 0.0834, d0.dn_loss_bbox: 0.4469, d0.dn_loss_iou: 0.5860, d1.dn_loss_cls: 0.0585, d1.dn_loss_bbox: 0.3543, d1.dn_loss_iou: 0.4821, d2.dn_loss_cls: 0.0517, d2.dn_loss_bbox: 0.3334, d2.dn_loss_iou: 0.4597, d3.dn_loss_cls: 0.0494, d3.dn_loss_bbox: 0.3307, d3.dn_loss_iou: 0.4566, d4.dn_loss_cls: 0.0488, d4.dn_loss_bbox: 0.3304, d4.dn_loss_iou: 0.4561, loss: 11.4992, grad_norm: 20.9335 2023-11-04 23:37:54,569 - mmdet - INFO - Epoch [3][2550/3665] lr: 5.563e-06, eta: 9:06:07, time: 0.948, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2911, interm_loss_bbox: 0.2186, interm_loss_iou: 0.4917, loss_cls: 0.2426, loss_bbox: 0.1797, loss_iou: 0.4227, d0.loss_cls: 0.3105, d0.loss_bbox: 0.1861, d0.loss_iou: 0.4399, d1.loss_cls: 0.2794, d1.loss_bbox: 0.1818, d1.loss_iou: 0.4258, d2.loss_cls: 0.2584, d2.loss_bbox: 0.1769, d2.loss_iou: 0.4205, d3.loss_cls: 0.2468, d3.loss_bbox: 0.1787, d3.loss_iou: 0.4220, d4.loss_cls: 0.2425, d4.loss_bbox: 0.1799, d4.loss_iou: 0.4232, dn_loss_cls: 0.0484, dn_loss_bbox: 0.3155, dn_loss_iou: 0.4608, d0.dn_loss_cls: 0.0821, d0.dn_loss_bbox: 0.4286, d0.dn_loss_iou: 0.5932, d1.dn_loss_cls: 0.0576, d1.dn_loss_bbox: 0.3384, d1.dn_loss_iou: 0.4873, d2.dn_loss_cls: 0.0503, d2.dn_loss_bbox: 0.3181, d2.dn_loss_iou: 0.4644, d3.dn_loss_cls: 0.0483, d3.dn_loss_bbox: 0.3158, d3.dn_loss_iou: 0.4614, d4.dn_loss_cls: 0.0479, d4.dn_loss_bbox: 0.3155, d4.dn_loss_iou: 0.4607, loss: 11.5132, grad_norm: 19.3762 2023-11-04 23:38:40,944 - mmdet - INFO - Epoch [3][2600/3665] lr: 5.563e-06, eta: 9:05:14, time: 0.928, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2868, interm_loss_bbox: 0.2168, interm_loss_iou: 0.4905, loss_cls: 0.2405, loss_bbox: 0.1736, loss_iou: 0.4146, d0.loss_cls: 0.3067, d0.loss_bbox: 0.1792, d0.loss_iou: 0.4317, d1.loss_cls: 0.2730, d1.loss_bbox: 0.1744, d1.loss_iou: 0.4178, d2.loss_cls: 0.2509, d2.loss_bbox: 0.1731, d2.loss_iou: 0.4153, d3.loss_cls: 0.2417, d3.loss_bbox: 0.1735, d3.loss_iou: 0.4152, d4.loss_cls: 0.2401, d4.loss_bbox: 0.1738, d4.loss_iou: 0.4150, dn_loss_cls: 0.0488, dn_loss_bbox: 0.3033, dn_loss_iou: 0.4543, d0.dn_loss_cls: 0.0819, d0.dn_loss_bbox: 0.4177, d0.dn_loss_iou: 0.5864, d1.dn_loss_cls: 0.0576, d1.dn_loss_bbox: 0.3268, d1.dn_loss_iou: 0.4802, d2.dn_loss_cls: 0.0507, d2.dn_loss_bbox: 0.3066, d2.dn_loss_iou: 0.4582, d3.dn_loss_cls: 0.0485, d3.dn_loss_bbox: 0.3038, d3.dn_loss_iou: 0.4549, d4.dn_loss_cls: 0.0481, d4.dn_loss_bbox: 0.3032, d4.dn_loss_iou: 0.4542, loss: 11.2891, grad_norm: 20.2644 2023-11-04 23:39:28,225 - mmdet - INFO - Epoch [3][2650/3665] lr: 5.563e-06, eta: 9:04:23, time: 0.945, data_time: 0.016, memory: 25302, interm_loss_cls: 0.2898, interm_loss_bbox: 0.2211, interm_loss_iou: 0.4906, loss_cls: 0.2430, loss_bbox: 0.1794, loss_iou: 0.4160, d0.loss_cls: 0.3093, d0.loss_bbox: 0.1870, d0.loss_iou: 0.4372, d1.loss_cls: 0.2770, d1.loss_bbox: 0.1798, d1.loss_iou: 0.4193, d2.loss_cls: 0.2553, d2.loss_bbox: 0.1780, d2.loss_iou: 0.4149, d3.loss_cls: 0.2452, d3.loss_bbox: 0.1796, d3.loss_iou: 0.4162, d4.loss_cls: 0.2426, d4.loss_bbox: 0.1800, d4.loss_iou: 0.4169, dn_loss_cls: 0.0524, dn_loss_bbox: 0.3288, dn_loss_iou: 0.4671, d0.dn_loss_cls: 0.0845, d0.dn_loss_bbox: 0.4393, d0.dn_loss_iou: 0.5977, d1.dn_loss_cls: 0.0606, d1.dn_loss_bbox: 0.3521, d1.dn_loss_iou: 0.4928, d2.dn_loss_cls: 0.0539, d2.dn_loss_bbox: 0.3319, d2.dn_loss_iou: 0.4706, d3.dn_loss_cls: 0.0520, d3.dn_loss_bbox: 0.3292, d3.dn_loss_iou: 0.4676, d4.dn_loss_cls: 0.0517, d4.dn_loss_bbox: 0.3288, d4.dn_loss_iou: 0.4669, loss: 11.6063, grad_norm: 20.1748 2023-11-04 23:40:19,305 - mmdet - INFO - Epoch [3][2700/3665] lr: 5.563e-06, eta: 9:03:45, time: 1.022, data_time: 0.022, memory: 25302, interm_loss_cls: 0.2807, interm_loss_bbox: 0.2108, interm_loss_iou: 0.4885, loss_cls: 0.2367, loss_bbox: 0.1703, loss_iou: 0.4131, d0.loss_cls: 0.3000, d0.loss_bbox: 0.1772, d0.loss_iou: 0.4367, d1.loss_cls: 0.2653, d1.loss_bbox: 0.1731, d1.loss_iou: 0.4183, d2.loss_cls: 0.2479, d2.loss_bbox: 0.1693, d2.loss_iou: 0.4133, d3.loss_cls: 0.2383, d3.loss_bbox: 0.1703, d3.loss_iou: 0.4133, d4.loss_cls: 0.2360, d4.loss_bbox: 0.1707, d4.loss_iou: 0.4138, dn_loss_cls: 0.0464, dn_loss_bbox: 0.3081, dn_loss_iou: 0.4474, d0.dn_loss_cls: 0.0799, d0.dn_loss_bbox: 0.4199, d0.dn_loss_iou: 0.5791, d1.dn_loss_cls: 0.0552, d1.dn_loss_bbox: 0.3316, d1.dn_loss_iou: 0.4731, d2.dn_loss_cls: 0.0488, d2.dn_loss_bbox: 0.3111, d2.dn_loss_iou: 0.4510, d3.dn_loss_cls: 0.0466, d3.dn_loss_bbox: 0.3085, d3.dn_loss_iou: 0.4479, d4.dn_loss_cls: 0.0461, d4.dn_loss_bbox: 0.3081, d4.dn_loss_iou: 0.4473, loss: 11.1999, grad_norm: 20.9925 2023-11-04 23:41:07,769 - mmdet - INFO - Epoch [3][2750/3665] lr: 5.563e-06, eta: 9:02:59, time: 0.969, data_time: 0.016, memory: 25302, interm_loss_cls: 0.2921, interm_loss_bbox: 0.2164, interm_loss_iou: 0.4854, loss_cls: 0.2434, loss_bbox: 0.1774, loss_iou: 0.4149, d0.loss_cls: 0.3102, d0.loss_bbox: 0.1836, d0.loss_iou: 0.4347, d1.loss_cls: 0.2734, d1.loss_bbox: 0.1795, d1.loss_iou: 0.4203, d2.loss_cls: 0.2550, d2.loss_bbox: 0.1768, d2.loss_iou: 0.4138, d3.loss_cls: 0.2475, d3.loss_bbox: 0.1768, d3.loss_iou: 0.4134, d4.loss_cls: 0.2432, d4.loss_bbox: 0.1775, d4.loss_iou: 0.4150, dn_loss_cls: 0.0502, dn_loss_bbox: 0.3227, dn_loss_iou: 0.4601, d0.dn_loss_cls: 0.0837, d0.dn_loss_bbox: 0.4353, d0.dn_loss_iou: 0.5900, d1.dn_loss_cls: 0.0594, d1.dn_loss_bbox: 0.3464, d1.dn_loss_iou: 0.4855, d2.dn_loss_cls: 0.0526, d2.dn_loss_bbox: 0.3255, d2.dn_loss_iou: 0.4639, d3.dn_loss_cls: 0.0502, d3.dn_loss_bbox: 0.3229, d3.dn_loss_iou: 0.4606, d4.dn_loss_cls: 0.0497, d4.dn_loss_bbox: 0.3227, d4.dn_loss_iou: 0.4599, loss: 11.4913, grad_norm: 19.2137 2023-11-04 23:41:54,408 - mmdet - INFO - Epoch [3][2800/3665] lr: 5.563e-06, eta: 9:02:06, time: 0.933, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2909, interm_loss_bbox: 0.2145, interm_loss_iou: 0.4881, loss_cls: 0.2456, loss_bbox: 0.1756, loss_iou: 0.4164, d0.loss_cls: 0.3092, d0.loss_bbox: 0.1827, d0.loss_iou: 0.4365, d1.loss_cls: 0.2758, d1.loss_bbox: 0.1784, d1.loss_iou: 0.4205, d2.loss_cls: 0.2567, d2.loss_bbox: 0.1755, d2.loss_iou: 0.4158, d3.loss_cls: 0.2476, d3.loss_bbox: 0.1754, d3.loss_iou: 0.4161, d4.loss_cls: 0.2457, d4.loss_bbox: 0.1754, d4.loss_iou: 0.4162, dn_loss_cls: 0.0479, dn_loss_bbox: 0.3087, dn_loss_iou: 0.4584, d0.dn_loss_cls: 0.0821, d0.dn_loss_bbox: 0.4175, d0.dn_loss_iou: 0.5873, d1.dn_loss_cls: 0.0574, d1.dn_loss_bbox: 0.3317, d1.dn_loss_iou: 0.4840, d2.dn_loss_cls: 0.0504, d2.dn_loss_bbox: 0.3117, d2.dn_loss_iou: 0.4618, d3.dn_loss_cls: 0.0483, d3.dn_loss_bbox: 0.3090, d3.dn_loss_iou: 0.4588, d4.dn_loss_cls: 0.0476, d4.dn_loss_bbox: 0.3087, d4.dn_loss_iou: 0.4583, loss: 11.3883, grad_norm: 20.8072 2023-11-04 23:42:40,636 - mmdet - INFO - Epoch [3][2850/3665] lr: 5.563e-06, eta: 9:01:12, time: 0.924, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2880, interm_loss_bbox: 0.2250, interm_loss_iou: 0.4797, loss_cls: 0.2378, loss_bbox: 0.1843, loss_iou: 0.4084, d0.loss_cls: 0.3067, d0.loss_bbox: 0.1899, d0.loss_iou: 0.4264, d1.loss_cls: 0.2712, d1.loss_bbox: 0.1860, d1.loss_iou: 0.4118, d2.loss_cls: 0.2494, d2.loss_bbox: 0.1838, d2.loss_iou: 0.4081, d3.loss_cls: 0.2406, d3.loss_bbox: 0.1834, d3.loss_iou: 0.4088, d4.loss_cls: 0.2375, d4.loss_bbox: 0.1841, d4.loss_iou: 0.4090, dn_loss_cls: 0.0490, dn_loss_bbox: 0.3308, dn_loss_iou: 0.4566, d0.dn_loss_cls: 0.0828, d0.dn_loss_bbox: 0.4450, d0.dn_loss_iou: 0.5901, d1.dn_loss_cls: 0.0587, d1.dn_loss_bbox: 0.3542, d1.dn_loss_iou: 0.4833, d2.dn_loss_cls: 0.0515, d2.dn_loss_bbox: 0.3337, d2.dn_loss_iou: 0.4604, d3.dn_loss_cls: 0.0490, d3.dn_loss_bbox: 0.3311, d3.dn_loss_iou: 0.4572, d4.dn_loss_cls: 0.0486, d4.dn_loss_bbox: 0.3308, d4.dn_loss_iou: 0.4566, loss: 11.4893, grad_norm: 19.1662 2023-11-04 23:43:27,907 - mmdet - INFO - Epoch [3][2900/3665] lr: 5.563e-06, eta: 9:00:21, time: 0.946, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2829, interm_loss_bbox: 0.2192, interm_loss_iou: 0.4927, loss_cls: 0.2363, loss_bbox: 0.1774, loss_iou: 0.4180, d0.loss_cls: 0.3055, d0.loss_bbox: 0.1820, d0.loss_iou: 0.4354, d1.loss_cls: 0.2686, d1.loss_bbox: 0.1798, d1.loss_iou: 0.4217, d2.loss_cls: 0.2485, d2.loss_bbox: 0.1764, d2.loss_iou: 0.4167, d3.loss_cls: 0.2400, d3.loss_bbox: 0.1760, d3.loss_iou: 0.4159, d4.loss_cls: 0.2365, d4.loss_bbox: 0.1773, d4.loss_iou: 0.4178, dn_loss_cls: 0.0467, dn_loss_bbox: 0.3127, dn_loss_iou: 0.4524, d0.dn_loss_cls: 0.0803, d0.dn_loss_bbox: 0.4247, d0.dn_loss_iou: 0.5883, d1.dn_loss_cls: 0.0564, d1.dn_loss_bbox: 0.3366, d1.dn_loss_iou: 0.4796, d2.dn_loss_cls: 0.0491, d2.dn_loss_bbox: 0.3156, d2.dn_loss_iou: 0.4560, d3.dn_loss_cls: 0.0469, d3.dn_loss_bbox: 0.3129, d3.dn_loss_iou: 0.4528, d4.dn_loss_cls: 0.0464, d4.dn_loss_bbox: 0.3126, d4.dn_loss_iou: 0.4523, loss: 11.3469, grad_norm: 21.3506 2023-11-04 23:44:14,721 - mmdet - INFO - Epoch [3][2950/3665] lr: 5.563e-06, eta: 8:59:29, time: 0.936, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2935, interm_loss_bbox: 0.2166, interm_loss_iou: 0.4838, loss_cls: 0.2492, loss_bbox: 0.1729, loss_iou: 0.4091, d0.loss_cls: 0.3137, d0.loss_bbox: 0.1797, d0.loss_iou: 0.4283, d1.loss_cls: 0.2786, d1.loss_bbox: 0.1774, d1.loss_iou: 0.4143, d2.loss_cls: 0.2612, d2.loss_bbox: 0.1723, d2.loss_iou: 0.4086, d3.loss_cls: 0.2518, d3.loss_bbox: 0.1726, d3.loss_iou: 0.4087, d4.loss_cls: 0.2484, d4.loss_bbox: 0.1737, d4.loss_iou: 0.4096, dn_loss_cls: 0.0499, dn_loss_bbox: 0.3274, dn_loss_iou: 0.4515, d0.dn_loss_cls: 0.0830, d0.dn_loss_bbox: 0.4409, d0.dn_loss_iou: 0.5819, d1.dn_loss_cls: 0.0584, d1.dn_loss_bbox: 0.3519, d1.dn_loss_iou: 0.4778, d2.dn_loss_cls: 0.0518, d2.dn_loss_bbox: 0.3307, d2.dn_loss_iou: 0.4553, d3.dn_loss_cls: 0.0498, d3.dn_loss_bbox: 0.3279, d3.dn_loss_iou: 0.4521, d4.dn_loss_cls: 0.0495, d4.dn_loss_bbox: 0.3274, d4.dn_loss_iou: 0.4514, loss: 11.4428, grad_norm: 19.1218 2023-11-04 23:45:03,027 - mmdet - INFO - Epoch [3][3000/3665] lr: 5.563e-06, eta: 8:58:42, time: 0.966, data_time: 0.017, memory: 25302, interm_loss_cls: 0.2858, interm_loss_bbox: 0.2129, interm_loss_iou: 0.4809, loss_cls: 0.2388, loss_bbox: 0.1690, loss_iou: 0.4075, d0.loss_cls: 0.3046, d0.loss_bbox: 0.1767, d0.loss_iou: 0.4279, d1.loss_cls: 0.2674, d1.loss_bbox: 0.1735, d1.loss_iou: 0.4134, d2.loss_cls: 0.2489, d2.loss_bbox: 0.1681, d2.loss_iou: 0.4083, d3.loss_cls: 0.2412, d3.loss_bbox: 0.1685, d3.loss_iou: 0.4073, d4.loss_cls: 0.2391, d4.loss_bbox: 0.1686, d4.loss_iou: 0.4073, dn_loss_cls: 0.0459, dn_loss_bbox: 0.3106, dn_loss_iou: 0.4428, d0.dn_loss_cls: 0.0800, d0.dn_loss_bbox: 0.4272, d0.dn_loss_iou: 0.5742, d1.dn_loss_cls: 0.0553, d1.dn_loss_bbox: 0.3357, d1.dn_loss_iou: 0.4689, d2.dn_loss_cls: 0.0483, d2.dn_loss_bbox: 0.3136, d2.dn_loss_iou: 0.4463, d3.dn_loss_cls: 0.0462, d3.dn_loss_bbox: 0.3108, d3.dn_loss_iou: 0.4432, d4.dn_loss_cls: 0.0457, d4.dn_loss_bbox: 0.3106, d4.dn_loss_iou: 0.4427, loss: 11.1637, grad_norm: 20.5621 2023-11-04 23:45:53,640 - mmdet - INFO - Epoch [3][3050/3665] lr: 5.563e-06, eta: 8:58:02, time: 1.012, data_time: 0.019, memory: 25302, interm_loss_cls: 0.2846, interm_loss_bbox: 0.2138, interm_loss_iou: 0.4803, loss_cls: 0.2379, loss_bbox: 0.1730, loss_iou: 0.4076, d0.loss_cls: 0.3031, d0.loss_bbox: 0.1792, d0.loss_iou: 0.4297, d1.loss_cls: 0.2680, d1.loss_bbox: 0.1742, d1.loss_iou: 0.4125, d2.loss_cls: 0.2488, d2.loss_bbox: 0.1724, d2.loss_iou: 0.4084, d3.loss_cls: 0.2403, d3.loss_bbox: 0.1725, d3.loss_iou: 0.4076, d4.loss_cls: 0.2375, d4.loss_bbox: 0.1737, d4.loss_iou: 0.4082, dn_loss_cls: 0.0477, dn_loss_bbox: 0.3116, dn_loss_iou: 0.4516, d0.dn_loss_cls: 0.0814, d0.dn_loss_bbox: 0.4260, d0.dn_loss_iou: 0.5835, d1.dn_loss_cls: 0.0565, d1.dn_loss_bbox: 0.3349, d1.dn_loss_iou: 0.4778, d2.dn_loss_cls: 0.0497, d2.dn_loss_bbox: 0.3142, d2.dn_loss_iou: 0.4551, d3.dn_loss_cls: 0.0475, d3.dn_loss_bbox: 0.3118, d3.dn_loss_iou: 0.4522, d4.dn_loss_cls: 0.0472, d4.dn_loss_bbox: 0.3116, d4.dn_loss_iou: 0.4515, loss: 11.2450, grad_norm: 19.7563 2023-11-04 23:46:41,375 - mmdet - INFO - Epoch [3][3100/3665] lr: 5.563e-06, eta: 8:57:13, time: 0.955, data_time: 0.017, memory: 25302, interm_loss_cls: 0.2856, interm_loss_bbox: 0.2148, interm_loss_iou: 0.4889, loss_cls: 0.2387, loss_bbox: 0.1744, loss_iou: 0.4161, d0.loss_cls: 0.3031, d0.loss_bbox: 0.1800, d0.loss_iou: 0.4366, d1.loss_cls: 0.2679, d1.loss_bbox: 0.1765, d1.loss_iou: 0.4193, d2.loss_cls: 0.2510, d2.loss_bbox: 0.1723, d2.loss_iou: 0.4134, d3.loss_cls: 0.2414, d3.loss_bbox: 0.1733, d3.loss_iou: 0.4148, d4.loss_cls: 0.2386, d4.loss_bbox: 0.1736, d4.loss_iou: 0.4151, dn_loss_cls: 0.0471, dn_loss_bbox: 0.3171, dn_loss_iou: 0.4515, d0.dn_loss_cls: 0.0792, d0.dn_loss_bbox: 0.4317, d0.dn_loss_iou: 0.5843, d1.dn_loss_cls: 0.0560, d1.dn_loss_bbox: 0.3413, d1.dn_loss_iou: 0.4780, d2.dn_loss_cls: 0.0495, d2.dn_loss_bbox: 0.3206, d2.dn_loss_iou: 0.4554, d3.dn_loss_cls: 0.0471, d3.dn_loss_bbox: 0.3175, d3.dn_loss_iou: 0.4519, d4.dn_loss_cls: 0.0467, d4.dn_loss_bbox: 0.3171, d4.dn_loss_iou: 0.4513, loss: 11.3386, grad_norm: 20.8634 2023-11-04 23:47:28,256 - mmdet - INFO - Epoch [3][3150/3665] lr: 5.563e-06, eta: 8:56:22, time: 0.938, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2844, interm_loss_bbox: 0.2184, interm_loss_iou: 0.4879, loss_cls: 0.2384, loss_bbox: 0.1744, loss_iou: 0.4111, d0.loss_cls: 0.3030, d0.loss_bbox: 0.1815, d0.loss_iou: 0.4308, d1.loss_cls: 0.2691, d1.loss_bbox: 0.1772, d1.loss_iou: 0.4147, d2.loss_cls: 0.2510, d2.loss_bbox: 0.1728, d2.loss_iou: 0.4082, d3.loss_cls: 0.2407, d3.loss_bbox: 0.1745, d3.loss_iou: 0.4102, d4.loss_cls: 0.2383, d4.loss_bbox: 0.1743, d4.loss_iou: 0.4105, dn_loss_cls: 0.0484, dn_loss_bbox: 0.3104, dn_loss_iou: 0.4482, d0.dn_loss_cls: 0.0818, d0.dn_loss_bbox: 0.4230, d0.dn_loss_iou: 0.5785, d1.dn_loss_cls: 0.0572, d1.dn_loss_bbox: 0.3333, d1.dn_loss_iou: 0.4735, d2.dn_loss_cls: 0.0503, d2.dn_loss_bbox: 0.3132, d2.dn_loss_iou: 0.4518, d3.dn_loss_cls: 0.0482, d3.dn_loss_bbox: 0.3108, d3.dn_loss_iou: 0.4486, d4.dn_loss_cls: 0.0480, d4.dn_loss_bbox: 0.3104, d4.dn_loss_iou: 0.4480, loss: 11.2551, grad_norm: 21.0287 2023-11-04 23:48:14,548 - mmdet - INFO - Epoch [3][3200/3665] lr: 5.563e-06, eta: 8:55:28, time: 0.926, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2849, interm_loss_bbox: 0.2135, interm_loss_iou: 0.4770, loss_cls: 0.2413, loss_bbox: 0.1706, loss_iou: 0.4073, d0.loss_cls: 0.3030, d0.loss_bbox: 0.1782, d0.loss_iou: 0.4235, d1.loss_cls: 0.2711, d1.loss_bbox: 0.1733, d1.loss_iou: 0.4097, d2.loss_cls: 0.2505, d2.loss_bbox: 0.1714, d2.loss_iou: 0.4083, d3.loss_cls: 0.2423, d3.loss_bbox: 0.1713, d3.loss_iou: 0.4081, d4.loss_cls: 0.2412, d4.loss_bbox: 0.1704, d4.loss_iou: 0.4075, dn_loss_cls: 0.0477, dn_loss_bbox: 0.3065, dn_loss_iou: 0.4510, d0.dn_loss_cls: 0.0813, d0.dn_loss_bbox: 0.4244, d0.dn_loss_iou: 0.5812, d1.dn_loss_cls: 0.0561, d1.dn_loss_bbox: 0.3319, d1.dn_loss_iou: 0.4772, d2.dn_loss_cls: 0.0492, d2.dn_loss_bbox: 0.3096, d2.dn_loss_iou: 0.4547, d3.dn_loss_cls: 0.0471, d3.dn_loss_bbox: 0.3068, d3.dn_loss_iou: 0.4516, d4.dn_loss_cls: 0.0470, d4.dn_loss_bbox: 0.3065, d4.dn_loss_iou: 0.4509, loss: 11.2055, grad_norm: 19.1385 2023-11-04 23:49:01,395 - mmdet - INFO - Epoch [3][3250/3665] lr: 5.563e-06, eta: 8:54:36, time: 0.937, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2842, interm_loss_bbox: 0.2138, interm_loss_iou: 0.4778, loss_cls: 0.2358, loss_bbox: 0.1735, loss_iou: 0.4078, d0.loss_cls: 0.3013, d0.loss_bbox: 0.1788, d0.loss_iou: 0.4242, d1.loss_cls: 0.2687, d1.loss_bbox: 0.1752, d1.loss_iou: 0.4105, d2.loss_cls: 0.2477, d2.loss_bbox: 0.1722, d2.loss_iou: 0.4071, d3.loss_cls: 0.2390, d3.loss_bbox: 0.1734, d3.loss_iou: 0.4072, d4.loss_cls: 0.2356, d4.loss_bbox: 0.1734, d4.loss_iou: 0.4082, dn_loss_cls: 0.0499, dn_loss_bbox: 0.3040, dn_loss_iou: 0.4437, d0.dn_loss_cls: 0.0825, d0.dn_loss_bbox: 0.4150, d0.dn_loss_iou: 0.5784, d1.dn_loss_cls: 0.0587, d1.dn_loss_bbox: 0.3258, d1.dn_loss_iou: 0.4692, d2.dn_loss_cls: 0.0515, d2.dn_loss_bbox: 0.3070, d2.dn_loss_iou: 0.4477, d3.dn_loss_cls: 0.0495, d3.dn_loss_bbox: 0.3043, d3.dn_loss_iou: 0.4442, d4.dn_loss_cls: 0.0492, d4.dn_loss_bbox: 0.3040, d4.dn_loss_iou: 0.4436, loss: 11.1436, grad_norm: 18.3625 2023-11-04 23:49:49,460 - mmdet - INFO - Epoch [3][3300/3665] lr: 5.563e-06, eta: 8:53:49, time: 0.961, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2841, interm_loss_bbox: 0.2183, interm_loss_iou: 0.4947, loss_cls: 0.2390, loss_bbox: 0.1752, loss_iou: 0.4194, d0.loss_cls: 0.3043, d0.loss_bbox: 0.1806, d0.loss_iou: 0.4387, d1.loss_cls: 0.2700, d1.loss_bbox: 0.1762, d1.loss_iou: 0.4233, d2.loss_cls: 0.2516, d2.loss_bbox: 0.1730, d2.loss_iou: 0.4177, d3.loss_cls: 0.2427, d3.loss_bbox: 0.1742, d3.loss_iou: 0.4182, d4.loss_cls: 0.2401, d4.loss_bbox: 0.1743, d4.loss_iou: 0.4187, dn_loss_cls: 0.0486, dn_loss_bbox: 0.3104, dn_loss_iou: 0.4591, d0.dn_loss_cls: 0.0828, d0.dn_loss_bbox: 0.4230, d0.dn_loss_iou: 0.5917, d1.dn_loss_cls: 0.0573, d1.dn_loss_bbox: 0.3340, d1.dn_loss_iou: 0.4849, d2.dn_loss_cls: 0.0506, d2.dn_loss_bbox: 0.3135, d2.dn_loss_iou: 0.4628, d3.dn_loss_cls: 0.0485, d3.dn_loss_bbox: 0.3107, d3.dn_loss_iou: 0.4595, d4.dn_loss_cls: 0.0482, d4.dn_loss_bbox: 0.3104, d4.dn_loss_iou: 0.4590, loss: 11.3892, grad_norm: 20.8846 2023-11-04 23:50:39,320 - mmdet - INFO - Epoch [3][3350/3665] lr: 5.563e-06, eta: 8:53:06, time: 0.997, data_time: 0.022, memory: 25302, interm_loss_cls: 0.2822, interm_loss_bbox: 0.2157, interm_loss_iou: 0.4802, loss_cls: 0.2374, loss_bbox: 0.1735, loss_iou: 0.4089, d0.loss_cls: 0.3021, d0.loss_bbox: 0.1802, d0.loss_iou: 0.4284, d1.loss_cls: 0.2670, d1.loss_bbox: 0.1752, d1.loss_iou: 0.4123, d2.loss_cls: 0.2482, d2.loss_bbox: 0.1733, d2.loss_iou: 0.4085, d3.loss_cls: 0.2384, d3.loss_bbox: 0.1745, d3.loss_iou: 0.4089, d4.loss_cls: 0.2368, d4.loss_bbox: 0.1737, d4.loss_iou: 0.4090, dn_loss_cls: 0.0479, dn_loss_bbox: 0.3146, dn_loss_iou: 0.4479, d0.dn_loss_cls: 0.0810, d0.dn_loss_bbox: 0.4264, d0.dn_loss_iou: 0.5767, d1.dn_loss_cls: 0.0565, d1.dn_loss_bbox: 0.3386, d1.dn_loss_iou: 0.4737, d2.dn_loss_cls: 0.0499, d2.dn_loss_bbox: 0.3175, d2.dn_loss_iou: 0.4516, d3.dn_loss_cls: 0.0476, d3.dn_loss_bbox: 0.3149, d3.dn_loss_iou: 0.4486, d4.dn_loss_cls: 0.0473, d4.dn_loss_bbox: 0.3146, d4.dn_loss_iou: 0.4478, loss: 11.2375, grad_norm: 20.2636 2023-11-04 23:51:28,097 - mmdet - INFO - Epoch [3][3400/3665] lr: 5.563e-06, eta: 8:52:21, time: 0.975, data_time: 0.019, memory: 25302, interm_loss_cls: 0.2793, interm_loss_bbox: 0.2115, interm_loss_iou: 0.4762, loss_cls: 0.2340, loss_bbox: 0.1690, loss_iou: 0.4021, d0.loss_cls: 0.2991, d0.loss_bbox: 0.1763, d0.loss_iou: 0.4221, d1.loss_cls: 0.2621, d1.loss_bbox: 0.1743, d1.loss_iou: 0.4095, d2.loss_cls: 0.2453, d2.loss_bbox: 0.1688, d2.loss_iou: 0.4031, d3.loss_cls: 0.2367, d3.loss_bbox: 0.1686, d3.loss_iou: 0.4022, d4.loss_cls: 0.2340, d4.loss_bbox: 0.1686, d4.loss_iou: 0.4024, dn_loss_cls: 0.0469, dn_loss_bbox: 0.3107, dn_loss_iou: 0.4421, d0.dn_loss_cls: 0.0790, d0.dn_loss_bbox: 0.4231, d0.dn_loss_iou: 0.5728, d1.dn_loss_cls: 0.0553, d1.dn_loss_bbox: 0.3330, d1.dn_loss_iou: 0.4685, d2.dn_loss_cls: 0.0487, d2.dn_loss_bbox: 0.3132, d2.dn_loss_iou: 0.4463, d3.dn_loss_cls: 0.0469, d3.dn_loss_bbox: 0.3109, d3.dn_loss_iou: 0.4426, d4.dn_loss_cls: 0.0463, d4.dn_loss_bbox: 0.3107, d4.dn_loss_iou: 0.4420, loss: 11.0841, grad_norm: 19.2733 2023-11-04 23:52:15,166 - mmdet - INFO - Epoch [3][3450/3665] lr: 5.563e-06, eta: 8:51:30, time: 0.941, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2895, interm_loss_bbox: 0.2108, interm_loss_iou: 0.4777, loss_cls: 0.2436, loss_bbox: 0.1703, loss_iou: 0.4098, d0.loss_cls: 0.3071, d0.loss_bbox: 0.1790, d0.loss_iou: 0.4278, d1.loss_cls: 0.2723, d1.loss_bbox: 0.1729, d1.loss_iou: 0.4155, d2.loss_cls: 0.2528, d2.loss_bbox: 0.1708, d2.loss_iou: 0.4122, d3.loss_cls: 0.2442, d3.loss_bbox: 0.1706, d3.loss_iou: 0.4103, d4.loss_cls: 0.2425, d4.loss_bbox: 0.1711, d4.loss_iou: 0.4107, dn_loss_cls: 0.0481, dn_loss_bbox: 0.3127, dn_loss_iou: 0.4457, d0.dn_loss_cls: 0.0816, d0.dn_loss_bbox: 0.4252, d0.dn_loss_iou: 0.5778, d1.dn_loss_cls: 0.0563, d1.dn_loss_bbox: 0.3349, d1.dn_loss_iou: 0.4718, d2.dn_loss_cls: 0.0496, d2.dn_loss_bbox: 0.3152, d2.dn_loss_iou: 0.4498, d3.dn_loss_cls: 0.0477, d3.dn_loss_bbox: 0.3130, d3.dn_loss_iou: 0.4462, d4.dn_loss_cls: 0.0475, d4.dn_loss_bbox: 0.3127, d4.dn_loss_iou: 0.4456, loss: 11.2432, grad_norm: 18.8831 2023-11-04 23:53:02,379 - mmdet - INFO - Epoch [3][3500/3665] lr: 5.563e-06, eta: 8:50:39, time: 0.944, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2827, interm_loss_bbox: 0.2227, interm_loss_iou: 0.4779, loss_cls: 0.2367, loss_bbox: 0.1780, loss_iou: 0.4027, d0.loss_cls: 0.3005, d0.loss_bbox: 0.1859, d0.loss_iou: 0.4223, d1.loss_cls: 0.2668, d1.loss_bbox: 0.1805, d1.loss_iou: 0.4074, d2.loss_cls: 0.2465, d2.loss_bbox: 0.1781, d2.loss_iou: 0.4047, d3.loss_cls: 0.2388, d3.loss_bbox: 0.1784, d3.loss_iou: 0.4035, d4.loss_cls: 0.2362, d4.loss_bbox: 0.1787, d4.loss_iou: 0.4037, dn_loss_cls: 0.0448, dn_loss_bbox: 0.3128, dn_loss_iou: 0.4385, d0.dn_loss_cls: 0.0790, d0.dn_loss_bbox: 0.4306, d0.dn_loss_iou: 0.5671, d1.dn_loss_cls: 0.0543, d1.dn_loss_bbox: 0.3382, d1.dn_loss_iou: 0.4648, d2.dn_loss_cls: 0.0471, d2.dn_loss_bbox: 0.3158, d2.dn_loss_iou: 0.4423, d3.dn_loss_cls: 0.0451, d3.dn_loss_bbox: 0.3132, d3.dn_loss_iou: 0.4390, d4.dn_loss_cls: 0.0446, d4.dn_loss_bbox: 0.3128, d4.dn_loss_iou: 0.4383, loss: 11.1608, grad_norm: 19.8457 2023-11-04 23:53:51,785 - mmdet - INFO - Epoch [3][3550/3665] lr: 5.563e-06, eta: 8:49:55, time: 0.987, data_time: 0.023, memory: 25302, interm_loss_cls: 0.2810, interm_loss_bbox: 0.2163, interm_loss_iou: 0.4792, loss_cls: 0.2388, loss_bbox: 0.1766, loss_iou: 0.4099, d0.loss_cls: 0.3021, d0.loss_bbox: 0.1828, d0.loss_iou: 0.4275, d1.loss_cls: 0.2668, d1.loss_bbox: 0.1795, d1.loss_iou: 0.4152, d2.loss_cls: 0.2495, d2.loss_bbox: 0.1756, d2.loss_iou: 0.4100, d3.loss_cls: 0.2410, d3.loss_bbox: 0.1757, d3.loss_iou: 0.4091, d4.loss_cls: 0.2383, d4.loss_bbox: 0.1764, d4.loss_iou: 0.4097, dn_loss_cls: 0.0467, dn_loss_bbox: 0.3159, dn_loss_iou: 0.4444, d0.dn_loss_cls: 0.0804, d0.dn_loss_bbox: 0.4282, d0.dn_loss_iou: 0.5758, d1.dn_loss_cls: 0.0558, d1.dn_loss_bbox: 0.3388, d1.dn_loss_iou: 0.4703, d2.dn_loss_cls: 0.0486, d2.dn_loss_bbox: 0.3184, d2.dn_loss_iou: 0.4482, d3.dn_loss_cls: 0.0465, d3.dn_loss_bbox: 0.3160, d3.dn_loss_iou: 0.4448, d4.dn_loss_cls: 0.0462, d4.dn_loss_bbox: 0.3159, d4.dn_loss_iou: 0.4443, loss: 11.2463, grad_norm: 22.4345 2023-11-04 23:54:43,689 - mmdet - INFO - Epoch [3][3600/3665] lr: 5.563e-06, eta: 8:49:19, time: 1.039, data_time: 0.021, memory: 25302, interm_loss_cls: 0.2833, interm_loss_bbox: 0.2203, interm_loss_iou: 0.4762, loss_cls: 0.2376, loss_bbox: 0.1790, loss_iou: 0.4051, d0.loss_cls: 0.3017, d0.loss_bbox: 0.1869, d0.loss_iou: 0.4283, d1.loss_cls: 0.2661, d1.loss_bbox: 0.1819, d1.loss_iou: 0.4115, d2.loss_cls: 0.2479, d2.loss_bbox: 0.1784, d2.loss_iou: 0.4051, d3.loss_cls: 0.2404, d3.loss_bbox: 0.1790, d3.loss_iou: 0.4044, d4.loss_cls: 0.2369, d4.loss_bbox: 0.1799, d4.loss_iou: 0.4057, dn_loss_cls: 0.0472, dn_loss_bbox: 0.3180, dn_loss_iou: 0.4510, d0.dn_loss_cls: 0.0815, d0.dn_loss_bbox: 0.4328, d0.dn_loss_iou: 0.5834, d1.dn_loss_cls: 0.0565, d1.dn_loss_bbox: 0.3417, d1.dn_loss_iou: 0.4773, d2.dn_loss_cls: 0.0494, d2.dn_loss_bbox: 0.3213, d2.dn_loss_iou: 0.4546, d3.dn_loss_cls: 0.0473, d3.dn_loss_bbox: 0.3184, d3.dn_loss_iou: 0.4513, d4.dn_loss_cls: 0.0469, d4.dn_loss_bbox: 0.3180, d4.dn_loss_iou: 0.4509, loss: 11.3033, grad_norm: 20.0856 2023-11-04 23:55:30,982 - mmdet - INFO - Epoch [3][3650/3665] lr: 5.563e-06, eta: 8:48:29, time: 0.946, data_time: 0.015, memory: 25302, interm_loss_cls: 0.2846, interm_loss_bbox: 0.2161, interm_loss_iou: 0.4777, loss_cls: 0.2407, loss_bbox: 0.1711, loss_iou: 0.4029, d0.loss_cls: 0.3023, d0.loss_bbox: 0.1799, d0.loss_iou: 0.4242, d1.loss_cls: 0.2690, d1.loss_bbox: 0.1759, d1.loss_iou: 0.4101, d2.loss_cls: 0.2509, d2.loss_bbox: 0.1713, d2.loss_iou: 0.4041, d3.loss_cls: 0.2428, d3.loss_bbox: 0.1711, d3.loss_iou: 0.4024, d4.loss_cls: 0.2408, d4.loss_bbox: 0.1708, d4.loss_iou: 0.4026, dn_loss_cls: 0.0468, dn_loss_bbox: 0.3150, dn_loss_iou: 0.4459, d0.dn_loss_cls: 0.0798, d0.dn_loss_bbox: 0.4309, d0.dn_loss_iou: 0.5777, d1.dn_loss_cls: 0.0555, d1.dn_loss_bbox: 0.3386, d1.dn_loss_iou: 0.4722, d2.dn_loss_cls: 0.0487, d2.dn_loss_bbox: 0.3179, d2.dn_loss_iou: 0.4494, d3.dn_loss_cls: 0.0467, d3.dn_loss_bbox: 0.3154, d3.dn_loss_iou: 0.4465, d4.dn_loss_cls: 0.0463, d4.dn_loss_bbox: 0.3150, d4.dn_loss_iou: 0.4458, loss: 11.2052, grad_norm: 19.0329 2023-11-04 23:55:47,796 - mmdet - INFO - Saving checkpoint at 3 epochs 2023-11-04 23:56:59,964 - mmdet - INFO - Evaluating bbox... 2023-11-04 23:59:28,624 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.481 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.668 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.526 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.329 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.520 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.634 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.709 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.713 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.713 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.548 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.756 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.879 2023-11-04 23:59:28,627 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.577 | bicycle | 0.376 | car | 0.468 | | motorcycle | 0.471 | airplane | 0.723 | bus | 0.713 | | train | 0.737 | truck | 0.442 | boat | 0.344 | | traffic light | 0.302 | fire hydrant | 0.722 | stop sign | 0.666 | | parking meter | 0.506 | bench | 0.286 | bird | 0.436 | | cat | 0.810 | dog | 0.739 | horse | 0.647 | | sheep | 0.591 | cow | 0.625 | elephant | 0.722 | | bear | 0.809 | zebra | 0.732 | giraffe | 0.756 | | backpack | 0.190 | umbrella | 0.445 | handbag | 0.201 | | tie | 0.416 | suitcase | 0.471 | frisbee | 0.688 | | skis | 0.270 | snowboard | 0.378 | sports ball | 0.487 | | kite | 0.477 | baseball bat | 0.428 | baseball glove | 0.406 | | skateboard | 0.583 | surfboard | 0.442 | tennis racket | 0.556 | | bottle | 0.448 | wine glass | 0.400 | cup | 0.487 | | fork | 0.426 | knife | 0.284 | spoon | 0.266 | | bowl | 0.443 | banana | 0.287 | apple | 0.247 | | sandwich | 0.484 | orange | 0.348 | broccoli | 0.269 | | carrot | 0.243 | hot dog | 0.460 | pizza | 0.582 | | donut | 0.532 | cake | 0.433 | chair | 0.346 | | couch | 0.492 | potted plant | 0.295 | bed | 0.489 | | dining table | 0.296 | toilet | 0.666 | tv | 0.636 | | laptop | 0.689 | mouse | 0.644 | remote | 0.409 | | keyboard | 0.568 | cell phone | 0.416 | microwave | 0.682 | | oven | 0.406 | toaster | 0.467 | sink | 0.437 | | refrigerator | 0.653 | book | 0.158 | clock | 0.572 | | vase | 0.442 | scissors | 0.423 | teddy bear | 0.560 | | hair drier | 0.162 | toothbrush | 0.351 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-04 23:59:30,677 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx/best_bbox_mAP_epoch_2.pth was removed 2023-11-04 23:59:34,644 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_3.pth. 2023-11-04 23:59:34,645 - mmdet - INFO - Best bbox_mAP is 0.4814 at 3 epoch. 2023-11-04 23:59:34,645 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx.py 2023-11-04 23:59:34,645 - mmdet - INFO - Epoch(val) [3][625] bbox_mAP: 0.4814, bbox_mAP_50: 0.6678, bbox_mAP_75: 0.5255, bbox_mAP_s: 0.3290, bbox_mAP_m: 0.5203, bbox_mAP_l: 0.6336, bbox_mAP_copypaste: 0.4814 0.6678 0.5255 0.3290 0.5203 0.6336 2023-11-05 00:00:25,229 - mmdet - INFO - Epoch [4][50/3665] lr: 5.563e-06, eta: 8:46:51, time: 1.011, data_time: 0.067, memory: 25302, interm_loss_cls: 0.2763, interm_loss_bbox: 0.2115, interm_loss_iou: 0.4821, loss_cls: 0.2289, loss_bbox: 0.1679, loss_iou: 0.4066, d0.loss_cls: 0.2973, d0.loss_bbox: 0.1737, d0.loss_iou: 0.4228, d1.loss_cls: 0.2631, d1.loss_bbox: 0.1701, d1.loss_iou: 0.4092, d2.loss_cls: 0.2430, d2.loss_bbox: 0.1671, d2.loss_iou: 0.4042, d3.loss_cls: 0.2330, d3.loss_bbox: 0.1675, d3.loss_iou: 0.4052, d4.loss_cls: 0.2294, d4.loss_bbox: 0.1680, d4.loss_iou: 0.4062, dn_loss_cls: 0.0439, dn_loss_bbox: 0.2907, dn_loss_iou: 0.4314, d0.dn_loss_cls: 0.0784, d0.dn_loss_bbox: 0.4032, d0.dn_loss_iou: 0.5601, d1.dn_loss_cls: 0.0538, d1.dn_loss_bbox: 0.3146, d1.dn_loss_iou: 0.4580, d2.dn_loss_cls: 0.0466, d2.dn_loss_bbox: 0.2938, d2.dn_loss_iou: 0.4357, d3.dn_loss_cls: 0.0443, d3.dn_loss_bbox: 0.2910, d3.dn_loss_iou: 0.4321, d4.dn_loss_cls: 0.0436, d4.dn_loss_bbox: 0.2907, d4.dn_loss_iou: 0.4313, loss: 10.8764, grad_norm: 19.3143 2023-11-05 00:01:11,946 - mmdet - INFO - Epoch [4][100/3665] lr: 5.563e-06, eta: 8:45:59, time: 0.934, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2711, interm_loss_bbox: 0.2124, interm_loss_iou: 0.4737, loss_cls: 0.2275, loss_bbox: 0.1694, loss_iou: 0.3992, d0.loss_cls: 0.2890, d0.loss_bbox: 0.1781, d0.loss_iou: 0.4220, d1.loss_cls: 0.2542, d1.loss_bbox: 0.1742, d1.loss_iou: 0.4059, d2.loss_cls: 0.2367, d2.loss_bbox: 0.1695, d2.loss_iou: 0.4007, d3.loss_cls: 0.2292, d3.loss_bbox: 0.1691, d3.loss_iou: 0.3989, d4.loss_cls: 0.2268, d4.loss_bbox: 0.1697, d4.loss_iou: 0.3994, dn_loss_cls: 0.0445, dn_loss_bbox: 0.2976, dn_loss_iou: 0.4340, d0.dn_loss_cls: 0.0784, d0.dn_loss_bbox: 0.4110, d0.dn_loss_iou: 0.5663, d1.dn_loss_cls: 0.0543, d1.dn_loss_bbox: 0.3209, d1.dn_loss_iou: 0.4594, d2.dn_loss_cls: 0.0472, d2.dn_loss_bbox: 0.3010, d2.dn_loss_iou: 0.4380, d3.dn_loss_cls: 0.0447, d3.dn_loss_bbox: 0.2980, d3.dn_loss_iou: 0.4346, d4.dn_loss_cls: 0.0441, d4.dn_loss_bbox: 0.2976, d4.dn_loss_iou: 0.4339, loss: 10.8824, grad_norm: 19.4432 2023-11-05 00:01:59,620 - mmdet - INFO - Epoch [4][150/3665] lr: 5.563e-06, eta: 8:45:10, time: 0.953, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2742, interm_loss_bbox: 0.2095, interm_loss_iou: 0.4775, loss_cls: 0.2303, loss_bbox: 0.1673, loss_iou: 0.3989, d0.loss_cls: 0.2937, d0.loss_bbox: 0.1745, d0.loss_iou: 0.4225, d1.loss_cls: 0.2588, d1.loss_bbox: 0.1710, d1.loss_iou: 0.4075, d2.loss_cls: 0.2409, d2.loss_bbox: 0.1664, d2.loss_iou: 0.4005, d3.loss_cls: 0.2317, d3.loss_bbox: 0.1679, d3.loss_iou: 0.3992, d4.loss_cls: 0.2301, d4.loss_bbox: 0.1677, d4.loss_iou: 0.3988, dn_loss_cls: 0.0458, dn_loss_bbox: 0.2977, dn_loss_iou: 0.4413, d0.dn_loss_cls: 0.0790, d0.dn_loss_bbox: 0.4109, d0.dn_loss_iou: 0.5753, d1.dn_loss_cls: 0.0549, d1.dn_loss_bbox: 0.3213, d1.dn_loss_iou: 0.4691, d2.dn_loss_cls: 0.0480, d2.dn_loss_bbox: 0.3010, d2.dn_loss_iou: 0.4464, d3.dn_loss_cls: 0.0459, d3.dn_loss_bbox: 0.2979, d3.dn_loss_iou: 0.4418, d4.dn_loss_cls: 0.0455, d4.dn_loss_bbox: 0.2977, d4.dn_loss_iou: 0.4412, loss: 10.9496, grad_norm: 19.7698 2023-11-05 00:02:49,032 - mmdet - INFO - Epoch [4][200/3665] lr: 5.563e-06, eta: 8:44:26, time: 0.989, data_time: 0.017, memory: 25302, interm_loss_cls: 0.2798, interm_loss_bbox: 0.2047, interm_loss_iou: 0.4809, loss_cls: 0.2317, loss_bbox: 0.1693, loss_iou: 0.4147, d0.loss_cls: 0.2997, d0.loss_bbox: 0.1736, d0.loss_iou: 0.4317, d1.loss_cls: 0.2634, d1.loss_bbox: 0.1697, d1.loss_iou: 0.4184, d2.loss_cls: 0.2415, d2.loss_bbox: 0.1686, d2.loss_iou: 0.4174, d3.loss_cls: 0.2344, d3.loss_bbox: 0.1685, d3.loss_iou: 0.4147, d4.loss_cls: 0.2313, d4.loss_bbox: 0.1697, d4.loss_iou: 0.4151, dn_loss_cls: 0.0450, dn_loss_bbox: 0.2925, dn_loss_iou: 0.4546, d0.dn_loss_cls: 0.0789, d0.dn_loss_bbox: 0.3984, d0.dn_loss_iou: 0.5819, d1.dn_loss_cls: 0.0548, d1.dn_loss_bbox: 0.3150, d1.dn_loss_iou: 0.4806, d2.dn_loss_cls: 0.0475, d2.dn_loss_bbox: 0.2951, d2.dn_loss_iou: 0.4586, d3.dn_loss_cls: 0.0454, d3.dn_loss_bbox: 0.2927, d3.dn_loss_iou: 0.4550, d4.dn_loss_cls: 0.0447, d4.dn_loss_bbox: 0.2925, d4.dn_loss_iou: 0.4545, loss: 11.0865, grad_norm: 20.1365 2023-11-05 00:03:38,141 - mmdet - INFO - Epoch [4][250/3665] lr: 5.563e-06, eta: 8:43:41, time: 0.982, data_time: 0.016, memory: 25302, interm_loss_cls: 0.2771, interm_loss_bbox: 0.2169, interm_loss_iou: 0.4865, loss_cls: 0.2297, loss_bbox: 0.1779, loss_iou: 0.4125, d0.loss_cls: 0.2976, d0.loss_bbox: 0.1843, d0.loss_iou: 0.4340, d1.loss_cls: 0.2646, d1.loss_bbox: 0.1787, d1.loss_iou: 0.4162, d2.loss_cls: 0.2415, d2.loss_bbox: 0.1769, d2.loss_iou: 0.4109, d3.loss_cls: 0.2326, d3.loss_bbox: 0.1770, d3.loss_iou: 0.4110, d4.loss_cls: 0.2292, d4.loss_bbox: 0.1779, d4.loss_iou: 0.4126, dn_loss_cls: 0.0444, dn_loss_bbox: 0.3015, dn_loss_iou: 0.4394, d0.dn_loss_cls: 0.0775, d0.dn_loss_bbox: 0.4174, d0.dn_loss_iou: 0.5753, d1.dn_loss_cls: 0.0541, d1.dn_loss_bbox: 0.3256, d1.dn_loss_iou: 0.4664, d2.dn_loss_cls: 0.0467, d2.dn_loss_bbox: 0.3048, d2.dn_loss_iou: 0.4436, d3.dn_loss_cls: 0.0447, d3.dn_loss_bbox: 0.3019, d3.dn_loss_iou: 0.4401, d4.dn_loss_cls: 0.0440, d4.dn_loss_bbox: 0.3015, d4.dn_loss_iou: 0.4393, loss: 11.1139, grad_norm: 19.2662 2023-11-05 00:04:25,841 - mmdet - INFO - Epoch [4][300/3665] lr: 5.563e-06, eta: 8:42:53, time: 0.954, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2719, interm_loss_bbox: 0.2045, interm_loss_iou: 0.4836, loss_cls: 0.2258, loss_bbox: 0.1682, loss_iou: 0.4113, d0.loss_cls: 0.2903, d0.loss_bbox: 0.1709, d0.loss_iou: 0.4291, d1.loss_cls: 0.2540, d1.loss_bbox: 0.1696, d1.loss_iou: 0.4155, d2.loss_cls: 0.2377, d2.loss_bbox: 0.1666, d2.loss_iou: 0.4093, d3.loss_cls: 0.2278, d3.loss_bbox: 0.1678, d3.loss_iou: 0.4105, d4.loss_cls: 0.2253, d4.loss_bbox: 0.1685, d4.loss_iou: 0.4110, dn_loss_cls: 0.0439, dn_loss_bbox: 0.2879, dn_loss_iou: 0.4407, d0.dn_loss_cls: 0.0789, d0.dn_loss_bbox: 0.3946, d0.dn_loss_iou: 0.5720, d1.dn_loss_cls: 0.0539, d1.dn_loss_bbox: 0.3088, d1.dn_loss_iou: 0.4663, d2.dn_loss_cls: 0.0464, d2.dn_loss_bbox: 0.2903, d2.dn_loss_iou: 0.4442, d3.dn_loss_cls: 0.0442, d3.dn_loss_bbox: 0.2881, d3.dn_loss_iou: 0.4411, d4.dn_loss_cls: 0.0436, d4.dn_loss_bbox: 0.2878, d4.dn_loss_iou: 0.4406, loss: 10.8925, grad_norm: 20.1678 2023-11-05 00:05:12,887 - mmdet - INFO - Epoch [4][350/3665] lr: 5.563e-06, eta: 8:42:02, time: 0.941, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2764, interm_loss_bbox: 0.2096, interm_loss_iou: 0.4901, loss_cls: 0.2315, loss_bbox: 0.1662, loss_iou: 0.4105, d0.loss_cls: 0.2932, d0.loss_bbox: 0.1738, d0.loss_iou: 0.4331, d1.loss_cls: 0.2610, d1.loss_bbox: 0.1706, d1.loss_iou: 0.4165, d2.loss_cls: 0.2432, d2.loss_bbox: 0.1652, d2.loss_iou: 0.4095, d3.loss_cls: 0.2333, d3.loss_bbox: 0.1664, d3.loss_iou: 0.4107, d4.loss_cls: 0.2311, d4.loss_bbox: 0.1661, d4.loss_iou: 0.4106, dn_loss_cls: 0.0450, dn_loss_bbox: 0.3024, dn_loss_iou: 0.4483, d0.dn_loss_cls: 0.0784, d0.dn_loss_bbox: 0.4150, d0.dn_loss_iou: 0.5809, d1.dn_loss_cls: 0.0553, d1.dn_loss_bbox: 0.3255, d1.dn_loss_iou: 0.4749, d2.dn_loss_cls: 0.0482, d2.dn_loss_bbox: 0.3049, d2.dn_loss_iou: 0.4521, d3.dn_loss_cls: 0.0455, d3.dn_loss_bbox: 0.3026, d3.dn_loss_iou: 0.4487, d4.dn_loss_cls: 0.0448, d4.dn_loss_bbox: 0.3024, d4.dn_loss_iou: 0.4482, loss: 11.0916, grad_norm: 22.6986 2023-11-05 00:06:00,029 - mmdet - INFO - Epoch [4][400/3665] lr: 5.563e-06, eta: 8:41:11, time: 0.943, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2745, interm_loss_bbox: 0.2151, interm_loss_iou: 0.4805, loss_cls: 0.2281, loss_bbox: 0.1730, loss_iou: 0.4062, d0.loss_cls: 0.2917, d0.loss_bbox: 0.1805, d0.loss_iou: 0.4248, d1.loss_cls: 0.2582, d1.loss_bbox: 0.1751, d1.loss_iou: 0.4107, d2.loss_cls: 0.2389, d2.loss_bbox: 0.1728, d2.loss_iou: 0.4071, d3.loss_cls: 0.2310, d3.loss_bbox: 0.1724, d3.loss_iou: 0.4055, d4.loss_cls: 0.2281, d4.loss_bbox: 0.1728, d4.loss_iou: 0.4063, dn_loss_cls: 0.0438, dn_loss_bbox: 0.3005, dn_loss_iou: 0.4388, d0.dn_loss_cls: 0.0775, d0.dn_loss_bbox: 0.4112, d0.dn_loss_iou: 0.5682, d1.dn_loss_cls: 0.0532, d1.dn_loss_bbox: 0.3234, d1.dn_loss_iou: 0.4648, d2.dn_loss_cls: 0.0461, d2.dn_loss_bbox: 0.3040, d2.dn_loss_iou: 0.4432, d3.dn_loss_cls: 0.0440, d3.dn_loss_bbox: 0.3009, d3.dn_loss_iou: 0.4393, d4.dn_loss_cls: 0.0434, d4.dn_loss_bbox: 0.3005, d4.dn_loss_iou: 0.4387, loss: 10.9949, grad_norm: 20.6596 2023-11-05 00:06:50,187 - mmdet - INFO - Epoch [4][450/3665] lr: 5.563e-06, eta: 8:40:30, time: 1.003, data_time: 0.020, memory: 25302, interm_loss_cls: 0.2832, interm_loss_bbox: 0.2110, interm_loss_iou: 0.4754, loss_cls: 0.2334, loss_bbox: 0.1715, loss_iou: 0.4077, d0.loss_cls: 0.3005, d0.loss_bbox: 0.1766, d0.loss_iou: 0.4263, d1.loss_cls: 0.2659, d1.loss_bbox: 0.1729, d1.loss_iou: 0.4102, d2.loss_cls: 0.2454, d2.loss_bbox: 0.1703, d2.loss_iou: 0.4076, d3.loss_cls: 0.2372, d3.loss_bbox: 0.1709, d3.loss_iou: 0.4062, d4.loss_cls: 0.2330, d4.loss_bbox: 0.1716, d4.loss_iou: 0.4076, dn_loss_cls: 0.0451, dn_loss_bbox: 0.3015, dn_loss_iou: 0.4412, d0.dn_loss_cls: 0.0790, d0.dn_loss_bbox: 0.4175, d0.dn_loss_iou: 0.5703, d1.dn_loss_cls: 0.0541, d1.dn_loss_bbox: 0.3269, d1.dn_loss_iou: 0.4670, d2.dn_loss_cls: 0.0471, d2.dn_loss_bbox: 0.3046, d2.dn_loss_iou: 0.4452, d3.dn_loss_cls: 0.0450, d3.dn_loss_bbox: 0.3019, d3.dn_loss_iou: 0.4417, d4.dn_loss_cls: 0.0447, d4.dn_loss_bbox: 0.3015, d4.dn_loss_iou: 0.4411, loss: 11.0597, grad_norm: 18.5889 2023-11-05 00:07:39,630 - mmdet - INFO - Epoch [4][500/3665] lr: 5.563e-06, eta: 8:39:46, time: 0.989, data_time: 0.017, memory: 25302, interm_loss_cls: 0.2695, interm_loss_bbox: 0.2168, interm_loss_iou: 0.4658, loss_cls: 0.2249, loss_bbox: 0.1724, loss_iou: 0.3882, d0.loss_cls: 0.2897, d0.loss_bbox: 0.1799, d0.loss_iou: 0.4104, d1.loss_cls: 0.2534, d1.loss_bbox: 0.1769, d1.loss_iou: 0.3972, d2.loss_cls: 0.2353, d2.loss_bbox: 0.1722, d2.loss_iou: 0.3910, d3.loss_cls: 0.2269, d3.loss_bbox: 0.1720, d3.loss_iou: 0.3891, d4.loss_cls: 0.2247, d4.loss_bbox: 0.1727, d4.loss_iou: 0.3889, dn_loss_cls: 0.0432, dn_loss_bbox: 0.3013, dn_loss_iou: 0.4323, d0.dn_loss_cls: 0.0769, d0.dn_loss_bbox: 0.4187, d0.dn_loss_iou: 0.5625, d1.dn_loss_cls: 0.0528, d1.dn_loss_bbox: 0.3254, d1.dn_loss_iou: 0.4579, d2.dn_loss_cls: 0.0457, d2.dn_loss_bbox: 0.3044, d2.dn_loss_iou: 0.4366, d3.dn_loss_cls: 0.0434, d3.dn_loss_bbox: 0.3016, d3.dn_loss_iou: 0.4327, d4.dn_loss_cls: 0.0429, d4.dn_loss_bbox: 0.3013, d4.dn_loss_iou: 0.4322, loss: 10.8298, grad_norm: 21.0843 2023-11-05 00:08:26,066 - mmdet - INFO - Epoch [4][550/3665] lr: 5.563e-06, eta: 8:38:53, time: 0.929, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2759, interm_loss_bbox: 0.2114, interm_loss_iou: 0.4683, loss_cls: 0.2306, loss_bbox: 0.1697, loss_iou: 0.3964, d0.loss_cls: 0.2961, d0.loss_bbox: 0.1766, d0.loss_iou: 0.4156, d1.loss_cls: 0.2582, d1.loss_bbox: 0.1740, d1.loss_iou: 0.4025, d2.loss_cls: 0.2420, d2.loss_bbox: 0.1694, d2.loss_iou: 0.3955, d3.loss_cls: 0.2319, d3.loss_bbox: 0.1712, d3.loss_iou: 0.3967, d4.loss_cls: 0.2296, d4.loss_bbox: 0.1712, d4.loss_iou: 0.3974, dn_loss_cls: 0.0445, dn_loss_bbox: 0.3047, dn_loss_iou: 0.4354, d0.dn_loss_cls: 0.0777, d0.dn_loss_bbox: 0.4201, d0.dn_loss_iou: 0.5667, d1.dn_loss_cls: 0.0534, d1.dn_loss_bbox: 0.3285, d1.dn_loss_iou: 0.4614, d2.dn_loss_cls: 0.0464, d2.dn_loss_bbox: 0.3077, d2.dn_loss_iou: 0.4391, d3.dn_loss_cls: 0.0446, d3.dn_loss_bbox: 0.3051, d3.dn_loss_iou: 0.4358, d4.dn_loss_cls: 0.0441, d4.dn_loss_bbox: 0.3047, d4.dn_loss_iou: 0.4352, loss: 10.9356, grad_norm: 20.8879 2023-11-05 00:09:12,928 - mmdet - INFO - Epoch [4][600/3665] lr: 5.563e-06, eta: 8:38:02, time: 0.937, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2757, interm_loss_bbox: 0.2080, interm_loss_iou: 0.4748, loss_cls: 0.2329, loss_bbox: 0.1641, loss_iou: 0.3962, d0.loss_cls: 0.2945, d0.loss_bbox: 0.1718, d0.loss_iou: 0.4167, d1.loss_cls: 0.2619, d1.loss_bbox: 0.1674, d1.loss_iou: 0.4012, d2.loss_cls: 0.2429, d2.loss_bbox: 0.1636, d2.loss_iou: 0.3958, d3.loss_cls: 0.2349, d3.loss_bbox: 0.1632, d3.loss_iou: 0.3956, d4.loss_cls: 0.2319, d4.loss_bbox: 0.1642, d4.loss_iou: 0.3964, dn_loss_cls: 0.0426, dn_loss_bbox: 0.2951, dn_loss_iou: 0.4363, d0.dn_loss_cls: 0.0767, d0.dn_loss_bbox: 0.4100, d0.dn_loss_iou: 0.5678, d1.dn_loss_cls: 0.0526, d1.dn_loss_bbox: 0.3188, d1.dn_loss_iou: 0.4620, d2.dn_loss_cls: 0.0455, d2.dn_loss_bbox: 0.2983, d2.dn_loss_iou: 0.4402, d3.dn_loss_cls: 0.0431, d3.dn_loss_bbox: 0.2953, d3.dn_loss_iou: 0.4367, d4.dn_loss_cls: 0.0425, d4.dn_loss_bbox: 0.2950, d4.dn_loss_iou: 0.4362, loss: 10.8483, grad_norm: 20.0511 2023-11-05 00:09:59,347 - mmdet - INFO - Epoch [4][650/3665] lr: 5.563e-06, eta: 8:37:10, time: 0.928, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2739, interm_loss_bbox: 0.2065, interm_loss_iou: 0.4847, loss_cls: 0.2250, loss_bbox: 0.1702, loss_iou: 0.4136, d0.loss_cls: 0.2925, d0.loss_bbox: 0.1746, d0.loss_iou: 0.4319, d1.loss_cls: 0.2569, d1.loss_bbox: 0.1720, d1.loss_iou: 0.4185, d2.loss_cls: 0.2368, d2.loss_bbox: 0.1694, d2.loss_iou: 0.4158, d3.loss_cls: 0.2287, d3.loss_bbox: 0.1694, d3.loss_iou: 0.4131, d4.loss_cls: 0.2251, d4.loss_bbox: 0.1699, d4.loss_iou: 0.4143, dn_loss_cls: 0.0454, dn_loss_bbox: 0.2941, dn_loss_iou: 0.4469, d0.dn_loss_cls: 0.0803, d0.dn_loss_bbox: 0.4039, d0.dn_loss_iou: 0.5801, d1.dn_loss_cls: 0.0555, d1.dn_loss_bbox: 0.3157, d1.dn_loss_iou: 0.4730, d2.dn_loss_cls: 0.0485, d2.dn_loss_bbox: 0.2965, d2.dn_loss_iou: 0.4512, d3.dn_loss_cls: 0.0458, d3.dn_loss_bbox: 0.2943, d3.dn_loss_iou: 0.4473, d4.dn_loss_cls: 0.0453, d4.dn_loss_bbox: 0.2941, d4.dn_loss_iou: 0.4468, loss: 11.0277, grad_norm: 19.5529 2023-11-05 00:10:46,701 - mmdet - INFO - Epoch [4][700/3665] lr: 5.563e-06, eta: 8:36:20, time: 0.947, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2701, interm_loss_bbox: 0.2029, interm_loss_iou: 0.4699, loss_cls: 0.2256, loss_bbox: 0.1629, loss_iou: 0.3959, d0.loss_cls: 0.2911, d0.loss_bbox: 0.1690, d0.loss_iou: 0.4185, d1.loss_cls: 0.2586, d1.loss_bbox: 0.1647, d1.loss_iou: 0.4017, d2.loss_cls: 0.2388, d2.loss_bbox: 0.1603, d2.loss_iou: 0.3950, d3.loss_cls: 0.2290, d3.loss_bbox: 0.1620, d3.loss_iou: 0.3955, d4.loss_cls: 0.2263, d4.loss_bbox: 0.1625, d4.loss_iou: 0.3958, dn_loss_cls: 0.0438, dn_loss_bbox: 0.2861, dn_loss_iou: 0.4380, d0.dn_loss_cls: 0.0777, d0.dn_loss_bbox: 0.3912, d0.dn_loss_iou: 0.5657, d1.dn_loss_cls: 0.0535, d1.dn_loss_bbox: 0.3073, d1.dn_loss_iou: 0.4631, d2.dn_loss_cls: 0.0464, d2.dn_loss_bbox: 0.2890, d2.dn_loss_iou: 0.4416, d3.dn_loss_cls: 0.0442, d3.dn_loss_bbox: 0.2865, d3.dn_loss_iou: 0.4384, d4.dn_loss_cls: 0.0436, d4.dn_loss_bbox: 0.2861, d4.dn_loss_iou: 0.4378, loss: 10.7360, grad_norm: 19.8753 2023-11-05 00:11:42,269 - mmdet - INFO - Epoch [4][750/3665] lr: 5.563e-06, eta: 8:35:53, time: 1.111, data_time: 0.059, memory: 25302, interm_loss_cls: 0.2767, interm_loss_bbox: 0.2155, interm_loss_iou: 0.4819, loss_cls: 0.2285, loss_bbox: 0.1718, loss_iou: 0.4107, d0.loss_cls: 0.2923, d0.loss_bbox: 0.1793, d0.loss_iou: 0.4299, d1.loss_cls: 0.2567, d1.loss_bbox: 0.1762, d1.loss_iou: 0.4154, d2.loss_cls: 0.2390, d2.loss_bbox: 0.1714, d2.loss_iou: 0.4108, d3.loss_cls: 0.2315, d3.loss_bbox: 0.1710, d3.loss_iou: 0.4102, d4.loss_cls: 0.2282, d4.loss_bbox: 0.1720, d4.loss_iou: 0.4108, dn_loss_cls: 0.0446, dn_loss_bbox: 0.3024, dn_loss_iou: 0.4466, d0.dn_loss_cls: 0.0780, d0.dn_loss_bbox: 0.4137, d0.dn_loss_iou: 0.5754, d1.dn_loss_cls: 0.0536, d1.dn_loss_bbox: 0.3252, d1.dn_loss_iou: 0.4730, d2.dn_loss_cls: 0.0468, d2.dn_loss_bbox: 0.3052, d2.dn_loss_iou: 0.4509, d3.dn_loss_cls: 0.0447, d3.dn_loss_bbox: 0.3027, d3.dn_loss_iou: 0.4472, d4.dn_loss_cls: 0.0442, d4.dn_loss_bbox: 0.3023, d4.dn_loss_iou: 0.4464, loss: 11.0828, grad_norm: 22.3937 2023-11-05 00:12:31,071 - mmdet - INFO - Epoch [4][800/3665] lr: 5.563e-06, eta: 8:35:07, time: 0.976, data_time: 0.016, memory: 25302, interm_loss_cls: 0.2796, interm_loss_bbox: 0.2167, interm_loss_iou: 0.4790, loss_cls: 0.2333, loss_bbox: 0.1747, loss_iou: 0.4080, d0.loss_cls: 0.2987, d0.loss_bbox: 0.1787, d0.loss_iou: 0.4267, d1.loss_cls: 0.2642, d1.loss_bbox: 0.1754, d1.loss_iou: 0.4109, d2.loss_cls: 0.2444, d2.loss_bbox: 0.1738, d2.loss_iou: 0.4084, d3.loss_cls: 0.2358, d3.loss_bbox: 0.1744, d3.loss_iou: 0.4079, d4.loss_cls: 0.2326, d4.loss_bbox: 0.1751, d4.loss_iou: 0.4085, dn_loss_cls: 0.0441, dn_loss_bbox: 0.3153, dn_loss_iou: 0.4429, d0.dn_loss_cls: 0.0783, d0.dn_loss_bbox: 0.4325, d0.dn_loss_iou: 0.5738, d1.dn_loss_cls: 0.0538, d1.dn_loss_bbox: 0.3406, d1.dn_loss_iou: 0.4698, d2.dn_loss_cls: 0.0467, d2.dn_loss_bbox: 0.3189, d2.dn_loss_iou: 0.4475, d3.dn_loss_cls: 0.0444, d3.dn_loss_bbox: 0.3156, d3.dn_loss_iou: 0.4434, d4.dn_loss_cls: 0.0437, d4.dn_loss_bbox: 0.3153, d4.dn_loss_iou: 0.4428, loss: 11.1762, grad_norm: 19.5745 2023-11-05 00:13:18,175 - mmdet - INFO - Epoch [4][850/3665] lr: 5.563e-06, eta: 8:34:17, time: 0.942, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2737, interm_loss_bbox: 0.2146, interm_loss_iou: 0.4794, loss_cls: 0.2317, loss_bbox: 0.1691, loss_iou: 0.4022, d0.loss_cls: 0.2963, d0.loss_bbox: 0.1767, d0.loss_iou: 0.4220, d1.loss_cls: 0.2621, d1.loss_bbox: 0.1720, d1.loss_iou: 0.4082, d2.loss_cls: 0.2420, d2.loss_bbox: 0.1697, d2.loss_iou: 0.4042, d3.loss_cls: 0.2338, d3.loss_bbox: 0.1692, d3.loss_iou: 0.4023, d4.loss_cls: 0.2310, d4.loss_bbox: 0.1698, d4.loss_iou: 0.4028, dn_loss_cls: 0.0444, dn_loss_bbox: 0.3013, dn_loss_iou: 0.4424, d0.dn_loss_cls: 0.0777, d0.dn_loss_bbox: 0.4129, d0.dn_loss_iou: 0.5719, d1.dn_loss_cls: 0.0530, d1.dn_loss_bbox: 0.3248, d1.dn_loss_iou: 0.4688, d2.dn_loss_cls: 0.0465, d2.dn_loss_bbox: 0.3046, d2.dn_loss_iou: 0.4468, d3.dn_loss_cls: 0.0444, d3.dn_loss_bbox: 0.3016, d3.dn_loss_iou: 0.4429, d4.dn_loss_cls: 0.0440, d4.dn_loss_bbox: 0.3012, d4.dn_loss_iou: 0.4423, loss: 11.0042, grad_norm: 20.8183 2023-11-05 00:14:05,223 - mmdet - INFO - Epoch [4][900/3665] lr: 5.563e-06, eta: 8:33:26, time: 0.941, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2707, interm_loss_bbox: 0.2112, interm_loss_iou: 0.4699, loss_cls: 0.2210, loss_bbox: 0.1721, loss_iou: 0.3991, d0.loss_cls: 0.2874, d0.loss_bbox: 0.1782, d0.loss_iou: 0.4195, d1.loss_cls: 0.2533, d1.loss_bbox: 0.1732, d1.loss_iou: 0.4036, d2.loss_cls: 0.2340, d2.loss_bbox: 0.1706, d2.loss_iou: 0.3987, d3.loss_cls: 0.2239, d3.loss_bbox: 0.1714, d3.loss_iou: 0.3992, d4.loss_cls: 0.2212, d4.loss_bbox: 0.1715, d4.loss_iou: 0.3990, dn_loss_cls: 0.0424, dn_loss_bbox: 0.2988, dn_loss_iou: 0.4320, d0.dn_loss_cls: 0.0763, d0.dn_loss_bbox: 0.4135, d0.dn_loss_iou: 0.5656, d1.dn_loss_cls: 0.0523, d1.dn_loss_bbox: 0.3220, d1.dn_loss_iou: 0.4580, d2.dn_loss_cls: 0.0450, d2.dn_loss_bbox: 0.3015, d2.dn_loss_iou: 0.4360, d3.dn_loss_cls: 0.0426, d3.dn_loss_bbox: 0.2991, d3.dn_loss_iou: 0.4326, d4.dn_loss_cls: 0.0421, d4.dn_loss_bbox: 0.2988, d4.dn_loss_iou: 0.4319, loss: 10.8390, grad_norm: 21.9248 2023-11-05 00:14:51,712 - mmdet - INFO - Epoch [4][950/3665] lr: 5.563e-06, eta: 8:32:34, time: 0.929, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2686, interm_loss_bbox: 0.2061, interm_loss_iou: 0.4707, loss_cls: 0.2250, loss_bbox: 0.1634, loss_iou: 0.3968, d0.loss_cls: 0.2876, d0.loss_bbox: 0.1708, d0.loss_iou: 0.4169, d1.loss_cls: 0.2527, d1.loss_bbox: 0.1675, d1.loss_iou: 0.4026, d2.loss_cls: 0.2362, d2.loss_bbox: 0.1632, d2.loss_iou: 0.3972, d3.loss_cls: 0.2277, d3.loss_bbox: 0.1627, d3.loss_iou: 0.3960, d4.loss_cls: 0.2252, d4.loss_bbox: 0.1633, d4.loss_iou: 0.3969, dn_loss_cls: 0.0424, dn_loss_bbox: 0.2856, dn_loss_iou: 0.4293, d0.dn_loss_cls: 0.0767, d0.dn_loss_bbox: 0.3946, d0.dn_loss_iou: 0.5594, d1.dn_loss_cls: 0.0519, d1.dn_loss_bbox: 0.3070, d1.dn_loss_iou: 0.4550, d2.dn_loss_cls: 0.0454, d2.dn_loss_bbox: 0.2878, d2.dn_loss_iou: 0.4328, d3.dn_loss_cls: 0.0429, d3.dn_loss_bbox: 0.2857, d3.dn_loss_iou: 0.4295, d4.dn_loss_cls: 0.0421, d4.dn_loss_bbox: 0.2856, d4.dn_loss_iou: 0.4291, loss: 10.6797, grad_norm: 21.0188 2023-11-05 00:15:42,729 - mmdet - INFO - Epoch [4][1000/3665] lr: 5.563e-06, eta: 8:31:54, time: 1.021, data_time: 0.022, memory: 25302, interm_loss_cls: 0.2757, interm_loss_bbox: 0.2127, interm_loss_iou: 0.4715, loss_cls: 0.2297, loss_bbox: 0.1681, loss_iou: 0.3949, d0.loss_cls: 0.2934, d0.loss_bbox: 0.1785, d0.loss_iou: 0.4182, d1.loss_cls: 0.2614, d1.loss_bbox: 0.1726, d1.loss_iou: 0.4010, d2.loss_cls: 0.2428, d2.loss_bbox: 0.1684, d2.loss_iou: 0.3960, d3.loss_cls: 0.2334, d3.loss_bbox: 0.1681, d3.loss_iou: 0.3944, d4.loss_cls: 0.2297, d4.loss_bbox: 0.1684, d4.loss_iou: 0.3955, dn_loss_cls: 0.0429, dn_loss_bbox: 0.3052, dn_loss_iou: 0.4259, d0.dn_loss_cls: 0.0771, d0.dn_loss_bbox: 0.4275, d0.dn_loss_iou: 0.5619, d1.dn_loss_cls: 0.0529, d1.dn_loss_bbox: 0.3317, d1.dn_loss_iou: 0.4533, d2.dn_loss_cls: 0.0456, d2.dn_loss_bbox: 0.3089, d2.dn_loss_iou: 0.4305, d3.dn_loss_cls: 0.0433, d3.dn_loss_bbox: 0.3058, d3.dn_loss_iou: 0.4265, d4.dn_loss_cls: 0.0424, d4.dn_loss_bbox: 0.3052, d4.dn_loss_iou: 0.4258, loss: 10.8864, grad_norm: 21.7605 2023-11-05 00:16:31,234 - mmdet - INFO - Epoch [4][1050/3665] lr: 5.563e-06, eta: 8:31:07, time: 0.970, data_time: 0.018, memory: 25302, interm_loss_cls: 0.2722, interm_loss_bbox: 0.2041, interm_loss_iou: 0.4816, loss_cls: 0.2245, loss_bbox: 0.1674, loss_iou: 0.4155, d0.loss_cls: 0.2895, d0.loss_bbox: 0.1728, d0.loss_iou: 0.4318, d1.loss_cls: 0.2593, d1.loss_bbox: 0.1677, d1.loss_iou: 0.4162, d2.loss_cls: 0.2391, d2.loss_bbox: 0.1649, d2.loss_iou: 0.4128, d3.loss_cls: 0.2283, d3.loss_bbox: 0.1660, d3.loss_iou: 0.4140, d4.loss_cls: 0.2246, d4.loss_bbox: 0.1674, d4.loss_iou: 0.4153, dn_loss_cls: 0.0422, dn_loss_bbox: 0.2756, dn_loss_iou: 0.4499, d0.dn_loss_cls: 0.0764, d0.dn_loss_bbox: 0.3837, d0.dn_loss_iou: 0.5828, d1.dn_loss_cls: 0.0517, d1.dn_loss_bbox: 0.2978, d1.dn_loss_iou: 0.4755, d2.dn_loss_cls: 0.0452, d2.dn_loss_bbox: 0.2782, d2.dn_loss_iou: 0.4531, d3.dn_loss_cls: 0.0427, d3.dn_loss_bbox: 0.2758, d3.dn_loss_iou: 0.4503, d4.dn_loss_cls: 0.0420, d4.dn_loss_bbox: 0.2755, d4.dn_loss_iou: 0.4497, loss: 10.8830, grad_norm: 24.2045 2023-11-05 00:17:17,909 - mmdet - INFO - Epoch [4][1100/3665] lr: 5.563e-06, eta: 8:30:16, time: 0.933, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2719, interm_loss_bbox: 0.2091, interm_loss_iou: 0.4627, loss_cls: 0.2248, loss_bbox: 0.1710, loss_iou: 0.3934, d0.loss_cls: 0.2912, d0.loss_bbox: 0.1760, d0.loss_iou: 0.4109, d1.loss_cls: 0.2606, d1.loss_bbox: 0.1721, d1.loss_iou: 0.3970, d2.loss_cls: 0.2376, d2.loss_bbox: 0.1705, d2.loss_iou: 0.3933, d3.loss_cls: 0.2269, d3.loss_bbox: 0.1714, d3.loss_iou: 0.3939, d4.loss_cls: 0.2245, d4.loss_bbox: 0.1711, d4.loss_iou: 0.3935, dn_loss_cls: 0.0426, dn_loss_bbox: 0.3056, dn_loss_iou: 0.4369, d0.dn_loss_cls: 0.0771, d0.dn_loss_bbox: 0.4215, d0.dn_loss_iou: 0.5661, d1.dn_loss_cls: 0.0519, d1.dn_loss_bbox: 0.3294, d1.dn_loss_iou: 0.4628, d2.dn_loss_cls: 0.0452, d2.dn_loss_bbox: 0.3093, d2.dn_loss_iou: 0.4413, d3.dn_loss_cls: 0.0431, d3.dn_loss_bbox: 0.3060, d3.dn_loss_iou: 0.4375, d4.dn_loss_cls: 0.0423, d4.dn_loss_bbox: 0.3056, d4.dn_loss_iou: 0.4368, loss: 10.8845, grad_norm: 19.3635 2023-11-05 00:18:08,759 - mmdet - INFO - Epoch [4][1150/3665] lr: 5.563e-06, eta: 8:29:35, time: 1.017, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2706, interm_loss_bbox: 0.2160, interm_loss_iou: 0.4647, loss_cls: 0.2251, loss_bbox: 0.1760, loss_iou: 0.3949, d0.loss_cls: 0.2939, d0.loss_bbox: 0.1804, d0.loss_iou: 0.4119, d1.loss_cls: 0.2602, d1.loss_bbox: 0.1776, d1.loss_iou: 0.4001, d2.loss_cls: 0.2374, d2.loss_bbox: 0.1754, d2.loss_iou: 0.3961, d3.loss_cls: 0.2281, d3.loss_bbox: 0.1756, d3.loss_iou: 0.3950, d4.loss_cls: 0.2251, d4.loss_bbox: 0.1761, d4.loss_iou: 0.3955, dn_loss_cls: 0.0446, dn_loss_bbox: 0.3078, dn_loss_iou: 0.4323, d0.dn_loss_cls: 0.0785, d0.dn_loss_bbox: 0.4255, d0.dn_loss_iou: 0.5628, d1.dn_loss_cls: 0.0536, d1.dn_loss_bbox: 0.3332, d1.dn_loss_iou: 0.4584, d2.dn_loss_cls: 0.0469, d2.dn_loss_bbox: 0.3111, d2.dn_loss_iou: 0.4362, d3.dn_loss_cls: 0.0445, d3.dn_loss_bbox: 0.3082, d3.dn_loss_iou: 0.4328, d4.dn_loss_cls: 0.0441, d4.dn_loss_bbox: 0.3078, d4.dn_loss_iou: 0.4321, loss: 10.9360, grad_norm: 22.0677 2023-11-05 00:18:55,973 - mmdet - INFO - Epoch [4][1200/3665] lr: 5.563e-06, eta: 8:28:45, time: 0.944, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2691, interm_loss_bbox: 0.2096, interm_loss_iou: 0.4730, loss_cls: 0.2250, loss_bbox: 0.1700, loss_iou: 0.4025, d0.loss_cls: 0.2898, d0.loss_bbox: 0.1759, d0.loss_iou: 0.4226, d1.loss_cls: 0.2582, d1.loss_bbox: 0.1733, d1.loss_iou: 0.4064, d2.loss_cls: 0.2378, d2.loss_bbox: 0.1693, d2.loss_iou: 0.4012, d3.loss_cls: 0.2277, d3.loss_bbox: 0.1703, d3.loss_iou: 0.4014, d4.loss_cls: 0.2243, d4.loss_bbox: 0.1706, d4.loss_iou: 0.4022, dn_loss_cls: 0.0429, dn_loss_bbox: 0.3044, dn_loss_iou: 0.4418, d0.dn_loss_cls: 0.0774, d0.dn_loss_bbox: 0.4156, d0.dn_loss_iou: 0.5727, d1.dn_loss_cls: 0.0530, d1.dn_loss_bbox: 0.3270, d1.dn_loss_iou: 0.4679, d2.dn_loss_cls: 0.0456, d2.dn_loss_bbox: 0.3069, d2.dn_loss_iou: 0.4461, d3.dn_loss_cls: 0.0432, d3.dn_loss_bbox: 0.3047, d3.dn_loss_iou: 0.4423, d4.dn_loss_cls: 0.0425, d4.dn_loss_bbox: 0.3044, d4.dn_loss_iou: 0.4417, loss: 10.9602, grad_norm: 20.9982 2023-11-05 00:19:43,762 - mmdet - INFO - Epoch [4][1250/3665] lr: 5.563e-06, eta: 8:27:56, time: 0.955, data_time: 0.018, memory: 25302, interm_loss_cls: 0.2714, interm_loss_bbox: 0.2025, interm_loss_iou: 0.4716, loss_cls: 0.2263, loss_bbox: 0.1667, loss_iou: 0.4026, d0.loss_cls: 0.2914, d0.loss_bbox: 0.1747, d0.loss_iou: 0.4244, d1.loss_cls: 0.2600, d1.loss_bbox: 0.1708, d1.loss_iou: 0.4100, d2.loss_cls: 0.2387, d2.loss_bbox: 0.1662, d2.loss_iou: 0.4043, d3.loss_cls: 0.2288, d3.loss_bbox: 0.1665, d3.loss_iou: 0.4021, d4.loss_cls: 0.2271, d4.loss_bbox: 0.1663, d4.loss_iou: 0.4022, dn_loss_cls: 0.0429, dn_loss_bbox: 0.2904, dn_loss_iou: 0.4412, d0.dn_loss_cls: 0.0762, d0.dn_loss_bbox: 0.3959, d0.dn_loss_iou: 0.5689, d1.dn_loss_cls: 0.0518, d1.dn_loss_bbox: 0.3114, d1.dn_loss_iou: 0.4660, d2.dn_loss_cls: 0.0454, d2.dn_loss_bbox: 0.2930, d2.dn_loss_iou: 0.4451, d3.dn_loss_cls: 0.0431, d3.dn_loss_bbox: 0.2907, d3.dn_loss_iou: 0.4414, d4.dn_loss_cls: 0.0427, d4.dn_loss_bbox: 0.2904, d4.dn_loss_iou: 0.4410, loss: 10.8519, grad_norm: 21.5134 2023-11-05 00:20:33,298 - mmdet - INFO - Epoch [4][1300/3665] lr: 5.563e-06, eta: 8:27:12, time: 0.991, data_time: 0.019, memory: 25302, interm_loss_cls: 0.2801, interm_loss_bbox: 0.2142, interm_loss_iou: 0.4862, loss_cls: 0.2332, loss_bbox: 0.1738, loss_iou: 0.4114, d0.loss_cls: 0.3024, d0.loss_bbox: 0.1793, d0.loss_iou: 0.4329, d1.loss_cls: 0.2691, d1.loss_bbox: 0.1762, d1.loss_iou: 0.4171, d2.loss_cls: 0.2487, d2.loss_bbox: 0.1714, d2.loss_iou: 0.4111, d3.loss_cls: 0.2367, d3.loss_bbox: 0.1732, d3.loss_iou: 0.4112, d4.loss_cls: 0.2337, d4.loss_bbox: 0.1733, d4.loss_iou: 0.4112, dn_loss_cls: 0.0435, dn_loss_bbox: 0.3060, dn_loss_iou: 0.4412, d0.dn_loss_cls: 0.0776, d0.dn_loss_bbox: 0.4160, d0.dn_loss_iou: 0.5707, d1.dn_loss_cls: 0.0527, d1.dn_loss_bbox: 0.3285, d1.dn_loss_iou: 0.4666, d2.dn_loss_cls: 0.0459, d2.dn_loss_bbox: 0.3089, d2.dn_loss_iou: 0.4453, d3.dn_loss_cls: 0.0438, d3.dn_loss_bbox: 0.3063, d3.dn_loss_iou: 0.4416, d4.dn_loss_cls: 0.0433, d4.dn_loss_bbox: 0.3060, d4.dn_loss_iou: 0.4411, loss: 11.1317, grad_norm: 20.6260 2023-11-05 00:21:21,561 - mmdet - INFO - Epoch [4][1350/3665] lr: 5.563e-06, eta: 8:26:25, time: 0.965, data_time: 0.017, memory: 25302, interm_loss_cls: 0.2740, interm_loss_bbox: 0.2222, interm_loss_iou: 0.4873, loss_cls: 0.2360, loss_bbox: 0.1741, loss_iou: 0.4067, d0.loss_cls: 0.2978, d0.loss_bbox: 0.1824, d0.loss_iou: 0.4273, d1.loss_cls: 0.2701, d1.loss_bbox: 0.1765, d1.loss_iou: 0.4128, d2.loss_cls: 0.2493, d2.loss_bbox: 0.1732, d2.loss_iou: 0.4081, d3.loss_cls: 0.2384, d3.loss_bbox: 0.1735, d3.loss_iou: 0.4066, d4.loss_cls: 0.2360, d4.loss_bbox: 0.1743, d4.loss_iou: 0.4068, dn_loss_cls: 0.0439, dn_loss_bbox: 0.3010, dn_loss_iou: 0.4437, d0.dn_loss_cls: 0.0781, d0.dn_loss_bbox: 0.4146, d0.dn_loss_iou: 0.5767, d1.dn_loss_cls: 0.0533, d1.dn_loss_bbox: 0.3242, d1.dn_loss_iou: 0.4707, d2.dn_loss_cls: 0.0465, d2.dn_loss_bbox: 0.3038, d2.dn_loss_iou: 0.4483, d3.dn_loss_cls: 0.0442, d3.dn_loss_bbox: 0.3013, d3.dn_loss_iou: 0.4442, d4.dn_loss_cls: 0.0436, d4.dn_loss_bbox: 0.3010, d4.dn_loss_iou: 0.4436, loss: 11.1164, grad_norm: 18.5964 2023-11-05 00:22:08,747 - mmdet - INFO - Epoch [4][1400/3665] lr: 5.563e-06, eta: 8:25:35, time: 0.944, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2700, interm_loss_bbox: 0.2107, interm_loss_iou: 0.4715, loss_cls: 0.2244, loss_bbox: 0.1704, loss_iou: 0.3999, d0.loss_cls: 0.2913, d0.loss_bbox: 0.1763, d0.loss_iou: 0.4209, d1.loss_cls: 0.2612, d1.loss_bbox: 0.1705, d1.loss_iou: 0.4024, d2.loss_cls: 0.2398, d2.loss_bbox: 0.1679, d2.loss_iou: 0.3979, d3.loss_cls: 0.2296, d3.loss_bbox: 0.1688, d3.loss_iou: 0.3981, d4.loss_cls: 0.2246, d4.loss_bbox: 0.1701, d4.loss_iou: 0.3999, dn_loss_cls: 0.0422, dn_loss_bbox: 0.3028, dn_loss_iou: 0.4386, d0.dn_loss_cls: 0.0768, d0.dn_loss_bbox: 0.4186, d0.dn_loss_iou: 0.5711, d1.dn_loss_cls: 0.0522, d1.dn_loss_bbox: 0.3277, d1.dn_loss_iou: 0.4657, d2.dn_loss_cls: 0.0455, d2.dn_loss_bbox: 0.3059, d2.dn_loss_iou: 0.4426, d3.dn_loss_cls: 0.0428, d3.dn_loss_bbox: 0.3030, d3.dn_loss_iou: 0.4391, d4.dn_loss_cls: 0.0421, d4.dn_loss_bbox: 0.3028, d4.dn_loss_iou: 0.4384, loss: 10.9242, grad_norm: 19.0727 2023-11-05 00:22:55,879 - mmdet - INFO - Epoch [4][1450/3665] lr: 5.563e-06, eta: 8:24:44, time: 0.943, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2705, interm_loss_bbox: 0.2055, interm_loss_iou: 0.4602, loss_cls: 0.2268, loss_bbox: 0.1676, loss_iou: 0.3910, d0.loss_cls: 0.2909, d0.loss_bbox: 0.1753, d0.loss_iou: 0.4100, d1.loss_cls: 0.2636, d1.loss_bbox: 0.1692, d1.loss_iou: 0.3941, d2.loss_cls: 0.2410, d2.loss_bbox: 0.1667, d2.loss_iou: 0.3895, d3.loss_cls: 0.2304, d3.loss_bbox: 0.1674, d3.loss_iou: 0.3894, d4.loss_cls: 0.2261, d4.loss_bbox: 0.1681, d4.loss_iou: 0.3910, dn_loss_cls: 0.0426, dn_loss_bbox: 0.2954, dn_loss_iou: 0.4232, d0.dn_loss_cls: 0.0769, d0.dn_loss_bbox: 0.4108, d0.dn_loss_iou: 0.5571, d1.dn_loss_cls: 0.0522, d1.dn_loss_bbox: 0.3194, d1.dn_loss_iou: 0.4501, d2.dn_loss_cls: 0.0454, d2.dn_loss_bbox: 0.2984, d2.dn_loss_iou: 0.4277, d3.dn_loss_cls: 0.0431, d3.dn_loss_bbox: 0.2956, d3.dn_loss_iou: 0.4238, d4.dn_loss_cls: 0.0424, d4.dn_loss_bbox: 0.2954, d4.dn_loss_iou: 0.4232, loss: 10.7170, grad_norm: 20.5287 2023-11-05 00:23:42,834 - mmdet - INFO - Epoch [4][1500/3665] lr: 5.563e-06, eta: 8:23:54, time: 0.939, data_time: 0.010, memory: 25302, interm_loss_cls: 0.2759, interm_loss_bbox: 0.2130, interm_loss_iou: 0.4832, loss_cls: 0.2328, loss_bbox: 0.1701, loss_iou: 0.4096, d0.loss_cls: 0.2967, d0.loss_bbox: 0.1805, d0.loss_iou: 0.4315, d1.loss_cls: 0.2654, d1.loss_bbox: 0.1738, d1.loss_iou: 0.4154, d2.loss_cls: 0.2448, d2.loss_bbox: 0.1693, d2.loss_iou: 0.4109, d3.loss_cls: 0.2357, d3.loss_bbox: 0.1696, d3.loss_iou: 0.4094, d4.loss_cls: 0.2326, d4.loss_bbox: 0.1706, d4.loss_iou: 0.4103, dn_loss_cls: 0.0453, dn_loss_bbox: 0.2893, dn_loss_iou: 0.4369, d0.dn_loss_cls: 0.0796, d0.dn_loss_bbox: 0.4029, d0.dn_loss_iou: 0.5681, d1.dn_loss_cls: 0.0546, d1.dn_loss_bbox: 0.3111, d1.dn_loss_iou: 0.4623, d2.dn_loss_cls: 0.0477, d2.dn_loss_bbox: 0.2921, d2.dn_loss_iou: 0.4409, d3.dn_loss_cls: 0.0456, d3.dn_loss_bbox: 0.2897, d3.dn_loss_iou: 0.4374, d4.dn_loss_cls: 0.0452, d4.dn_loss_bbox: 0.2893, d4.dn_loss_iou: 0.4368, loss: 10.9758, grad_norm: 20.1427 2023-11-05 00:24:29,738 - mmdet - INFO - Epoch [4][1550/3665] lr: 5.563e-06, eta: 8:23:03, time: 0.938, data_time: 0.010, memory: 25302, interm_loss_cls: 0.2659, interm_loss_bbox: 0.2066, interm_loss_iou: 0.4738, loss_cls: 0.2221, loss_bbox: 0.1676, loss_iou: 0.4022, d0.loss_cls: 0.2865, d0.loss_bbox: 0.1759, d0.loss_iou: 0.4217, d1.loss_cls: 0.2562, d1.loss_bbox: 0.1699, d1.loss_iou: 0.4050, d2.loss_cls: 0.2357, d2.loss_bbox: 0.1662, d2.loss_iou: 0.4005, d3.loss_cls: 0.2253, d3.loss_bbox: 0.1670, d3.loss_iou: 0.4007, d4.loss_cls: 0.2223, d4.loss_bbox: 0.1675, d4.loss_iou: 0.4014, dn_loss_cls: 0.0411, dn_loss_bbox: 0.2914, dn_loss_iou: 0.4284, d0.dn_loss_cls: 0.0753, d0.dn_loss_bbox: 0.4031, d0.dn_loss_iou: 0.5581, d1.dn_loss_cls: 0.0513, d1.dn_loss_bbox: 0.3138, d1.dn_loss_iou: 0.4539, d2.dn_loss_cls: 0.0438, d2.dn_loss_bbox: 0.2942, d2.dn_loss_iou: 0.4322, d3.dn_loss_cls: 0.0412, d3.dn_loss_bbox: 0.2918, d3.dn_loss_iou: 0.4289, d4.dn_loss_cls: 0.0408, d4.dn_loss_bbox: 0.2914, d4.dn_loss_iou: 0.4283, loss: 10.7492, grad_norm: 20.4079 2023-11-05 00:25:16,189 - mmdet - INFO - Epoch [4][1600/3665] lr: 5.563e-06, eta: 8:22:11, time: 0.929, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2744, interm_loss_bbox: 0.2129, interm_loss_iou: 0.4812, loss_cls: 0.2316, loss_bbox: 0.1718, loss_iou: 0.4089, d0.loss_cls: 0.2957, d0.loss_bbox: 0.1782, d0.loss_iou: 0.4272, d1.loss_cls: 0.2629, d1.loss_bbox: 0.1725, d1.loss_iou: 0.4118, d2.loss_cls: 0.2425, d2.loss_bbox: 0.1710, d2.loss_iou: 0.4089, d3.loss_cls: 0.2331, d3.loss_bbox: 0.1720, d3.loss_iou: 0.4082, d4.loss_cls: 0.2312, d4.loss_bbox: 0.1714, d4.loss_iou: 0.4087, dn_loss_cls: 0.0420, dn_loss_bbox: 0.3053, dn_loss_iou: 0.4419, d0.dn_loss_cls: 0.0774, d0.dn_loss_bbox: 0.4147, d0.dn_loss_iou: 0.5659, d1.dn_loss_cls: 0.0518, d1.dn_loss_bbox: 0.3262, d1.dn_loss_iou: 0.4661, d2.dn_loss_cls: 0.0447, d2.dn_loss_bbox: 0.3078, d2.dn_loss_iou: 0.4455, d3.dn_loss_cls: 0.0426, d3.dn_loss_bbox: 0.3056, d3.dn_loss_iou: 0.4424, d4.dn_loss_cls: 0.0418, d4.dn_loss_bbox: 0.3053, d4.dn_loss_iou: 0.4419, loss: 11.0450, grad_norm: 19.7878 2023-11-05 00:26:07,477 - mmdet - INFO - Epoch [4][1650/3665] lr: 5.563e-06, eta: 8:21:31, time: 1.026, data_time: 0.023, memory: 25302, interm_loss_cls: 0.2773, interm_loss_bbox: 0.2101, interm_loss_iou: 0.4706, loss_cls: 0.2329, loss_bbox: 0.1712, loss_iou: 0.3992, d0.loss_cls: 0.2973, d0.loss_bbox: 0.1765, d0.loss_iou: 0.4181, d1.loss_cls: 0.2667, d1.loss_bbox: 0.1716, d1.loss_iou: 0.4020, d2.loss_cls: 0.2450, d2.loss_bbox: 0.1714, d2.loss_iou: 0.4000, d3.loss_cls: 0.2352, d3.loss_bbox: 0.1713, d3.loss_iou: 0.3990, d4.loss_cls: 0.2328, d4.loss_bbox: 0.1716, d4.loss_iou: 0.3995, dn_loss_cls: 0.0433, dn_loss_bbox: 0.3084, dn_loss_iou: 0.4444, d0.dn_loss_cls: 0.0782, d0.dn_loss_bbox: 0.4228, d0.dn_loss_iou: 0.5755, d1.dn_loss_cls: 0.0535, d1.dn_loss_bbox: 0.3320, d1.dn_loss_iou: 0.4702, d2.dn_loss_cls: 0.0459, d2.dn_loss_bbox: 0.3113, d2.dn_loss_iou: 0.4488, d3.dn_loss_cls: 0.0438, d3.dn_loss_bbox: 0.3086, d3.dn_loss_iou: 0.4448, d4.dn_loss_cls: 0.0432, d4.dn_loss_bbox: 0.3083, d4.dn_loss_iou: 0.4443, loss: 11.0464, grad_norm: 21.5420 2023-11-05 00:26:55,817 - mmdet - INFO - Epoch [4][1700/3665] lr: 5.563e-06, eta: 8:20:44, time: 0.967, data_time: 0.016, memory: 25302, interm_loss_cls: 0.2698, interm_loss_bbox: 0.2090, interm_loss_iou: 0.4743, loss_cls: 0.2235, loss_bbox: 0.1684, loss_iou: 0.4028, d0.loss_cls: 0.2881, d0.loss_bbox: 0.1759, d0.loss_iou: 0.4215, d1.loss_cls: 0.2570, d1.loss_bbox: 0.1709, d1.loss_iou: 0.4067, d2.loss_cls: 0.2370, d2.loss_bbox: 0.1676, d2.loss_iou: 0.4030, d3.loss_cls: 0.2275, d3.loss_bbox: 0.1672, d3.loss_iou: 0.4017, d4.loss_cls: 0.2244, d4.loss_bbox: 0.1677, d4.loss_iou: 0.4021, dn_loss_cls: 0.0426, dn_loss_bbox: 0.2884, dn_loss_iou: 0.4330, d0.dn_loss_cls: 0.0770, d0.dn_loss_bbox: 0.4012, d0.dn_loss_iou: 0.5631, d1.dn_loss_cls: 0.0521, d1.dn_loss_bbox: 0.3111, d1.dn_loss_iou: 0.4587, d2.dn_loss_cls: 0.0451, d2.dn_loss_bbox: 0.2911, d2.dn_loss_iou: 0.4367, d3.dn_loss_cls: 0.0429, d3.dn_loss_bbox: 0.2888, d3.dn_loss_iou: 0.4335, d4.dn_loss_cls: 0.0426, d4.dn_loss_bbox: 0.2884, d4.dn_loss_iou: 0.4329, loss: 10.7954, grad_norm: 20.6591 2023-11-05 00:27:42,605 - mmdet - INFO - Epoch [4][1750/3665] lr: 5.563e-06, eta: 8:19:53, time: 0.936, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2766, interm_loss_bbox: 0.2088, interm_loss_iou: 0.4716, loss_cls: 0.2329, loss_bbox: 0.1707, loss_iou: 0.4014, d0.loss_cls: 0.2955, d0.loss_bbox: 0.1790, d0.loss_iou: 0.4245, d1.loss_cls: 0.2644, d1.loss_bbox: 0.1743, d1.loss_iou: 0.4068, d2.loss_cls: 0.2439, d2.loss_bbox: 0.1715, d2.loss_iou: 0.4025, d3.loss_cls: 0.2353, d3.loss_bbox: 0.1705, d3.loss_iou: 0.4018, d4.loss_cls: 0.2326, d4.loss_bbox: 0.1708, d4.loss_iou: 0.4019, dn_loss_cls: 0.0439, dn_loss_bbox: 0.3046, dn_loss_iou: 0.4379, d0.dn_loss_cls: 0.0782, d0.dn_loss_bbox: 0.4157, d0.dn_loss_iou: 0.5685, d1.dn_loss_cls: 0.0530, d1.dn_loss_bbox: 0.3267, d1.dn_loss_iou: 0.4629, d2.dn_loss_cls: 0.0463, d2.dn_loss_bbox: 0.3072, d2.dn_loss_iou: 0.4414, d3.dn_loss_cls: 0.0440, d3.dn_loss_bbox: 0.3048, d3.dn_loss_iou: 0.4382, d4.dn_loss_cls: 0.0435, d4.dn_loss_bbox: 0.3046, d4.dn_loss_iou: 0.4378, loss: 10.9968, grad_norm: 18.0737 2023-11-05 00:28:29,272 - mmdet - INFO - Epoch [4][1800/3665] lr: 5.563e-06, eta: 8:19:02, time: 0.933, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2734, interm_loss_bbox: 0.2098, interm_loss_iou: 0.4715, loss_cls: 0.2324, loss_bbox: 0.1734, loss_iou: 0.4020, d0.loss_cls: 0.2955, d0.loss_bbox: 0.1800, d0.loss_iou: 0.4237, d1.loss_cls: 0.2637, d1.loss_bbox: 0.1758, d1.loss_iou: 0.4043, d2.loss_cls: 0.2451, d2.loss_bbox: 0.1718, d2.loss_iou: 0.4007, d3.loss_cls: 0.2355, d3.loss_bbox: 0.1730, d3.loss_iou: 0.4018, d4.loss_cls: 0.2329, d4.loss_bbox: 0.1735, d4.loss_iou: 0.4020, dn_loss_cls: 0.0431, dn_loss_bbox: 0.3005, dn_loss_iou: 0.4380, d0.dn_loss_cls: 0.0780, d0.dn_loss_bbox: 0.4135, d0.dn_loss_iou: 0.5655, d1.dn_loss_cls: 0.0526, d1.dn_loss_bbox: 0.3243, d1.dn_loss_iou: 0.4630, d2.dn_loss_cls: 0.0457, d2.dn_loss_bbox: 0.3037, d2.dn_loss_iou: 0.4420, d3.dn_loss_cls: 0.0435, d3.dn_loss_bbox: 0.3009, d3.dn_loss_iou: 0.4386, d4.dn_loss_cls: 0.0428, d4.dn_loss_bbox: 0.3005, d4.dn_loss_iou: 0.4378, loss: 10.9759, grad_norm: 22.5711 2023-11-05 00:29:18,029 - mmdet - INFO - Epoch [4][1850/3665] lr: 5.563e-06, eta: 8:18:15, time: 0.975, data_time: 0.022, memory: 25302, interm_loss_cls: 0.2685, interm_loss_bbox: 0.2114, interm_loss_iou: 0.4775, loss_cls: 0.2236, loss_bbox: 0.1743, loss_iou: 0.4077, d0.loss_cls: 0.2866, d0.loss_bbox: 0.1778, d0.loss_iou: 0.4252, d1.loss_cls: 0.2539, d1.loss_bbox: 0.1754, d1.loss_iou: 0.4123, d2.loss_cls: 0.2360, d2.loss_bbox: 0.1733, d2.loss_iou: 0.4079, d3.loss_cls: 0.2262, d3.loss_bbox: 0.1748, d3.loss_iou: 0.4078, d4.loss_cls: 0.2235, d4.loss_bbox: 0.1745, d4.loss_iou: 0.4083, dn_loss_cls: 0.0410, dn_loss_bbox: 0.3031, dn_loss_iou: 0.4227, d0.dn_loss_cls: 0.0757, d0.dn_loss_bbox: 0.4234, d0.dn_loss_iou: 0.5523, d1.dn_loss_cls: 0.0506, d1.dn_loss_bbox: 0.3290, d1.dn_loss_iou: 0.4489, d2.dn_loss_cls: 0.0436, d2.dn_loss_bbox: 0.3063, d2.dn_loss_iou: 0.4266, d3.dn_loss_cls: 0.0413, d3.dn_loss_bbox: 0.3035, d3.dn_loss_iou: 0.4232, d4.dn_loss_cls: 0.0407, d4.dn_loss_bbox: 0.3031, d4.dn_loss_iou: 0.4226, loss: 10.8842, grad_norm: 21.3671 2023-11-05 00:30:09,723 - mmdet - INFO - Epoch [4][1900/3665] lr: 5.563e-06, eta: 8:17:36, time: 1.034, data_time: 0.019, memory: 25302, interm_loss_cls: 0.2676, interm_loss_bbox: 0.2103, interm_loss_iou: 0.4756, loss_cls: 0.2268, loss_bbox: 0.1710, loss_iou: 0.4016, d0.loss_cls: 0.2893, d0.loss_bbox: 0.1762, d0.loss_iou: 0.4223, d1.loss_cls: 0.2582, d1.loss_bbox: 0.1706, d1.loss_iou: 0.4057, d2.loss_cls: 0.2378, d2.loss_bbox: 0.1707, d2.loss_iou: 0.4026, d3.loss_cls: 0.2298, d3.loss_bbox: 0.1711, d3.loss_iou: 0.4017, d4.loss_cls: 0.2262, d4.loss_bbox: 0.1713, d4.loss_iou: 0.4023, dn_loss_cls: 0.0432, dn_loss_bbox: 0.2926, dn_loss_iou: 0.4336, d0.dn_loss_cls: 0.0771, d0.dn_loss_bbox: 0.4046, d0.dn_loss_iou: 0.5644, d1.dn_loss_cls: 0.0520, d1.dn_loss_bbox: 0.3156, d1.dn_loss_iou: 0.4591, d2.dn_loss_cls: 0.0458, d2.dn_loss_bbox: 0.2951, d2.dn_loss_iou: 0.4372, d3.dn_loss_cls: 0.0435, d3.dn_loss_bbox: 0.2928, d3.dn_loss_iou: 0.4340, d4.dn_loss_cls: 0.0428, d4.dn_loss_bbox: 0.2926, d4.dn_loss_iou: 0.4335, loss: 10.8482, grad_norm: 20.3462 2023-11-05 00:30:57,057 - mmdet - INFO - Epoch [4][1950/3665] lr: 5.563e-06, eta: 8:16:47, time: 0.946, data_time: 0.016, memory: 25302, interm_loss_cls: 0.2678, interm_loss_bbox: 0.2089, interm_loss_iou: 0.4710, loss_cls: 0.2239, loss_bbox: 0.1679, loss_iou: 0.3967, d0.loss_cls: 0.2858, d0.loss_bbox: 0.1768, d0.loss_iou: 0.4195, d1.loss_cls: 0.2541, d1.loss_bbox: 0.1710, d1.loss_iou: 0.4024, d2.loss_cls: 0.2372, d2.loss_bbox: 0.1672, d2.loss_iou: 0.3962, d3.loss_cls: 0.2273, d3.loss_bbox: 0.1670, d3.loss_iou: 0.3960, d4.loss_cls: 0.2244, d4.loss_bbox: 0.1673, d4.loss_iou: 0.3966, dn_loss_cls: 0.0421, dn_loss_bbox: 0.2882, dn_loss_iou: 0.4353, d0.dn_loss_cls: 0.0760, d0.dn_loss_bbox: 0.3892, d0.dn_loss_iou: 0.5598, d1.dn_loss_cls: 0.0513, d1.dn_loss_bbox: 0.3083, d1.dn_loss_iou: 0.4598, d2.dn_loss_cls: 0.0447, d2.dn_loss_bbox: 0.2908, d2.dn_loss_iou: 0.4391, d3.dn_loss_cls: 0.0424, d3.dn_loss_bbox: 0.2885, d3.dn_loss_iou: 0.4358, d4.dn_loss_cls: 0.0418, d4.dn_loss_bbox: 0.2882, d4.dn_loss_iou: 0.4352, loss: 10.7416, grad_norm: 19.6631 2023-11-05 00:31:43,754 - mmdet - INFO - Epoch [4][2000/3665] lr: 5.563e-06, eta: 8:15:55, time: 0.934, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2705, interm_loss_bbox: 0.2028, interm_loss_iou: 0.4734, loss_cls: 0.2292, loss_bbox: 0.1626, loss_iou: 0.3976, d0.loss_cls: 0.2897, d0.loss_bbox: 0.1706, d0.loss_iou: 0.4220, d1.loss_cls: 0.2598, d1.loss_bbox: 0.1655, d1.loss_iou: 0.4033, d2.loss_cls: 0.2418, d2.loss_bbox: 0.1614, d2.loss_iou: 0.3968, d3.loss_cls: 0.2312, d3.loss_bbox: 0.1622, d3.loss_iou: 0.3986, d4.loss_cls: 0.2287, d4.loss_bbox: 0.1629, d4.loss_iou: 0.3979, dn_loss_cls: 0.0417, dn_loss_bbox: 0.2878, dn_loss_iou: 0.4287, d0.dn_loss_cls: 0.0753, d0.dn_loss_bbox: 0.3937, d0.dn_loss_iou: 0.5548, d1.dn_loss_cls: 0.0511, d1.dn_loss_bbox: 0.3091, d1.dn_loss_iou: 0.4530, d2.dn_loss_cls: 0.0442, d2.dn_loss_bbox: 0.2901, d2.dn_loss_iou: 0.4320, d3.dn_loss_cls: 0.0421, d3.dn_loss_bbox: 0.2881, d3.dn_loss_iou: 0.4291, d4.dn_loss_cls: 0.0415, d4.dn_loss_bbox: 0.2878, d4.dn_loss_iou: 0.4286, loss: 10.7075, grad_norm: 19.6907 2023-11-05 00:32:31,039 - mmdet - INFO - Epoch [4][2050/3665] lr: 5.563e-06, eta: 8:15:06, time: 0.946, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2762, interm_loss_bbox: 0.2122, interm_loss_iou: 0.4828, loss_cls: 0.2301, loss_bbox: 0.1686, loss_iou: 0.4051, d0.loss_cls: 0.2977, d0.loss_bbox: 0.1751, d0.loss_iou: 0.4272, d1.loss_cls: 0.2635, d1.loss_bbox: 0.1708, d1.loss_iou: 0.4102, d2.loss_cls: 0.2429, d2.loss_bbox: 0.1679, d2.loss_iou: 0.4045, d3.loss_cls: 0.2339, d3.loss_bbox: 0.1667, d3.loss_iou: 0.4045, d4.loss_cls: 0.2311, d4.loss_bbox: 0.1675, d4.loss_iou: 0.4051, dn_loss_cls: 0.0421, dn_loss_bbox: 0.2981, dn_loss_iou: 0.4348, d0.dn_loss_cls: 0.0763, d0.dn_loss_bbox: 0.4065, d0.dn_loss_iou: 0.5628, d1.dn_loss_cls: 0.0520, d1.dn_loss_bbox: 0.3203, d1.dn_loss_iou: 0.4597, d2.dn_loss_cls: 0.0452, d2.dn_loss_bbox: 0.3009, d2.dn_loss_iou: 0.4382, d3.dn_loss_cls: 0.0427, d3.dn_loss_bbox: 0.2983, d3.dn_loss_iou: 0.4352, d4.dn_loss_cls: 0.0420, d4.dn_loss_bbox: 0.2981, d4.dn_loss_iou: 0.4347, loss: 10.9314, grad_norm: 21.6752 2023-11-05 00:33:18,253 - mmdet - INFO - Epoch [4][2100/3665] lr: 5.563e-06, eta: 8:14:16, time: 0.944, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2661, interm_loss_bbox: 0.2060, interm_loss_iou: 0.4708, loss_cls: 0.2241, loss_bbox: 0.1690, loss_iou: 0.4019, d0.loss_cls: 0.2881, d0.loss_bbox: 0.1746, d0.loss_iou: 0.4200, d1.loss_cls: 0.2570, d1.loss_bbox: 0.1702, d1.loss_iou: 0.4047, d2.loss_cls: 0.2375, d2.loss_bbox: 0.1671, d2.loss_iou: 0.3997, d3.loss_cls: 0.2249, d3.loss_bbox: 0.1698, d3.loss_iou: 0.4030, d4.loss_cls: 0.2230, d4.loss_bbox: 0.1694, d4.loss_iou: 0.4026, dn_loss_cls: 0.0410, dn_loss_bbox: 0.2841, dn_loss_iou: 0.4303, d0.dn_loss_cls: 0.0754, d0.dn_loss_bbox: 0.3894, d0.dn_loss_iou: 0.5563, d1.dn_loss_cls: 0.0507, d1.dn_loss_bbox: 0.3048, d1.dn_loss_iou: 0.4543, d2.dn_loss_cls: 0.0438, d2.dn_loss_bbox: 0.2864, d2.dn_loss_iou: 0.4336, d3.dn_loss_cls: 0.0412, d3.dn_loss_bbox: 0.2844, d3.dn_loss_iou: 0.4307, d4.dn_loss_cls: 0.0408, d4.dn_loss_bbox: 0.2841, d4.dn_loss_iou: 0.4302, loss: 10.7111, grad_norm: 20.9122 2023-11-05 00:34:09,559 - mmdet - INFO - Epoch [4][2150/3665] lr: 5.563e-06, eta: 8:13:35, time: 1.026, data_time: 0.022, memory: 25302, interm_loss_cls: 0.2707, interm_loss_bbox: 0.2044, interm_loss_iou: 0.4643, loss_cls: 0.2275, loss_bbox: 0.1641, loss_iou: 0.3910, d0.loss_cls: 0.2927, d0.loss_bbox: 0.1710, d0.loss_iou: 0.4109, d1.loss_cls: 0.2587, d1.loss_bbox: 0.1670, d1.loss_iou: 0.3957, d2.loss_cls: 0.2399, d2.loss_bbox: 0.1643, d2.loss_iou: 0.3912, d3.loss_cls: 0.2309, d3.loss_bbox: 0.1637, d3.loss_iou: 0.3908, d4.loss_cls: 0.2274, d4.loss_bbox: 0.1640, d4.loss_iou: 0.3913, dn_loss_cls: 0.0443, dn_loss_bbox: 0.2833, dn_loss_iou: 0.4341, d0.dn_loss_cls: 0.0782, d0.dn_loss_bbox: 0.3934, d0.dn_loss_iou: 0.5644, d1.dn_loss_cls: 0.0530, d1.dn_loss_bbox: 0.3043, d1.dn_loss_iou: 0.4590, d2.dn_loss_cls: 0.0461, d2.dn_loss_bbox: 0.2858, d2.dn_loss_iou: 0.4372, d3.dn_loss_cls: 0.0441, d3.dn_loss_bbox: 0.2835, d3.dn_loss_iou: 0.4344, d4.dn_loss_cls: 0.0438, d4.dn_loss_bbox: 0.2833, d4.dn_loss_iou: 0.4340, loss: 10.6880, grad_norm: 19.2424 2023-11-05 00:34:58,073 - mmdet - INFO - Epoch [4][2200/3665] lr: 5.563e-06, eta: 8:12:49, time: 0.971, data_time: 0.018, memory: 25302, interm_loss_cls: 0.2703, interm_loss_bbox: 0.2099, interm_loss_iou: 0.4671, loss_cls: 0.2257, loss_bbox: 0.1714, loss_iou: 0.3970, d0.loss_cls: 0.2904, d0.loss_bbox: 0.1773, d0.loss_iou: 0.4175, d1.loss_cls: 0.2581, d1.loss_bbox: 0.1727, d1.loss_iou: 0.4014, d2.loss_cls: 0.2391, d2.loss_bbox: 0.1694, d2.loss_iou: 0.3948, d3.loss_cls: 0.2281, d3.loss_bbox: 0.1705, d3.loss_iou: 0.3966, d4.loss_cls: 0.2260, d4.loss_bbox: 0.1708, d4.loss_iou: 0.3966, dn_loss_cls: 0.0419, dn_loss_bbox: 0.2971, dn_loss_iou: 0.4308, d0.dn_loss_cls: 0.0751, d0.dn_loss_bbox: 0.4123, d0.dn_loss_iou: 0.5628, d1.dn_loss_cls: 0.0510, d1.dn_loss_bbox: 0.3201, d1.dn_loss_iou: 0.4559, d2.dn_loss_cls: 0.0443, d2.dn_loss_bbox: 0.2999, d2.dn_loss_iou: 0.4341, d3.dn_loss_cls: 0.0418, d3.dn_loss_bbox: 0.2974, d3.dn_loss_iou: 0.4313, d4.dn_loss_cls: 0.0414, d4.dn_loss_bbox: 0.2970, d4.dn_loss_iou: 0.4308, loss: 10.8157, grad_norm: 19.5409 2023-11-05 00:35:44,860 - mmdet - INFO - Epoch [4][2250/3665] lr: 5.563e-06, eta: 8:11:58, time: 0.936, data_time: 0.015, memory: 25302, interm_loss_cls: 0.2714, interm_loss_bbox: 0.2080, interm_loss_iou: 0.4744, loss_cls: 0.2266, loss_bbox: 0.1682, loss_iou: 0.4032, d0.loss_cls: 0.2963, d0.loss_bbox: 0.1718, d0.loss_iou: 0.4186, d1.loss_cls: 0.2587, d1.loss_bbox: 0.1691, d1.loss_iou: 0.4051, d2.loss_cls: 0.2399, d2.loss_bbox: 0.1660, d2.loss_iou: 0.4006, d3.loss_cls: 0.2308, d3.loss_bbox: 0.1671, d3.loss_iou: 0.4022, d4.loss_cls: 0.2262, d4.loss_bbox: 0.1690, d4.loss_iou: 0.4038, dn_loss_cls: 0.0442, dn_loss_bbox: 0.2859, dn_loss_iou: 0.4320, d0.dn_loss_cls: 0.0768, d0.dn_loss_bbox: 0.3988, d0.dn_loss_iou: 0.5641, d1.dn_loss_cls: 0.0523, d1.dn_loss_bbox: 0.3084, d1.dn_loss_iou: 0.4569, d2.dn_loss_cls: 0.0454, d2.dn_loss_bbox: 0.2885, d2.dn_loss_iou: 0.4352, d3.dn_loss_cls: 0.0438, d3.dn_loss_bbox: 0.2861, d3.dn_loss_iou: 0.4322, d4.dn_loss_cls: 0.0436, d4.dn_loss_bbox: 0.2859, d4.dn_loss_iou: 0.4318, loss: 10.7889, grad_norm: 18.4811 2023-11-05 00:36:31,812 - mmdet - INFO - Epoch [4][2300/3665] lr: 5.563e-06, eta: 8:11:07, time: 0.939, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2700, interm_loss_bbox: 0.2047, interm_loss_iou: 0.4727, loss_cls: 0.2253, loss_bbox: 0.1681, loss_iou: 0.4054, d0.loss_cls: 0.2922, d0.loss_bbox: 0.1721, d0.loss_iou: 0.4206, d1.loss_cls: 0.2562, d1.loss_bbox: 0.1700, d1.loss_iou: 0.4087, d2.loss_cls: 0.2385, d2.loss_bbox: 0.1673, d2.loss_iou: 0.4049, d3.loss_cls: 0.2284, d3.loss_bbox: 0.1678, d3.loss_iou: 0.4049, d4.loss_cls: 0.2256, d4.loss_bbox: 0.1682, d4.loss_iou: 0.4053, dn_loss_cls: 0.0428, dn_loss_bbox: 0.2910, dn_loss_iou: 0.4304, d0.dn_loss_cls: 0.0761, d0.dn_loss_bbox: 0.4003, d0.dn_loss_iou: 0.5571, d1.dn_loss_cls: 0.0517, d1.dn_loss_bbox: 0.3134, d1.dn_loss_iou: 0.4550, d2.dn_loss_cls: 0.0453, d2.dn_loss_bbox: 0.2940, d2.dn_loss_iou: 0.4342, d3.dn_loss_cls: 0.0431, d3.dn_loss_bbox: 0.2914, d3.dn_loss_iou: 0.4309, d4.dn_loss_cls: 0.0426, d4.dn_loss_bbox: 0.2910, d4.dn_loss_iou: 0.4302, loss: 10.7975, grad_norm: 21.4947 2023-11-05 00:37:19,192 - mmdet - INFO - Epoch [4][2350/3665] lr: 5.563e-06, eta: 8:10:18, time: 0.948, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2724, interm_loss_bbox: 0.2040, interm_loss_iou: 0.4756, loss_cls: 0.2294, loss_bbox: 0.1686, loss_iou: 0.4085, d0.loss_cls: 0.2927, d0.loss_bbox: 0.1734, d0.loss_iou: 0.4257, d1.loss_cls: 0.2617, d1.loss_bbox: 0.1687, d1.loss_iou: 0.4113, d2.loss_cls: 0.2440, d2.loss_bbox: 0.1654, d2.loss_iou: 0.4053, d3.loss_cls: 0.2324, d3.loss_bbox: 0.1677, d3.loss_iou: 0.4078, d4.loss_cls: 0.2292, d4.loss_bbox: 0.1683, d4.loss_iou: 0.4083, dn_loss_cls: 0.0414, dn_loss_bbox: 0.2949, dn_loss_iou: 0.4374, d0.dn_loss_cls: 0.0765, d0.dn_loss_bbox: 0.4025, d0.dn_loss_iou: 0.5602, d1.dn_loss_cls: 0.0518, d1.dn_loss_bbox: 0.3162, d1.dn_loss_iou: 0.4611, d2.dn_loss_cls: 0.0447, d2.dn_loss_bbox: 0.2970, d2.dn_loss_iou: 0.4405, d3.dn_loss_cls: 0.0420, d3.dn_loss_bbox: 0.2951, d3.dn_loss_iou: 0.4379, d4.dn_loss_cls: 0.0412, d4.dn_loss_bbox: 0.2949, d4.dn_loss_iou: 0.4374, loss: 10.8933, grad_norm: 18.4229 2023-11-05 00:38:06,868 - mmdet - INFO - Epoch [4][2400/3665] lr: 5.563e-06, eta: 8:09:29, time: 0.953, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2699, interm_loss_bbox: 0.2134, interm_loss_iou: 0.4814, loss_cls: 0.2245, loss_bbox: 0.1748, loss_iou: 0.4127, d0.loss_cls: 0.2924, d0.loss_bbox: 0.1797, d0.loss_iou: 0.4275, d1.loss_cls: 0.2594, d1.loss_bbox: 0.1743, d1.loss_iou: 0.4137, d2.loss_cls: 0.2376, d2.loss_bbox: 0.1732, d2.loss_iou: 0.4108, d3.loss_cls: 0.2279, d3.loss_bbox: 0.1745, d3.loss_iou: 0.4114, d4.loss_cls: 0.2247, d4.loss_bbox: 0.1748, d4.loss_iou: 0.4126, dn_loss_cls: 0.0424, dn_loss_bbox: 0.2910, dn_loss_iou: 0.4418, d0.dn_loss_cls: 0.0763, d0.dn_loss_bbox: 0.3981, d0.dn_loss_iou: 0.5672, d1.dn_loss_cls: 0.0523, d1.dn_loss_bbox: 0.3127, d1.dn_loss_iou: 0.4661, d2.dn_loss_cls: 0.0452, d2.dn_loss_bbox: 0.2937, d2.dn_loss_iou: 0.4452, d3.dn_loss_cls: 0.0428, d3.dn_loss_bbox: 0.2912, d3.dn_loss_iou: 0.4422, d4.dn_loss_cls: 0.0423, d4.dn_loss_bbox: 0.2910, d4.dn_loss_iou: 0.4417, loss: 10.9541, grad_norm: 19.9078 2023-11-05 00:38:55,114 - mmdet - INFO - Epoch [4][2450/3665] lr: 5.563e-06, eta: 8:08:41, time: 0.965, data_time: 0.019, memory: 25302, interm_loss_cls: 0.2682, interm_loss_bbox: 0.2061, interm_loss_iou: 0.4702, loss_cls: 0.2229, loss_bbox: 0.1673, loss_iou: 0.4002, d0.loss_cls: 0.2906, d0.loss_bbox: 0.1720, d0.loss_iou: 0.4195, d1.loss_cls: 0.2550, d1.loss_bbox: 0.1675, d1.loss_iou: 0.4055, d2.loss_cls: 0.2363, d2.loss_bbox: 0.1651, d2.loss_iou: 0.3986, d3.loss_cls: 0.2265, d3.loss_bbox: 0.1662, d3.loss_iou: 0.3992, d4.loss_cls: 0.2227, d4.loss_bbox: 0.1669, d4.loss_iou: 0.4003, dn_loss_cls: 0.0399, dn_loss_bbox: 0.2892, dn_loss_iou: 0.4265, d0.dn_loss_cls: 0.0734, d0.dn_loss_bbox: 0.3997, d0.dn_loss_iou: 0.5537, d1.dn_loss_cls: 0.0490, d1.dn_loss_bbox: 0.3109, d1.dn_loss_iou: 0.4506, d2.dn_loss_cls: 0.0427, d2.dn_loss_bbox: 0.2919, d2.dn_loss_iou: 0.4293, d3.dn_loss_cls: 0.0403, d3.dn_loss_bbox: 0.2895, d3.dn_loss_iou: 0.4269, d4.dn_loss_cls: 0.0395, d4.dn_loss_bbox: 0.2892, d4.dn_loss_iou: 0.4264, loss: 10.6955, grad_norm: 20.3350 2023-11-05 00:39:45,994 - mmdet - INFO - Epoch [4][2500/3665] lr: 5.563e-06, eta: 8:08:00, time: 1.018, data_time: 0.023, memory: 25302, interm_loss_cls: 0.2691, interm_loss_bbox: 0.2139, interm_loss_iou: 0.4778, loss_cls: 0.2294, loss_bbox: 0.1691, loss_iou: 0.3981, d0.loss_cls: 0.2913, d0.loss_bbox: 0.1765, d0.loss_iou: 0.4195, d1.loss_cls: 0.2585, d1.loss_bbox: 0.1718, d1.loss_iou: 0.4034, d2.loss_cls: 0.2412, d2.loss_bbox: 0.1682, d2.loss_iou: 0.3974, d3.loss_cls: 0.2316, d3.loss_bbox: 0.1688, d3.loss_iou: 0.3977, d4.loss_cls: 0.2291, d4.loss_bbox: 0.1690, d4.loss_iou: 0.3982, dn_loss_cls: 0.0420, dn_loss_bbox: 0.2970, dn_loss_iou: 0.4295, d0.dn_loss_cls: 0.0758, d0.dn_loss_bbox: 0.4084, d0.dn_loss_iou: 0.5584, d1.dn_loss_cls: 0.0511, d1.dn_loss_bbox: 0.3203, d1.dn_loss_iou: 0.4553, d2.dn_loss_cls: 0.0442, d2.dn_loss_bbox: 0.2998, d2.dn_loss_iou: 0.4330, d3.dn_loss_cls: 0.0421, d3.dn_loss_bbox: 0.2973, d3.dn_loss_iou: 0.4301, d4.dn_loss_cls: 0.0415, d4.dn_loss_bbox: 0.2970, d4.dn_loss_iou: 0.4294, loss: 10.8324, grad_norm: 19.6962 2023-11-05 00:40:34,201 - mmdet - INFO - Epoch [4][2550/3665] lr: 5.563e-06, eta: 8:07:12, time: 0.964, data_time: 0.018, memory: 25302, interm_loss_cls: 0.2655, interm_loss_bbox: 0.2090, interm_loss_iou: 0.4567, loss_cls: 0.2203, loss_bbox: 0.1724, loss_iou: 0.3916, d0.loss_cls: 0.2865, d0.loss_bbox: 0.1767, d0.loss_iou: 0.4072, d1.loss_cls: 0.2518, d1.loss_bbox: 0.1740, d1.loss_iou: 0.3942, d2.loss_cls: 0.2345, d2.loss_bbox: 0.1703, d2.loss_iou: 0.3897, d3.loss_cls: 0.2225, d3.loss_bbox: 0.1723, d3.loss_iou: 0.3918, d4.loss_cls: 0.2202, d4.loss_bbox: 0.1724, d4.loss_iou: 0.3916, dn_loss_cls: 0.0405, dn_loss_bbox: 0.2939, dn_loss_iou: 0.4207, d0.dn_loss_cls: 0.0743, d0.dn_loss_bbox: 0.4054, d0.dn_loss_iou: 0.5462, d1.dn_loss_cls: 0.0503, d1.dn_loss_bbox: 0.3162, d1.dn_loss_iou: 0.4445, d2.dn_loss_cls: 0.0433, d2.dn_loss_bbox: 0.2963, d2.dn_loss_iou: 0.4240, d3.dn_loss_cls: 0.0408, d3.dn_loss_bbox: 0.2941, d3.dn_loss_iou: 0.4212, d4.dn_loss_cls: 0.0403, d4.dn_loss_bbox: 0.2939, d4.dn_loss_iou: 0.4206, loss: 10.6377, grad_norm: 20.6283 2023-11-05 00:41:21,112 - mmdet - INFO - Epoch [4][2600/3665] lr: 5.563e-06, eta: 8:06:22, time: 0.938, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2641, interm_loss_bbox: 0.2068, interm_loss_iou: 0.4559, loss_cls: 0.2241, loss_bbox: 0.1666, loss_iou: 0.3853, d0.loss_cls: 0.2853, d0.loss_bbox: 0.1741, d0.loss_iou: 0.4044, d1.loss_cls: 0.2527, d1.loss_bbox: 0.1704, d1.loss_iou: 0.3894, d2.loss_cls: 0.2350, d2.loss_bbox: 0.1662, d2.loss_iou: 0.3851, d3.loss_cls: 0.2262, d3.loss_bbox: 0.1666, d3.loss_iou: 0.3854, d4.loss_cls: 0.2244, d4.loss_bbox: 0.1666, d4.loss_iou: 0.3853, dn_loss_cls: 0.0421, dn_loss_bbox: 0.2981, dn_loss_iou: 0.4195, d0.dn_loss_cls: 0.0758, d0.dn_loss_bbox: 0.4107, d0.dn_loss_iou: 0.5476, d1.dn_loss_cls: 0.0514, d1.dn_loss_bbox: 0.3212, d1.dn_loss_iou: 0.4447, d2.dn_loss_cls: 0.0448, d2.dn_loss_bbox: 0.3004, d2.dn_loss_iou: 0.4226, d3.dn_loss_cls: 0.0424, d3.dn_loss_bbox: 0.2983, d3.dn_loss_iou: 0.4200, d4.dn_loss_cls: 0.0416, d4.dn_loss_bbox: 0.2981, d4.dn_loss_iou: 0.4194, loss: 10.6187, grad_norm: 19.5477 2023-11-05 00:42:08,216 - mmdet - INFO - Epoch [4][2650/3665] lr: 5.563e-06, eta: 8:05:32, time: 0.942, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2680, interm_loss_bbox: 0.2049, interm_loss_iou: 0.4745, loss_cls: 0.2283, loss_bbox: 0.1669, loss_iou: 0.4035, d0.loss_cls: 0.2872, d0.loss_bbox: 0.1743, d0.loss_iou: 0.4234, d1.loss_cls: 0.2574, d1.loss_bbox: 0.1684, d1.loss_iou: 0.4067, d2.loss_cls: 0.2399, d2.loss_bbox: 0.1655, d2.loss_iou: 0.4023, d3.loss_cls: 0.2313, d3.loss_bbox: 0.1664, d3.loss_iou: 0.4031, d4.loss_cls: 0.2285, d4.loss_bbox: 0.1665, d4.loss_iou: 0.4037, dn_loss_cls: 0.0406, dn_loss_bbox: 0.2912, dn_loss_iou: 0.4265, d0.dn_loss_cls: 0.0749, d0.dn_loss_bbox: 0.4018, d0.dn_loss_iou: 0.5563, d1.dn_loss_cls: 0.0496, d1.dn_loss_bbox: 0.3129, d1.dn_loss_iou: 0.4511, d2.dn_loss_cls: 0.0431, d2.dn_loss_bbox: 0.2936, d2.dn_loss_iou: 0.4298, d3.dn_loss_cls: 0.0409, d3.dn_loss_bbox: 0.2914, d3.dn_loss_iou: 0.4268, d4.dn_loss_cls: 0.0403, d4.dn_loss_bbox: 0.2912, d4.dn_loss_iou: 0.4264, loss: 10.7586, grad_norm: 19.4880 2023-11-05 00:42:56,038 - mmdet - INFO - Epoch [4][2700/3665] lr: 5.563e-06, eta: 8:04:43, time: 0.956, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2691, interm_loss_bbox: 0.2082, interm_loss_iou: 0.4650, loss_cls: 0.2220, loss_bbox: 0.1717, loss_iou: 0.3999, d0.loss_cls: 0.2883, d0.loss_bbox: 0.1741, d0.loss_iou: 0.4138, d1.loss_cls: 0.2529, d1.loss_bbox: 0.1707, d1.loss_iou: 0.4019, d2.loss_cls: 0.2345, d2.loss_bbox: 0.1699, d2.loss_iou: 0.3980, d3.loss_cls: 0.2252, d3.loss_bbox: 0.1701, d3.loss_iou: 0.3981, d4.loss_cls: 0.2216, d4.loss_bbox: 0.1717, d4.loss_iou: 0.4003, dn_loss_cls: 0.0403, dn_loss_bbox: 0.2969, dn_loss_iou: 0.4284, d0.dn_loss_cls: 0.0745, d0.dn_loss_bbox: 0.4103, d0.dn_loss_iou: 0.5562, d1.dn_loss_cls: 0.0498, d1.dn_loss_bbox: 0.3217, d1.dn_loss_iou: 0.4541, d2.dn_loss_cls: 0.0429, d2.dn_loss_bbox: 0.2999, d2.dn_loss_iou: 0.4319, d3.dn_loss_cls: 0.0405, d3.dn_loss_bbox: 0.2973, d3.dn_loss_iou: 0.4288, d4.dn_loss_cls: 0.0401, d4.dn_loss_bbox: 0.2968, d4.dn_loss_iou: 0.4282, loss: 10.7655, grad_norm: 22.1534 2023-11-05 00:43:42,558 - mmdet - INFO - Epoch [4][2750/3665] lr: 5.563e-06, eta: 8:03:52, time: 0.930, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2621, interm_loss_bbox: 0.2039, interm_loss_iou: 0.4602, loss_cls: 0.2217, loss_bbox: 0.1642, loss_iou: 0.3915, d0.loss_cls: 0.2853, d0.loss_bbox: 0.1688, d0.loss_iou: 0.4073, d1.loss_cls: 0.2533, d1.loss_bbox: 0.1644, d1.loss_iou: 0.3929, d2.loss_cls: 0.2347, d2.loss_bbox: 0.1617, d2.loss_iou: 0.3888, d3.loss_cls: 0.2256, d3.loss_bbox: 0.1636, d3.loss_iou: 0.3909, d4.loss_cls: 0.2224, d4.loss_bbox: 0.1639, d4.loss_iou: 0.3916, dn_loss_cls: 0.0397, dn_loss_bbox: 0.2843, dn_loss_iou: 0.4193, d0.dn_loss_cls: 0.0743, d0.dn_loss_bbox: 0.3912, d0.dn_loss_iou: 0.5482, d1.dn_loss_cls: 0.0494, d1.dn_loss_bbox: 0.3049, d1.dn_loss_iou: 0.4445, d2.dn_loss_cls: 0.0425, d2.dn_loss_bbox: 0.2865, d2.dn_loss_iou: 0.4227, d3.dn_loss_cls: 0.0402, d3.dn_loss_bbox: 0.2845, d3.dn_loss_iou: 0.4198, d4.dn_loss_cls: 0.0395, d4.dn_loss_bbox: 0.2843, d4.dn_loss_iou: 0.4191, loss: 10.5139, grad_norm: 20.1223 2023-11-05 00:44:30,015 - mmdet - INFO - Epoch [4][2800/3665] lr: 5.563e-06, eta: 8:03:03, time: 0.949, data_time: 0.016, memory: 25302, interm_loss_cls: 0.2686, interm_loss_bbox: 0.2035, interm_loss_iou: 0.4625, loss_cls: 0.2249, loss_bbox: 0.1645, loss_iou: 0.3936, d0.loss_cls: 0.2858, d0.loss_bbox: 0.1708, d0.loss_iou: 0.4107, d1.loss_cls: 0.2543, d1.loss_bbox: 0.1664, d1.loss_iou: 0.3959, d2.loss_cls: 0.2363, d2.loss_bbox: 0.1640, d2.loss_iou: 0.3932, d3.loss_cls: 0.2265, d3.loss_bbox: 0.1652, d3.loss_iou: 0.3943, d4.loss_cls: 0.2249, d4.loss_bbox: 0.1646, d4.loss_iou: 0.3938, dn_loss_cls: 0.0412, dn_loss_bbox: 0.2873, dn_loss_iou: 0.4292, d0.dn_loss_cls: 0.0745, d0.dn_loss_bbox: 0.3981, d0.dn_loss_iou: 0.5575, d1.dn_loss_cls: 0.0504, d1.dn_loss_bbox: 0.3097, d1.dn_loss_iou: 0.4539, d2.dn_loss_cls: 0.0438, d2.dn_loss_bbox: 0.2899, d2.dn_loss_iou: 0.4324, d3.dn_loss_cls: 0.0415, d3.dn_loss_bbox: 0.2875, d3.dn_loss_iou: 0.4295, d4.dn_loss_cls: 0.0409, d4.dn_loss_bbox: 0.2873, d4.dn_loss_iou: 0.4291, loss: 10.6479, grad_norm: 20.0163 2023-11-05 00:45:19,560 - mmdet - INFO - Epoch [4][2850/3665] lr: 5.563e-06, eta: 8:02:18, time: 0.991, data_time: 0.020, memory: 25302, interm_loss_cls: 0.2697, interm_loss_bbox: 0.2067, interm_loss_iou: 0.4633, loss_cls: 0.2243, loss_bbox: 0.1663, loss_iou: 0.3937, d0.loss_cls: 0.2906, d0.loss_bbox: 0.1705, d0.loss_iou: 0.4071, d1.loss_cls: 0.2564, d1.loss_bbox: 0.1679, d1.loss_iou: 0.3950, d2.loss_cls: 0.2367, d2.loss_bbox: 0.1636, d2.loss_iou: 0.3921, d3.loss_cls: 0.2275, d3.loss_bbox: 0.1656, d3.loss_iou: 0.3932, d4.loss_cls: 0.2229, d4.loss_bbox: 0.1667, d4.loss_iou: 0.3946, dn_loss_cls: 0.0386, dn_loss_bbox: 0.2813, dn_loss_iou: 0.4264, d0.dn_loss_cls: 0.0734, d0.dn_loss_bbox: 0.3872, d0.dn_loss_iou: 0.5522, d1.dn_loss_cls: 0.0485, d1.dn_loss_bbox: 0.3018, d1.dn_loss_iou: 0.4498, d2.dn_loss_cls: 0.0416, d2.dn_loss_bbox: 0.2834, d2.dn_loss_iou: 0.4290, d3.dn_loss_cls: 0.0392, d3.dn_loss_bbox: 0.2815, d3.dn_loss_iou: 0.4266, d4.dn_loss_cls: 0.0384, d4.dn_loss_bbox: 0.2813, d4.dn_loss_iou: 0.4262, loss: 10.5809, grad_norm: 19.4976 2023-11-05 00:46:08,736 - mmdet - INFO - Epoch [4][2900/3665] lr: 5.563e-06, eta: 8:01:33, time: 0.984, data_time: 0.017, memory: 25302, interm_loss_cls: 0.2659, interm_loss_bbox: 0.2067, interm_loss_iou: 0.4689, loss_cls: 0.2239, loss_bbox: 0.1637, loss_iou: 0.3983, d0.loss_cls: 0.2874, d0.loss_bbox: 0.1749, d0.loss_iou: 0.4214, d1.loss_cls: 0.2558, d1.loss_bbox: 0.1665, d1.loss_iou: 0.4035, d2.loss_cls: 0.2375, d2.loss_bbox: 0.1630, d2.loss_iou: 0.3978, d3.loss_cls: 0.2272, d3.loss_bbox: 0.1635, d3.loss_iou: 0.3981, d4.loss_cls: 0.2237, d4.loss_bbox: 0.1642, d4.loss_iou: 0.3986, dn_loss_cls: 0.0428, dn_loss_bbox: 0.2772, dn_loss_iou: 0.4315, d0.dn_loss_cls: 0.0766, d0.dn_loss_bbox: 0.3887, d0.dn_loss_iou: 0.5577, d1.dn_loss_cls: 0.0517, d1.dn_loss_bbox: 0.3014, d1.dn_loss_iou: 0.4569, d2.dn_loss_cls: 0.0449, d2.dn_loss_bbox: 0.2802, d2.dn_loss_iou: 0.4344, d3.dn_loss_cls: 0.0429, d3.dn_loss_bbox: 0.2775, d3.dn_loss_iou: 0.4318, d4.dn_loss_cls: 0.0425, d4.dn_loss_bbox: 0.2772, d4.dn_loss_iou: 0.4313, loss: 10.6579, grad_norm: 19.2422 2023-11-05 00:46:55,850 - mmdet - INFO - Epoch [4][2950/3665] lr: 5.563e-06, eta: 8:00:43, time: 0.942, data_time: 0.015, memory: 25302, interm_loss_cls: 0.2671, interm_loss_bbox: 0.2126, interm_loss_iou: 0.4720, loss_cls: 0.2242, loss_bbox: 0.1663, loss_iou: 0.3948, d0.loss_cls: 0.2886, d0.loss_bbox: 0.1744, d0.loss_iou: 0.4147, d1.loss_cls: 0.2567, d1.loss_bbox: 0.1685, d1.loss_iou: 0.3967, d2.loss_cls: 0.2389, d2.loss_bbox: 0.1642, d2.loss_iou: 0.3931, d3.loss_cls: 0.2277, d3.loss_bbox: 0.1657, d3.loss_iou: 0.3938, d4.loss_cls: 0.2238, d4.loss_bbox: 0.1666, d4.loss_iou: 0.3953, dn_loss_cls: 0.0422, dn_loss_bbox: 0.2933, dn_loss_iou: 0.4259, d0.dn_loss_cls: 0.0768, d0.dn_loss_bbox: 0.4033, d0.dn_loss_iou: 0.5541, d1.dn_loss_cls: 0.0512, d1.dn_loss_bbox: 0.3157, d1.dn_loss_iou: 0.4505, d2.dn_loss_cls: 0.0448, d2.dn_loss_bbox: 0.2962, d2.dn_loss_iou: 0.4293, d3.dn_loss_cls: 0.0425, d3.dn_loss_bbox: 0.2936, d3.dn_loss_iou: 0.4261, d4.dn_loss_cls: 0.0418, d4.dn_loss_bbox: 0.2933, d4.dn_loss_iou: 0.4257, loss: 10.7121, grad_norm: 18.6252 2023-11-05 00:47:42,604 - mmdet - INFO - Epoch [4][3000/3665] lr: 5.563e-06, eta: 7:59:52, time: 0.935, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2643, interm_loss_bbox: 0.2095, interm_loss_iou: 0.4531, loss_cls: 0.2221, loss_bbox: 0.1693, loss_iou: 0.3873, d0.loss_cls: 0.2842, d0.loss_bbox: 0.1752, d0.loss_iou: 0.4036, d1.loss_cls: 0.2519, d1.loss_bbox: 0.1709, d1.loss_iou: 0.3897, d2.loss_cls: 0.2331, d2.loss_bbox: 0.1678, d2.loss_iou: 0.3860, d3.loss_cls: 0.2233, d3.loss_bbox: 0.1697, d3.loss_iou: 0.3877, d4.loss_cls: 0.2212, d4.loss_bbox: 0.1699, d4.loss_iou: 0.3882, dn_loss_cls: 0.0395, dn_loss_bbox: 0.2869, dn_loss_iou: 0.4203, d0.dn_loss_cls: 0.0748, d0.dn_loss_bbox: 0.3983, d0.dn_loss_iou: 0.5493, d1.dn_loss_cls: 0.0496, d1.dn_loss_bbox: 0.3095, d1.dn_loss_iou: 0.4453, d2.dn_loss_cls: 0.0425, d2.dn_loss_bbox: 0.2897, d2.dn_loss_iou: 0.4235, d3.dn_loss_cls: 0.0399, d3.dn_loss_bbox: 0.2872, d3.dn_loss_iou: 0.4206, d4.dn_loss_cls: 0.0395, d4.dn_loss_bbox: 0.2869, d4.dn_loss_iou: 0.4202, loss: 10.5514, grad_norm: 21.6838 2023-11-05 00:48:29,893 - mmdet - INFO - Epoch [4][3050/3665] lr: 5.563e-06, eta: 7:59:02, time: 0.946, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2637, interm_loss_bbox: 0.2003, interm_loss_iou: 0.4575, loss_cls: 0.2191, loss_bbox: 0.1647, loss_iou: 0.3935, d0.loss_cls: 0.2875, d0.loss_bbox: 0.1720, d0.loss_iou: 0.4107, d1.loss_cls: 0.2522, d1.loss_bbox: 0.1659, d1.loss_iou: 0.3956, d2.loss_cls: 0.2320, d2.loss_bbox: 0.1629, d2.loss_iou: 0.3917, d3.loss_cls: 0.2234, d3.loss_bbox: 0.1633, d3.loss_iou: 0.3922, d4.loss_cls: 0.2198, d4.loss_bbox: 0.1640, d4.loss_iou: 0.3935, dn_loss_cls: 0.0412, dn_loss_bbox: 0.2853, dn_loss_iou: 0.4212, d0.dn_loss_cls: 0.0758, d0.dn_loss_bbox: 0.3925, d0.dn_loss_iou: 0.5476, d1.dn_loss_cls: 0.0507, d1.dn_loss_bbox: 0.3072, d1.dn_loss_iou: 0.4459, d2.dn_loss_cls: 0.0438, d2.dn_loss_bbox: 0.2876, d2.dn_loss_iou: 0.4243, d3.dn_loss_cls: 0.0414, d3.dn_loss_bbox: 0.2855, d3.dn_loss_iou: 0.4216, d4.dn_loss_cls: 0.0408, d4.dn_loss_bbox: 0.2853, d4.dn_loss_iou: 0.4211, loss: 10.5443, grad_norm: 20.5508 2023-11-05 00:49:16,656 - mmdet - INFO - Epoch [4][3100/3665] lr: 5.563e-06, eta: 7:58:12, time: 0.935, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2714, interm_loss_bbox: 0.2023, interm_loss_iou: 0.4636, loss_cls: 0.2302, loss_bbox: 0.1645, loss_iou: 0.3971, d0.loss_cls: 0.2926, d0.loss_bbox: 0.1739, d0.loss_iou: 0.4168, d1.loss_cls: 0.2600, d1.loss_bbox: 0.1672, d1.loss_iou: 0.4021, d2.loss_cls: 0.2419, d2.loss_bbox: 0.1628, d2.loss_iou: 0.3964, d3.loss_cls: 0.2328, d3.loss_bbox: 0.1639, d3.loss_iou: 0.3968, d4.loss_cls: 0.2302, d4.loss_bbox: 0.1647, d4.loss_iou: 0.3973, dn_loss_cls: 0.0414, dn_loss_bbox: 0.2882, dn_loss_iou: 0.4301, d0.dn_loss_cls: 0.0761, d0.dn_loss_bbox: 0.3982, d0.dn_loss_iou: 0.5555, d1.dn_loss_cls: 0.0507, d1.dn_loss_bbox: 0.3110, d1.dn_loss_iou: 0.4552, d2.dn_loss_cls: 0.0439, d2.dn_loss_bbox: 0.2906, d2.dn_loss_iou: 0.4334, d3.dn_loss_cls: 0.0417, d3.dn_loss_bbox: 0.2883, d3.dn_loss_iou: 0.4304, d4.dn_loss_cls: 0.0410, d4.dn_loss_bbox: 0.2882, d4.dn_loss_iou: 0.4300, loss: 10.7221, grad_norm: 19.1766 2023-11-05 00:50:03,265 - mmdet - INFO - Epoch [4][3150/3665] lr: 5.563e-06, eta: 7:57:21, time: 0.932, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2670, interm_loss_bbox: 0.2077, interm_loss_iou: 0.4605, loss_cls: 0.2265, loss_bbox: 0.1674, loss_iou: 0.3947, d0.loss_cls: 0.2902, d0.loss_bbox: 0.1751, d0.loss_iou: 0.4112, d1.loss_cls: 0.2585, d1.loss_bbox: 0.1700, d1.loss_iou: 0.3991, d2.loss_cls: 0.2393, d2.loss_bbox: 0.1658, d2.loss_iou: 0.3934, d3.loss_cls: 0.2295, d3.loss_bbox: 0.1676, d3.loss_iou: 0.3947, d4.loss_cls: 0.2269, d4.loss_bbox: 0.1677, d4.loss_iou: 0.3949, dn_loss_cls: 0.0434, dn_loss_bbox: 0.2817, dn_loss_iou: 0.4236, d0.dn_loss_cls: 0.0760, d0.dn_loss_bbox: 0.3852, d0.dn_loss_iou: 0.5471, d1.dn_loss_cls: 0.0514, d1.dn_loss_bbox: 0.3019, d1.dn_loss_iou: 0.4469, d2.dn_loss_cls: 0.0448, d2.dn_loss_bbox: 0.2840, d2.dn_loss_iou: 0.4266, d3.dn_loss_cls: 0.0431, d3.dn_loss_bbox: 0.2818, d3.dn_loss_iou: 0.4240, d4.dn_loss_cls: 0.0429, d4.dn_loss_bbox: 0.2817, d4.dn_loss_iou: 0.4235, loss: 10.6175, grad_norm: 19.7454 2023-11-05 00:50:50,254 - mmdet - INFO - Epoch [4][3200/3665] lr: 5.563e-06, eta: 7:56:31, time: 0.940, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2691, interm_loss_bbox: 0.2052, interm_loss_iou: 0.4777, loss_cls: 0.2260, loss_bbox: 0.1682, loss_iou: 0.4116, d0.loss_cls: 0.2874, d0.loss_bbox: 0.1766, d0.loss_iou: 0.4306, d1.loss_cls: 0.2562, d1.loss_bbox: 0.1709, d1.loss_iou: 0.4134, d2.loss_cls: 0.2370, d2.loss_bbox: 0.1674, d2.loss_iou: 0.4113, d3.loss_cls: 0.2282, d3.loss_bbox: 0.1677, d3.loss_iou: 0.4120, d4.loss_cls: 0.2256, d4.loss_bbox: 0.1683, d4.loss_iou: 0.4118, dn_loss_cls: 0.0419, dn_loss_bbox: 0.2857, dn_loss_iou: 0.4301, d0.dn_loss_cls: 0.0759, d0.dn_loss_bbox: 0.4027, d0.dn_loss_iou: 0.5652, d1.dn_loss_cls: 0.0507, d1.dn_loss_bbox: 0.3093, d1.dn_loss_iou: 0.4559, d2.dn_loss_cls: 0.0440, d2.dn_loss_bbox: 0.2882, d2.dn_loss_iou: 0.4331, d3.dn_loss_cls: 0.0418, d3.dn_loss_bbox: 0.2861, d3.dn_loss_iou: 0.4304, d4.dn_loss_cls: 0.0414, d4.dn_loss_bbox: 0.2857, d4.dn_loss_iou: 0.4299, loss: 10.8203, grad_norm: 23.5530 2023-11-05 00:51:38,238 - mmdet - INFO - Epoch [4][3250/3665] lr: 5.563e-06, eta: 7:55:43, time: 0.960, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2667, interm_loss_bbox: 0.2085, interm_loss_iou: 0.4839, loss_cls: 0.2285, loss_bbox: 0.1677, loss_iou: 0.4144, d0.loss_cls: 0.2855, d0.loss_bbox: 0.1769, d0.loss_iou: 0.4326, d1.loss_cls: 0.2550, d1.loss_bbox: 0.1709, d1.loss_iou: 0.4180, d2.loss_cls: 0.2381, d2.loss_bbox: 0.1674, d2.loss_iou: 0.4142, d3.loss_cls: 0.2303, d3.loss_bbox: 0.1679, d3.loss_iou: 0.4149, d4.loss_cls: 0.2276, d4.loss_bbox: 0.1680, d4.loss_iou: 0.4152, dn_loss_cls: 0.0410, dn_loss_bbox: 0.2878, dn_loss_iou: 0.4276, d0.dn_loss_cls: 0.0745, d0.dn_loss_bbox: 0.3981, d0.dn_loss_iou: 0.5530, d1.dn_loss_cls: 0.0505, d1.dn_loss_bbox: 0.3111, d1.dn_loss_iou: 0.4522, d2.dn_loss_cls: 0.0435, d2.dn_loss_bbox: 0.2902, d2.dn_loss_iou: 0.4307, d3.dn_loss_cls: 0.0414, d3.dn_loss_bbox: 0.2880, d3.dn_loss_iou: 0.4280, d4.dn_loss_cls: 0.0407, d4.dn_loss_bbox: 0.2878, d4.dn_loss_iou: 0.4275, loss: 10.8256, grad_norm: 18.6250 2023-11-05 00:52:25,132 - mmdet - INFO - Epoch [4][3300/3665] lr: 5.563e-06, eta: 7:54:52, time: 0.938, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2726, interm_loss_bbox: 0.2026, interm_loss_iou: 0.4690, loss_cls: 0.2336, loss_bbox: 0.1670, loss_iou: 0.4042, d0.loss_cls: 0.2954, d0.loss_bbox: 0.1695, d0.loss_iou: 0.4171, d1.loss_cls: 0.2618, d1.loss_bbox: 0.1689, d1.loss_iou: 0.4080, d2.loss_cls: 0.2440, d2.loss_bbox: 0.1671, d2.loss_iou: 0.4044, d3.loss_cls: 0.2361, d3.loss_bbox: 0.1664, d3.loss_iou: 0.4035, d4.loss_cls: 0.2337, d4.loss_bbox: 0.1670, d4.loss_iou: 0.4040, dn_loss_cls: 0.0430, dn_loss_bbox: 0.2953, dn_loss_iou: 0.4366, d0.dn_loss_cls: 0.0784, d0.dn_loss_bbox: 0.4039, d0.dn_loss_iou: 0.5634, d1.dn_loss_cls: 0.0527, d1.dn_loss_bbox: 0.3179, d1.dn_loss_iou: 0.4621, d2.dn_loss_cls: 0.0459, d2.dn_loss_bbox: 0.2984, d2.dn_loss_iou: 0.4402, d3.dn_loss_cls: 0.0436, d3.dn_loss_bbox: 0.2958, d3.dn_loss_iou: 0.4371, d4.dn_loss_cls: 0.0428, d4.dn_loss_bbox: 0.2953, d4.dn_loss_iou: 0.4365, loss: 10.8848, grad_norm: 18.9696 2023-11-05 00:53:11,895 - mmdet - INFO - Epoch [4][3350/3665] lr: 5.563e-06, eta: 7:54:02, time: 0.935, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2611, interm_loss_bbox: 0.2011, interm_loss_iou: 0.4517, loss_cls: 0.2163, loss_bbox: 0.1647, loss_iou: 0.3876, d0.loss_cls: 0.2779, d0.loss_bbox: 0.1710, d0.loss_iou: 0.4043, d1.loss_cls: 0.2447, d1.loss_bbox: 0.1667, d1.loss_iou: 0.3925, d2.loss_cls: 0.2285, d2.loss_bbox: 0.1641, d2.loss_iou: 0.3869, d3.loss_cls: 0.2194, d3.loss_bbox: 0.1646, d3.loss_iou: 0.3872, d4.loss_cls: 0.2166, d4.loss_bbox: 0.1650, d4.loss_iou: 0.3878, dn_loss_cls: 0.0402, dn_loss_bbox: 0.2807, dn_loss_iou: 0.4175, d0.dn_loss_cls: 0.0746, d0.dn_loss_bbox: 0.3927, d0.dn_loss_iou: 0.5470, d1.dn_loss_cls: 0.0496, d1.dn_loss_bbox: 0.3037, d1.dn_loss_iou: 0.4420, d2.dn_loss_cls: 0.0430, d2.dn_loss_bbox: 0.2839, d2.dn_loss_iou: 0.4207, d3.dn_loss_cls: 0.0405, d3.dn_loss_bbox: 0.2810, d3.dn_loss_iou: 0.4177, d4.dn_loss_cls: 0.0400, d4.dn_loss_bbox: 0.2806, d4.dn_loss_iou: 0.4173, loss: 10.4324, grad_norm: 21.0850 2023-11-05 00:53:59,201 - mmdet - INFO - Epoch [4][3400/3665] lr: 5.563e-06, eta: 7:53:12, time: 0.946, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2625, interm_loss_bbox: 0.1970, interm_loss_iou: 0.4617, loss_cls: 0.2232, loss_bbox: 0.1598, loss_iou: 0.3970, d0.loss_cls: 0.2841, d0.loss_bbox: 0.1657, d0.loss_iou: 0.4126, d1.loss_cls: 0.2514, d1.loss_bbox: 0.1618, d1.loss_iou: 0.4013, d2.loss_cls: 0.2336, d2.loss_bbox: 0.1585, d2.loss_iou: 0.3965, d3.loss_cls: 0.2255, d3.loss_bbox: 0.1590, d3.loss_iou: 0.3964, d4.loss_cls: 0.2225, d4.loss_bbox: 0.1598, d4.loss_iou: 0.3969, dn_loss_cls: 0.0400, dn_loss_bbox: 0.2834, dn_loss_iou: 0.4217, d0.dn_loss_cls: 0.0744, d0.dn_loss_bbox: 0.3980, d0.dn_loss_iou: 0.5473, d1.dn_loss_cls: 0.0493, d1.dn_loss_bbox: 0.3082, d1.dn_loss_iou: 0.4467, d2.dn_loss_cls: 0.0422, d2.dn_loss_bbox: 0.2861, d2.dn_loss_iou: 0.4246, d3.dn_loss_cls: 0.0401, d3.dn_loss_bbox: 0.2837, d3.dn_loss_iou: 0.4221, d4.dn_loss_cls: 0.0395, d4.dn_loss_bbox: 0.2834, d4.dn_loss_iou: 0.4216, loss: 10.5390, grad_norm: 20.3198 2023-11-05 00:54:47,054 - mmdet - INFO - Epoch [4][3450/3665] lr: 5.563e-06, eta: 7:52:24, time: 0.957, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2692, interm_loss_bbox: 0.1971, interm_loss_iou: 0.4613, loss_cls: 0.2256, loss_bbox: 0.1620, loss_iou: 0.3996, d0.loss_cls: 0.2856, d0.loss_bbox: 0.1667, d0.loss_iou: 0.4125, d1.loss_cls: 0.2553, d1.loss_bbox: 0.1625, d1.loss_iou: 0.4000, d2.loss_cls: 0.2373, d2.loss_bbox: 0.1597, d2.loss_iou: 0.3970, d3.loss_cls: 0.2280, d3.loss_bbox: 0.1609, d3.loss_iou: 0.3985, d4.loss_cls: 0.2253, d4.loss_bbox: 0.1620, d4.loss_iou: 0.4000, dn_loss_cls: 0.0392, dn_loss_bbox: 0.2734, dn_loss_iou: 0.4201, d0.dn_loss_cls: 0.0735, d0.dn_loss_bbox: 0.3746, d0.dn_loss_iou: 0.5416, d1.dn_loss_cls: 0.0483, d1.dn_loss_bbox: 0.2936, d1.dn_loss_iou: 0.4433, d2.dn_loss_cls: 0.0416, d2.dn_loss_bbox: 0.2762, d2.dn_loss_iou: 0.4233, d3.dn_loss_cls: 0.0394, d3.dn_loss_bbox: 0.2738, d3.dn_loss_iou: 0.4204, d4.dn_loss_cls: 0.0388, d4.dn_loss_bbox: 0.2734, d4.dn_loss_iou: 0.4200, loss: 10.4808, grad_norm: 19.5420 2023-11-05 00:55:34,559 - mmdet - INFO - Epoch [4][3500/3665] lr: 5.563e-06, eta: 7:51:35, time: 0.950, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2650, interm_loss_bbox: 0.2085, interm_loss_iou: 0.4725, loss_cls: 0.2215, loss_bbox: 0.1659, loss_iou: 0.4012, d0.loss_cls: 0.2820, d0.loss_bbox: 0.1712, d0.loss_iou: 0.4154, d1.loss_cls: 0.2501, d1.loss_bbox: 0.1675, d1.loss_iou: 0.4036, d2.loss_cls: 0.2322, d2.loss_bbox: 0.1636, d2.loss_iou: 0.4000, d3.loss_cls: 0.2246, d3.loss_bbox: 0.1646, d3.loss_iou: 0.4002, d4.loss_cls: 0.2212, d4.loss_bbox: 0.1656, d4.loss_iou: 0.4017, dn_loss_cls: 0.0396, dn_loss_bbox: 0.2794, dn_loss_iou: 0.4271, d0.dn_loss_cls: 0.0742, d0.dn_loss_bbox: 0.3932, d0.dn_loss_iou: 0.5557, d1.dn_loss_cls: 0.0489, d1.dn_loss_bbox: 0.3025, d1.dn_loss_iou: 0.4518, d2.dn_loss_cls: 0.0421, d2.dn_loss_bbox: 0.2820, d2.dn_loss_iou: 0.4302, d3.dn_loss_cls: 0.0398, d3.dn_loss_bbox: 0.2797, d3.dn_loss_iou: 0.4275, d4.dn_loss_cls: 0.0394, d4.dn_loss_bbox: 0.2794, d4.dn_loss_iou: 0.4270, loss: 10.6177, grad_norm: 19.8173 2023-11-05 00:56:21,949 - mmdet - INFO - Epoch [4][3550/3665] lr: 5.563e-06, eta: 7:50:46, time: 0.948, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2754, interm_loss_bbox: 0.2118, interm_loss_iou: 0.4532, loss_cls: 0.2331, loss_bbox: 0.1707, loss_iou: 0.3860, d0.loss_cls: 0.2922, d0.loss_bbox: 0.1799, d0.loss_iou: 0.4039, d1.loss_cls: 0.2622, d1.loss_bbox: 0.1736, d1.loss_iou: 0.3913, d2.loss_cls: 0.2444, d2.loss_bbox: 0.1691, d2.loss_iou: 0.3851, d3.loss_cls: 0.2361, d3.loss_bbox: 0.1697, d3.loss_iou: 0.3856, d4.loss_cls: 0.2320, d4.loss_bbox: 0.1710, d4.loss_iou: 0.3870, dn_loss_cls: 0.0420, dn_loss_bbox: 0.3089, dn_loss_iou: 0.4281, d0.dn_loss_cls: 0.0772, d0.dn_loss_bbox: 0.4245, d0.dn_loss_iou: 0.5584, d1.dn_loss_cls: 0.0512, d1.dn_loss_bbox: 0.3321, d1.dn_loss_iou: 0.4545, d2.dn_loss_cls: 0.0447, d2.dn_loss_bbox: 0.3115, d2.dn_loss_iou: 0.4313, d3.dn_loss_cls: 0.0426, d3.dn_loss_bbox: 0.3092, d3.dn_loss_iou: 0.4286, d4.dn_loss_cls: 0.0417, d4.dn_loss_bbox: 0.3088, d4.dn_loss_iou: 0.4280, loss: 10.8365, grad_norm: 18.7475 2023-11-05 00:57:09,025 - mmdet - INFO - Epoch [4][3600/3665] lr: 5.563e-06, eta: 7:49:56, time: 0.942, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2607, interm_loss_bbox: 0.2021, interm_loss_iou: 0.4497, loss_cls: 0.2154, loss_bbox: 0.1618, loss_iou: 0.3860, d0.loss_cls: 0.2787, d0.loss_bbox: 0.1703, d0.loss_iou: 0.4014, d1.loss_cls: 0.2452, d1.loss_bbox: 0.1642, d1.loss_iou: 0.3892, d2.loss_cls: 0.2276, d2.loss_bbox: 0.1613, d2.loss_iou: 0.3854, d3.loss_cls: 0.2188, d3.loss_bbox: 0.1617, d3.loss_iou: 0.3853, d4.loss_cls: 0.2154, d4.loss_bbox: 0.1619, d4.loss_iou: 0.3860, dn_loss_cls: 0.0383, dn_loss_bbox: 0.2863, dn_loss_iou: 0.4123, d0.dn_loss_cls: 0.0728, d0.dn_loss_bbox: 0.3976, d0.dn_loss_iou: 0.5378, d1.dn_loss_cls: 0.0481, d1.dn_loss_bbox: 0.3090, d1.dn_loss_iou: 0.4368, d2.dn_loss_cls: 0.0413, d2.dn_loss_bbox: 0.2895, d2.dn_loss_iou: 0.4159, d3.dn_loss_cls: 0.0389, d3.dn_loss_bbox: 0.2867, d3.dn_loss_iou: 0.4127, d4.dn_loss_cls: 0.0383, d4.dn_loss_bbox: 0.2863, d4.dn_loss_iou: 0.4121, loss: 10.3890, grad_norm: 21.1679 2023-11-05 00:57:56,052 - mmdet - INFO - Epoch [4][3650/3665] lr: 5.563e-06, eta: 7:49:06, time: 0.941, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2667, interm_loss_bbox: 0.2029, interm_loss_iou: 0.4482, loss_cls: 0.2202, loss_bbox: 0.1676, loss_iou: 0.3911, d0.loss_cls: 0.2827, d0.loss_bbox: 0.1732, d0.loss_iou: 0.4028, d1.loss_cls: 0.2483, d1.loss_bbox: 0.1721, d1.loss_iou: 0.3946, d2.loss_cls: 0.2317, d2.loss_bbox: 0.1673, d2.loss_iou: 0.3896, d3.loss_cls: 0.2228, d3.loss_bbox: 0.1669, d3.loss_iou: 0.3901, d4.loss_cls: 0.2202, d4.loss_bbox: 0.1674, d4.loss_iou: 0.3907, dn_loss_cls: 0.0392, dn_loss_bbox: 0.2872, dn_loss_iou: 0.4190, d0.dn_loss_cls: 0.0734, d0.dn_loss_bbox: 0.4036, d0.dn_loss_iou: 0.5452, d1.dn_loss_cls: 0.0483, d1.dn_loss_bbox: 0.3111, d1.dn_loss_iou: 0.4447, d2.dn_loss_cls: 0.0417, d2.dn_loss_bbox: 0.2900, d2.dn_loss_iou: 0.4224, d3.dn_loss_cls: 0.0395, d3.dn_loss_bbox: 0.2876, d3.dn_loss_iou: 0.4193, d4.dn_loss_cls: 0.0390, d4.dn_loss_bbox: 0.2872, d4.dn_loss_iou: 0.4189, loss: 10.5342, grad_norm: 21.5371 2023-11-05 00:58:11,272 - mmdet - INFO - Saving checkpoint at 4 epochs 2023-11-05 00:59:23,442 - mmdet - INFO - Evaluating bbox... 2023-11-05 01:01:44,777 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.510 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.692 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.556 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.346 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.550 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.671 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.725 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.730 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.730 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.562 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.780 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.892 2023-11-05 01:01:44,779 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.609 | bicycle | 0.394 | car | 0.499 | | motorcycle | 0.518 | airplane | 0.753 | bus | 0.737 | | train | 0.755 | truck | 0.451 | boat | 0.358 | | traffic light | 0.323 | fire hydrant | 0.737 | stop sign | 0.705 | | parking meter | 0.512 | bench | 0.295 | bird | 0.456 | | cat | 0.833 | dog | 0.766 | horse | 0.674 | | sheep | 0.612 | cow | 0.667 | elephant | 0.747 | | bear | 0.822 | zebra | 0.752 | giraffe | 0.766 | | backpack | 0.197 | umbrella | 0.479 | handbag | 0.251 | | tie | 0.425 | suitcase | 0.525 | frisbee | 0.735 | | skis | 0.286 | snowboard | 0.446 | sports ball | 0.524 | | kite | 0.515 | baseball bat | 0.473 | baseball glove | 0.444 | | skateboard | 0.604 | surfboard | 0.483 | tennis racket | 0.566 | | bottle | 0.465 | wine glass | 0.433 | cup | 0.517 | | fork | 0.481 | knife | 0.316 | spoon | 0.286 | | bowl | 0.485 | banana | 0.286 | apple | 0.272 | | sandwich | 0.489 | orange | 0.372 | broccoli | 0.270 | | carrot | 0.281 | hot dog | 0.503 | pizza | 0.609 | | donut | 0.573 | cake | 0.480 | chair | 0.368 | | couch | 0.521 | potted plant | 0.320 | bed | 0.534 | | dining table | 0.328 | toilet | 0.693 | tv | 0.648 | | laptop | 0.719 | mouse | 0.661 | remote | 0.443 | | keyboard | 0.607 | cell phone | 0.468 | microwave | 0.713 | | oven | 0.427 | toaster | 0.564 | sink | 0.454 | | refrigerator | 0.690 | book | 0.205 | clock | 0.577 | | vase | 0.454 | scissors | 0.479 | teddy bear | 0.549 | | hair drier | 0.211 | toothbrush | 0.410 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-05 01:01:46,873 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx/best_bbox_mAP_epoch_3.pth was removed 2023-11-05 01:01:50,263 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_4.pth. 2023-11-05 01:01:50,264 - mmdet - INFO - Best bbox_mAP is 0.5103 at 4 epoch. 2023-11-05 01:01:50,264 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx.py 2023-11-05 01:01:50,264 - mmdet - INFO - Epoch(val) [4][625] bbox_mAP: 0.5103, bbox_mAP_50: 0.6922, bbox_mAP_75: 0.5560, bbox_mAP_s: 0.3456, bbox_mAP_m: 0.5497, bbox_mAP_l: 0.6707, bbox_mAP_copypaste: 0.5103 0.6922 0.5560 0.3456 0.5497 0.6707 2023-11-05 01:02:40,462 - mmdet - INFO - Epoch [5][50/3665] lr: 5.563e-06, eta: 7:47:40, time: 1.003, data_time: 0.066, memory: 25302, interm_loss_cls: 0.2553, interm_loss_bbox: 0.1980, interm_loss_iou: 0.4617, loss_cls: 0.2142, loss_bbox: 0.1598, loss_iou: 0.3963, d0.loss_cls: 0.2749, d0.loss_bbox: 0.1656, d0.loss_iou: 0.4093, d1.loss_cls: 0.2406, d1.loss_bbox: 0.1612, d1.loss_iou: 0.4004, d2.loss_cls: 0.2234, d2.loss_bbox: 0.1592, d2.loss_iou: 0.3973, d3.loss_cls: 0.2167, d3.loss_bbox: 0.1594, d3.loss_iou: 0.3955, d4.loss_cls: 0.2135, d4.loss_bbox: 0.1603, d4.loss_iou: 0.3967, dn_loss_cls: 0.0377, dn_loss_bbox: 0.2693, dn_loss_iou: 0.4220, d0.dn_loss_cls: 0.0728, d0.dn_loss_bbox: 0.3779, d0.dn_loss_iou: 0.5479, d1.dn_loss_cls: 0.0474, d1.dn_loss_bbox: 0.2904, d1.dn_loss_iou: 0.4461, d2.dn_loss_cls: 0.0407, d2.dn_loss_bbox: 0.2718, d2.dn_loss_iou: 0.4252, d3.dn_loss_cls: 0.0383, d3.dn_loss_bbox: 0.2696, d3.dn_loss_iou: 0.4223, d4.dn_loss_cls: 0.0375, d4.dn_loss_bbox: 0.2693, d4.dn_loss_iou: 0.4219, loss: 10.3672, grad_norm: 21.7506 2023-11-05 01:03:27,020 - mmdet - INFO - Epoch [5][100/3665] lr: 5.563e-06, eta: 7:46:49, time: 0.931, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2640, interm_loss_bbox: 0.2023, interm_loss_iou: 0.4715, loss_cls: 0.2216, loss_bbox: 0.1667, loss_iou: 0.4106, d0.loss_cls: 0.2832, d0.loss_bbox: 0.1739, d0.loss_iou: 0.4253, d1.loss_cls: 0.2512, d1.loss_bbox: 0.1693, d1.loss_iou: 0.4141, d2.loss_cls: 0.2346, d2.loss_bbox: 0.1650, d2.loss_iou: 0.4094, d3.loss_cls: 0.2259, d3.loss_bbox: 0.1654, d3.loss_iou: 0.4096, d4.loss_cls: 0.2222, d4.loss_bbox: 0.1664, d4.loss_iou: 0.4111, dn_loss_cls: 0.0405, dn_loss_bbox: 0.2789, dn_loss_iou: 0.4303, d0.dn_loss_cls: 0.0762, d0.dn_loss_bbox: 0.3891, d0.dn_loss_iou: 0.5556, d1.dn_loss_cls: 0.0504, d1.dn_loss_bbox: 0.3011, d1.dn_loss_iou: 0.4542, d2.dn_loss_cls: 0.0434, d2.dn_loss_bbox: 0.2816, d2.dn_loss_iou: 0.4335, d3.dn_loss_cls: 0.0411, d3.dn_loss_bbox: 0.2792, d3.dn_loss_iou: 0.4305, d4.dn_loss_cls: 0.0403, d4.dn_loss_bbox: 0.2789, d4.dn_loss_iou: 0.4302, loss: 10.6983, grad_norm: 20.6506 2023-11-05 01:04:14,136 - mmdet - INFO - Epoch [5][150/3665] lr: 5.563e-06, eta: 7:46:00, time: 0.942, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2655, interm_loss_bbox: 0.2063, interm_loss_iou: 0.4686, loss_cls: 0.2214, loss_bbox: 0.1709, loss_iou: 0.4080, d0.loss_cls: 0.2845, d0.loss_bbox: 0.1755, d0.loss_iou: 0.4191, d1.loss_cls: 0.2511, d1.loss_bbox: 0.1725, d1.loss_iou: 0.4110, d2.loss_cls: 0.2340, d2.loss_bbox: 0.1691, d2.loss_iou: 0.4063, d3.loss_cls: 0.2251, d3.loss_bbox: 0.1695, d3.loss_iou: 0.4070, d4.loss_cls: 0.2217, d4.loss_bbox: 0.1705, d4.loss_iou: 0.4080, dn_loss_cls: 0.0395, dn_loss_bbox: 0.2830, dn_loss_iou: 0.4290, d0.dn_loss_cls: 0.0735, d0.dn_loss_bbox: 0.3894, d0.dn_loss_iou: 0.5528, d1.dn_loss_cls: 0.0492, d1.dn_loss_bbox: 0.3033, d1.dn_loss_iou: 0.4532, d2.dn_loss_cls: 0.0424, d2.dn_loss_bbox: 0.2854, d2.dn_loss_iou: 0.4321, d3.dn_loss_cls: 0.0399, d3.dn_loss_bbox: 0.2832, d3.dn_loss_iou: 0.4294, d4.dn_loss_cls: 0.0393, d4.dn_loss_bbox: 0.2830, d4.dn_loss_iou: 0.4289, loss: 10.7019, grad_norm: 18.7392 2023-11-05 01:05:04,289 - mmdet - INFO - Epoch [5][200/3665] lr: 5.563e-06, eta: 7:45:16, time: 1.003, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2570, interm_loss_bbox: 0.1972, interm_loss_iou: 0.4484, loss_cls: 0.2126, loss_bbox: 0.1600, loss_iou: 0.3874, d0.loss_cls: 0.2757, d0.loss_bbox: 0.1650, d0.loss_iou: 0.3990, d1.loss_cls: 0.2416, d1.loss_bbox: 0.1625, d1.loss_iou: 0.3901, d2.loss_cls: 0.2242, d2.loss_bbox: 0.1601, d2.loss_iou: 0.3869, d3.loss_cls: 0.2156, d3.loss_bbox: 0.1602, d3.loss_iou: 0.3871, d4.loss_cls: 0.2123, d4.loss_bbox: 0.1603, d4.loss_iou: 0.3876, dn_loss_cls: 0.0386, dn_loss_bbox: 0.2791, dn_loss_iou: 0.4143, d0.dn_loss_cls: 0.0730, d0.dn_loss_bbox: 0.3878, d0.dn_loss_iou: 0.5385, d1.dn_loss_cls: 0.0480, d1.dn_loss_bbox: 0.3009, d1.dn_loss_iou: 0.4374, d2.dn_loss_cls: 0.0413, d2.dn_loss_bbox: 0.2815, d2.dn_loss_iou: 0.4174, d3.dn_loss_cls: 0.0389, d3.dn_loss_bbox: 0.2793, d3.dn_loss_iou: 0.4146, d4.dn_loss_cls: 0.0383, d4.dn_loss_bbox: 0.2791, d4.dn_loss_iou: 0.4141, loss: 10.3127, grad_norm: 18.7770 2023-11-05 01:05:52,903 - mmdet - INFO - Epoch [5][250/3665] lr: 5.563e-06, eta: 7:44:29, time: 0.972, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2624, interm_loss_bbox: 0.1987, interm_loss_iou: 0.4578, loss_cls: 0.2149, loss_bbox: 0.1664, loss_iou: 0.3994, d0.loss_cls: 0.2798, d0.loss_bbox: 0.1700, d0.loss_iou: 0.4105, d1.loss_cls: 0.2462, d1.loss_bbox: 0.1666, d1.loss_iou: 0.4019, d2.loss_cls: 0.2284, d2.loss_bbox: 0.1638, d2.loss_iou: 0.3970, d3.loss_cls: 0.2186, d3.loss_bbox: 0.1656, d3.loss_iou: 0.3981, d4.loss_cls: 0.2149, d4.loss_bbox: 0.1664, d4.loss_iou: 0.3993, dn_loss_cls: 0.0398, dn_loss_bbox: 0.2744, dn_loss_iou: 0.4256, d0.dn_loss_cls: 0.0740, d0.dn_loss_bbox: 0.3805, d0.dn_loss_iou: 0.5499, d1.dn_loss_cls: 0.0490, d1.dn_loss_bbox: 0.2959, d1.dn_loss_iou: 0.4497, d2.dn_loss_cls: 0.0427, d2.dn_loss_bbox: 0.2772, d2.dn_loss_iou: 0.4288, d3.dn_loss_cls: 0.0404, d3.dn_loss_bbox: 0.2747, d3.dn_loss_iou: 0.4261, d4.dn_loss_cls: 0.0397, d4.dn_loss_bbox: 0.2743, d4.dn_loss_iou: 0.4255, loss: 10.4948, grad_norm: 18.9096 2023-11-05 01:06:46,229 - mmdet - INFO - Epoch [5][300/3665] lr: 5.563e-06, eta: 7:43:52, time: 1.066, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2646, interm_loss_bbox: 0.2033, interm_loss_iou: 0.4528, loss_cls: 0.2229, loss_bbox: 0.1646, loss_iou: 0.3898, d0.loss_cls: 0.2848, d0.loss_bbox: 0.1713, d0.loss_iou: 0.4035, d1.loss_cls: 0.2522, d1.loss_bbox: 0.1679, d1.loss_iou: 0.3947, d2.loss_cls: 0.2336, d2.loss_bbox: 0.1650, d2.loss_iou: 0.3903, d3.loss_cls: 0.2258, d3.loss_bbox: 0.1641, d3.loss_iou: 0.3891, d4.loss_cls: 0.2228, d4.loss_bbox: 0.1649, d4.loss_iou: 0.3898, dn_loss_cls: 0.0414, dn_loss_bbox: 0.2915, dn_loss_iou: 0.4299, d0.dn_loss_cls: 0.0766, d0.dn_loss_bbox: 0.3996, d0.dn_loss_iou: 0.5527, d1.dn_loss_cls: 0.0515, d1.dn_loss_bbox: 0.3132, d1.dn_loss_iou: 0.4539, d2.dn_loss_cls: 0.0443, d2.dn_loss_bbox: 0.2940, d2.dn_loss_iou: 0.4335, d3.dn_loss_cls: 0.0418, d3.dn_loss_bbox: 0.2916, d3.dn_loss_iou: 0.4303, d4.dn_loss_cls: 0.0411, d4.dn_loss_bbox: 0.2915, d4.dn_loss_iou: 0.4298, loss: 10.6256, grad_norm: 18.4580 2023-11-05 01:07:35,532 - mmdet - INFO - Epoch [5][350/3665] lr: 5.563e-06, eta: 7:43:07, time: 0.986, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2667, interm_loss_bbox: 0.2049, interm_loss_iou: 0.4639, loss_cls: 0.2236, loss_bbox: 0.1652, loss_iou: 0.3973, d0.loss_cls: 0.2837, d0.loss_bbox: 0.1735, d0.loss_iou: 0.4125, d1.loss_cls: 0.2534, d1.loss_bbox: 0.1668, d1.loss_iou: 0.4007, d2.loss_cls: 0.2364, d2.loss_bbox: 0.1640, d2.loss_iou: 0.3965, d3.loss_cls: 0.2262, d3.loss_bbox: 0.1654, d3.loss_iou: 0.3976, d4.loss_cls: 0.2233, d4.loss_bbox: 0.1654, d4.loss_iou: 0.3977, dn_loss_cls: 0.0405, dn_loss_bbox: 0.2869, dn_loss_iou: 0.4250, d0.dn_loss_cls: 0.0763, d0.dn_loss_bbox: 0.3985, d0.dn_loss_iou: 0.5539, d1.dn_loss_cls: 0.0505, d1.dn_loss_bbox: 0.3085, d1.dn_loss_iou: 0.4497, d2.dn_loss_cls: 0.0433, d2.dn_loss_bbox: 0.2901, d2.dn_loss_iou: 0.4286, d3.dn_loss_cls: 0.0412, d3.dn_loss_bbox: 0.2872, d3.dn_loss_iou: 0.4254, d4.dn_loss_cls: 0.0404, d4.dn_loss_bbox: 0.2869, d4.dn_loss_iou: 0.4249, loss: 10.6426, grad_norm: 19.8321 2023-11-05 01:08:21,714 - mmdet - INFO - Epoch [5][400/3665] lr: 5.563e-06, eta: 7:42:15, time: 0.924, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2572, interm_loss_bbox: 0.2035, interm_loss_iou: 0.4589, loss_cls: 0.2139, loss_bbox: 0.1638, loss_iou: 0.3951, d0.loss_cls: 0.2745, d0.loss_bbox: 0.1713, d0.loss_iou: 0.4100, d1.loss_cls: 0.2418, d1.loss_bbox: 0.1661, d1.loss_iou: 0.4003, d2.loss_cls: 0.2251, d2.loss_bbox: 0.1632, d2.loss_iou: 0.3955, d3.loss_cls: 0.2176, d3.loss_bbox: 0.1636, d3.loss_iou: 0.3949, d4.loss_cls: 0.2144, d4.loss_bbox: 0.1637, d4.loss_iou: 0.3953, dn_loss_cls: 0.0371, dn_loss_bbox: 0.2709, dn_loss_iou: 0.4189, d0.dn_loss_cls: 0.0716, d0.dn_loss_bbox: 0.3831, d0.dn_loss_iou: 0.5473, d1.dn_loss_cls: 0.0469, d1.dn_loss_bbox: 0.2934, d1.dn_loss_iou: 0.4434, d2.dn_loss_cls: 0.0400, d2.dn_loss_bbox: 0.2735, d2.dn_loss_iou: 0.4221, d3.dn_loss_cls: 0.0377, d3.dn_loss_bbox: 0.2711, d3.dn_loss_iou: 0.4193, d4.dn_loss_cls: 0.0371, d4.dn_loss_bbox: 0.2709, d4.dn_loss_iou: 0.4188, loss: 10.3929, grad_norm: 17.7195 2023-11-05 01:09:07,943 - mmdet - INFO - Epoch [5][450/3665] lr: 5.563e-06, eta: 7:41:24, time: 0.925, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2623, interm_loss_bbox: 0.2113, interm_loss_iou: 0.4554, loss_cls: 0.2182, loss_bbox: 0.1659, loss_iou: 0.3863, d0.loss_cls: 0.2838, d0.loss_bbox: 0.1730, d0.loss_iou: 0.3996, d1.loss_cls: 0.2482, d1.loss_bbox: 0.1686, d1.loss_iou: 0.3899, d2.loss_cls: 0.2304, d2.loss_bbox: 0.1646, d2.loss_iou: 0.3848, d3.loss_cls: 0.2215, d3.loss_bbox: 0.1654, d3.loss_iou: 0.3854, d4.loss_cls: 0.2186, d4.loss_bbox: 0.1656, d4.loss_iou: 0.3862, dn_loss_cls: 0.0385, dn_loss_bbox: 0.2813, dn_loss_iou: 0.4111, d0.dn_loss_cls: 0.0742, d0.dn_loss_bbox: 0.4045, d0.dn_loss_iou: 0.5424, d1.dn_loss_cls: 0.0484, d1.dn_loss_bbox: 0.3065, d1.dn_loss_iou: 0.4374, d2.dn_loss_cls: 0.0416, d2.dn_loss_bbox: 0.2844, d2.dn_loss_iou: 0.4147, d3.dn_loss_cls: 0.0390, d3.dn_loss_bbox: 0.2816, d3.dn_loss_iou: 0.4117, d4.dn_loss_cls: 0.0384, d4.dn_loss_bbox: 0.2812, d4.dn_loss_iou: 0.4110, loss: 10.4330, grad_norm: 19.3054 2023-11-05 01:09:54,644 - mmdet - INFO - Epoch [5][500/3665] lr: 5.563e-06, eta: 7:40:34, time: 0.934, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2597, interm_loss_bbox: 0.2134, interm_loss_iou: 0.4419, loss_cls: 0.2157, loss_bbox: 0.1716, loss_iou: 0.3756, d0.loss_cls: 0.2780, d0.loss_bbox: 0.1778, d0.loss_iou: 0.3889, d1.loss_cls: 0.2461, d1.loss_bbox: 0.1737, d1.loss_iou: 0.3772, d2.loss_cls: 0.2285, d2.loss_bbox: 0.1704, d2.loss_iou: 0.3735, d3.loss_cls: 0.2196, d3.loss_bbox: 0.1708, d3.loss_iou: 0.3746, d4.loss_cls: 0.2165, d4.loss_bbox: 0.1714, d4.loss_iou: 0.3751, dn_loss_cls: 0.0377, dn_loss_bbox: 0.2835, dn_loss_iou: 0.4006, d0.dn_loss_cls: 0.0724, d0.dn_loss_bbox: 0.4014, d0.dn_loss_iou: 0.5290, d1.dn_loss_cls: 0.0473, d1.dn_loss_bbox: 0.3079, d1.dn_loss_iou: 0.4259, d2.dn_loss_cls: 0.0406, d2.dn_loss_bbox: 0.2865, d2.dn_loss_iou: 0.4038, d3.dn_loss_cls: 0.0380, d3.dn_loss_bbox: 0.2838, d3.dn_loss_iou: 0.4010, d4.dn_loss_cls: 0.0376, d4.dn_loss_bbox: 0.2835, d4.dn_loss_iou: 0.4005, loss: 10.3007, grad_norm: 20.5591 2023-11-05 01:10:41,366 - mmdet - INFO - Epoch [5][550/3665] lr: 5.563e-06, eta: 7:39:43, time: 0.934, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2585, interm_loss_bbox: 0.1998, interm_loss_iou: 0.4567, loss_cls: 0.2167, loss_bbox: 0.1635, loss_iou: 0.3939, d0.loss_cls: 0.2772, d0.loss_bbox: 0.1679, d0.loss_iou: 0.4065, d1.loss_cls: 0.2454, d1.loss_bbox: 0.1648, d1.loss_iou: 0.3975, d2.loss_cls: 0.2288, d2.loss_bbox: 0.1625, d2.loss_iou: 0.3934, d3.loss_cls: 0.2206, d3.loss_bbox: 0.1620, d3.loss_iou: 0.3929, d4.loss_cls: 0.2173, d4.loss_bbox: 0.1627, d4.loss_iou: 0.3935, dn_loss_cls: 0.0370, dn_loss_bbox: 0.2758, dn_loss_iou: 0.4138, d0.dn_loss_cls: 0.0715, d0.dn_loss_bbox: 0.3794, d0.dn_loss_iou: 0.5341, d1.dn_loss_cls: 0.0466, d1.dn_loss_bbox: 0.2970, d1.dn_loss_iou: 0.4372, d2.dn_loss_cls: 0.0401, d2.dn_loss_bbox: 0.2785, d2.dn_loss_iou: 0.4169, d3.dn_loss_cls: 0.0377, d3.dn_loss_bbox: 0.2761, d3.dn_loss_iou: 0.4141, d4.dn_loss_cls: 0.0368, d4.dn_loss_bbox: 0.2758, d4.dn_loss_iou: 0.4136, loss: 10.3641, grad_norm: 18.6742 2023-11-05 01:11:29,348 - mmdet - INFO - Epoch [5][600/3665] lr: 5.563e-06, eta: 7:38:55, time: 0.960, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2546, interm_loss_bbox: 0.2016, interm_loss_iou: 0.4527, loss_cls: 0.2105, loss_bbox: 0.1657, loss_iou: 0.3932, d0.loss_cls: 0.2740, d0.loss_bbox: 0.1661, d0.loss_iou: 0.4000, d1.loss_cls: 0.2395, d1.loss_bbox: 0.1651, d1.loss_iou: 0.3936, d2.loss_cls: 0.2236, d2.loss_bbox: 0.1625, d2.loss_iou: 0.3898, d3.loss_cls: 0.2154, d3.loss_bbox: 0.1634, d3.loss_iou: 0.3909, d4.loss_cls: 0.2112, d4.loss_bbox: 0.1651, d4.loss_iou: 0.3928, dn_loss_cls: 0.0379, dn_loss_bbox: 0.2731, dn_loss_iou: 0.4095, d0.dn_loss_cls: 0.0734, d0.dn_loss_bbox: 0.3847, d0.dn_loss_iou: 0.5324, d1.dn_loss_cls: 0.0476, d1.dn_loss_bbox: 0.2949, d1.dn_loss_iou: 0.4331, d2.dn_loss_cls: 0.0409, d2.dn_loss_bbox: 0.2757, d2.dn_loss_iou: 0.4127, d3.dn_loss_cls: 0.0386, d3.dn_loss_bbox: 0.2735, d3.dn_loss_iou: 0.4099, d4.dn_loss_cls: 0.0379, d4.dn_loss_bbox: 0.2730, d4.dn_loss_iou: 0.4094, loss: 10.2895, grad_norm: 19.4956 2023-11-05 01:12:16,506 - mmdet - INFO - Epoch [5][650/3665] lr: 5.563e-06, eta: 7:38:06, time: 0.943, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2600, interm_loss_bbox: 0.1970, interm_loss_iou: 0.4554, loss_cls: 0.2178, loss_bbox: 0.1592, loss_iou: 0.3916, d0.loss_cls: 0.2771, d0.loss_bbox: 0.1638, d0.loss_iou: 0.4023, d1.loss_cls: 0.2452, d1.loss_bbox: 0.1616, d1.loss_iou: 0.3943, d2.loss_cls: 0.2292, d2.loss_bbox: 0.1586, d2.loss_iou: 0.3898, d3.loss_cls: 0.2203, d3.loss_bbox: 0.1587, d3.loss_iou: 0.3907, d4.loss_cls: 0.2163, d4.loss_bbox: 0.1599, d4.loss_iou: 0.3926, dn_loss_cls: 0.0370, dn_loss_bbox: 0.2714, dn_loss_iou: 0.4168, d0.dn_loss_cls: 0.0712, d0.dn_loss_bbox: 0.3773, d0.dn_loss_iou: 0.5394, d1.dn_loss_cls: 0.0463, d1.dn_loss_bbox: 0.2918, d1.dn_loss_iou: 0.4403, d2.dn_loss_cls: 0.0397, d2.dn_loss_bbox: 0.2737, d2.dn_loss_iou: 0.4202, d3.dn_loss_cls: 0.0375, d3.dn_loss_bbox: 0.2716, d3.dn_loss_iou: 0.4171, d4.dn_loss_cls: 0.0367, d4.dn_loss_bbox: 0.2714, d4.dn_loss_iou: 0.4166, loss: 10.3173, grad_norm: 19.9905 2023-11-05 01:13:03,961 - mmdet - INFO - Epoch [5][700/3665] lr: 5.563e-06, eta: 7:37:17, time: 0.949, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2591, interm_loss_bbox: 0.1986, interm_loss_iou: 0.4560, loss_cls: 0.2152, loss_bbox: 0.1626, loss_iou: 0.3917, d0.loss_cls: 0.2753, d0.loss_bbox: 0.1673, d0.loss_iou: 0.4050, d1.loss_cls: 0.2429, d1.loss_bbox: 0.1641, d1.loss_iou: 0.3952, d2.loss_cls: 0.2267, d2.loss_bbox: 0.1608, d2.loss_iou: 0.3898, d3.loss_cls: 0.2182, d3.loss_bbox: 0.1615, d3.loss_iou: 0.3908, d4.loss_cls: 0.2160, d4.loss_bbox: 0.1618, d4.loss_iou: 0.3911, dn_loss_cls: 0.0373, dn_loss_bbox: 0.2703, dn_loss_iou: 0.4132, d0.dn_loss_cls: 0.0714, d0.dn_loss_bbox: 0.3798, d0.dn_loss_iou: 0.5396, d1.dn_loss_cls: 0.0464, d1.dn_loss_bbox: 0.2911, d1.dn_loss_iou: 0.4376, d2.dn_loss_cls: 0.0399, d2.dn_loss_bbox: 0.2731, d2.dn_loss_iou: 0.4168, d3.dn_loss_cls: 0.0376, d3.dn_loss_bbox: 0.2705, d3.dn_loss_iou: 0.4137, d4.dn_loss_cls: 0.0371, d4.dn_loss_bbox: 0.2703, d4.dn_loss_iou: 0.4132, loss: 10.3087, grad_norm: 18.5560 2023-11-05 01:13:50,839 - mmdet - INFO - Epoch [5][750/3665] lr: 5.563e-06, eta: 7:36:27, time: 0.938, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2627, interm_loss_bbox: 0.1998, interm_loss_iou: 0.4578, loss_cls: 0.2209, loss_bbox: 0.1626, loss_iou: 0.4003, d0.loss_cls: 0.2782, d0.loss_bbox: 0.1679, d0.loss_iou: 0.4081, d1.loss_cls: 0.2461, d1.loss_bbox: 0.1648, d1.loss_iou: 0.4025, d2.loss_cls: 0.2296, d2.loss_bbox: 0.1620, d2.loss_iou: 0.3991, d3.loss_cls: 0.2235, d3.loss_bbox: 0.1614, d3.loss_iou: 0.3992, d4.loss_cls: 0.2201, d4.loss_bbox: 0.1631, d4.loss_iou: 0.4010, dn_loss_cls: 0.0395, dn_loss_bbox: 0.2760, dn_loss_iou: 0.4172, d0.dn_loss_cls: 0.0742, d0.dn_loss_bbox: 0.3883, d0.dn_loss_iou: 0.5424, d1.dn_loss_cls: 0.0489, d1.dn_loss_bbox: 0.2976, d1.dn_loss_iou: 0.4414, d2.dn_loss_cls: 0.0422, d2.dn_loss_bbox: 0.2785, d2.dn_loss_iou: 0.4205, d3.dn_loss_cls: 0.0400, d3.dn_loss_bbox: 0.2762, d3.dn_loss_iou: 0.4176, d4.dn_loss_cls: 0.0394, d4.dn_loss_bbox: 0.2760, d4.dn_loss_iou: 0.4170, loss: 10.4635, grad_norm: 19.8055 2023-11-05 01:14:38,244 - mmdet - INFO - Epoch [5][800/3665] lr: 5.563e-06, eta: 7:35:38, time: 0.948, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2551, interm_loss_bbox: 0.1975, interm_loss_iou: 0.4470, loss_cls: 0.2118, loss_bbox: 0.1598, loss_iou: 0.3860, d0.loss_cls: 0.2703, d0.loss_bbox: 0.1658, d0.loss_iou: 0.3969, d1.loss_cls: 0.2360, d1.loss_bbox: 0.1628, d1.loss_iou: 0.3918, d2.loss_cls: 0.2212, d2.loss_bbox: 0.1597, d2.loss_iou: 0.3869, d3.loss_cls: 0.2131, d3.loss_bbox: 0.1595, d3.loss_iou: 0.3867, d4.loss_cls: 0.2110, d4.loss_bbox: 0.1600, d4.loss_iou: 0.3867, dn_loss_cls: 0.0357, dn_loss_bbox: 0.2756, dn_loss_iou: 0.4050, d0.dn_loss_cls: 0.0703, d0.dn_loss_bbox: 0.3869, d0.dn_loss_iou: 0.5268, d1.dn_loss_cls: 0.0456, d1.dn_loss_bbox: 0.2981, d1.dn_loss_iou: 0.4287, d2.dn_loss_cls: 0.0389, d2.dn_loss_bbox: 0.2779, d2.dn_loss_iou: 0.4078, d3.dn_loss_cls: 0.0363, d3.dn_loss_bbox: 0.2757, d3.dn_loss_iou: 0.4053, d4.dn_loss_cls: 0.0355, d4.dn_loss_bbox: 0.2756, d4.dn_loss_iou: 0.4049, loss: 10.1963, grad_norm: 20.5424 2023-11-05 01:15:24,598 - mmdet - INFO - Epoch [5][850/3665] lr: 5.563e-06, eta: 7:34:48, time: 0.927, data_time: 0.009, memory: 25302, interm_loss_cls: 0.2614, interm_loss_bbox: 0.2045, interm_loss_iou: 0.4470, loss_cls: 0.2166, loss_bbox: 0.1683, loss_iou: 0.3866, d0.loss_cls: 0.2794, d0.loss_bbox: 0.1762, d0.loss_iou: 0.4000, d1.loss_cls: 0.2441, d1.loss_bbox: 0.1714, d1.loss_iou: 0.3905, d2.loss_cls: 0.2303, d2.loss_bbox: 0.1670, d2.loss_iou: 0.3840, d3.loss_cls: 0.2205, d3.loss_bbox: 0.1675, d3.loss_iou: 0.3858, d4.loss_cls: 0.2173, d4.loss_bbox: 0.1679, d4.loss_iou: 0.3864, dn_loss_cls: 0.0375, dn_loss_bbox: 0.2848, dn_loss_iou: 0.4166, d0.dn_loss_cls: 0.0734, d0.dn_loss_bbox: 0.3959, d0.dn_loss_iou: 0.5430, d1.dn_loss_cls: 0.0476, d1.dn_loss_bbox: 0.3071, d1.dn_loss_iou: 0.4413, d2.dn_loss_cls: 0.0404, d2.dn_loss_bbox: 0.2879, d2.dn_loss_iou: 0.4203, d3.dn_loss_cls: 0.0381, d3.dn_loss_bbox: 0.2852, d3.dn_loss_iou: 0.4170, d4.dn_loss_cls: 0.0374, d4.dn_loss_bbox: 0.2848, d4.dn_loss_iou: 0.4165, loss: 10.4476, grad_norm: 19.5733 2023-11-05 01:16:11,649 - mmdet - INFO - Epoch [5][900/3665] lr: 5.563e-06, eta: 7:33:58, time: 0.941, data_time: 0.010, memory: 25302, interm_loss_cls: 0.2645, interm_loss_bbox: 0.1991, interm_loss_iou: 0.4618, loss_cls: 0.2212, loss_bbox: 0.1640, loss_iou: 0.4015, d0.loss_cls: 0.2850, d0.loss_bbox: 0.1680, d0.loss_iou: 0.4108, d1.loss_cls: 0.2516, d1.loss_bbox: 0.1664, d1.loss_iou: 0.4045, d2.loss_cls: 0.2332, d2.loss_bbox: 0.1632, d2.loss_iou: 0.4010, d3.loss_cls: 0.2245, d3.loss_bbox: 0.1632, d3.loss_iou: 0.4015, d4.loss_cls: 0.2211, d4.loss_bbox: 0.1639, d4.loss_iou: 0.4015, dn_loss_cls: 0.0394, dn_loss_bbox: 0.2728, dn_loss_iou: 0.4165, d0.dn_loss_cls: 0.0741, d0.dn_loss_bbox: 0.3826, d0.dn_loss_iou: 0.5390, d1.dn_loss_cls: 0.0491, d1.dn_loss_bbox: 0.2949, d1.dn_loss_iou: 0.4400, d2.dn_loss_cls: 0.0424, d2.dn_loss_bbox: 0.2754, d2.dn_loss_iou: 0.4198, d3.dn_loss_cls: 0.0401, d3.dn_loss_bbox: 0.2730, d3.dn_loss_iou: 0.4169, d4.dn_loss_cls: 0.0394, d4.dn_loss_bbox: 0.2728, d4.dn_loss_iou: 0.4164, loss: 10.4764, grad_norm: 18.4113 2023-11-05 01:16:57,646 - mmdet - INFO - Epoch [5][950/3665] lr: 5.563e-06, eta: 7:33:07, time: 0.920, data_time: 0.010, memory: 25302, interm_loss_cls: 0.2619, interm_loss_bbox: 0.2004, interm_loss_iou: 0.4415, loss_cls: 0.2207, loss_bbox: 0.1610, loss_iou: 0.3794, d0.loss_cls: 0.2820, d0.loss_bbox: 0.1683, d0.loss_iou: 0.3916, d1.loss_cls: 0.2488, d1.loss_bbox: 0.1651, d1.loss_iou: 0.3844, d2.loss_cls: 0.2316, d2.loss_bbox: 0.1609, d2.loss_iou: 0.3800, d3.loss_cls: 0.2231, d3.loss_bbox: 0.1611, d3.loss_iou: 0.3805, d4.loss_cls: 0.2215, d4.loss_bbox: 0.1605, d4.loss_iou: 0.3796, dn_loss_cls: 0.0378, dn_loss_bbox: 0.2700, dn_loss_iou: 0.4065, d0.dn_loss_cls: 0.0716, d0.dn_loss_bbox: 0.3806, d0.dn_loss_iou: 0.5342, d1.dn_loss_cls: 0.0473, d1.dn_loss_bbox: 0.2922, d1.dn_loss_iou: 0.4315, d2.dn_loss_cls: 0.0409, d2.dn_loss_bbox: 0.2724, d2.dn_loss_iou: 0.4093, d3.dn_loss_cls: 0.0383, d3.dn_loss_bbox: 0.2702, d3.dn_loss_iou: 0.4069, d4.dn_loss_cls: 0.0377, d4.dn_loss_bbox: 0.2700, d4.dn_loss_iou: 0.4064, loss: 10.2278, grad_norm: 19.3175 2023-11-05 01:17:44,465 - mmdet - INFO - Epoch [5][1000/3665] lr: 5.563e-06, eta: 7:32:17, time: 0.936, data_time: 0.009, memory: 25302, interm_loss_cls: 0.2598, interm_loss_bbox: 0.2079, interm_loss_iou: 0.4566, loss_cls: 0.2181, loss_bbox: 0.1684, loss_iou: 0.3936, d0.loss_cls: 0.2790, d0.loss_bbox: 0.1746, d0.loss_iou: 0.4071, d1.loss_cls: 0.2444, d1.loss_bbox: 0.1716, d1.loss_iou: 0.3988, d2.loss_cls: 0.2291, d2.loss_bbox: 0.1674, d2.loss_iou: 0.3934, d3.loss_cls: 0.2214, d3.loss_bbox: 0.1671, d3.loss_iou: 0.3931, d4.loss_cls: 0.2186, d4.loss_bbox: 0.1680, d4.loss_iou: 0.3933, dn_loss_cls: 0.0390, dn_loss_bbox: 0.2856, dn_loss_iou: 0.4184, d0.dn_loss_cls: 0.0737, d0.dn_loss_bbox: 0.3920, d0.dn_loss_iou: 0.5403, d1.dn_loss_cls: 0.0485, d1.dn_loss_bbox: 0.3060, d1.dn_loss_iou: 0.4417, d2.dn_loss_cls: 0.0422, d2.dn_loss_bbox: 0.2879, d2.dn_loss_iou: 0.4214, d3.dn_loss_cls: 0.0397, d3.dn_loss_bbox: 0.2858, d3.dn_loss_iou: 0.4186, d4.dn_loss_cls: 0.0390, d4.dn_loss_bbox: 0.2856, d4.dn_loss_iou: 0.4182, loss: 10.5146, grad_norm: 20.4734 2023-11-05 01:18:32,278 - mmdet - INFO - Epoch [5][1050/3665] lr: 5.563e-06, eta: 7:31:29, time: 0.956, data_time: 0.009, memory: 25302, interm_loss_cls: 0.2543, interm_loss_bbox: 0.1969, interm_loss_iou: 0.4499, loss_cls: 0.2134, loss_bbox: 0.1593, loss_iou: 0.3894, d0.loss_cls: 0.2753, d0.loss_bbox: 0.1676, d0.loss_iou: 0.4036, d1.loss_cls: 0.2425, d1.loss_bbox: 0.1618, d1.loss_iou: 0.3928, d2.loss_cls: 0.2254, d2.loss_bbox: 0.1579, d2.loss_iou: 0.3872, d3.loss_cls: 0.2160, d3.loss_bbox: 0.1594, d3.loss_iou: 0.3886, d4.loss_cls: 0.2137, d4.loss_bbox: 0.1592, d4.loss_iou: 0.3895, dn_loss_cls: 0.0366, dn_loss_bbox: 0.2619, dn_loss_iou: 0.4069, d0.dn_loss_cls: 0.0719, d0.dn_loss_bbox: 0.3729, d0.dn_loss_iou: 0.5346, d1.dn_loss_cls: 0.0469, d1.dn_loss_bbox: 0.2845, d1.dn_loss_iou: 0.4323, d2.dn_loss_cls: 0.0398, d2.dn_loss_bbox: 0.2644, d2.dn_loss_iou: 0.4098, d3.dn_loss_cls: 0.0372, d3.dn_loss_bbox: 0.2621, d3.dn_loss_iou: 0.4072, d4.dn_loss_cls: 0.0365, d4.dn_loss_bbox: 0.2619, d4.dn_loss_iou: 0.4068, loss: 10.1777, grad_norm: 19.9979 2023-11-05 01:19:18,424 - mmdet - INFO - Epoch [5][1100/3665] lr: 5.563e-06, eta: 7:30:38, time: 0.923, data_time: 0.009, memory: 25302, interm_loss_cls: 0.2647, interm_loss_bbox: 0.2044, interm_loss_iou: 0.4540, loss_cls: 0.2217, loss_bbox: 0.1666, loss_iou: 0.3907, d0.loss_cls: 0.2848, d0.loss_bbox: 0.1722, d0.loss_iou: 0.4036, d1.loss_cls: 0.2510, d1.loss_bbox: 0.1683, d1.loss_iou: 0.3940, d2.loss_cls: 0.2341, d2.loss_bbox: 0.1649, d2.loss_iou: 0.3892, d3.loss_cls: 0.2248, d3.loss_bbox: 0.1658, d3.loss_iou: 0.3901, d4.loss_cls: 0.2217, d4.loss_bbox: 0.1664, d4.loss_iou: 0.3910, dn_loss_cls: 0.0390, dn_loss_bbox: 0.2814, dn_loss_iou: 0.4209, d0.dn_loss_cls: 0.0749, d0.dn_loss_bbox: 0.3893, d0.dn_loss_iou: 0.5439, d1.dn_loss_cls: 0.0494, d1.dn_loss_bbox: 0.3036, d1.dn_loss_iou: 0.4449, d2.dn_loss_cls: 0.0421, d2.dn_loss_bbox: 0.2841, d2.dn_loss_iou: 0.4241, d3.dn_loss_cls: 0.0396, d3.dn_loss_bbox: 0.2816, d3.dn_loss_iou: 0.4212, d4.dn_loss_cls: 0.0388, d4.dn_loss_bbox: 0.2814, d4.dn_loss_iou: 0.4207, loss: 10.5051, grad_norm: 19.4645 2023-11-05 01:20:06,493 - mmdet - INFO - Epoch [5][1150/3665] lr: 5.563e-06, eta: 7:29:50, time: 0.961, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2594, interm_loss_bbox: 0.1993, interm_loss_iou: 0.4552, loss_cls: 0.2192, loss_bbox: 0.1620, loss_iou: 0.3933, d0.loss_cls: 0.2807, d0.loss_bbox: 0.1685, d0.loss_iou: 0.4067, d1.loss_cls: 0.2497, d1.loss_bbox: 0.1643, d1.loss_iou: 0.3960, d2.loss_cls: 0.2311, d2.loss_bbox: 0.1606, d2.loss_iou: 0.3920, d3.loss_cls: 0.2217, d3.loss_bbox: 0.1618, d3.loss_iou: 0.3931, d4.loss_cls: 0.2192, d4.loss_bbox: 0.1616, d4.loss_iou: 0.3935, dn_loss_cls: 0.0374, dn_loss_bbox: 0.2738, dn_loss_iou: 0.4136, d0.dn_loss_cls: 0.0718, d0.dn_loss_bbox: 0.3844, d0.dn_loss_iou: 0.5381, d1.dn_loss_cls: 0.0466, d1.dn_loss_bbox: 0.2959, d1.dn_loss_iou: 0.4380, d2.dn_loss_cls: 0.0400, d2.dn_loss_bbox: 0.2766, d2.dn_loss_iou: 0.4168, d3.dn_loss_cls: 0.0375, d3.dn_loss_bbox: 0.2743, d3.dn_loss_iou: 0.4141, d4.dn_loss_cls: 0.0371, d4.dn_loss_bbox: 0.2739, d4.dn_loss_iou: 0.4134, loss: 10.3722, grad_norm: 18.1805 2023-11-05 01:20:54,035 - mmdet - INFO - Epoch [5][1200/3665] lr: 5.563e-06, eta: 7:29:01, time: 0.951, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2543, interm_loss_bbox: 0.2045, interm_loss_iou: 0.4495, loss_cls: 0.2169, loss_bbox: 0.1615, loss_iou: 0.3818, d0.loss_cls: 0.2743, d0.loss_bbox: 0.1711, d0.loss_iou: 0.3968, d1.loss_cls: 0.2434, d1.loss_bbox: 0.1663, d1.loss_iou: 0.3870, d2.loss_cls: 0.2264, d2.loss_bbox: 0.1620, d2.loss_iou: 0.3812, d3.loss_cls: 0.2187, d3.loss_bbox: 0.1617, d3.loss_iou: 0.3819, d4.loss_cls: 0.2158, d4.loss_bbox: 0.1619, d4.loss_iou: 0.3825, dn_loss_cls: 0.0367, dn_loss_bbox: 0.2738, dn_loss_iou: 0.4015, d0.dn_loss_cls: 0.0724, d0.dn_loss_bbox: 0.3898, d0.dn_loss_iou: 0.5278, d1.dn_loss_cls: 0.0470, d1.dn_loss_bbox: 0.2965, d1.dn_loss_iou: 0.4256, d2.dn_loss_cls: 0.0402, d2.dn_loss_bbox: 0.2766, d2.dn_loss_iou: 0.4047, d3.dn_loss_cls: 0.0376, d3.dn_loss_bbox: 0.2741, d3.dn_loss_iou: 0.4018, d4.dn_loss_cls: 0.0366, d4.dn_loss_bbox: 0.2738, d4.dn_loss_iou: 0.4014, loss: 10.2171, grad_norm: 20.5815 2023-11-05 01:21:40,972 - mmdet - INFO - Epoch [5][1250/3665] lr: 5.563e-06, eta: 7:28:12, time: 0.939, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2523, interm_loss_bbox: 0.1997, interm_loss_iou: 0.4492, loss_cls: 0.2127, loss_bbox: 0.1576, loss_iou: 0.3855, d0.loss_cls: 0.2767, d0.loss_bbox: 0.1655, d0.loss_iou: 0.3981, d1.loss_cls: 0.2443, d1.loss_bbox: 0.1594, d1.loss_iou: 0.3899, d2.loss_cls: 0.2259, d2.loss_bbox: 0.1578, d2.loss_iou: 0.3848, d3.loss_cls: 0.2173, d3.loss_bbox: 0.1571, d3.loss_iou: 0.3845, d4.loss_cls: 0.2129, d4.loss_bbox: 0.1583, d4.loss_iou: 0.3853, dn_loss_cls: 0.0372, dn_loss_bbox: 0.2682, dn_loss_iou: 0.4091, d0.dn_loss_cls: 0.0722, d0.dn_loss_bbox: 0.3789, d0.dn_loss_iou: 0.5355, d1.dn_loss_cls: 0.0469, d1.dn_loss_bbox: 0.2909, d1.dn_loss_iou: 0.4349, d2.dn_loss_cls: 0.0403, d2.dn_loss_bbox: 0.2710, d2.dn_loss_iou: 0.4124, d3.dn_loss_cls: 0.0379, d3.dn_loss_bbox: 0.2686, d3.dn_loss_iou: 0.4095, d4.dn_loss_cls: 0.0371, d4.dn_loss_bbox: 0.2682, d4.dn_loss_iou: 0.4090, loss: 10.2028, grad_norm: 21.0085 2023-11-05 01:22:28,128 - mmdet - INFO - Epoch [5][1300/3665] lr: 5.563e-06, eta: 7:27:23, time: 0.943, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2592, interm_loss_bbox: 0.2066, interm_loss_iou: 0.4641, loss_cls: 0.2183, loss_bbox: 0.1645, loss_iou: 0.3968, d0.loss_cls: 0.2778, d0.loss_bbox: 0.1751, d0.loss_iou: 0.4141, d1.loss_cls: 0.2476, d1.loss_bbox: 0.1678, d1.loss_iou: 0.4022, d2.loss_cls: 0.2288, d2.loss_bbox: 0.1654, d2.loss_iou: 0.3981, d3.loss_cls: 0.2207, d3.loss_bbox: 0.1649, d3.loss_iou: 0.3973, d4.loss_cls: 0.2183, d4.loss_bbox: 0.1647, d4.loss_iou: 0.3975, dn_loss_cls: 0.0375, dn_loss_bbox: 0.2829, dn_loss_iou: 0.4162, d0.dn_loss_cls: 0.0718, d0.dn_loss_bbox: 0.3876, d0.dn_loss_iou: 0.5363, d1.dn_loss_cls: 0.0472, d1.dn_loss_bbox: 0.3025, d1.dn_loss_iou: 0.4397, d2.dn_loss_cls: 0.0403, d2.dn_loss_bbox: 0.2854, d2.dn_loss_iou: 0.4196, d3.dn_loss_cls: 0.0379, d3.dn_loss_bbox: 0.2831, d3.dn_loss_iou: 0.4166, d4.dn_loss_cls: 0.0373, d4.dn_loss_bbox: 0.2829, d4.dn_loss_iou: 0.4161, loss: 10.4906, grad_norm: 19.0168 2023-11-05 01:23:15,174 - mmdet - INFO - Epoch [5][1350/3665] lr: 5.563e-06, eta: 7:26:33, time: 0.941, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2600, interm_loss_bbox: 0.2028, interm_loss_iou: 0.4551, loss_cls: 0.2198, loss_bbox: 0.1656, loss_iou: 0.3949, d0.loss_cls: 0.2826, d0.loss_bbox: 0.1709, d0.loss_iou: 0.4056, d1.loss_cls: 0.2471, d1.loss_bbox: 0.1689, d1.loss_iou: 0.3997, d2.loss_cls: 0.2310, d2.loss_bbox: 0.1658, d2.loss_iou: 0.3944, d3.loss_cls: 0.2229, d3.loss_bbox: 0.1659, d3.loss_iou: 0.3950, d4.loss_cls: 0.2200, d4.loss_bbox: 0.1655, d4.loss_iou: 0.3950, dn_loss_cls: 0.0373, dn_loss_bbox: 0.2722, dn_loss_iou: 0.4223, d0.dn_loss_cls: 0.0717, d0.dn_loss_bbox: 0.3793, d0.dn_loss_iou: 0.5447, d1.dn_loss_cls: 0.0474, d1.dn_loss_bbox: 0.2939, d1.dn_loss_iou: 0.4467, d2.dn_loss_cls: 0.0406, d2.dn_loss_bbox: 0.2746, d2.dn_loss_iou: 0.4253, d3.dn_loss_cls: 0.0382, d3.dn_loss_bbox: 0.2725, d3.dn_loss_iou: 0.4227, d4.dn_loss_cls: 0.0373, d4.dn_loss_bbox: 0.2722, d4.dn_loss_iou: 0.4222, loss: 10.4498, grad_norm: 17.7288 2023-11-05 01:24:02,396 - mmdet - INFO - Epoch [5][1400/3665] lr: 5.563e-06, eta: 7:25:44, time: 0.945, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2579, interm_loss_bbox: 0.1973, interm_loss_iou: 0.4515, loss_cls: 0.2142, loss_bbox: 0.1634, loss_iou: 0.3950, d0.loss_cls: 0.2771, d0.loss_bbox: 0.1678, d0.loss_iou: 0.4045, d1.loss_cls: 0.2434, d1.loss_bbox: 0.1647, d1.loss_iou: 0.3979, d2.loss_cls: 0.2251, d2.loss_bbox: 0.1624, d2.loss_iou: 0.3942, d3.loss_cls: 0.2169, d3.loss_bbox: 0.1633, d3.loss_iou: 0.3947, d4.loss_cls: 0.2143, d4.loss_bbox: 0.1637, d4.loss_iou: 0.3953, dn_loss_cls: 0.0371, dn_loss_bbox: 0.2677, dn_loss_iou: 0.4163, d0.dn_loss_cls: 0.0709, d0.dn_loss_bbox: 0.3782, d0.dn_loss_iou: 0.5377, d1.dn_loss_cls: 0.0461, d1.dn_loss_bbox: 0.2887, d1.dn_loss_iou: 0.4398, d2.dn_loss_cls: 0.0396, d2.dn_loss_bbox: 0.2704, d2.dn_loss_iou: 0.4195, d3.dn_loss_cls: 0.0375, d3.dn_loss_bbox: 0.2681, d3.dn_loss_iou: 0.4167, d4.dn_loss_cls: 0.0369, d4.dn_loss_bbox: 0.2677, d4.dn_loss_iou: 0.4162, loss: 10.3198, grad_norm: 18.2502 2023-11-05 01:24:49,500 - mmdet - INFO - Epoch [5][1450/3665] lr: 5.563e-06, eta: 7:24:55, time: 0.942, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2544, interm_loss_bbox: 0.1969, interm_loss_iou: 0.4372, loss_cls: 0.2119, loss_bbox: 0.1622, loss_iou: 0.3793, d0.loss_cls: 0.2742, d0.loss_bbox: 0.1662, d0.loss_iou: 0.3899, d1.loss_cls: 0.2400, d1.loss_bbox: 0.1650, d1.loss_iou: 0.3843, d2.loss_cls: 0.2239, d2.loss_bbox: 0.1602, d2.loss_iou: 0.3771, d3.loss_cls: 0.2154, d3.loss_bbox: 0.1612, d3.loss_iou: 0.3782, d4.loss_cls: 0.2121, d4.loss_bbox: 0.1622, d4.loss_iou: 0.3794, dn_loss_cls: 0.0370, dn_loss_bbox: 0.2709, dn_loss_iou: 0.4110, d0.dn_loss_cls: 0.0715, d0.dn_loss_bbox: 0.3772, d0.dn_loss_iou: 0.5326, d1.dn_loss_cls: 0.0469, d1.dn_loss_bbox: 0.2924, d1.dn_loss_iou: 0.4349, d2.dn_loss_cls: 0.0402, d2.dn_loss_bbox: 0.2736, d2.dn_loss_iou: 0.4142, d3.dn_loss_cls: 0.0377, d3.dn_loss_bbox: 0.2711, d3.dn_loss_iou: 0.4114, d4.dn_loss_cls: 0.0369, d4.dn_loss_bbox: 0.2709, d4.dn_loss_iou: 0.4109, loss: 10.1726, grad_norm: 20.0508 2023-11-05 01:25:36,650 - mmdet - INFO - Epoch [5][1500/3665] lr: 5.563e-06, eta: 7:24:06, time: 0.943, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2520, interm_loss_bbox: 0.1962, interm_loss_iou: 0.4467, loss_cls: 0.2114, loss_bbox: 0.1589, loss_iou: 0.3872, d0.loss_cls: 0.2695, d0.loss_bbox: 0.1659, d0.loss_iou: 0.4000, d1.loss_cls: 0.2383, d1.loss_bbox: 0.1617, d1.loss_iou: 0.3921, d2.loss_cls: 0.2219, d2.loss_bbox: 0.1584, d2.loss_iou: 0.3878, d3.loss_cls: 0.2145, d3.loss_bbox: 0.1583, d3.loss_iou: 0.3869, d4.loss_cls: 0.2110, d4.loss_bbox: 0.1592, d4.loss_iou: 0.3881, dn_loss_cls: 0.0360, dn_loss_bbox: 0.2649, dn_loss_iou: 0.4085, d0.dn_loss_cls: 0.0698, d0.dn_loss_bbox: 0.3746, d0.dn_loss_iou: 0.5327, d1.dn_loss_cls: 0.0456, d1.dn_loss_bbox: 0.2871, d1.dn_loss_iou: 0.4330, d2.dn_loss_cls: 0.0391, d2.dn_loss_bbox: 0.2678, d2.dn_loss_iou: 0.4123, d3.dn_loss_cls: 0.0366, d3.dn_loss_bbox: 0.2652, d3.dn_loss_iou: 0.4091, d4.dn_loss_cls: 0.0359, d4.dn_loss_bbox: 0.2649, d4.dn_loss_iou: 0.4084, loss: 10.1573, grad_norm: 19.3962 2023-11-05 01:26:23,365 - mmdet - INFO - Epoch [5][1550/3665] lr: 5.563e-06, eta: 7:23:16, time: 0.934, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2515, interm_loss_bbox: 0.2027, interm_loss_iou: 0.4527, loss_cls: 0.2098, loss_bbox: 0.1640, loss_iou: 0.3915, d0.loss_cls: 0.2707, d0.loss_bbox: 0.1687, d0.loss_iou: 0.4019, d1.loss_cls: 0.2345, d1.loss_bbox: 0.1677, d1.loss_iou: 0.3962, d2.loss_cls: 0.2202, d2.loss_bbox: 0.1628, d2.loss_iou: 0.3913, d3.loss_cls: 0.2125, d3.loss_bbox: 0.1626, d3.loss_iou: 0.3901, d4.loss_cls: 0.2100, d4.loss_bbox: 0.1638, d4.loss_iou: 0.3907, dn_loss_cls: 0.0366, dn_loss_bbox: 0.2776, dn_loss_iou: 0.4182, d0.dn_loss_cls: 0.0699, d0.dn_loss_bbox: 0.3874, d0.dn_loss_iou: 0.5398, d1.dn_loss_cls: 0.0460, d1.dn_loss_bbox: 0.3002, d1.dn_loss_iou: 0.4421, d2.dn_loss_cls: 0.0396, d2.dn_loss_bbox: 0.2804, d2.dn_loss_iou: 0.4215, d3.dn_loss_cls: 0.0373, d3.dn_loss_bbox: 0.2779, d3.dn_loss_iou: 0.4186, d4.dn_loss_cls: 0.0366, d4.dn_loss_bbox: 0.2776, d4.dn_loss_iou: 0.4181, loss: 10.3412, grad_norm: 20.3298 2023-11-05 01:27:10,007 - mmdet - INFO - Epoch [5][1600/3665] lr: 5.563e-06, eta: 7:22:26, time: 0.933, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2563, interm_loss_bbox: 0.1975, interm_loss_iou: 0.4586, loss_cls: 0.2157, loss_bbox: 0.1639, loss_iou: 0.3996, d0.loss_cls: 0.2759, d0.loss_bbox: 0.1704, d0.loss_iou: 0.4112, d1.loss_cls: 0.2441, d1.loss_bbox: 0.1661, d1.loss_iou: 0.4027, d2.loss_cls: 0.2263, d2.loss_bbox: 0.1623, d2.loss_iou: 0.3982, d3.loss_cls: 0.2196, d3.loss_bbox: 0.1626, d3.loss_iou: 0.3986, d4.loss_cls: 0.2156, d4.loss_bbox: 0.1640, d4.loss_iou: 0.3996, dn_loss_cls: 0.0370, dn_loss_bbox: 0.2707, dn_loss_iou: 0.4208, d0.dn_loss_cls: 0.0715, d0.dn_loss_bbox: 0.3757, d0.dn_loss_iou: 0.5453, d1.dn_loss_cls: 0.0467, d1.dn_loss_bbox: 0.2911, d1.dn_loss_iou: 0.4450, d2.dn_loss_cls: 0.0398, d2.dn_loss_bbox: 0.2732, d2.dn_loss_iou: 0.4240, d3.dn_loss_cls: 0.0374, d3.dn_loss_bbox: 0.2710, d3.dn_loss_iou: 0.4213, d4.dn_loss_cls: 0.0368, d4.dn_loss_bbox: 0.2706, d4.dn_loss_iou: 0.4206, loss: 10.4071, grad_norm: 20.7310 2023-11-05 01:27:57,646 - mmdet - INFO - Epoch [5][1650/3665] lr: 5.563e-06, eta: 7:21:37, time: 0.953, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2524, interm_loss_bbox: 0.1995, interm_loss_iou: 0.4408, loss_cls: 0.2095, loss_bbox: 0.1618, loss_iou: 0.3806, d0.loss_cls: 0.2692, d0.loss_bbox: 0.1694, d0.loss_iou: 0.3925, d1.loss_cls: 0.2412, d1.loss_bbox: 0.1640, d1.loss_iou: 0.3830, d2.loss_cls: 0.2233, d2.loss_bbox: 0.1597, d2.loss_iou: 0.3787, d3.loss_cls: 0.2129, d3.loss_bbox: 0.1608, d3.loss_iou: 0.3799, d4.loss_cls: 0.2097, d4.loss_bbox: 0.1619, d4.loss_iou: 0.3806, dn_loss_cls: 0.0360, dn_loss_bbox: 0.2706, dn_loss_iou: 0.4086, d0.dn_loss_cls: 0.0712, d0.dn_loss_bbox: 0.3826, d0.dn_loss_iou: 0.5337, d1.dn_loss_cls: 0.0460, d1.dn_loss_bbox: 0.2942, d1.dn_loss_iou: 0.4335, d2.dn_loss_cls: 0.0390, d2.dn_loss_bbox: 0.2735, d2.dn_loss_iou: 0.4116, d3.dn_loss_cls: 0.0365, d3.dn_loss_bbox: 0.2709, d3.dn_loss_iou: 0.4090, d4.dn_loss_cls: 0.0359, d4.dn_loss_bbox: 0.2706, d4.dn_loss_iou: 0.4085, loss: 10.1634, grad_norm: 19.2264 2023-11-05 01:28:43,804 - mmdet - INFO - Epoch [5][1700/3665] lr: 5.563e-06, eta: 7:20:47, time: 0.923, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2540, interm_loss_bbox: 0.1993, interm_loss_iou: 0.4485, loss_cls: 0.2161, loss_bbox: 0.1611, loss_iou: 0.3855, d0.loss_cls: 0.2738, d0.loss_bbox: 0.1675, d0.loss_iou: 0.3982, d1.loss_cls: 0.2442, d1.loss_bbox: 0.1634, d1.loss_iou: 0.3898, d2.loss_cls: 0.2268, d2.loss_bbox: 0.1607, d2.loss_iou: 0.3843, d3.loss_cls: 0.2177, d3.loss_bbox: 0.1610, d3.loss_iou: 0.3850, d4.loss_cls: 0.2155, d4.loss_bbox: 0.1610, d4.loss_iou: 0.3860, dn_loss_cls: 0.0379, dn_loss_bbox: 0.2764, dn_loss_iou: 0.4189, d0.dn_loss_cls: 0.0702, d0.dn_loss_bbox: 0.3835, d0.dn_loss_iou: 0.5428, d1.dn_loss_cls: 0.0465, d1.dn_loss_bbox: 0.2990, d1.dn_loss_iou: 0.4431, d2.dn_loss_cls: 0.0401, d2.dn_loss_bbox: 0.2790, d2.dn_loss_iou: 0.4218, d3.dn_loss_cls: 0.0381, d3.dn_loss_bbox: 0.2768, d3.dn_loss_iou: 0.4192, d4.dn_loss_cls: 0.0376, d4.dn_loss_bbox: 0.2764, d4.dn_loss_iou: 0.4187, loss: 10.3251, grad_norm: 21.1877 2023-11-05 01:29:30,922 - mmdet - INFO - Epoch [5][1750/3665] lr: 5.563e-06, eta: 7:19:58, time: 0.942, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2475, interm_loss_bbox: 0.1938, interm_loss_iou: 0.4446, loss_cls: 0.2083, loss_bbox: 0.1584, loss_iou: 0.3835, d0.loss_cls: 0.2654, d0.loss_bbox: 0.1646, d0.loss_iou: 0.3973, d1.loss_cls: 0.2362, d1.loss_bbox: 0.1614, d1.loss_iou: 0.3893, d2.loss_cls: 0.2204, d2.loss_bbox: 0.1577, d2.loss_iou: 0.3833, d3.loss_cls: 0.2107, d3.loss_bbox: 0.1584, d3.loss_iou: 0.3835, d4.loss_cls: 0.2075, d4.loss_bbox: 0.1590, d4.loss_iou: 0.3846, dn_loss_cls: 0.0377, dn_loss_bbox: 0.2694, dn_loss_iou: 0.4027, d0.dn_loss_cls: 0.0715, d0.dn_loss_bbox: 0.3818, d0.dn_loss_iou: 0.5270, d1.dn_loss_cls: 0.0473, d1.dn_loss_bbox: 0.2926, d1.dn_loss_iou: 0.4272, d2.dn_loss_cls: 0.0407, d2.dn_loss_bbox: 0.2725, d2.dn_loss_iou: 0.4062, d3.dn_loss_cls: 0.0382, d3.dn_loss_bbox: 0.2698, d3.dn_loss_iou: 0.4031, d4.dn_loss_cls: 0.0376, d4.dn_loss_bbox: 0.2695, d4.dn_loss_iou: 0.4026, loss: 10.1126, grad_norm: 20.2120 2023-11-05 01:30:18,106 - mmdet - INFO - Epoch [5][1800/3665] lr: 5.563e-06, eta: 7:19:09, time: 0.944, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2572, interm_loss_bbox: 0.1999, interm_loss_iou: 0.4610, loss_cls: 0.2141, loss_bbox: 0.1645, loss_iou: 0.3994, d0.loss_cls: 0.2747, d0.loss_bbox: 0.1692, d0.loss_iou: 0.4090, d1.loss_cls: 0.2432, d1.loss_bbox: 0.1664, d1.loss_iou: 0.4031, d2.loss_cls: 0.2266, d2.loss_bbox: 0.1628, d2.loss_iou: 0.3977, d3.loss_cls: 0.2178, d3.loss_bbox: 0.1642, d3.loss_iou: 0.3988, d4.loss_cls: 0.2142, d4.loss_bbox: 0.1651, d4.loss_iou: 0.3997, dn_loss_cls: 0.0375, dn_loss_bbox: 0.2751, dn_loss_iou: 0.4193, d0.dn_loss_cls: 0.0714, d0.dn_loss_bbox: 0.3840, d0.dn_loss_iou: 0.5431, d1.dn_loss_cls: 0.0469, d1.dn_loss_bbox: 0.2985, d1.dn_loss_iou: 0.4443, d2.dn_loss_cls: 0.0402, d2.dn_loss_bbox: 0.2778, d2.dn_loss_iou: 0.4228, d3.dn_loss_cls: 0.0378, d3.dn_loss_bbox: 0.2754, d3.dn_loss_iou: 0.4197, d4.dn_loss_cls: 0.0373, d4.dn_loss_bbox: 0.2751, d4.dn_loss_iou: 0.4192, loss: 10.4339, grad_norm: 20.6728 2023-11-05 01:31:05,135 - mmdet - INFO - Epoch [5][1850/3665] lr: 5.563e-06, eta: 7:18:19, time: 0.941, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2560, interm_loss_bbox: 0.1983, interm_loss_iou: 0.4418, loss_cls: 0.2138, loss_bbox: 0.1593, loss_iou: 0.3791, d0.loss_cls: 0.2755, d0.loss_bbox: 0.1658, d0.loss_iou: 0.3900, d1.loss_cls: 0.2445, d1.loss_bbox: 0.1616, d1.loss_iou: 0.3832, d2.loss_cls: 0.2265, d2.loss_bbox: 0.1581, d2.loss_iou: 0.3777, d3.loss_cls: 0.2170, d3.loss_bbox: 0.1584, d3.loss_iou: 0.3781, d4.loss_cls: 0.2134, d4.loss_bbox: 0.1592, d4.loss_iou: 0.3797, dn_loss_cls: 0.0358, dn_loss_bbox: 0.2691, dn_loss_iou: 0.3951, d0.dn_loss_cls: 0.0697, d0.dn_loss_bbox: 0.3861, d0.dn_loss_iou: 0.5239, d1.dn_loss_cls: 0.0453, d1.dn_loss_bbox: 0.2922, d1.dn_loss_iou: 0.4204, d2.dn_loss_cls: 0.0387, d2.dn_loss_bbox: 0.2720, d2.dn_loss_iou: 0.3987, d3.dn_loss_cls: 0.0362, d3.dn_loss_bbox: 0.2693, d3.dn_loss_iou: 0.3955, d4.dn_loss_cls: 0.0356, d4.dn_loss_bbox: 0.2691, d4.dn_loss_iou: 0.3950, loss: 10.0848, grad_norm: 20.7952 2023-11-05 01:31:53,474 - mmdet - INFO - Epoch [5][1900/3665] lr: 5.563e-06, eta: 7:17:32, time: 0.967, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2579, interm_loss_bbox: 0.2020, interm_loss_iou: 0.4424, loss_cls: 0.2181, loss_bbox: 0.1615, loss_iou: 0.3810, d0.loss_cls: 0.2776, d0.loss_bbox: 0.1685, d0.loss_iou: 0.3922, d1.loss_cls: 0.2480, d1.loss_bbox: 0.1643, d1.loss_iou: 0.3841, d2.loss_cls: 0.2316, d2.loss_bbox: 0.1598, d2.loss_iou: 0.3791, d3.loss_cls: 0.2213, d3.loss_bbox: 0.1605, d3.loss_iou: 0.3800, d4.loss_cls: 0.2170, d4.loss_bbox: 0.1622, d4.loss_iou: 0.3819, dn_loss_cls: 0.0358, dn_loss_bbox: 0.2703, dn_loss_iou: 0.4024, d0.dn_loss_cls: 0.0716, d0.dn_loss_bbox: 0.3818, d0.dn_loss_iou: 0.5249, d1.dn_loss_cls: 0.0456, d1.dn_loss_bbox: 0.2943, d1.dn_loss_iou: 0.4270, d2.dn_loss_cls: 0.0388, d2.dn_loss_bbox: 0.2734, d2.dn_loss_iou: 0.4056, d3.dn_loss_cls: 0.0364, d3.dn_loss_bbox: 0.2707, d3.dn_loss_iou: 0.4028, d4.dn_loss_cls: 0.0358, d4.dn_loss_bbox: 0.2703, d4.dn_loss_iou: 0.4023, loss: 10.1807, grad_norm: 17.6853 2023-11-05 01:32:40,521 - mmdet - INFO - Epoch [5][1950/3665] lr: 5.563e-06, eta: 7:16:43, time: 0.941, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2645, interm_loss_bbox: 0.2005, interm_loss_iou: 0.4574, loss_cls: 0.2213, loss_bbox: 0.1638, loss_iou: 0.3958, d0.loss_cls: 0.2819, d0.loss_bbox: 0.1680, d0.loss_iou: 0.4074, d1.loss_cls: 0.2502, d1.loss_bbox: 0.1657, d1.loss_iou: 0.4014, d2.loss_cls: 0.2319, d2.loss_bbox: 0.1633, d2.loss_iou: 0.3963, d3.loss_cls: 0.2246, d3.loss_bbox: 0.1627, d3.loss_iou: 0.3959, d4.loss_cls: 0.2216, d4.loss_bbox: 0.1634, d4.loss_iou: 0.3955, dn_loss_cls: 0.0390, dn_loss_bbox: 0.2765, dn_loss_iou: 0.4187, d0.dn_loss_cls: 0.0753, d0.dn_loss_bbox: 0.3867, d0.dn_loss_iou: 0.5429, d1.dn_loss_cls: 0.0493, d1.dn_loss_bbox: 0.2990, d1.dn_loss_iou: 0.4433, d2.dn_loss_cls: 0.0425, d2.dn_loss_bbox: 0.2793, d2.dn_loss_iou: 0.4219, d3.dn_loss_cls: 0.0400, d3.dn_loss_bbox: 0.2768, d3.dn_loss_iou: 0.4191, d4.dn_loss_cls: 0.0390, d4.dn_loss_bbox: 0.2765, d4.dn_loss_iou: 0.4186, loss: 10.4777, grad_norm: 18.1073 2023-11-05 01:33:27,480 - mmdet - INFO - Epoch [5][2000/3665] lr: 5.563e-06, eta: 7:15:54, time: 0.939, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2537, interm_loss_bbox: 0.1958, interm_loss_iou: 0.4501, loss_cls: 0.2129, loss_bbox: 0.1612, loss_iou: 0.3904, d0.loss_cls: 0.2736, d0.loss_bbox: 0.1654, d0.loss_iou: 0.3990, d1.loss_cls: 0.2407, d1.loss_bbox: 0.1630, d1.loss_iou: 0.3948, d2.loss_cls: 0.2238, d2.loss_bbox: 0.1599, d2.loss_iou: 0.3900, d3.loss_cls: 0.2153, d3.loss_bbox: 0.1612, d3.loss_iou: 0.3903, d4.loss_cls: 0.2124, d4.loss_bbox: 0.1615, d4.loss_iou: 0.3907, dn_loss_cls: 0.0376, dn_loss_bbox: 0.2665, dn_loss_iou: 0.4098, d0.dn_loss_cls: 0.0711, d0.dn_loss_bbox: 0.3750, d0.dn_loss_iou: 0.5323, d1.dn_loss_cls: 0.0463, d1.dn_loss_bbox: 0.2874, d1.dn_loss_iou: 0.4329, d2.dn_loss_cls: 0.0398, d2.dn_loss_bbox: 0.2692, d2.dn_loss_iou: 0.4128, d3.dn_loss_cls: 0.0378, d3.dn_loss_bbox: 0.2670, d3.dn_loss_iou: 0.4102, d4.dn_loss_cls: 0.0372, d4.dn_loss_bbox: 0.2665, d4.dn_loss_iou: 0.4096, loss: 10.2149, grad_norm: 20.8883 2023-11-05 01:34:14,575 - mmdet - INFO - Epoch [5][2050/3665] lr: 5.563e-06, eta: 7:15:04, time: 0.942, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2532, interm_loss_bbox: 0.1925, interm_loss_iou: 0.4335, loss_cls: 0.2119, loss_bbox: 0.1576, loss_iou: 0.3767, d0.loss_cls: 0.2704, d0.loss_bbox: 0.1629, d0.loss_iou: 0.3862, d1.loss_cls: 0.2370, d1.loss_bbox: 0.1611, d1.loss_iou: 0.3826, d2.loss_cls: 0.2223, d2.loss_bbox: 0.1566, d2.loss_iou: 0.3761, d3.loss_cls: 0.2139, d3.loss_bbox: 0.1569, d3.loss_iou: 0.3764, d4.loss_cls: 0.2121, d4.loss_bbox: 0.1568, d4.loss_iou: 0.3764, dn_loss_cls: 0.0353, dn_loss_bbox: 0.2695, dn_loss_iou: 0.4004, d0.dn_loss_cls: 0.0700, d0.dn_loss_bbox: 0.3795, d0.dn_loss_iou: 0.5238, d1.dn_loss_cls: 0.0451, d1.dn_loss_bbox: 0.2906, d1.dn_loss_iou: 0.4240, d2.dn_loss_cls: 0.0384, d2.dn_loss_bbox: 0.2716, d2.dn_loss_iou: 0.4032, d3.dn_loss_cls: 0.0361, d3.dn_loss_bbox: 0.2696, d3.dn_loss_iou: 0.4007, d4.dn_loss_cls: 0.0354, d4.dn_loss_bbox: 0.2695, d4.dn_loss_iou: 0.4003, loss: 10.0357, grad_norm: 18.5362 2023-11-05 01:35:01,131 - mmdet - INFO - Epoch [5][2100/3665] lr: 5.563e-06, eta: 7:14:14, time: 0.931, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2562, interm_loss_bbox: 0.1941, interm_loss_iou: 0.4405, loss_cls: 0.2140, loss_bbox: 0.1586, loss_iou: 0.3832, d0.loss_cls: 0.2759, d0.loss_bbox: 0.1633, d0.loss_iou: 0.3919, d1.loss_cls: 0.2425, d1.loss_bbox: 0.1610, d1.loss_iou: 0.3869, d2.loss_cls: 0.2248, d2.loss_bbox: 0.1577, d2.loss_iou: 0.3815, d3.loss_cls: 0.2173, d3.loss_bbox: 0.1583, d3.loss_iou: 0.3822, d4.loss_cls: 0.2137, d4.loss_bbox: 0.1591, d4.loss_iou: 0.3837, dn_loss_cls: 0.0381, dn_loss_bbox: 0.2714, dn_loss_iou: 0.4056, d0.dn_loss_cls: 0.0719, d0.dn_loss_bbox: 0.3840, d0.dn_loss_iou: 0.5303, d1.dn_loss_cls: 0.0477, d1.dn_loss_bbox: 0.2943, d1.dn_loss_iou: 0.4298, d2.dn_loss_cls: 0.0408, d2.dn_loss_bbox: 0.2744, d2.dn_loss_iou: 0.4090, d3.dn_loss_cls: 0.0384, d3.dn_loss_bbox: 0.2719, d3.dn_loss_iou: 0.4060, d4.dn_loss_cls: 0.0379, d4.dn_loss_bbox: 0.2714, d4.dn_loss_iou: 0.4055, loss: 10.1750, grad_norm: 17.6751 2023-11-05 01:35:48,301 - mmdet - INFO - Epoch [5][2150/3665] lr: 5.563e-06, eta: 7:13:25, time: 0.943, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2573, interm_loss_bbox: 0.2032, interm_loss_iou: 0.4484, loss_cls: 0.2174, loss_bbox: 0.1620, loss_iou: 0.3844, d0.loss_cls: 0.2778, d0.loss_bbox: 0.1680, d0.loss_iou: 0.3943, d1.loss_cls: 0.2445, d1.loss_bbox: 0.1650, d1.loss_iou: 0.3882, d2.loss_cls: 0.2289, d2.loss_bbox: 0.1610, d2.loss_iou: 0.3831, d3.loss_cls: 0.2200, d3.loss_bbox: 0.1620, d3.loss_iou: 0.3848, d4.loss_cls: 0.2174, d4.loss_bbox: 0.1619, d4.loss_iou: 0.3846, dn_loss_cls: 0.0374, dn_loss_bbox: 0.2921, dn_loss_iou: 0.4152, d0.dn_loss_cls: 0.0726, d0.dn_loss_bbox: 0.4024, d0.dn_loss_iou: 0.5400, d1.dn_loss_cls: 0.0475, d1.dn_loss_bbox: 0.3142, d1.dn_loss_iou: 0.4396, d2.dn_loss_cls: 0.0408, d2.dn_loss_bbox: 0.2947, d2.dn_loss_iou: 0.4184, d3.dn_loss_cls: 0.0381, d3.dn_loss_bbox: 0.2925, d3.dn_loss_iou: 0.4156, d4.dn_loss_cls: 0.0373, d4.dn_loss_bbox: 0.2921, d4.dn_loss_iou: 0.4151, loss: 10.4202, grad_norm: 20.1739 2023-11-05 01:36:35,111 - mmdet - INFO - Epoch [5][2200/3665] lr: 5.563e-06, eta: 7:12:36, time: 0.936, data_time: 0.010, memory: 25302, interm_loss_cls: 0.2626, interm_loss_bbox: 0.1997, interm_loss_iou: 0.4488, loss_cls: 0.2204, loss_bbox: 0.1624, loss_iou: 0.3868, d0.loss_cls: 0.2794, d0.loss_bbox: 0.1683, d0.loss_iou: 0.3987, d1.loss_cls: 0.2492, d1.loss_bbox: 0.1651, d1.loss_iou: 0.3898, d2.loss_cls: 0.2309, d2.loss_bbox: 0.1612, d2.loss_iou: 0.3858, d3.loss_cls: 0.2226, d3.loss_bbox: 0.1617, d3.loss_iou: 0.3869, d4.loss_cls: 0.2204, d4.loss_bbox: 0.1624, d4.loss_iou: 0.3874, dn_loss_cls: 0.0366, dn_loss_bbox: 0.2704, dn_loss_iou: 0.4076, d0.dn_loss_cls: 0.0703, d0.dn_loss_bbox: 0.3756, d0.dn_loss_iou: 0.5306, d1.dn_loss_cls: 0.0460, d1.dn_loss_bbox: 0.2918, d1.dn_loss_iou: 0.4316, d2.dn_loss_cls: 0.0392, d2.dn_loss_bbox: 0.2727, d2.dn_loss_iou: 0.4108, d3.dn_loss_cls: 0.0371, d3.dn_loss_bbox: 0.2706, d3.dn_loss_iou: 0.4080, d4.dn_loss_cls: 0.0365, d4.dn_loss_bbox: 0.2704, d4.dn_loss_iou: 0.4076, loss: 10.2641, grad_norm: 17.0992 2023-11-05 01:37:22,226 - mmdet - INFO - Epoch [5][2250/3665] lr: 5.563e-06, eta: 7:11:47, time: 0.942, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2531, interm_loss_bbox: 0.1946, interm_loss_iou: 0.4453, loss_cls: 0.2136, loss_bbox: 0.1605, loss_iou: 0.3864, d0.loss_cls: 0.2691, d0.loss_bbox: 0.1657, d0.loss_iou: 0.3971, d1.loss_cls: 0.2394, d1.loss_bbox: 0.1628, d1.loss_iou: 0.3897, d2.loss_cls: 0.2233, d2.loss_bbox: 0.1599, d2.loss_iou: 0.3860, d3.loss_cls: 0.2160, d3.loss_bbox: 0.1602, d3.loss_iou: 0.3859, d4.loss_cls: 0.2138, d4.loss_bbox: 0.1608, d4.loss_iou: 0.3867, dn_loss_cls: 0.0396, dn_loss_bbox: 0.2626, dn_loss_iou: 0.4151, d0.dn_loss_cls: 0.0722, d0.dn_loss_bbox: 0.3645, d0.dn_loss_iou: 0.5324, d1.dn_loss_cls: 0.0486, d1.dn_loss_bbox: 0.2826, d1.dn_loss_iou: 0.4378, d2.dn_loss_cls: 0.0421, d2.dn_loss_bbox: 0.2653, d2.dn_loss_iou: 0.4184, d3.dn_loss_cls: 0.0398, d3.dn_loss_bbox: 0.2630, d3.dn_loss_iou: 0.4155, d4.dn_loss_cls: 0.0393, d4.dn_loss_bbox: 0.2626, d4.dn_loss_iou: 0.4150, loss: 10.1863, grad_norm: 19.7949 2023-11-05 01:38:09,282 - mmdet - INFO - Epoch [5][2300/3665] lr: 5.563e-06, eta: 7:10:58, time: 0.941, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2588, interm_loss_bbox: 0.2004, interm_loss_iou: 0.4468, loss_cls: 0.2182, loss_bbox: 0.1592, loss_iou: 0.3826, d0.loss_cls: 0.2761, d0.loss_bbox: 0.1681, d0.loss_iou: 0.3962, d1.loss_cls: 0.2460, d1.loss_bbox: 0.1629, d1.loss_iou: 0.3866, d2.loss_cls: 0.2311, d2.loss_bbox: 0.1588, d2.loss_iou: 0.3813, d3.loss_cls: 0.2208, d3.loss_bbox: 0.1596, d3.loss_iou: 0.3824, d4.loss_cls: 0.2178, d4.loss_bbox: 0.1595, d4.loss_iou: 0.3829, dn_loss_cls: 0.0357, dn_loss_bbox: 0.2764, dn_loss_iou: 0.4066, d0.dn_loss_cls: 0.0697, d0.dn_loss_bbox: 0.3917, d0.dn_loss_iou: 0.5335, d1.dn_loss_cls: 0.0450, d1.dn_loss_bbox: 0.3005, d1.dn_loss_iou: 0.4312, d2.dn_loss_cls: 0.0385, d2.dn_loss_bbox: 0.2795, d2.dn_loss_iou: 0.4098, d3.dn_loss_cls: 0.0359, d3.dn_loss_bbox: 0.2767, d3.dn_loss_iou: 0.4070, d4.dn_loss_cls: 0.0353, d4.dn_loss_bbox: 0.2764, d4.dn_loss_iou: 0.4065, loss: 10.2519, grad_norm: 19.2211 2023-11-05 01:38:55,567 - mmdet - INFO - Epoch [5][2350/3665] lr: 5.563e-06, eta: 7:10:07, time: 0.926, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2554, interm_loss_bbox: 0.1969, interm_loss_iou: 0.4424, loss_cls: 0.2131, loss_bbox: 0.1622, loss_iou: 0.3854, d0.loss_cls: 0.2737, d0.loss_bbox: 0.1667, d0.loss_iou: 0.3949, d1.loss_cls: 0.2422, d1.loss_bbox: 0.1648, d1.loss_iou: 0.3895, d2.loss_cls: 0.2248, d2.loss_bbox: 0.1612, d2.loss_iou: 0.3847, d3.loss_cls: 0.2167, d3.loss_bbox: 0.1620, d3.loss_iou: 0.3848, d4.loss_cls: 0.2136, d4.loss_bbox: 0.1620, d4.loss_iou: 0.3857, dn_loss_cls: 0.0363, dn_loss_bbox: 0.2634, dn_loss_iou: 0.4077, d0.dn_loss_cls: 0.0706, d0.dn_loss_bbox: 0.3757, d0.dn_loss_iou: 0.5310, d1.dn_loss_cls: 0.0458, d1.dn_loss_bbox: 0.2857, d1.dn_loss_iou: 0.4322, d2.dn_loss_cls: 0.0393, d2.dn_loss_bbox: 0.2661, d2.dn_loss_iou: 0.4113, d3.dn_loss_cls: 0.0371, d3.dn_loss_bbox: 0.2638, d3.dn_loss_iou: 0.4082, d4.dn_loss_cls: 0.0363, d4.dn_loss_bbox: 0.2634, d4.dn_loss_iou: 0.4076, loss: 10.1639, grad_norm: 18.0070 2023-11-05 01:39:44,255 - mmdet - INFO - Epoch [5][2400/3665] lr: 5.563e-06, eta: 7:09:21, time: 0.974, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2579, interm_loss_bbox: 0.2031, interm_loss_iou: 0.4416, loss_cls: 0.2187, loss_bbox: 0.1630, loss_iou: 0.3810, d0.loss_cls: 0.2762, d0.loss_bbox: 0.1703, d0.loss_iou: 0.3916, d1.loss_cls: 0.2431, d1.loss_bbox: 0.1673, d1.loss_iou: 0.3858, d2.loss_cls: 0.2278, d2.loss_bbox: 0.1638, d2.loss_iou: 0.3803, d3.loss_cls: 0.2201, d3.loss_bbox: 0.1643, d3.loss_iou: 0.3813, d4.loss_cls: 0.2180, d4.loss_bbox: 0.1639, d4.loss_iou: 0.3812, dn_loss_cls: 0.0361, dn_loss_bbox: 0.2867, dn_loss_iou: 0.4036, d0.dn_loss_cls: 0.0708, d0.dn_loss_bbox: 0.4017, d0.dn_loss_iou: 0.5243, d1.dn_loss_cls: 0.0460, d1.dn_loss_bbox: 0.3116, d1.dn_loss_iou: 0.4273, d2.dn_loss_cls: 0.0391, d2.dn_loss_bbox: 0.2899, d2.dn_loss_iou: 0.4069, d3.dn_loss_cls: 0.0367, d3.dn_loss_bbox: 0.2869, d3.dn_loss_iou: 0.4039, d4.dn_loss_cls: 0.0361, d4.dn_loss_bbox: 0.2867, d4.dn_loss_iou: 0.4035, loss: 10.2981, grad_norm: 18.5120 2023-11-05 01:40:31,326 - mmdet - INFO - Epoch [5][2450/3665] lr: 5.563e-06, eta: 7:08:32, time: 0.941, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2580, interm_loss_bbox: 0.1989, interm_loss_iou: 0.4404, loss_cls: 0.2149, loss_bbox: 0.1622, loss_iou: 0.3803, d0.loss_cls: 0.2774, d0.loss_bbox: 0.1684, d0.loss_iou: 0.3914, d1.loss_cls: 0.2454, d1.loss_bbox: 0.1634, d1.loss_iou: 0.3836, d2.loss_cls: 0.2277, d2.loss_bbox: 0.1609, d2.loss_iou: 0.3793, d3.loss_cls: 0.2186, d3.loss_bbox: 0.1621, d3.loss_iou: 0.3804, d4.loss_cls: 0.2156, d4.loss_bbox: 0.1620, d4.loss_iou: 0.3803, dn_loss_cls: 0.0366, dn_loss_bbox: 0.2769, dn_loss_iou: 0.4072, d0.dn_loss_cls: 0.0713, d0.dn_loss_bbox: 0.3940, d0.dn_loss_iou: 0.5340, d1.dn_loss_cls: 0.0464, d1.dn_loss_bbox: 0.3007, d1.dn_loss_iou: 0.4332, d2.dn_loss_cls: 0.0393, d2.dn_loss_bbox: 0.2797, d2.dn_loss_iou: 0.4107, d3.dn_loss_cls: 0.0372, d3.dn_loss_bbox: 0.2772, d3.dn_loss_iou: 0.4077, d4.dn_loss_cls: 0.0366, d4.dn_loss_bbox: 0.2769, d4.dn_loss_iou: 0.4071, loss: 10.2438, grad_norm: 19.4121 2023-11-05 01:41:18,747 - mmdet - INFO - Epoch [5][2500/3665] lr: 5.563e-06, eta: 7:07:43, time: 0.948, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2609, interm_loss_bbox: 0.1985, interm_loss_iou: 0.4465, loss_cls: 0.2200, loss_bbox: 0.1626, loss_iou: 0.3848, d0.loss_cls: 0.2785, d0.loss_bbox: 0.1692, d0.loss_iou: 0.3978, d1.loss_cls: 0.2487, d1.loss_bbox: 0.1651, d1.loss_iou: 0.3897, d2.loss_cls: 0.2313, d2.loss_bbox: 0.1618, d2.loss_iou: 0.3839, d3.loss_cls: 0.2227, d3.loss_bbox: 0.1616, d3.loss_iou: 0.3847, d4.loss_cls: 0.2200, d4.loss_bbox: 0.1624, d4.loss_iou: 0.3852, dn_loss_cls: 0.0369, dn_loss_bbox: 0.2721, dn_loss_iou: 0.4052, d0.dn_loss_cls: 0.0711, d0.dn_loss_bbox: 0.3810, d0.dn_loss_iou: 0.5286, d1.dn_loss_cls: 0.0466, d1.dn_loss_bbox: 0.2942, d1.dn_loss_iou: 0.4295, d2.dn_loss_cls: 0.0394, d2.dn_loss_bbox: 0.2745, d2.dn_loss_iou: 0.4082, d3.dn_loss_cls: 0.0372, d3.dn_loss_bbox: 0.2722, d3.dn_loss_iou: 0.4054, d4.dn_loss_cls: 0.0367, d4.dn_loss_bbox: 0.2721, d4.dn_loss_iou: 0.4051, loss: 10.2518, grad_norm: 20.8107 2023-11-05 01:42:05,359 - mmdet - INFO - Epoch [5][2550/3665] lr: 5.563e-06, eta: 7:06:54, time: 0.932, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2485, interm_loss_bbox: 0.2013, interm_loss_iou: 0.4447, loss_cls: 0.2079, loss_bbox: 0.1629, loss_iou: 0.3847, d0.loss_cls: 0.2688, d0.loss_bbox: 0.1677, d0.loss_iou: 0.3951, d1.loss_cls: 0.2370, d1.loss_bbox: 0.1649, d1.loss_iou: 0.3888, d2.loss_cls: 0.2194, d2.loss_bbox: 0.1625, d2.loss_iou: 0.3847, d3.loss_cls: 0.2118, d3.loss_bbox: 0.1623, d3.loss_iou: 0.3839, d4.loss_cls: 0.2085, d4.loss_bbox: 0.1629, d4.loss_iou: 0.3847, dn_loss_cls: 0.0354, dn_loss_bbox: 0.2779, dn_loss_iou: 0.4049, d0.dn_loss_cls: 0.0699, d0.dn_loss_bbox: 0.3889, d0.dn_loss_iou: 0.5273, d1.dn_loss_cls: 0.0457, d1.dn_loss_bbox: 0.3005, d1.dn_loss_iou: 0.4294, d2.dn_loss_cls: 0.0387, d2.dn_loss_bbox: 0.2804, d2.dn_loss_iou: 0.4081, d3.dn_loss_cls: 0.0361, d3.dn_loss_bbox: 0.2782, d3.dn_loss_iou: 0.4052, d4.dn_loss_cls: 0.0354, d4.dn_loss_bbox: 0.2779, d4.dn_loss_iou: 0.4048, loss: 10.1977, grad_norm: 20.0314 2023-11-05 01:42:51,729 - mmdet - INFO - Epoch [5][2600/3665] lr: 5.563e-06, eta: 7:06:03, time: 0.927, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2502, interm_loss_bbox: 0.1961, interm_loss_iou: 0.4418, loss_cls: 0.2057, loss_bbox: 0.1651, loss_iou: 0.3880, d0.loss_cls: 0.2674, d0.loss_bbox: 0.1661, d0.loss_iou: 0.3950, d1.loss_cls: 0.2334, d1.loss_bbox: 0.1649, d1.loss_iou: 0.3893, d2.loss_cls: 0.2163, d2.loss_bbox: 0.1634, d2.loss_iou: 0.3862, d3.loss_cls: 0.2074, d3.loss_bbox: 0.1649, d3.loss_iou: 0.3879, d4.loss_cls: 0.2059, d4.loss_bbox: 0.1649, d4.loss_iou: 0.3878, dn_loss_cls: 0.0364, dn_loss_bbox: 0.2635, dn_loss_iou: 0.4070, d0.dn_loss_cls: 0.0711, d0.dn_loss_bbox: 0.3742, d0.dn_loss_iou: 0.5334, d1.dn_loss_cls: 0.0463, d1.dn_loss_bbox: 0.2851, d1.dn_loss_iou: 0.4314, d2.dn_loss_cls: 0.0395, d2.dn_loss_bbox: 0.2661, d2.dn_loss_iou: 0.4099, d3.dn_loss_cls: 0.0369, d3.dn_loss_bbox: 0.2638, d3.dn_loss_iou: 0.4072, d4.dn_loss_cls: 0.0361, d4.dn_loss_bbox: 0.2634, d4.dn_loss_iou: 0.4068, loss: 10.1257, grad_norm: 18.8111 2023-11-05 01:43:38,867 - mmdet - INFO - Epoch [5][2650/3665] lr: 5.563e-06, eta: 7:05:15, time: 0.943, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2506, interm_loss_bbox: 0.1980, interm_loss_iou: 0.4335, loss_cls: 0.2072, loss_bbox: 0.1606, loss_iou: 0.3724, d0.loss_cls: 0.2693, d0.loss_bbox: 0.1632, d0.loss_iou: 0.3803, d1.loss_cls: 0.2371, d1.loss_bbox: 0.1615, d1.loss_iou: 0.3750, d2.loss_cls: 0.2204, d2.loss_bbox: 0.1585, d2.loss_iou: 0.3698, d3.loss_cls: 0.2111, d3.loss_bbox: 0.1595, d3.loss_iou: 0.3710, d4.loss_cls: 0.2071, d4.loss_bbox: 0.1607, d4.loss_iou: 0.3725, dn_loss_cls: 0.0359, dn_loss_bbox: 0.2670, dn_loss_iou: 0.4055, d0.dn_loss_cls: 0.0706, d0.dn_loss_bbox: 0.3746, d0.dn_loss_iou: 0.5312, d1.dn_loss_cls: 0.0457, d1.dn_loss_bbox: 0.2892, d1.dn_loss_iou: 0.4297, d2.dn_loss_cls: 0.0392, d2.dn_loss_bbox: 0.2695, d2.dn_loss_iou: 0.4090, d3.dn_loss_cls: 0.0368, d3.dn_loss_bbox: 0.2674, d3.dn_loss_iou: 0.4059, d4.dn_loss_cls: 0.0359, d4.dn_loss_bbox: 0.2670, d4.dn_loss_iou: 0.4054, loss: 10.0245, grad_norm: 19.0037 2023-11-05 01:44:26,351 - mmdet - INFO - Epoch [5][2700/3665] lr: 5.563e-06, eta: 7:04:26, time: 0.950, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2530, interm_loss_bbox: 0.1999, interm_loss_iou: 0.4416, loss_cls: 0.2092, loss_bbox: 0.1643, loss_iou: 0.3827, d0.loss_cls: 0.2712, d0.loss_bbox: 0.1679, d0.loss_iou: 0.3915, d1.loss_cls: 0.2379, d1.loss_bbox: 0.1657, d1.loss_iou: 0.3851, d2.loss_cls: 0.2213, d2.loss_bbox: 0.1625, d2.loss_iou: 0.3811, d3.loss_cls: 0.2124, d3.loss_bbox: 0.1636, d3.loss_iou: 0.3817, d4.loss_cls: 0.2097, d4.loss_bbox: 0.1647, d4.loss_iou: 0.3823, dn_loss_cls: 0.0361, dn_loss_bbox: 0.2774, dn_loss_iou: 0.4087, d0.dn_loss_cls: 0.0711, d0.dn_loss_bbox: 0.3968, d0.dn_loss_iou: 0.5351, d1.dn_loss_cls: 0.0466, d1.dn_loss_bbox: 0.3022, d1.dn_loss_iou: 0.4351, d2.dn_loss_cls: 0.0395, d2.dn_loss_bbox: 0.2804, d2.dn_loss_iou: 0.4119, d3.dn_loss_cls: 0.0368, d3.dn_loss_bbox: 0.2778, d3.dn_loss_iou: 0.4091, d4.dn_loss_cls: 0.0361, d4.dn_loss_bbox: 0.2774, d4.dn_loss_iou: 0.4086, loss: 10.2361, grad_norm: 19.1908 2023-11-05 01:45:13,881 - mmdet - INFO - Epoch [5][2750/3665] lr: 5.563e-06, eta: 7:03:38, time: 0.951, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2520, interm_loss_bbox: 0.1974, interm_loss_iou: 0.4415, loss_cls: 0.2102, loss_bbox: 0.1633, loss_iou: 0.3859, d0.loss_cls: 0.2722, d0.loss_bbox: 0.1672, d0.loss_iou: 0.3939, d1.loss_cls: 0.2382, d1.loss_bbox: 0.1661, d1.loss_iou: 0.3889, d2.loss_cls: 0.2207, d2.loss_bbox: 0.1626, d2.loss_iou: 0.3841, d3.loss_cls: 0.2126, d3.loss_bbox: 0.1633, d3.loss_iou: 0.3852, d4.loss_cls: 0.2100, d4.loss_bbox: 0.1635, d4.loss_iou: 0.3860, dn_loss_cls: 0.0351, dn_loss_bbox: 0.2687, dn_loss_iou: 0.4019, d0.dn_loss_cls: 0.0699, d0.dn_loss_bbox: 0.3885, d0.dn_loss_iou: 0.5268, d1.dn_loss_cls: 0.0448, d1.dn_loss_bbox: 0.2930, d1.dn_loss_iou: 0.4269, d2.dn_loss_cls: 0.0378, d2.dn_loss_bbox: 0.2717, d2.dn_loss_iou: 0.4052, d3.dn_loss_cls: 0.0355, d3.dn_loss_bbox: 0.2689, d3.dn_loss_iou: 0.4022, d4.dn_loss_cls: 0.0348, d4.dn_loss_bbox: 0.2687, d4.dn_loss_iou: 0.4018, loss: 10.1474, grad_norm: 18.8999 2023-11-05 01:46:00,457 - mmdet - INFO - Epoch [5][2800/3665] lr: 5.563e-06, eta: 7:02:48, time: 0.931, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2550, interm_loss_bbox: 0.1940, interm_loss_iou: 0.4457, loss_cls: 0.2141, loss_bbox: 0.1581, loss_iou: 0.3853, d0.loss_cls: 0.2743, d0.loss_bbox: 0.1637, d0.loss_iou: 0.3979, d1.loss_cls: 0.2412, d1.loss_bbox: 0.1612, d1.loss_iou: 0.3911, d2.loss_cls: 0.2253, d2.loss_bbox: 0.1567, d2.loss_iou: 0.3835, d3.loss_cls: 0.2176, d3.loss_bbox: 0.1566, d3.loss_iou: 0.3846, d4.loss_cls: 0.2149, d4.loss_bbox: 0.1573, d4.loss_iou: 0.3851, dn_loss_cls: 0.0357, dn_loss_bbox: 0.2672, dn_loss_iou: 0.4129, d0.dn_loss_cls: 0.0694, d0.dn_loss_bbox: 0.3735, d0.dn_loss_iou: 0.5324, d1.dn_loss_cls: 0.0453, d1.dn_loss_bbox: 0.2879, d1.dn_loss_iou: 0.4362, d2.dn_loss_cls: 0.0387, d2.dn_loss_bbox: 0.2698, d2.dn_loss_iou: 0.4158, d3.dn_loss_cls: 0.0362, d3.dn_loss_bbox: 0.2675, d3.dn_loss_iou: 0.4132, d4.dn_loss_cls: 0.0355, d4.dn_loss_bbox: 0.2672, d4.dn_loss_iou: 0.4127, loss: 10.1804, grad_norm: 18.8529 2023-11-05 01:46:47,252 - mmdet - INFO - Epoch [5][2850/3665] lr: 5.563e-06, eta: 7:01:59, time: 0.936, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2512, interm_loss_bbox: 0.1951, interm_loss_iou: 0.4415, loss_cls: 0.2100, loss_bbox: 0.1599, loss_iou: 0.3866, d0.loss_cls: 0.2682, d0.loss_bbox: 0.1661, d0.loss_iou: 0.3986, d1.loss_cls: 0.2390, d1.loss_bbox: 0.1628, d1.loss_iou: 0.3917, d2.loss_cls: 0.2207, d2.loss_bbox: 0.1598, d2.loss_iou: 0.3871, d3.loss_cls: 0.2130, d3.loss_bbox: 0.1597, d3.loss_iou: 0.3867, d4.loss_cls: 0.2103, d4.loss_bbox: 0.1596, d4.loss_iou: 0.3863, dn_loss_cls: 0.0343, dn_loss_bbox: 0.2633, dn_loss_iou: 0.4103, d0.dn_loss_cls: 0.0692, d0.dn_loss_bbox: 0.3688, d0.dn_loss_iou: 0.5293, d1.dn_loss_cls: 0.0443, d1.dn_loss_bbox: 0.2860, d1.dn_loss_iou: 0.4343, d2.dn_loss_cls: 0.0378, d2.dn_loss_bbox: 0.2665, d2.dn_loss_iou: 0.4140, d3.dn_loss_cls: 0.0350, d3.dn_loss_bbox: 0.2637, d3.dn_loss_iou: 0.4107, d4.dn_loss_cls: 0.0342, d4.dn_loss_bbox: 0.2632, d4.dn_loss_iou: 0.4100, loss: 10.1288, grad_norm: 22.2732 2023-11-05 01:47:34,221 - mmdet - INFO - Epoch [5][2900/3665] lr: 5.563e-06, eta: 7:01:10, time: 0.939, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2565, interm_loss_bbox: 0.1937, interm_loss_iou: 0.4447, loss_cls: 0.2121, loss_bbox: 0.1606, loss_iou: 0.3893, d0.loss_cls: 0.2753, d0.loss_bbox: 0.1652, d0.loss_iou: 0.3982, d1.loss_cls: 0.2423, d1.loss_bbox: 0.1628, d1.loss_iou: 0.3930, d2.loss_cls: 0.2262, d2.loss_bbox: 0.1590, d2.loss_iou: 0.3869, d3.loss_cls: 0.2164, d3.loss_bbox: 0.1598, d3.loss_iou: 0.3883, d4.loss_cls: 0.2121, d4.loss_bbox: 0.1609, d4.loss_iou: 0.3896, dn_loss_cls: 0.0359, dn_loss_bbox: 0.2649, dn_loss_iou: 0.4046, d0.dn_loss_cls: 0.0712, d0.dn_loss_bbox: 0.3753, d0.dn_loss_iou: 0.5287, d1.dn_loss_cls: 0.0457, d1.dn_loss_bbox: 0.2882, d1.dn_loss_iou: 0.4296, d2.dn_loss_cls: 0.0389, d2.dn_loss_bbox: 0.2678, d2.dn_loss_iou: 0.4078, d3.dn_loss_cls: 0.0366, d3.dn_loss_bbox: 0.2653, d3.dn_loss_iou: 0.4050, d4.dn_loss_cls: 0.0358, d4.dn_loss_bbox: 0.2649, d4.dn_loss_iou: 0.4045, loss: 10.1637, grad_norm: 18.5447 2023-11-05 01:48:21,223 - mmdet - INFO - Epoch [5][2950/3665] lr: 5.563e-06, eta: 7:00:21, time: 0.940, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2579, interm_loss_bbox: 0.1947, interm_loss_iou: 0.4508, loss_cls: 0.2177, loss_bbox: 0.1604, loss_iou: 0.3935, d0.loss_cls: 0.2749, d0.loss_bbox: 0.1657, d0.loss_iou: 0.4033, d1.loss_cls: 0.2466, d1.loss_bbox: 0.1613, d1.loss_iou: 0.3962, d2.loss_cls: 0.2293, d2.loss_bbox: 0.1602, d2.loss_iou: 0.3931, d3.loss_cls: 0.2205, d3.loss_bbox: 0.1604, d3.loss_iou: 0.3930, d4.loss_cls: 0.2179, d4.loss_bbox: 0.1607, d4.loss_iou: 0.3936, dn_loss_cls: 0.0375, dn_loss_bbox: 0.2637, dn_loss_iou: 0.4116, d0.dn_loss_cls: 0.0719, d0.dn_loss_bbox: 0.3677, d0.dn_loss_iou: 0.5301, d1.dn_loss_cls: 0.0469, d1.dn_loss_bbox: 0.2856, d1.dn_loss_iou: 0.4351, d2.dn_loss_cls: 0.0403, d2.dn_loss_bbox: 0.2662, d2.dn_loss_iou: 0.4149, d3.dn_loss_cls: 0.0380, d3.dn_loss_bbox: 0.2640, d3.dn_loss_iou: 0.4120, d4.dn_loss_cls: 0.0374, d4.dn_loss_bbox: 0.2637, d4.dn_loss_iou: 0.4115, loss: 10.2498, grad_norm: 19.1629 2023-11-05 01:49:08,698 - mmdet - INFO - Epoch [5][3000/3665] lr: 5.563e-06, eta: 6:59:32, time: 0.950, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2570, interm_loss_bbox: 0.1907, interm_loss_iou: 0.4506, loss_cls: 0.2185, loss_bbox: 0.1557, loss_iou: 0.3928, d0.loss_cls: 0.2762, d0.loss_bbox: 0.1619, d0.loss_iou: 0.4005, d1.loss_cls: 0.2454, d1.loss_bbox: 0.1580, d1.loss_iou: 0.3948, d2.loss_cls: 0.2303, d2.loss_bbox: 0.1551, d2.loss_iou: 0.3902, d3.loss_cls: 0.2216, d3.loss_bbox: 0.1560, d3.loss_iou: 0.3921, d4.loss_cls: 0.2188, d4.loss_bbox: 0.1558, d4.loss_iou: 0.3928, dn_loss_cls: 0.0354, dn_loss_bbox: 0.2583, dn_loss_iou: 0.4161, d0.dn_loss_cls: 0.0710, d0.dn_loss_bbox: 0.3620, d0.dn_loss_iou: 0.5373, d1.dn_loss_cls: 0.0458, d1.dn_loss_bbox: 0.2797, d1.dn_loss_iou: 0.4402, d2.dn_loss_cls: 0.0391, d2.dn_loss_bbox: 0.2608, d2.dn_loss_iou: 0.4192, d3.dn_loss_cls: 0.0364, d3.dn_loss_bbox: 0.2585, d3.dn_loss_iou: 0.4165, d4.dn_loss_cls: 0.0355, d4.dn_loss_bbox: 0.2583, d4.dn_loss_iou: 0.4160, loss: 10.2009, grad_norm: 20.2824 2023-11-05 01:49:55,798 - mmdet - INFO - Epoch [5][3050/3665] lr: 5.563e-06, eta: 6:58:43, time: 0.942, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2549, interm_loss_bbox: 0.1919, interm_loss_iou: 0.4467, loss_cls: 0.2099, loss_bbox: 0.1621, loss_iou: 0.3920, d0.loss_cls: 0.2724, d0.loss_bbox: 0.1633, d0.loss_iou: 0.3978, d1.loss_cls: 0.2380, d1.loss_bbox: 0.1627, d1.loss_iou: 0.3942, d2.loss_cls: 0.2222, d2.loss_bbox: 0.1591, d2.loss_iou: 0.3888, d3.loss_cls: 0.2136, d3.loss_bbox: 0.1610, d3.loss_iou: 0.3914, d4.loss_cls: 0.2108, d4.loss_bbox: 0.1612, d4.loss_iou: 0.3919, dn_loss_cls: 0.0348, dn_loss_bbox: 0.2638, dn_loss_iou: 0.4042, d0.dn_loss_cls: 0.0707, d0.dn_loss_bbox: 0.3665, d0.dn_loss_iou: 0.5204, d1.dn_loss_cls: 0.0448, d1.dn_loss_bbox: 0.2841, d1.dn_loss_iou: 0.4262, d2.dn_loss_cls: 0.0382, d2.dn_loss_bbox: 0.2660, d2.dn_loss_iou: 0.4071, d3.dn_loss_cls: 0.0357, d3.dn_loss_bbox: 0.2640, d3.dn_loss_iou: 0.4044, d4.dn_loss_cls: 0.0348, d4.dn_loss_bbox: 0.2638, d4.dn_loss_iou: 0.4041, loss: 10.1196, grad_norm: 19.9440 2023-11-05 01:50:55,012 - mmdet - INFO - Epoch [5][3100/3665] lr: 5.563e-06, eta: 6:58:12, time: 1.184, data_time: 0.244, memory: 25302, interm_loss_cls: 0.2555, interm_loss_bbox: 0.1943, interm_loss_iou: 0.4433, loss_cls: 0.2147, loss_bbox: 0.1592, loss_iou: 0.3861, d0.loss_cls: 0.2741, d0.loss_bbox: 0.1629, d0.loss_iou: 0.3954, d1.loss_cls: 0.2423, d1.loss_bbox: 0.1612, d1.loss_iou: 0.3893, d2.loss_cls: 0.2264, d2.loss_bbox: 0.1587, d2.loss_iou: 0.3855, d3.loss_cls: 0.2183, d3.loss_bbox: 0.1586, d3.loss_iou: 0.3845, d4.loss_cls: 0.2151, d4.loss_bbox: 0.1592, d4.loss_iou: 0.3863, dn_loss_cls: 0.0364, dn_loss_bbox: 0.2748, dn_loss_iou: 0.4052, d0.dn_loss_cls: 0.0714, d0.dn_loss_bbox: 0.3861, d0.dn_loss_iou: 0.5274, d1.dn_loss_cls: 0.0467, d1.dn_loss_bbox: 0.2972, d1.dn_loss_iou: 0.4291, d2.dn_loss_cls: 0.0398, d2.dn_loss_bbox: 0.2777, d2.dn_loss_iou: 0.4084, d3.dn_loss_cls: 0.0370, d3.dn_loss_bbox: 0.2752, d3.dn_loss_iou: 0.4056, d4.dn_loss_cls: 0.0362, d4.dn_loss_bbox: 0.2748, d4.dn_loss_iou: 0.4051, loss: 10.2051, grad_norm: 19.4962 2023-11-05 01:51:41,350 - mmdet - INFO - Epoch [5][3150/3665] lr: 5.563e-06, eta: 6:57:22, time: 0.927, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2567, interm_loss_bbox: 0.1946, interm_loss_iou: 0.4427, loss_cls: 0.2155, loss_bbox: 0.1629, loss_iou: 0.3885, d0.loss_cls: 0.2737, d0.loss_bbox: 0.1666, d0.loss_iou: 0.3987, d1.loss_cls: 0.2419, d1.loss_bbox: 0.1656, d1.loss_iou: 0.3940, d2.loss_cls: 0.2257, d2.loss_bbox: 0.1619, d2.loss_iou: 0.3886, d3.loss_cls: 0.2185, d3.loss_bbox: 0.1632, d3.loss_iou: 0.3890, d4.loss_cls: 0.2157, d4.loss_bbox: 0.1630, d4.loss_iou: 0.3889, dn_loss_cls: 0.0354, dn_loss_bbox: 0.2753, dn_loss_iou: 0.4055, d0.dn_loss_cls: 0.0702, d0.dn_loss_bbox: 0.3836, d0.dn_loss_iou: 0.5257, d1.dn_loss_cls: 0.0453, d1.dn_loss_bbox: 0.2965, d1.dn_loss_iou: 0.4287, d2.dn_loss_cls: 0.0387, d2.dn_loss_bbox: 0.2781, d2.dn_loss_iou: 0.4088, d3.dn_loss_cls: 0.0361, d3.dn_loss_bbox: 0.2756, d3.dn_loss_iou: 0.4058, d4.dn_loss_cls: 0.0353, d4.dn_loss_bbox: 0.2753, d4.dn_loss_iou: 0.4054, loss: 10.2411, grad_norm: 18.8706 2023-11-05 01:52:28,462 - mmdet - INFO - Epoch [5][3200/3665] lr: 5.563e-06, eta: 6:56:33, time: 0.942, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2549, interm_loss_bbox: 0.1914, interm_loss_iou: 0.4444, loss_cls: 0.2152, loss_bbox: 0.1567, loss_iou: 0.3878, d0.loss_cls: 0.2726, d0.loss_bbox: 0.1620, d0.loss_iou: 0.3992, d1.loss_cls: 0.2405, d1.loss_bbox: 0.1593, d1.loss_iou: 0.3910, d2.loss_cls: 0.2259, d2.loss_bbox: 0.1571, d2.loss_iou: 0.3871, d3.loss_cls: 0.2176, d3.loss_bbox: 0.1566, d3.loss_iou: 0.3882, d4.loss_cls: 0.2151, d4.loss_bbox: 0.1572, d4.loss_iou: 0.3881, dn_loss_cls: 0.0365, dn_loss_bbox: 0.2659, dn_loss_iou: 0.4096, d0.dn_loss_cls: 0.0715, d0.dn_loss_bbox: 0.3778, d0.dn_loss_iou: 0.5329, d1.dn_loss_cls: 0.0465, d1.dn_loss_bbox: 0.2895, d1.dn_loss_iou: 0.4342, d2.dn_loss_cls: 0.0394, d2.dn_loss_bbox: 0.2689, d2.dn_loss_iou: 0.4129, d3.dn_loss_cls: 0.0370, d3.dn_loss_bbox: 0.2663, d3.dn_loss_iou: 0.4099, d4.dn_loss_cls: 0.0362, d4.dn_loss_bbox: 0.2659, d4.dn_loss_iou: 0.4095, loss: 10.1782, grad_norm: 20.8246 2023-11-05 01:53:15,998 - mmdet - INFO - Epoch [5][3250/3665] lr: 5.563e-06, eta: 6:55:45, time: 0.951, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2536, interm_loss_bbox: 0.1946, interm_loss_iou: 0.4311, loss_cls: 0.2096, loss_bbox: 0.1603, loss_iou: 0.3762, d0.loss_cls: 0.2716, d0.loss_bbox: 0.1652, d0.loss_iou: 0.3855, d1.loss_cls: 0.2390, d1.loss_bbox: 0.1634, d1.loss_iou: 0.3808, d2.loss_cls: 0.2229, d2.loss_bbox: 0.1583, d2.loss_iou: 0.3729, d3.loss_cls: 0.2125, d3.loss_bbox: 0.1601, d3.loss_iou: 0.3757, d4.loss_cls: 0.2096, d4.loss_bbox: 0.1603, d4.loss_iou: 0.3765, dn_loss_cls: 0.0328, dn_loss_bbox: 0.2602, dn_loss_iou: 0.3995, d0.dn_loss_cls: 0.0680, d0.dn_loss_bbox: 0.3719, d0.dn_loss_iou: 0.5259, d1.dn_loss_cls: 0.0431, d1.dn_loss_bbox: 0.2826, d1.dn_loss_iou: 0.4239, d2.dn_loss_cls: 0.0361, d2.dn_loss_bbox: 0.2631, d2.dn_loss_iou: 0.4025, d3.dn_loss_cls: 0.0336, d3.dn_loss_bbox: 0.2605, d3.dn_loss_iou: 0.3997, d4.dn_loss_cls: 0.0328, d4.dn_loss_bbox: 0.2602, d4.dn_loss_iou: 0.3994, loss: 9.9757, grad_norm: 20.2209 2023-11-05 01:54:02,451 - mmdet - INFO - Epoch [5][3300/3665] lr: 5.563e-06, eta: 6:54:55, time: 0.929, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2553, interm_loss_bbox: 0.1986, interm_loss_iou: 0.4500, loss_cls: 0.2137, loss_bbox: 0.1646, loss_iou: 0.3935, d0.loss_cls: 0.2729, d0.loss_bbox: 0.1678, d0.loss_iou: 0.4016, d1.loss_cls: 0.2406, d1.loss_bbox: 0.1668, d1.loss_iou: 0.3967, d2.loss_cls: 0.2240, d2.loss_bbox: 0.1642, d2.loss_iou: 0.3927, d3.loss_cls: 0.2169, d3.loss_bbox: 0.1640, d3.loss_iou: 0.3927, d4.loss_cls: 0.2141, d4.loss_bbox: 0.1648, d4.loss_iou: 0.3939, dn_loss_cls: 0.0364, dn_loss_bbox: 0.2740, dn_loss_iou: 0.4173, d0.dn_loss_cls: 0.0711, d0.dn_loss_bbox: 0.3866, d0.dn_loss_iou: 0.5402, d1.dn_loss_cls: 0.0465, d1.dn_loss_bbox: 0.2966, d1.dn_loss_iou: 0.4421, d2.dn_loss_cls: 0.0395, d2.dn_loss_bbox: 0.2767, d2.dn_loss_iou: 0.4206, d3.dn_loss_cls: 0.0369, d3.dn_loss_bbox: 0.2744, d3.dn_loss_iou: 0.4176, d4.dn_loss_cls: 0.0363, d4.dn_loss_bbox: 0.2740, d4.dn_loss_iou: 0.4171, loss: 10.3531, grad_norm: 19.3729 2023-11-05 01:54:50,147 - mmdet - INFO - Epoch [5][3350/3665] lr: 5.563e-06, eta: 6:54:07, time: 0.954, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2494, interm_loss_bbox: 0.1930, interm_loss_iou: 0.4344, loss_cls: 0.2071, loss_bbox: 0.1596, loss_iou: 0.3765, d0.loss_cls: 0.2649, d0.loss_bbox: 0.1625, d0.loss_iou: 0.3857, d1.loss_cls: 0.2332, d1.loss_bbox: 0.1598, d1.loss_iou: 0.3800, d2.loss_cls: 0.2190, d2.loss_bbox: 0.1573, d2.loss_iou: 0.3744, d3.loss_cls: 0.2115, d3.loss_bbox: 0.1580, d3.loss_iou: 0.3747, d4.loss_cls: 0.2080, d4.loss_bbox: 0.1588, d4.loss_iou: 0.3757, dn_loss_cls: 0.0341, dn_loss_bbox: 0.2612, dn_loss_iou: 0.4052, d0.dn_loss_cls: 0.0686, d0.dn_loss_bbox: 0.3710, d0.dn_loss_iou: 0.5281, d1.dn_loss_cls: 0.0438, d1.dn_loss_bbox: 0.2826, d1.dn_loss_iou: 0.4287, d2.dn_loss_cls: 0.0370, d2.dn_loss_bbox: 0.2638, d2.dn_loss_iou: 0.4083, d3.dn_loss_cls: 0.0347, d3.dn_loss_bbox: 0.2614, d3.dn_loss_iou: 0.4054, d4.dn_loss_cls: 0.0341, d4.dn_loss_bbox: 0.2612, d4.dn_loss_iou: 0.4050, loss: 9.9780, grad_norm: 20.9449 2023-11-05 01:55:40,541 - mmdet - INFO - Epoch [5][3400/3665] lr: 5.563e-06, eta: 6:53:23, time: 1.008, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2505, interm_loss_bbox: 0.1979, interm_loss_iou: 0.4410, loss_cls: 0.2137, loss_bbox: 0.1602, loss_iou: 0.3833, d0.loss_cls: 0.2692, d0.loss_bbox: 0.1645, d0.loss_iou: 0.3913, d1.loss_cls: 0.2383, d1.loss_bbox: 0.1618, d1.loss_iou: 0.3865, d2.loss_cls: 0.2232, d2.loss_bbox: 0.1593, d2.loss_iou: 0.3823, d3.loss_cls: 0.2161, d3.loss_bbox: 0.1596, d3.loss_iou: 0.3837, d4.loss_cls: 0.2139, d4.loss_bbox: 0.1600, d4.loss_iou: 0.3831, dn_loss_cls: 0.0338, dn_loss_bbox: 0.2751, dn_loss_iou: 0.4008, d0.dn_loss_cls: 0.0697, d0.dn_loss_bbox: 0.3813, d0.dn_loss_iou: 0.5214, d1.dn_loss_cls: 0.0441, d1.dn_loss_bbox: 0.2962, d1.dn_loss_iou: 0.4242, d2.dn_loss_cls: 0.0369, d2.dn_loss_bbox: 0.2777, d2.dn_loss_iou: 0.4035, d3.dn_loss_cls: 0.0346, d3.dn_loss_bbox: 0.2753, d3.dn_loss_iou: 0.4010, d4.dn_loss_cls: 0.0337, d4.dn_loss_bbox: 0.2751, d4.dn_loss_iou: 0.4006, loss: 10.1244, grad_norm: 22.3884 2023-11-05 01:56:27,703 - mmdet - INFO - Epoch [5][3450/3665] lr: 5.563e-06, eta: 6:52:34, time: 0.943, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2534, interm_loss_bbox: 0.1971, interm_loss_iou: 0.4355, loss_cls: 0.2106, loss_bbox: 0.1602, loss_iou: 0.3742, d0.loss_cls: 0.2717, d0.loss_bbox: 0.1659, d0.loss_iou: 0.3830, d1.loss_cls: 0.2376, d1.loss_bbox: 0.1628, d1.loss_iou: 0.3776, d2.loss_cls: 0.2218, d2.loss_bbox: 0.1593, d2.loss_iou: 0.3733, d3.loss_cls: 0.2135, d3.loss_bbox: 0.1599, d3.loss_iou: 0.3741, d4.loss_cls: 0.2101, d4.loss_bbox: 0.1610, d4.loss_iou: 0.3748, dn_loss_cls: 0.0345, dn_loss_bbox: 0.2735, dn_loss_iou: 0.3945, d0.dn_loss_cls: 0.0698, d0.dn_loss_bbox: 0.3829, d0.dn_loss_iou: 0.5157, d1.dn_loss_cls: 0.0444, d1.dn_loss_bbox: 0.2954, d1.dn_loss_iou: 0.4176, d2.dn_loss_cls: 0.0376, d2.dn_loss_bbox: 0.2759, d2.dn_loss_iou: 0.3973, d3.dn_loss_cls: 0.0352, d3.dn_loss_bbox: 0.2738, d3.dn_loss_iou: 0.3948, d4.dn_loss_cls: 0.0344, d4.dn_loss_bbox: 0.2735, d4.dn_loss_iou: 0.3944, loss: 10.0227, grad_norm: 19.2550 2023-11-05 01:57:18,929 - mmdet - INFO - Epoch [5][3500/3665] lr: 5.563e-06, eta: 6:51:51, time: 1.025, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2581, interm_loss_bbox: 0.1955, interm_loss_iou: 0.4468, loss_cls: 0.2163, loss_bbox: 0.1618, loss_iou: 0.3922, d0.loss_cls: 0.2740, d0.loss_bbox: 0.1681, d0.loss_iou: 0.4031, d1.loss_cls: 0.2411, d1.loss_bbox: 0.1651, d1.loss_iou: 0.3964, d2.loss_cls: 0.2259, d2.loss_bbox: 0.1615, d2.loss_iou: 0.3921, d3.loss_cls: 0.2194, d3.loss_bbox: 0.1612, d3.loss_iou: 0.3911, d4.loss_cls: 0.2163, d4.loss_bbox: 0.1621, d4.loss_iou: 0.3927, dn_loss_cls: 0.0368, dn_loss_bbox: 0.2711, dn_loss_iou: 0.4120, d0.dn_loss_cls: 0.0728, d0.dn_loss_bbox: 0.3853, d0.dn_loss_iou: 0.5367, d1.dn_loss_cls: 0.0470, d1.dn_loss_bbox: 0.2943, d1.dn_loss_iou: 0.4361, d2.dn_loss_cls: 0.0399, d2.dn_loss_bbox: 0.2739, d2.dn_loss_iou: 0.4153, d3.dn_loss_cls: 0.0372, d3.dn_loss_bbox: 0.2713, d3.dn_loss_iou: 0.4123, d4.dn_loss_cls: 0.0367, d4.dn_loss_bbox: 0.2711, d4.dn_loss_iou: 0.4119, loss: 10.3024, grad_norm: 20.3818 2023-11-05 01:58:08,819 - mmdet - INFO - Epoch [5][3550/3665] lr: 5.563e-06, eta: 6:51:06, time: 0.998, data_time: 0.024, memory: 25302, interm_loss_cls: 0.2560, interm_loss_bbox: 0.1986, interm_loss_iou: 0.4481, loss_cls: 0.2155, loss_bbox: 0.1596, loss_iou: 0.3866, d0.loss_cls: 0.2760, d0.loss_bbox: 0.1636, d0.loss_iou: 0.3941, d1.loss_cls: 0.2447, d1.loss_bbox: 0.1615, d1.loss_iou: 0.3882, d2.loss_cls: 0.2270, d2.loss_bbox: 0.1596, d2.loss_iou: 0.3863, d3.loss_cls: 0.2179, d3.loss_bbox: 0.1595, d3.loss_iou: 0.3862, d4.loss_cls: 0.2153, d4.loss_bbox: 0.1599, d4.loss_iou: 0.3871, dn_loss_cls: 0.0364, dn_loss_bbox: 0.2682, dn_loss_iou: 0.4084, d0.dn_loss_cls: 0.0711, d0.dn_loss_bbox: 0.3760, d0.dn_loss_iou: 0.5333, d1.dn_loss_cls: 0.0464, d1.dn_loss_bbox: 0.2908, d1.dn_loss_iou: 0.4323, d2.dn_loss_cls: 0.0394, d2.dn_loss_bbox: 0.2709, d2.dn_loss_iou: 0.4115, d3.dn_loss_cls: 0.0370, d3.dn_loss_bbox: 0.2685, d3.dn_loss_iou: 0.4088, d4.dn_loss_cls: 0.0364, d4.dn_loss_bbox: 0.2681, d4.dn_loss_iou: 0.4084, loss: 10.2035, grad_norm: 18.3523 2023-11-05 01:58:56,347 - mmdet - INFO - Epoch [5][3600/3665] lr: 5.563e-06, eta: 6:50:18, time: 0.951, data_time: 0.015, memory: 25302, interm_loss_cls: 0.2555, interm_loss_bbox: 0.1937, interm_loss_iou: 0.4442, loss_cls: 0.2139, loss_bbox: 0.1595, loss_iou: 0.3870, d0.loss_cls: 0.2756, d0.loss_bbox: 0.1623, d0.loss_iou: 0.3963, d1.loss_cls: 0.2441, d1.loss_bbox: 0.1591, d1.loss_iou: 0.3889, d2.loss_cls: 0.2252, d2.loss_bbox: 0.1578, d2.loss_iou: 0.3857, d3.loss_cls: 0.2174, d3.loss_bbox: 0.1579, d3.loss_iou: 0.3864, d4.loss_cls: 0.2139, d4.loss_bbox: 0.1594, d4.loss_iou: 0.3877, dn_loss_cls: 0.0355, dn_loss_bbox: 0.2693, dn_loss_iou: 0.4124, d0.dn_loss_cls: 0.0703, d0.dn_loss_bbox: 0.3793, d0.dn_loss_iou: 0.5371, d1.dn_loss_cls: 0.0450, d1.dn_loss_bbox: 0.2920, d1.dn_loss_iou: 0.4368, d2.dn_loss_cls: 0.0385, d2.dn_loss_bbox: 0.2721, d2.dn_loss_iou: 0.4158, d3.dn_loss_cls: 0.0360, d3.dn_loss_bbox: 0.2696, d3.dn_loss_iou: 0.4128, d4.dn_loss_cls: 0.0354, d4.dn_loss_bbox: 0.2693, d4.dn_loss_iou: 0.4123, loss: 10.2110, grad_norm: 17.3784 2023-11-05 01:59:46,163 - mmdet - INFO - Epoch [5][3650/3665] lr: 5.563e-06, eta: 6:49:33, time: 0.997, data_time: 0.016, memory: 25302, interm_loss_cls: 0.2456, interm_loss_bbox: 0.1986, interm_loss_iou: 0.4398, loss_cls: 0.2072, loss_bbox: 0.1617, loss_iou: 0.3825, d0.loss_cls: 0.2736, d0.loss_bbox: 0.1656, d0.loss_iou: 0.3916, d1.loss_cls: 0.2384, d1.loss_bbox: 0.1646, d1.loss_iou: 0.3859, d2.loss_cls: 0.2192, d2.loss_bbox: 0.1607, d2.loss_iou: 0.3812, d3.loss_cls: 0.2104, d3.loss_bbox: 0.1609, d3.loss_iou: 0.3825, d4.loss_cls: 0.2074, d4.loss_bbox: 0.1614, d4.loss_iou: 0.3824, dn_loss_cls: 0.0339, dn_loss_bbox: 0.2638, dn_loss_iou: 0.4017, d0.dn_loss_cls: 0.0689, d0.dn_loss_bbox: 0.3726, d0.dn_loss_iou: 0.5275, d1.dn_loss_cls: 0.0439, d1.dn_loss_bbox: 0.2851, d1.dn_loss_iou: 0.4257, d2.dn_loss_cls: 0.0371, d2.dn_loss_bbox: 0.2665, d2.dn_loss_iou: 0.4050, d3.dn_loss_cls: 0.0344, d3.dn_loss_bbox: 0.2640, d3.dn_loss_iou: 0.4022, d4.dn_loss_cls: 0.0337, d4.dn_loss_bbox: 0.2638, d4.dn_loss_iou: 0.4016, loss: 10.0527, grad_norm: 19.1760 2023-11-05 02:00:00,660 - mmdet - INFO - Saving checkpoint at 5 epochs 2023-11-05 02:01:20,143 - mmdet - INFO - Evaluating bbox... 2023-11-05 02:03:44,731 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.510 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.694 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.557 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.354 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.553 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.663 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.562 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.774 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.894 2023-11-05 02:03:44,734 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.603 | bicycle | 0.387 | car | 0.489 | | motorcycle | 0.501 | airplane | 0.741 | bus | 0.737 | | train | 0.759 | truck | 0.443 | boat | 0.358 | | traffic light | 0.326 | fire hydrant | 0.746 | stop sign | 0.708 | | parking meter | 0.511 | bench | 0.319 | bird | 0.462 | | cat | 0.813 | dog | 0.746 | horse | 0.664 | | sheep | 0.616 | cow | 0.656 | elephant | 0.743 | | bear | 0.821 | zebra | 0.734 | giraffe | 0.761 | | backpack | 0.231 | umbrella | 0.494 | handbag | 0.252 | | tie | 0.434 | suitcase | 0.499 | frisbee | 0.725 | | skis | 0.312 | snowboard | 0.459 | sports ball | 0.526 | | kite | 0.526 | baseball bat | 0.502 | baseball glove | 0.442 | | skateboard | 0.612 | surfboard | 0.484 | tennis racket | 0.601 | | bottle | 0.452 | wine glass | 0.427 | cup | 0.519 | | fork | 0.502 | knife | 0.323 | spoon | 0.312 | | bowl | 0.492 | banana | 0.315 | apple | 0.263 | | sandwich | 0.481 | orange | 0.372 | broccoli | 0.296 | | carrot | 0.284 | hot dog | 0.508 | pizza | 0.577 | | donut | 0.562 | cake | 0.482 | chair | 0.388 | | couch | 0.469 | potted plant | 0.332 | bed | 0.519 | | dining table | 0.338 | toilet | 0.672 | tv | 0.640 | | laptop | 0.709 | mouse | 0.654 | remote | 0.437 | | keyboard | 0.596 | cell phone | 0.477 | microwave | 0.676 | | oven | 0.430 | toaster | 0.564 | sink | 0.474 | | refrigerator | 0.697 | book | 0.204 | clock | 0.563 | | vase | 0.446 | scissors | 0.465 | teddy bear | 0.571 | | hair drier | 0.224 | toothbrush | 0.362 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-05 02:03:46,710 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx.py 2023-11-05 02:03:46,711 - mmdet - INFO - Epoch(val) [5][625] bbox_mAP: 0.5099, bbox_mAP_50: 0.6937, bbox_mAP_75: 0.5573, bbox_mAP_s: 0.3541, bbox_mAP_m: 0.5532, bbox_mAP_l: 0.6628, bbox_mAP_copypaste: 0.5099 0.6937 0.5573 0.3541 0.5532 0.6628 2023-11-05 02:04:37,511 - mmdet - INFO - Epoch [6][50/3665] lr: 5.563e-06, eta: 6:48:15, time: 1.015, data_time: 0.076, memory: 25302, interm_loss_cls: 0.2482, interm_loss_bbox: 0.1890, interm_loss_iou: 0.4575, loss_cls: 0.2094, loss_bbox: 0.1556, loss_iou: 0.3999, d0.loss_cls: 0.2860, d0.loss_bbox: 0.1569, d0.loss_iou: 0.4064, d1.loss_cls: 0.2461, d1.loss_bbox: 0.1575, d1.loss_iou: 0.4047, d2.loss_cls: 0.2230, d2.loss_bbox: 0.1538, d2.loss_iou: 0.3991, d3.loss_cls: 0.2126, d3.loss_bbox: 0.1547, d3.loss_iou: 0.3999, d4.loss_cls: 0.2097, d4.loss_bbox: 0.1550, d4.loss_iou: 0.4001, dn_loss_cls: 0.0334, dn_loss_bbox: 0.2476, dn_loss_iou: 0.4136, d0.dn_loss_cls: 0.0682, d0.dn_loss_bbox: 0.3535, d0.dn_loss_iou: 0.5353, d1.dn_loss_cls: 0.0432, d1.dn_loss_bbox: 0.2698, d1.dn_loss_iou: 0.4376, d2.dn_loss_cls: 0.0364, d2.dn_loss_bbox: 0.2505, d2.dn_loss_iou: 0.4169, d3.dn_loss_cls: 0.0343, d3.dn_loss_bbox: 0.2479, d3.dn_loss_iou: 0.4139, d4.dn_loss_cls: 0.0336, d4.dn_loss_bbox: 0.2476, d4.dn_loss_iou: 0.4135, loss: 10.1223, grad_norm: 19.7900 2023-11-05 02:05:24,953 - mmdet - INFO - Epoch [6][100/3665] lr: 5.563e-06, eta: 6:47:26, time: 0.949, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2511, interm_loss_bbox: 0.1924, interm_loss_iou: 0.4414, loss_cls: 0.2090, loss_bbox: 0.1634, loss_iou: 0.3899, d0.loss_cls: 0.2792, d0.loss_bbox: 0.1635, d0.loss_iou: 0.3948, d1.loss_cls: 0.2472, d1.loss_bbox: 0.1637, d1.loss_iou: 0.3913, d2.loss_cls: 0.2225, d2.loss_bbox: 0.1622, d2.loss_iou: 0.3882, d3.loss_cls: 0.2124, d3.loss_bbox: 0.1621, d3.loss_iou: 0.3889, d4.loss_cls: 0.2089, d4.loss_bbox: 0.1635, d4.loss_iou: 0.3896, dn_loss_cls: 0.0357, dn_loss_bbox: 0.2628, dn_loss_iou: 0.4087, d0.dn_loss_cls: 0.0707, d0.dn_loss_bbox: 0.3720, d0.dn_loss_iou: 0.5297, d1.dn_loss_cls: 0.0462, d1.dn_loss_bbox: 0.2862, d1.dn_loss_iou: 0.4337, d2.dn_loss_cls: 0.0390, d2.dn_loss_bbox: 0.2658, d2.dn_loss_iou: 0.4119, d3.dn_loss_cls: 0.0363, d3.dn_loss_bbox: 0.2631, d3.dn_loss_iou: 0.4089, d4.dn_loss_cls: 0.0356, d4.dn_loss_bbox: 0.2628, d4.dn_loss_iou: 0.4085, loss: 10.1628, grad_norm: 21.6952 2023-11-05 02:06:13,224 - mmdet - INFO - Epoch [6][150/3665] lr: 5.563e-06, eta: 6:46:39, time: 0.965, data_time: 0.015, memory: 25302, interm_loss_cls: 0.2475, interm_loss_bbox: 0.1968, interm_loss_iou: 0.4337, loss_cls: 0.2056, loss_bbox: 0.1624, loss_iou: 0.3795, d0.loss_cls: 0.2734, d0.loss_bbox: 0.1653, d0.loss_iou: 0.3863, d1.loss_cls: 0.2439, d1.loss_bbox: 0.1625, d1.loss_iou: 0.3787, d2.loss_cls: 0.2204, d2.loss_bbox: 0.1601, d2.loss_iou: 0.3775, d3.loss_cls: 0.2099, d3.loss_bbox: 0.1607, d3.loss_iou: 0.3778, d4.loss_cls: 0.2061, d4.loss_bbox: 0.1620, d4.loss_iou: 0.3797, dn_loss_cls: 0.0339, dn_loss_bbox: 0.2632, dn_loss_iou: 0.3976, d0.dn_loss_cls: 0.0690, d0.dn_loss_bbox: 0.3733, d0.dn_loss_iou: 0.5201, d1.dn_loss_cls: 0.0441, d1.dn_loss_bbox: 0.2865, d1.dn_loss_iou: 0.4216, d2.dn_loss_cls: 0.0372, d2.dn_loss_bbox: 0.2661, d2.dn_loss_iou: 0.4008, d3.dn_loss_cls: 0.0345, d3.dn_loss_bbox: 0.2635, d3.dn_loss_iou: 0.3979, d4.dn_loss_cls: 0.0339, d4.dn_loss_bbox: 0.2632, d4.dn_loss_iou: 0.3974, loss: 9.9937, grad_norm: 19.4177 2023-11-05 02:07:02,685 - mmdet - INFO - Epoch [6][200/3665] lr: 5.563e-06, eta: 6:45:53, time: 0.990, data_time: 0.015, memory: 25302, interm_loss_cls: 0.2490, interm_loss_bbox: 0.1961, interm_loss_iou: 0.4307, loss_cls: 0.2064, loss_bbox: 0.1635, loss_iou: 0.3760, d0.loss_cls: 0.2750, d0.loss_bbox: 0.1669, d0.loss_iou: 0.3826, d1.loss_cls: 0.2453, d1.loss_bbox: 0.1645, d1.loss_iou: 0.3767, d2.loss_cls: 0.2212, d2.loss_bbox: 0.1622, d2.loss_iou: 0.3744, d3.loss_cls: 0.2095, d3.loss_bbox: 0.1627, d3.loss_iou: 0.3759, d4.loss_cls: 0.2068, d4.loss_bbox: 0.1632, d4.loss_iou: 0.3762, dn_loss_cls: 0.0343, dn_loss_bbox: 0.2586, dn_loss_iou: 0.3916, d0.dn_loss_cls: 0.0683, d0.dn_loss_bbox: 0.3671, d0.dn_loss_iou: 0.5148, d1.dn_loss_cls: 0.0436, d1.dn_loss_bbox: 0.2814, d1.dn_loss_iou: 0.4161, d2.dn_loss_cls: 0.0370, d2.dn_loss_bbox: 0.2613, d2.dn_loss_iou: 0.3948, d3.dn_loss_cls: 0.0347, d3.dn_loss_bbox: 0.2590, d3.dn_loss_iou: 0.3921, d4.dn_loss_cls: 0.0340, d4.dn_loss_bbox: 0.2586, d4.dn_loss_iou: 0.3916, loss: 9.9239, grad_norm: 18.9027 2023-11-05 02:07:49,876 - mmdet - INFO - Epoch [6][250/3665] lr: 5.563e-06, eta: 6:45:05, time: 0.944, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2491, interm_loss_bbox: 0.1919, interm_loss_iou: 0.4327, loss_cls: 0.2081, loss_bbox: 0.1586, loss_iou: 0.3786, d0.loss_cls: 0.2752, d0.loss_bbox: 0.1622, d0.loss_iou: 0.3856, d1.loss_cls: 0.2443, d1.loss_bbox: 0.1594, d1.loss_iou: 0.3800, d2.loss_cls: 0.2211, d2.loss_bbox: 0.1568, d2.loss_iou: 0.3775, d3.loss_cls: 0.2131, d3.loss_bbox: 0.1575, d3.loss_iou: 0.3776, d4.loss_cls: 0.2095, d4.loss_bbox: 0.1578, d4.loss_iou: 0.3780, dn_loss_cls: 0.0337, dn_loss_bbox: 0.2580, dn_loss_iou: 0.3989, d0.dn_loss_cls: 0.0700, d0.dn_loss_bbox: 0.3644, d0.dn_loss_iou: 0.5175, d1.dn_loss_cls: 0.0443, d1.dn_loss_bbox: 0.2803, d1.dn_loss_iou: 0.4228, d2.dn_loss_cls: 0.0371, d2.dn_loss_bbox: 0.2602, d2.dn_loss_iou: 0.4019, d3.dn_loss_cls: 0.0345, d3.dn_loss_bbox: 0.2583, d3.dn_loss_iou: 0.3993, d4.dn_loss_cls: 0.0337, d4.dn_loss_bbox: 0.2580, d4.dn_loss_iou: 0.3988, loss: 9.9460, grad_norm: 19.8577 2023-11-05 02:08:37,126 - mmdet - INFO - Epoch [6][300/3665] lr: 5.563e-06, eta: 6:44:16, time: 0.945, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2512, interm_loss_bbox: 0.1932, interm_loss_iou: 0.4369, loss_cls: 0.2098, loss_bbox: 0.1566, loss_iou: 0.3753, d0.loss_cls: 0.2744, d0.loss_bbox: 0.1608, d0.loss_iou: 0.3833, d1.loss_cls: 0.2450, d1.loss_bbox: 0.1585, d1.loss_iou: 0.3786, d2.loss_cls: 0.2238, d2.loss_bbox: 0.1552, d2.loss_iou: 0.3735, d3.loss_cls: 0.2137, d3.loss_bbox: 0.1556, d3.loss_iou: 0.3752, d4.loss_cls: 0.2103, d4.loss_bbox: 0.1564, d4.loss_iou: 0.3757, dn_loss_cls: 0.0339, dn_loss_bbox: 0.2600, dn_loss_iou: 0.3949, d0.dn_loss_cls: 0.0685, d0.dn_loss_bbox: 0.3730, d0.dn_loss_iou: 0.5218, d1.dn_loss_cls: 0.0441, d1.dn_loss_bbox: 0.2830, d1.dn_loss_iou: 0.4196, d2.dn_loss_cls: 0.0372, d2.dn_loss_bbox: 0.2631, d2.dn_loss_iou: 0.3985, d3.dn_loss_cls: 0.0346, d3.dn_loss_bbox: 0.2604, d3.dn_loss_iou: 0.3952, d4.dn_loss_cls: 0.0339, d4.dn_loss_bbox: 0.2600, d4.dn_loss_iou: 0.3948, loss: 9.9395, grad_norm: 19.1415 2023-11-05 02:09:26,962 - mmdet - INFO - Epoch [6][350/3665] lr: 5.563e-06, eta: 6:43:31, time: 0.996, data_time: 0.016, memory: 25302, interm_loss_cls: 0.2505, interm_loss_bbox: 0.1951, interm_loss_iou: 0.4329, loss_cls: 0.2091, loss_bbox: 0.1599, loss_iou: 0.3763, d0.loss_cls: 0.2796, d0.loss_bbox: 0.1642, d0.loss_iou: 0.3841, d1.loss_cls: 0.2523, d1.loss_bbox: 0.1597, d1.loss_iou: 0.3774, d2.loss_cls: 0.2247, d2.loss_bbox: 0.1578, d2.loss_iou: 0.3742, d3.loss_cls: 0.2138, d3.loss_bbox: 0.1587, d3.loss_iou: 0.3749, d4.loss_cls: 0.2088, d4.loss_bbox: 0.1601, d4.loss_iou: 0.3763, dn_loss_cls: 0.0359, dn_loss_bbox: 0.2587, dn_loss_iou: 0.3976, d0.dn_loss_cls: 0.0699, d0.dn_loss_bbox: 0.3670, d0.dn_loss_iou: 0.5208, d1.dn_loss_cls: 0.0451, d1.dn_loss_bbox: 0.2810, d1.dn_loss_iou: 0.4230, d2.dn_loss_cls: 0.0386, d2.dn_loss_bbox: 0.2615, d2.dn_loss_iou: 0.4012, d3.dn_loss_cls: 0.0365, d3.dn_loss_bbox: 0.2590, d3.dn_loss_iou: 0.3981, d4.dn_loss_cls: 0.0358, d4.dn_loss_bbox: 0.2587, d4.dn_loss_iou: 0.3976, loss: 9.9762, grad_norm: 17.8958 2023-11-05 02:10:14,320 - mmdet - INFO - Epoch [6][400/3665] lr: 5.563e-06, eta: 6:42:42, time: 0.948, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2515, interm_loss_bbox: 0.1972, interm_loss_iou: 0.4334, loss_cls: 0.2132, loss_bbox: 0.1622, loss_iou: 0.3778, d0.loss_cls: 0.2842, d0.loss_bbox: 0.1650, d0.loss_iou: 0.3847, d1.loss_cls: 0.2541, d1.loss_bbox: 0.1622, d1.loss_iou: 0.3795, d2.loss_cls: 0.2290, d2.loss_bbox: 0.1604, d2.loss_iou: 0.3766, d3.loss_cls: 0.2171, d3.loss_bbox: 0.1615, d3.loss_iou: 0.3769, d4.loss_cls: 0.2142, d4.loss_bbox: 0.1619, d4.loss_iou: 0.3771, dn_loss_cls: 0.0353, dn_loss_bbox: 0.2676, dn_loss_iou: 0.4008, d0.dn_loss_cls: 0.0700, d0.dn_loss_bbox: 0.3783, d0.dn_loss_iou: 0.5243, d1.dn_loss_cls: 0.0447, d1.dn_loss_bbox: 0.2897, d1.dn_loss_iou: 0.4245, d2.dn_loss_cls: 0.0380, d2.dn_loss_bbox: 0.2704, d2.dn_loss_iou: 0.4042, d3.dn_loss_cls: 0.0355, d3.dn_loss_bbox: 0.2679, d3.dn_loss_iou: 0.4011, d4.dn_loss_cls: 0.0351, d4.dn_loss_bbox: 0.2676, d4.dn_loss_iou: 0.4006, loss: 10.0950, grad_norm: 18.9587 2023-11-05 02:11:01,456 - mmdet - INFO - Epoch [6][450/3665] lr: 5.563e-06, eta: 6:41:54, time: 0.943, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2496, interm_loss_bbox: 0.1919, interm_loss_iou: 0.4460, loss_cls: 0.2089, loss_bbox: 0.1571, loss_iou: 0.3905, d0.loss_cls: 0.2766, d0.loss_bbox: 0.1629, d0.loss_iou: 0.3991, d1.loss_cls: 0.2477, d1.loss_bbox: 0.1587, d1.loss_iou: 0.3914, d2.loss_cls: 0.2232, d2.loss_bbox: 0.1558, d2.loss_iou: 0.3890, d3.loss_cls: 0.2120, d3.loss_bbox: 0.1568, d3.loss_iou: 0.3900, d4.loss_cls: 0.2084, d4.loss_bbox: 0.1574, d4.loss_iou: 0.3905, dn_loss_cls: 0.0345, dn_loss_bbox: 0.2598, dn_loss_iou: 0.4029, d0.dn_loss_cls: 0.0698, d0.dn_loss_bbox: 0.3720, d0.dn_loss_iou: 0.5274, d1.dn_loss_cls: 0.0445, d1.dn_loss_bbox: 0.2833, d1.dn_loss_iou: 0.4277, d2.dn_loss_cls: 0.0378, d2.dn_loss_bbox: 0.2631, d2.dn_loss_iou: 0.4062, d3.dn_loss_cls: 0.0352, d3.dn_loss_bbox: 0.2602, d3.dn_loss_iou: 0.4032, d4.dn_loss_cls: 0.0345, d4.dn_loss_bbox: 0.2598, d4.dn_loss_iou: 0.4027, loss: 10.0880, grad_norm: 18.6617 2023-11-05 02:11:52,250 - mmdet - INFO - Epoch [6][500/3665] lr: 5.563e-06, eta: 6:41:10, time: 1.016, data_time: 0.017, memory: 25302, interm_loss_cls: 0.2435, interm_loss_bbox: 0.1944, interm_loss_iou: 0.4434, loss_cls: 0.2033, loss_bbox: 0.1593, loss_iou: 0.3867, d0.loss_cls: 0.2670, d0.loss_bbox: 0.1663, d0.loss_iou: 0.3988, d1.loss_cls: 0.2370, d1.loss_bbox: 0.1616, d1.loss_iou: 0.3895, d2.loss_cls: 0.2157, d2.loss_bbox: 0.1584, d2.loss_iou: 0.3857, d3.loss_cls: 0.2061, d3.loss_bbox: 0.1589, d3.loss_iou: 0.3870, d4.loss_cls: 0.2034, d4.loss_bbox: 0.1592, d4.loss_iou: 0.3867, dn_loss_cls: 0.0328, dn_loss_bbox: 0.2523, dn_loss_iou: 0.4014, d0.dn_loss_cls: 0.0676, d0.dn_loss_bbox: 0.3594, d0.dn_loss_iou: 0.5213, d1.dn_loss_cls: 0.0431, d1.dn_loss_bbox: 0.2738, d1.dn_loss_iou: 0.4244, d2.dn_loss_cls: 0.0361, d2.dn_loss_bbox: 0.2550, d2.dn_loss_iou: 0.4046, d3.dn_loss_cls: 0.0336, d3.dn_loss_bbox: 0.2527, d3.dn_loss_iou: 0.4017, d4.dn_loss_cls: 0.0328, d4.dn_loss_bbox: 0.2523, d4.dn_loss_iou: 0.4013, loss: 9.9584, grad_norm: 19.8926 2023-11-05 02:12:39,969 - mmdet - INFO - Epoch [6][550/3665] lr: 5.563e-06, eta: 6:40:22, time: 0.954, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2486, interm_loss_bbox: 0.1885, interm_loss_iou: 0.4335, loss_cls: 0.2098, loss_bbox: 0.1537, loss_iou: 0.3743, d0.loss_cls: 0.2721, d0.loss_bbox: 0.1603, d0.loss_iou: 0.3857, d1.loss_cls: 0.2428, d1.loss_bbox: 0.1557, d1.loss_iou: 0.3782, d2.loss_cls: 0.2216, d2.loss_bbox: 0.1539, d2.loss_iou: 0.3747, d3.loss_cls: 0.2123, d3.loss_bbox: 0.1545, d3.loss_iou: 0.3749, d4.loss_cls: 0.2097, d4.loss_bbox: 0.1543, d4.loss_iou: 0.3752, dn_loss_cls: 0.0319, dn_loss_bbox: 0.2554, dn_loss_iou: 0.3971, d0.dn_loss_cls: 0.0662, d0.dn_loss_bbox: 0.3600, d0.dn_loss_iou: 0.5193, d1.dn_loss_cls: 0.0417, d1.dn_loss_bbox: 0.2767, d1.dn_loss_iou: 0.4220, d2.dn_loss_cls: 0.0351, d2.dn_loss_bbox: 0.2576, d2.dn_loss_iou: 0.4003, d3.dn_loss_cls: 0.0327, d3.dn_loss_bbox: 0.2556, d3.dn_loss_iou: 0.3974, d4.dn_loss_cls: 0.0320, d4.dn_loss_bbox: 0.2554, d4.dn_loss_iou: 0.3970, loss: 9.8677, grad_norm: 19.5754 2023-11-05 02:13:27,012 - mmdet - INFO - Epoch [6][600/3665] lr: 5.563e-06, eta: 6:39:33, time: 0.941, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2464, interm_loss_bbox: 0.1951, interm_loss_iou: 0.4380, loss_cls: 0.2057, loss_bbox: 0.1598, loss_iou: 0.3812, d0.loss_cls: 0.2703, d0.loss_bbox: 0.1639, d0.loss_iou: 0.3908, d1.loss_cls: 0.2367, d1.loss_bbox: 0.1607, d1.loss_iou: 0.3847, d2.loss_cls: 0.2178, d2.loss_bbox: 0.1585, d2.loss_iou: 0.3795, d3.loss_cls: 0.2097, d3.loss_bbox: 0.1587, d3.loss_iou: 0.3807, d4.loss_cls: 0.2057, d4.loss_bbox: 0.1599, d4.loss_iou: 0.3821, dn_loss_cls: 0.0327, dn_loss_bbox: 0.2506, dn_loss_iou: 0.3910, d0.dn_loss_cls: 0.0689, d0.dn_loss_bbox: 0.3614, d0.dn_loss_iou: 0.5158, d1.dn_loss_cls: 0.0430, d1.dn_loss_bbox: 0.2731, d1.dn_loss_iou: 0.4150, d2.dn_loss_cls: 0.0358, d2.dn_loss_bbox: 0.2535, d2.dn_loss_iou: 0.3943, d3.dn_loss_cls: 0.0333, d3.dn_loss_bbox: 0.2508, d3.dn_loss_iou: 0.3913, d4.dn_loss_cls: 0.0327, d4.dn_loss_bbox: 0.2506, d4.dn_loss_iou: 0.3909, loss: 9.8707, grad_norm: 21.9121 2023-11-05 02:14:13,396 - mmdet - INFO - Epoch [6][650/3665] lr: 5.563e-06, eta: 6:38:43, time: 0.928, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2416, interm_loss_bbox: 0.1906, interm_loss_iou: 0.4361, loss_cls: 0.1994, loss_bbox: 0.1604, loss_iou: 0.3806, d0.loss_cls: 0.2638, d0.loss_bbox: 0.1644, d0.loss_iou: 0.3900, d1.loss_cls: 0.2273, d1.loss_bbox: 0.1634, d1.loss_iou: 0.3836, d2.loss_cls: 0.2106, d2.loss_bbox: 0.1594, d2.loss_iou: 0.3790, d3.loss_cls: 0.2023, d3.loss_bbox: 0.1604, d3.loss_iou: 0.3808, d4.loss_cls: 0.2003, d4.loss_bbox: 0.1599, d4.loss_iou: 0.3803, dn_loss_cls: 0.0320, dn_loss_bbox: 0.2524, dn_loss_iou: 0.3982, d0.dn_loss_cls: 0.0658, d0.dn_loss_bbox: 0.3595, d0.dn_loss_iou: 0.5199, d1.dn_loss_cls: 0.0417, d1.dn_loss_bbox: 0.2750, d1.dn_loss_iou: 0.4219, d2.dn_loss_cls: 0.0352, d2.dn_loss_bbox: 0.2551, d2.dn_loss_iou: 0.4013, d3.dn_loss_cls: 0.0327, d3.dn_loss_bbox: 0.2527, d3.dn_loss_iou: 0.3982, d4.dn_loss_cls: 0.0321, d4.dn_loss_bbox: 0.2524, d4.dn_loss_iou: 0.3980, loss: 9.8582, grad_norm: 20.4502 2023-11-05 02:15:00,750 - mmdet - INFO - Epoch [6][700/3665] lr: 5.563e-06, eta: 6:37:55, time: 0.946, data_time: 0.017, memory: 25302, interm_loss_cls: 0.2476, interm_loss_bbox: 0.1913, interm_loss_iou: 0.4423, loss_cls: 0.2072, loss_bbox: 0.1548, loss_iou: 0.3831, d0.loss_cls: 0.2711, d0.loss_bbox: 0.1586, d0.loss_iou: 0.3906, d1.loss_cls: 0.2364, d1.loss_bbox: 0.1573, d1.loss_iou: 0.3866, d2.loss_cls: 0.2180, d2.loss_bbox: 0.1545, d2.loss_iou: 0.3831, d3.loss_cls: 0.2098, d3.loss_bbox: 0.1546, d3.loss_iou: 0.3831, d4.loss_cls: 0.2065, d4.loss_bbox: 0.1551, d4.loss_iou: 0.3837, dn_loss_cls: 0.0339, dn_loss_bbox: 0.2559, dn_loss_iou: 0.4069, d0.dn_loss_cls: 0.0681, d0.dn_loss_bbox: 0.3630, d0.dn_loss_iou: 0.5331, d1.dn_loss_cls: 0.0436, d1.dn_loss_bbox: 0.2765, d1.dn_loss_iou: 0.4317, d2.dn_loss_cls: 0.0370, d2.dn_loss_bbox: 0.2583, d2.dn_loss_iou: 0.4100, d3.dn_loss_cls: 0.0346, d3.dn_loss_bbox: 0.2561, d3.dn_loss_iou: 0.4071, d4.dn_loss_cls: 0.0340, d4.dn_loss_bbox: 0.2559, d4.dn_loss_iou: 0.4067, loss: 9.9875, grad_norm: 19.6710 2023-11-05 02:15:49,731 - mmdet - INFO - Epoch [6][750/3665] lr: 5.563e-06, eta: 6:37:08, time: 0.980, data_time: 0.015, memory: 25302, interm_loss_cls: 0.2480, interm_loss_bbox: 0.1901, interm_loss_iou: 0.4393, loss_cls: 0.2084, loss_bbox: 0.1547, loss_iou: 0.3804, d0.loss_cls: 0.2694, d0.loss_bbox: 0.1595, d0.loss_iou: 0.3919, d1.loss_cls: 0.2383, d1.loss_bbox: 0.1569, d1.loss_iou: 0.3842, d2.loss_cls: 0.2202, d2.loss_bbox: 0.1526, d2.loss_iou: 0.3793, d3.loss_cls: 0.2118, d3.loss_bbox: 0.1534, d3.loss_iou: 0.3792, d4.loss_cls: 0.2092, d4.loss_bbox: 0.1540, d4.loss_iou: 0.3798, dn_loss_cls: 0.0348, dn_loss_bbox: 0.2603, dn_loss_iou: 0.4013, d0.dn_loss_cls: 0.0695, d0.dn_loss_bbox: 0.3716, d0.dn_loss_iou: 0.5249, d1.dn_loss_cls: 0.0445, d1.dn_loss_bbox: 0.2831, d1.dn_loss_iou: 0.4255, d2.dn_loss_cls: 0.0380, d2.dn_loss_bbox: 0.2631, d2.dn_loss_iou: 0.4045, d3.dn_loss_cls: 0.0355, d3.dn_loss_bbox: 0.2606, d3.dn_loss_iou: 0.4015, d4.dn_loss_cls: 0.0346, d4.dn_loss_bbox: 0.2603, d4.dn_loss_iou: 0.4011, loss: 9.9755, grad_norm: 19.3396 2023-11-05 02:16:36,366 - mmdet - INFO - Epoch [6][800/3665] lr: 5.563e-06, eta: 6:36:19, time: 0.932, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2529, interm_loss_bbox: 0.1956, interm_loss_iou: 0.4489, loss_cls: 0.2128, loss_bbox: 0.1611, loss_iou: 0.3919, d0.loss_cls: 0.2770, d0.loss_bbox: 0.1642, d0.loss_iou: 0.3992, d1.loss_cls: 0.2448, d1.loss_bbox: 0.1614, d1.loss_iou: 0.3941, d2.loss_cls: 0.2249, d2.loss_bbox: 0.1595, d2.loss_iou: 0.3910, d3.loss_cls: 0.2152, d3.loss_bbox: 0.1603, d3.loss_iou: 0.3915, d4.loss_cls: 0.2124, d4.loss_bbox: 0.1612, d4.loss_iou: 0.3919, dn_loss_cls: 0.0339, dn_loss_bbox: 0.2601, dn_loss_iou: 0.3977, d0.dn_loss_cls: 0.0692, d0.dn_loss_bbox: 0.3693, d0.dn_loss_iou: 0.5213, d1.dn_loss_cls: 0.0440, d1.dn_loss_bbox: 0.2808, d1.dn_loss_iou: 0.4215, d2.dn_loss_cls: 0.0375, d2.dn_loss_bbox: 0.2628, d2.dn_loss_iou: 0.4009, d3.dn_loss_cls: 0.0347, d3.dn_loss_bbox: 0.2603, d3.dn_loss_iou: 0.3980, d4.dn_loss_cls: 0.0339, d4.dn_loss_bbox: 0.2601, d4.dn_loss_iou: 0.3976, loss: 10.0956, grad_norm: 20.0259 2023-11-05 02:17:23,270 - mmdet - INFO - Epoch [6][850/3665] lr: 5.563e-06, eta: 6:35:30, time: 0.938, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2482, interm_loss_bbox: 0.1964, interm_loss_iou: 0.4446, loss_cls: 0.2083, loss_bbox: 0.1568, loss_iou: 0.3783, d0.loss_cls: 0.2707, d0.loss_bbox: 0.1632, d0.loss_iou: 0.3926, d1.loss_cls: 0.2403, d1.loss_bbox: 0.1587, d1.loss_iou: 0.3822, d2.loss_cls: 0.2202, d2.loss_bbox: 0.1556, d2.loss_iou: 0.3779, d3.loss_cls: 0.2119, d3.loss_bbox: 0.1560, d3.loss_iou: 0.3774, d4.loss_cls: 0.2086, d4.loss_bbox: 0.1564, d4.loss_iou: 0.3781, dn_loss_cls: 0.0332, dn_loss_bbox: 0.2615, dn_loss_iou: 0.3927, d0.dn_loss_cls: 0.0684, d0.dn_loss_bbox: 0.3706, d0.dn_loss_iou: 0.5173, d1.dn_loss_cls: 0.0435, d1.dn_loss_bbox: 0.2832, d1.dn_loss_iou: 0.4173, d2.dn_loss_cls: 0.0365, d2.dn_loss_bbox: 0.2641, d2.dn_loss_iou: 0.3957, d3.dn_loss_cls: 0.0339, d3.dn_loss_bbox: 0.2618, d3.dn_loss_iou: 0.3929, d4.dn_loss_cls: 0.0331, d4.dn_loss_bbox: 0.2615, d4.dn_loss_iou: 0.3925, loss: 9.9421, grad_norm: 18.1137 2023-11-05 02:18:13,176 - mmdet - INFO - Epoch [6][900/3665] lr: 5.563e-06, eta: 6:34:45, time: 0.998, data_time: 0.017, memory: 25302, interm_loss_cls: 0.2501, interm_loss_bbox: 0.1960, interm_loss_iou: 0.4360, loss_cls: 0.2073, loss_bbox: 0.1576, loss_iou: 0.3734, d0.loss_cls: 0.2780, d0.loss_bbox: 0.1626, d0.loss_iou: 0.3848, d1.loss_cls: 0.2438, d1.loss_bbox: 0.1579, d1.loss_iou: 0.3748, d2.loss_cls: 0.2212, d2.loss_bbox: 0.1555, d2.loss_iou: 0.3712, d3.loss_cls: 0.2128, d3.loss_bbox: 0.1556, d3.loss_iou: 0.3718, d4.loss_cls: 0.2087, d4.loss_bbox: 0.1567, d4.loss_iou: 0.3725, dn_loss_cls: 0.0354, dn_loss_bbox: 0.2560, dn_loss_iou: 0.3877, d0.dn_loss_cls: 0.0710, d0.dn_loss_bbox: 0.3713, d0.dn_loss_iou: 0.5145, d1.dn_loss_cls: 0.0454, d1.dn_loss_bbox: 0.2793, d1.dn_loss_iou: 0.4131, d2.dn_loss_cls: 0.0385, d2.dn_loss_bbox: 0.2586, d2.dn_loss_iou: 0.3912, d3.dn_loss_cls: 0.0358, d3.dn_loss_bbox: 0.2564, d3.dn_loss_iou: 0.3881, d4.dn_loss_cls: 0.0353, d4.dn_loss_bbox: 0.2560, d4.dn_loss_iou: 0.3876, loss: 9.8699, grad_norm: 18.2744 2023-11-05 02:19:00,859 - mmdet - INFO - Epoch [6][950/3665] lr: 5.563e-06, eta: 6:33:57, time: 0.954, data_time: 0.015, memory: 25302, interm_loss_cls: 0.2558, interm_loss_bbox: 0.1960, interm_loss_iou: 0.4376, loss_cls: 0.2090, loss_bbox: 0.1651, loss_iou: 0.3869, d0.loss_cls: 0.2744, d0.loss_bbox: 0.1695, d0.loss_iou: 0.3961, d1.loss_cls: 0.2431, d1.loss_bbox: 0.1656, d1.loss_iou: 0.3882, d2.loss_cls: 0.2221, d2.loss_bbox: 0.1637, d2.loss_iou: 0.3852, d3.loss_cls: 0.2133, d3.loss_bbox: 0.1641, d3.loss_iou: 0.3858, d4.loss_cls: 0.2104, d4.loss_bbox: 0.1641, d4.loss_iou: 0.3863, dn_loss_cls: 0.0344, dn_loss_bbox: 0.2719, dn_loss_iou: 0.4017, d0.dn_loss_cls: 0.0696, d0.dn_loss_bbox: 0.3784, d0.dn_loss_iou: 0.5240, d1.dn_loss_cls: 0.0448, d1.dn_loss_bbox: 0.2930, d1.dn_loss_iou: 0.4257, d2.dn_loss_cls: 0.0376, d2.dn_loss_bbox: 0.2742, d2.dn_loss_iou: 0.4049, d3.dn_loss_cls: 0.0349, d3.dn_loss_bbox: 0.2722, d3.dn_loss_iou: 0.4020, d4.dn_loss_cls: 0.0342, d4.dn_loss_bbox: 0.2719, d4.dn_loss_iou: 0.4015, loss: 10.1593, grad_norm: 19.8270 2023-11-05 02:19:48,049 - mmdet - INFO - Epoch [6][1000/3665] lr: 5.563e-06, eta: 6:33:08, time: 0.944, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2493, interm_loss_bbox: 0.1887, interm_loss_iou: 0.4327, loss_cls: 0.2077, loss_bbox: 0.1579, loss_iou: 0.3812, d0.loss_cls: 0.2686, d0.loss_bbox: 0.1617, d0.loss_iou: 0.3890, d1.loss_cls: 0.2380, d1.loss_bbox: 0.1593, d1.loss_iou: 0.3823, d2.loss_cls: 0.2202, d2.loss_bbox: 0.1567, d2.loss_iou: 0.3797, d3.loss_cls: 0.2104, d3.loss_bbox: 0.1578, d3.loss_iou: 0.3810, d4.loss_cls: 0.2084, d4.loss_bbox: 0.1574, d4.loss_iou: 0.3806, dn_loss_cls: 0.0341, dn_loss_bbox: 0.2650, dn_loss_iou: 0.4018, d0.dn_loss_cls: 0.0693, d0.dn_loss_bbox: 0.3686, d0.dn_loss_iou: 0.5221, d1.dn_loss_cls: 0.0442, d1.dn_loss_bbox: 0.2848, d1.dn_loss_iou: 0.4256, d2.dn_loss_cls: 0.0375, d2.dn_loss_bbox: 0.2675, d2.dn_loss_iou: 0.4050, d3.dn_loss_cls: 0.0349, d3.dn_loss_bbox: 0.2652, d3.dn_loss_iou: 0.4021, d4.dn_loss_cls: 0.0342, d4.dn_loss_bbox: 0.2650, d4.dn_loss_iou: 0.4017, loss: 9.9971, grad_norm: 18.7890 2023-11-05 02:20:34,990 - mmdet - INFO - Epoch [6][1050/3665] lr: 5.563e-06, eta: 6:32:19, time: 0.939, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2466, interm_loss_bbox: 0.1943, interm_loss_iou: 0.4428, loss_cls: 0.2058, loss_bbox: 0.1562, loss_iou: 0.3817, d0.loss_cls: 0.2689, d0.loss_bbox: 0.1622, d0.loss_iou: 0.3936, d1.loss_cls: 0.2377, d1.loss_bbox: 0.1584, d1.loss_iou: 0.3852, d2.loss_cls: 0.2175, d2.loss_bbox: 0.1559, d2.loss_iou: 0.3822, d3.loss_cls: 0.2090, d3.loss_bbox: 0.1552, d3.loss_iou: 0.3813, d4.loss_cls: 0.2064, d4.loss_bbox: 0.1554, d4.loss_iou: 0.3814, dn_loss_cls: 0.0328, dn_loss_bbox: 0.2568, dn_loss_iou: 0.3944, d0.dn_loss_cls: 0.0687, d0.dn_loss_bbox: 0.3690, d0.dn_loss_iou: 0.5195, d1.dn_loss_cls: 0.0436, d1.dn_loss_bbox: 0.2803, d1.dn_loss_iou: 0.4192, d2.dn_loss_cls: 0.0366, d2.dn_loss_bbox: 0.2594, d2.dn_loss_iou: 0.3974, d3.dn_loss_cls: 0.0338, d3.dn_loss_bbox: 0.2570, d3.dn_loss_iou: 0.3947, d4.dn_loss_cls: 0.0329, d4.dn_loss_bbox: 0.2568, d4.dn_loss_iou: 0.3943, loss: 9.9252, grad_norm: 18.8988 2023-11-05 02:21:21,150 - mmdet - INFO - Epoch [6][1100/3665] lr: 5.563e-06, eta: 6:31:29, time: 0.922, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2447, interm_loss_bbox: 0.1935, interm_loss_iou: 0.4295, loss_cls: 0.2047, loss_bbox: 0.1569, loss_iou: 0.3691, d0.loss_cls: 0.2699, d0.loss_bbox: 0.1642, d0.loss_iou: 0.3818, d1.loss_cls: 0.2339, d1.loss_bbox: 0.1624, d1.loss_iou: 0.3763, d2.loss_cls: 0.2169, d2.loss_bbox: 0.1567, d2.loss_iou: 0.3696, d3.loss_cls: 0.2085, d3.loss_bbox: 0.1566, d3.loss_iou: 0.3687, d4.loss_cls: 0.2053, d4.loss_bbox: 0.1569, d4.loss_iou: 0.3690, dn_loss_cls: 0.0329, dn_loss_bbox: 0.2696, dn_loss_iou: 0.3851, d0.dn_loss_cls: 0.0690, d0.dn_loss_bbox: 0.3879, d0.dn_loss_iou: 0.5130, d1.dn_loss_cls: 0.0430, d1.dn_loss_bbox: 0.2942, d1.dn_loss_iou: 0.4107, d2.dn_loss_cls: 0.0361, d2.dn_loss_bbox: 0.2727, d2.dn_loss_iou: 0.3889, d3.dn_loss_cls: 0.0335, d3.dn_loss_bbox: 0.2700, d3.dn_loss_iou: 0.3855, d4.dn_loss_cls: 0.0327, d4.dn_loss_bbox: 0.2696, d4.dn_loss_iou: 0.3850, loss: 9.8745, grad_norm: 19.9462 2023-11-05 02:22:11,794 - mmdet - INFO - Epoch [6][1150/3665] lr: 5.563e-06, eta: 6:30:45, time: 1.014, data_time: 0.019, memory: 25302, interm_loss_cls: 0.2508, interm_loss_bbox: 0.1972, interm_loss_iou: 0.4453, loss_cls: 0.2094, loss_bbox: 0.1625, loss_iou: 0.3853, d0.loss_cls: 0.2724, d0.loss_bbox: 0.1660, d0.loss_iou: 0.3950, d1.loss_cls: 0.2383, d1.loss_bbox: 0.1638, d1.loss_iou: 0.3886, d2.loss_cls: 0.2218, d2.loss_bbox: 0.1604, d2.loss_iou: 0.3846, d3.loss_cls: 0.2130, d3.loss_bbox: 0.1611, d3.loss_iou: 0.3847, d4.loss_cls: 0.2092, d4.loss_bbox: 0.1624, d4.loss_iou: 0.3857, dn_loss_cls: 0.0338, dn_loss_bbox: 0.2600, dn_loss_iou: 0.4080, d0.dn_loss_cls: 0.0697, d0.dn_loss_bbox: 0.3652, d0.dn_loss_iou: 0.5318, d1.dn_loss_cls: 0.0442, d1.dn_loss_bbox: 0.2824, d1.dn_loss_iou: 0.4330, d2.dn_loss_cls: 0.0374, d2.dn_loss_bbox: 0.2633, d2.dn_loss_iou: 0.4117, d3.dn_loss_cls: 0.0347, d3.dn_loss_bbox: 0.2605, d3.dn_loss_iou: 0.4085, d4.dn_loss_cls: 0.0338, d4.dn_loss_bbox: 0.2600, d4.dn_loss_iou: 0.4079, loss: 10.1038, grad_norm: 18.9826 2023-11-05 02:22:58,668 - mmdet - INFO - Epoch [6][1200/3665] lr: 5.563e-06, eta: 6:29:56, time: 0.938, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2518, interm_loss_bbox: 0.1970, interm_loss_iou: 0.4299, loss_cls: 0.2082, loss_bbox: 0.1650, loss_iou: 0.3787, d0.loss_cls: 0.2697, d0.loss_bbox: 0.1693, d0.loss_iou: 0.3867, d1.loss_cls: 0.2380, d1.loss_bbox: 0.1651, d1.loss_iou: 0.3805, d2.loss_cls: 0.2220, d2.loss_bbox: 0.1599, d2.loss_iou: 0.3743, d3.loss_cls: 0.2138, d3.loss_bbox: 0.1614, d3.loss_iou: 0.3756, d4.loss_cls: 0.2092, d4.loss_bbox: 0.1642, d4.loss_iou: 0.3783, dn_loss_cls: 0.0336, dn_loss_bbox: 0.2641, dn_loss_iou: 0.3945, d0.dn_loss_cls: 0.0699, d0.dn_loss_bbox: 0.3789, d0.dn_loss_iou: 0.5210, d1.dn_loss_cls: 0.0440, d1.dn_loss_bbox: 0.2881, d1.dn_loss_iou: 0.4198, d2.dn_loss_cls: 0.0370, d2.dn_loss_bbox: 0.2672, d2.dn_loss_iou: 0.3977, d3.dn_loss_cls: 0.0343, d3.dn_loss_bbox: 0.2644, d3.dn_loss_iou: 0.3948, d4.dn_loss_cls: 0.0336, d4.dn_loss_bbox: 0.2641, d4.dn_loss_iou: 0.3943, loss: 9.9998, grad_norm: 20.2859 2023-11-05 02:23:45,238 - mmdet - INFO - Epoch [6][1250/3665] lr: 5.563e-06, eta: 6:29:06, time: 0.931, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2510, interm_loss_bbox: 0.1930, interm_loss_iou: 0.4323, loss_cls: 0.2094, loss_bbox: 0.1583, loss_iou: 0.3787, d0.loss_cls: 0.2691, d0.loss_bbox: 0.1662, d0.loss_iou: 0.3884, d1.loss_cls: 0.2377, d1.loss_bbox: 0.1610, d1.loss_iou: 0.3824, d2.loss_cls: 0.2203, d2.loss_bbox: 0.1580, d2.loss_iou: 0.3790, d3.loss_cls: 0.2126, d3.loss_bbox: 0.1578, d3.loss_iou: 0.3785, d4.loss_cls: 0.2094, d4.loss_bbox: 0.1584, d4.loss_iou: 0.3791, dn_loss_cls: 0.0341, dn_loss_bbox: 0.2555, dn_loss_iou: 0.3990, d0.dn_loss_cls: 0.0687, d0.dn_loss_bbox: 0.3654, d0.dn_loss_iou: 0.5196, d1.dn_loss_cls: 0.0440, d1.dn_loss_bbox: 0.2774, d1.dn_loss_iou: 0.4227, d2.dn_loss_cls: 0.0374, d2.dn_loss_bbox: 0.2586, d2.dn_loss_iou: 0.4026, d3.dn_loss_cls: 0.0346, d3.dn_loss_bbox: 0.2558, d3.dn_loss_iou: 0.3995, d4.dn_loss_cls: 0.0339, d4.dn_loss_bbox: 0.2555, d4.dn_loss_iou: 0.3989, loss: 9.9440, grad_norm: 18.5281 2023-11-05 02:24:32,194 - mmdet - INFO - Epoch [6][1300/3665] lr: 5.563e-06, eta: 6:28:17, time: 0.939, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2467, interm_loss_bbox: 0.1942, interm_loss_iou: 0.4392, loss_cls: 0.2064, loss_bbox: 0.1621, loss_iou: 0.3854, d0.loss_cls: 0.2664, d0.loss_bbox: 0.1660, d0.loss_iou: 0.3939, d1.loss_cls: 0.2374, d1.loss_bbox: 0.1641, d1.loss_iou: 0.3890, d2.loss_cls: 0.2181, d2.loss_bbox: 0.1619, d2.loss_iou: 0.3852, d3.loss_cls: 0.2102, d3.loss_bbox: 0.1619, d3.loss_iou: 0.3850, d4.loss_cls: 0.2064, d4.loss_bbox: 0.1622, d4.loss_iou: 0.3858, dn_loss_cls: 0.0348, dn_loss_bbox: 0.2540, dn_loss_iou: 0.3976, d0.dn_loss_cls: 0.0700, d0.dn_loss_bbox: 0.3685, d0.dn_loss_iou: 0.5211, d1.dn_loss_cls: 0.0450, d1.dn_loss_bbox: 0.2760, d1.dn_loss_iou: 0.4210, d2.dn_loss_cls: 0.0380, d2.dn_loss_bbox: 0.2567, d2.dn_loss_iou: 0.4009, d3.dn_loss_cls: 0.0354, d3.dn_loss_bbox: 0.2544, d3.dn_loss_iou: 0.3980, d4.dn_loss_cls: 0.0347, d4.dn_loss_bbox: 0.2540, d4.dn_loss_iou: 0.3974, loss: 9.9849, grad_norm: 17.9946 2023-11-05 02:25:21,049 - mmdet - INFO - Epoch [6][1350/3665] lr: 5.563e-06, eta: 6:27:31, time: 0.977, data_time: 0.020, memory: 25302, interm_loss_cls: 0.2483, interm_loss_bbox: 0.1974, interm_loss_iou: 0.4399, loss_cls: 0.2073, loss_bbox: 0.1602, loss_iou: 0.3813, d0.loss_cls: 0.2649, d0.loss_bbox: 0.1657, d0.loss_iou: 0.3916, d1.loss_cls: 0.2349, d1.loss_bbox: 0.1623, d1.loss_iou: 0.3853, d2.loss_cls: 0.2179, d2.loss_bbox: 0.1597, d2.loss_iou: 0.3817, d3.loss_cls: 0.2099, d3.loss_bbox: 0.1599, d3.loss_iou: 0.3813, d4.loss_cls: 0.2074, d4.loss_bbox: 0.1604, d4.loss_iou: 0.3815, dn_loss_cls: 0.0329, dn_loss_bbox: 0.2556, dn_loss_iou: 0.3935, d0.dn_loss_cls: 0.0680, d0.dn_loss_bbox: 0.3650, d0.dn_loss_iou: 0.5148, d1.dn_loss_cls: 0.0431, d1.dn_loss_bbox: 0.2768, d1.dn_loss_iou: 0.4165, d2.dn_loss_cls: 0.0365, d2.dn_loss_bbox: 0.2581, d2.dn_loss_iou: 0.3966, d3.dn_loss_cls: 0.0338, d3.dn_loss_bbox: 0.2559, d3.dn_loss_iou: 0.3938, d4.dn_loss_cls: 0.0329, d4.dn_loss_bbox: 0.2556, d4.dn_loss_iou: 0.3934, loss: 9.9214, grad_norm: 19.2662 2023-11-05 02:26:09,131 - mmdet - INFO - Epoch [6][1400/3665] lr: 5.563e-06, eta: 6:26:43, time: 0.962, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2507, interm_loss_bbox: 0.2009, interm_loss_iou: 0.4417, loss_cls: 0.2092, loss_bbox: 0.1648, loss_iou: 0.3826, d0.loss_cls: 0.2696, d0.loss_bbox: 0.1720, d0.loss_iou: 0.3949, d1.loss_cls: 0.2367, d1.loss_bbox: 0.1689, d1.loss_iou: 0.3880, d2.loss_cls: 0.2201, d2.loss_bbox: 0.1647, d2.loss_iou: 0.3822, d3.loss_cls: 0.2120, d3.loss_bbox: 0.1648, d3.loss_iou: 0.3823, d4.loss_cls: 0.2101, d4.loss_bbox: 0.1643, d4.loss_iou: 0.3819, dn_loss_cls: 0.0337, dn_loss_bbox: 0.2740, dn_loss_iou: 0.3945, d0.dn_loss_cls: 0.0689, d0.dn_loss_bbox: 0.3955, d0.dn_loss_iou: 0.5202, d1.dn_loss_cls: 0.0436, d1.dn_loss_bbox: 0.2999, d1.dn_loss_iou: 0.4195, d2.dn_loss_cls: 0.0368, d2.dn_loss_bbox: 0.2775, d2.dn_loss_iou: 0.3981, d3.dn_loss_cls: 0.0343, d3.dn_loss_bbox: 0.2743, d3.dn_loss_iou: 0.3949, d4.dn_loss_cls: 0.0335, d4.dn_loss_bbox: 0.2739, d4.dn_loss_iou: 0.3943, loss: 10.1298, grad_norm: 18.7738 2023-11-05 02:26:55,686 - mmdet - INFO - Epoch [6][1450/3665] lr: 5.563e-06, eta: 6:25:54, time: 0.931, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2397, interm_loss_bbox: 0.1905, interm_loss_iou: 0.4367, loss_cls: 0.2003, loss_bbox: 0.1543, loss_iou: 0.3743, d0.loss_cls: 0.2606, d0.loss_bbox: 0.1589, d0.loss_iou: 0.3841, d1.loss_cls: 0.2277, d1.loss_bbox: 0.1566, d1.loss_iou: 0.3773, d2.loss_cls: 0.2118, d2.loss_bbox: 0.1535, d2.loss_iou: 0.3731, d3.loss_cls: 0.2045, d3.loss_bbox: 0.1532, d3.loss_iou: 0.3737, d4.loss_cls: 0.2005, d4.loss_bbox: 0.1542, d4.loss_iou: 0.3748, dn_loss_cls: 0.0326, dn_loss_bbox: 0.2511, dn_loss_iou: 0.3917, d0.dn_loss_cls: 0.0671, d0.dn_loss_bbox: 0.3616, d0.dn_loss_iou: 0.5139, d1.dn_loss_cls: 0.0424, d1.dn_loss_bbox: 0.2740, d1.dn_loss_iou: 0.4158, d2.dn_loss_cls: 0.0356, d2.dn_loss_bbox: 0.2541, d2.dn_loss_iou: 0.3947, d3.dn_loss_cls: 0.0333, d3.dn_loss_bbox: 0.2514, d3.dn_loss_iou: 0.3919, d4.dn_loss_cls: 0.0325, d4.dn_loss_bbox: 0.2511, d4.dn_loss_iou: 0.3915, loss: 9.7467, grad_norm: 20.1525 2023-11-05 02:27:42,693 - mmdet - INFO - Epoch [6][1500/3665] lr: 5.563e-06, eta: 6:25:05, time: 0.940, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2432, interm_loss_bbox: 0.1936, interm_loss_iou: 0.4363, loss_cls: 0.2046, loss_bbox: 0.1550, loss_iou: 0.3756, d0.loss_cls: 0.2646, d0.loss_bbox: 0.1604, d0.loss_iou: 0.3848, d1.loss_cls: 0.2302, d1.loss_bbox: 0.1577, d1.loss_iou: 0.3796, d2.loss_cls: 0.2155, d2.loss_bbox: 0.1538, d2.loss_iou: 0.3742, d3.loss_cls: 0.2071, d3.loss_bbox: 0.1543, d3.loss_iou: 0.3749, d4.loss_cls: 0.2048, d4.loss_bbox: 0.1550, d4.loss_iou: 0.3757, dn_loss_cls: 0.0316, dn_loss_bbox: 0.2596, dn_loss_iou: 0.3928, d0.dn_loss_cls: 0.0662, d0.dn_loss_bbox: 0.3664, d0.dn_loss_iou: 0.5138, d1.dn_loss_cls: 0.0417, d1.dn_loss_bbox: 0.2808, d1.dn_loss_iou: 0.4164, d2.dn_loss_cls: 0.0349, d2.dn_loss_bbox: 0.2622, d2.dn_loss_iou: 0.3959, d3.dn_loss_cls: 0.0324, d3.dn_loss_bbox: 0.2598, d3.dn_loss_iou: 0.3931, d4.dn_loss_cls: 0.0315, d4.dn_loss_bbox: 0.2596, d4.dn_loss_iou: 0.3926, loss: 9.8321, grad_norm: 21.1610 2023-11-05 02:28:33,843 - mmdet - INFO - Epoch [6][1550/3665] lr: 5.563e-06, eta: 6:24:21, time: 1.022, data_time: 0.075, memory: 25302, interm_loss_cls: 0.2453, interm_loss_bbox: 0.1975, interm_loss_iou: 0.4309, loss_cls: 0.2049, loss_bbox: 0.1617, loss_iou: 0.3751, d0.loss_cls: 0.2643, d0.loss_bbox: 0.1678, d0.loss_iou: 0.3845, d1.loss_cls: 0.2322, d1.loss_bbox: 0.1627, d1.loss_iou: 0.3771, d2.loss_cls: 0.2166, d2.loss_bbox: 0.1600, d2.loss_iou: 0.3724, d3.loss_cls: 0.2085, d3.loss_bbox: 0.1610, d3.loss_iou: 0.3742, d4.loss_cls: 0.2051, d4.loss_bbox: 0.1615, d4.loss_iou: 0.3754, dn_loss_cls: 0.0325, dn_loss_bbox: 0.2577, dn_loss_iou: 0.3856, d0.dn_loss_cls: 0.0680, d0.dn_loss_bbox: 0.3738, d0.dn_loss_iou: 0.5106, d1.dn_loss_cls: 0.0431, d1.dn_loss_bbox: 0.2810, d1.dn_loss_iou: 0.4114, d2.dn_loss_cls: 0.0361, d2.dn_loss_bbox: 0.2604, d2.dn_loss_iou: 0.3895, d3.dn_loss_cls: 0.0333, d3.dn_loss_bbox: 0.2580, d3.dn_loss_iou: 0.3861, d4.dn_loss_cls: 0.0325, d4.dn_loss_bbox: 0.2577, d4.dn_loss_iou: 0.3855, loss: 9.8418, grad_norm: 18.1911 2023-11-05 02:29:22,426 - mmdet - INFO - Epoch [6][1600/3665] lr: 5.563e-06, eta: 6:23:34, time: 0.972, data_time: 0.016, memory: 25302, interm_loss_cls: 0.2448, interm_loss_bbox: 0.1937, interm_loss_iou: 0.4466, loss_cls: 0.2059, loss_bbox: 0.1585, loss_iou: 0.3876, d0.loss_cls: 0.2680, d0.loss_bbox: 0.1625, d0.loss_iou: 0.3960, d1.loss_cls: 0.2338, d1.loss_bbox: 0.1618, d1.loss_iou: 0.3909, d2.loss_cls: 0.2173, d2.loss_bbox: 0.1583, d2.loss_iou: 0.3866, d3.loss_cls: 0.2106, d3.loss_bbox: 0.1576, d3.loss_iou: 0.3853, d4.loss_cls: 0.2064, d4.loss_bbox: 0.1588, d4.loss_iou: 0.3871, dn_loss_cls: 0.0345, dn_loss_bbox: 0.2557, dn_loss_iou: 0.4074, d0.dn_loss_cls: 0.0685, d0.dn_loss_bbox: 0.3620, d0.dn_loss_iou: 0.5298, d1.dn_loss_cls: 0.0443, d1.dn_loss_bbox: 0.2776, d1.dn_loss_iou: 0.4313, d2.dn_loss_cls: 0.0378, d2.dn_loss_bbox: 0.2586, d2.dn_loss_iou: 0.4105, d3.dn_loss_cls: 0.0351, d3.dn_loss_bbox: 0.2560, d3.dn_loss_iou: 0.4077, d4.dn_loss_cls: 0.0344, d4.dn_loss_bbox: 0.2557, d4.dn_loss_iou: 0.4072, loss: 10.0322, grad_norm: 18.8691 2023-11-05 02:30:08,824 - mmdet - INFO - Epoch [6][1650/3665] lr: 5.563e-06, eta: 6:22:45, time: 0.928, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2429, interm_loss_bbox: 0.1933, interm_loss_iou: 0.4387, loss_cls: 0.2015, loss_bbox: 0.1606, loss_iou: 0.3826, d0.loss_cls: 0.2619, d0.loss_bbox: 0.1639, d0.loss_iou: 0.3911, d1.loss_cls: 0.2282, d1.loss_bbox: 0.1617, d1.loss_iou: 0.3871, d2.loss_cls: 0.2116, d2.loss_bbox: 0.1596, d2.loss_iou: 0.3828, d3.loss_cls: 0.2048, d3.loss_bbox: 0.1595, d3.loss_iou: 0.3809, d4.loss_cls: 0.2015, d4.loss_bbox: 0.1600, d4.loss_iou: 0.3827, dn_loss_cls: 0.0324, dn_loss_bbox: 0.2541, dn_loss_iou: 0.3938, d0.dn_loss_cls: 0.0673, d0.dn_loss_bbox: 0.3640, d0.dn_loss_iou: 0.5129, d1.dn_loss_cls: 0.0427, d1.dn_loss_bbox: 0.2757, d1.dn_loss_iou: 0.4176, d2.dn_loss_cls: 0.0355, d2.dn_loss_bbox: 0.2563, d2.dn_loss_iou: 0.3969, d3.dn_loss_cls: 0.0331, d3.dn_loss_bbox: 0.2544, d3.dn_loss_iou: 0.3942, d4.dn_loss_cls: 0.0323, d4.dn_loss_bbox: 0.2541, d4.dn_loss_iou: 0.3937, loss: 9.8682, grad_norm: 17.1441 2023-11-05 02:30:59,031 - mmdet - INFO - Epoch [6][1700/3665] lr: 5.563e-06, eta: 6:22:00, time: 1.003, data_time: 0.017, memory: 25302, interm_loss_cls: 0.2462, interm_loss_bbox: 0.1956, interm_loss_iou: 0.4256, loss_cls: 0.2037, loss_bbox: 0.1626, loss_iou: 0.3726, d0.loss_cls: 0.2643, d0.loss_bbox: 0.1661, d0.loss_iou: 0.3797, d1.loss_cls: 0.2315, d1.loss_bbox: 0.1636, d1.loss_iou: 0.3741, d2.loss_cls: 0.2149, d2.loss_bbox: 0.1625, d2.loss_iou: 0.3709, d3.loss_cls: 0.2066, d3.loss_bbox: 0.1622, d3.loss_iou: 0.3718, d4.loss_cls: 0.2049, d4.loss_bbox: 0.1618, d4.loss_iou: 0.3720, dn_loss_cls: 0.0330, dn_loss_bbox: 0.2693, dn_loss_iou: 0.3879, d0.dn_loss_cls: 0.0682, d0.dn_loss_bbox: 0.3821, d0.dn_loss_iou: 0.5127, d1.dn_loss_cls: 0.0428, d1.dn_loss_bbox: 0.2919, d1.dn_loss_iou: 0.4126, d2.dn_loss_cls: 0.0363, d2.dn_loss_bbox: 0.2723, d2.dn_loss_iou: 0.3915, d3.dn_loss_cls: 0.0337, d3.dn_loss_bbox: 0.2696, d3.dn_loss_iou: 0.3883, d4.dn_loss_cls: 0.0329, d4.dn_loss_bbox: 0.2693, d4.dn_loss_iou: 0.3878, loss: 9.8954, grad_norm: 17.9566 2023-11-05 02:31:47,407 - mmdet - INFO - Epoch [6][1750/3665] lr: 5.563e-06, eta: 6:21:12, time: 0.969, data_time: 0.016, memory: 25302, interm_loss_cls: 0.2515, interm_loss_bbox: 0.1954, interm_loss_iou: 0.4462, loss_cls: 0.2110, loss_bbox: 0.1591, loss_iou: 0.3873, d0.loss_cls: 0.2715, d0.loss_bbox: 0.1642, d0.loss_iou: 0.3956, d1.loss_cls: 0.2394, d1.loss_bbox: 0.1609, d1.loss_iou: 0.3888, d2.loss_cls: 0.2226, d2.loss_bbox: 0.1584, d2.loss_iou: 0.3855, d3.loss_cls: 0.2128, d3.loss_bbox: 0.1587, d3.loss_iou: 0.3875, d4.loss_cls: 0.2105, d4.loss_bbox: 0.1594, d4.loss_iou: 0.3878, dn_loss_cls: 0.0347, dn_loss_bbox: 0.2634, dn_loss_iou: 0.3980, d0.dn_loss_cls: 0.0687, d0.dn_loss_bbox: 0.3744, d0.dn_loss_iou: 0.5187, d1.dn_loss_cls: 0.0448, d1.dn_loss_bbox: 0.2856, d1.dn_loss_iou: 0.4223, d2.dn_loss_cls: 0.0380, d2.dn_loss_bbox: 0.2663, d2.dn_loss_iou: 0.4014, d3.dn_loss_cls: 0.0353, d3.dn_loss_bbox: 0.2637, d3.dn_loss_iou: 0.3984, d4.dn_loss_cls: 0.0347, d4.dn_loss_bbox: 0.2634, d4.dn_loss_iou: 0.3979, loss: 10.0637, grad_norm: 18.3431 2023-11-05 02:32:34,520 - mmdet - INFO - Epoch [6][1800/3665] lr: 5.563e-06, eta: 6:20:24, time: 0.942, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2460, interm_loss_bbox: 0.1947, interm_loss_iou: 0.4285, loss_cls: 0.2012, loss_bbox: 0.1631, loss_iou: 0.3754, d0.loss_cls: 0.2653, d0.loss_bbox: 0.1671, d0.loss_iou: 0.3834, d1.loss_cls: 0.2300, d1.loss_bbox: 0.1636, d1.loss_iou: 0.3784, d2.loss_cls: 0.2143, d2.loss_bbox: 0.1608, d2.loss_iou: 0.3737, d3.loss_cls: 0.2052, d3.loss_bbox: 0.1620, d3.loss_iou: 0.3748, d4.loss_cls: 0.2008, d4.loss_bbox: 0.1637, d4.loss_iou: 0.3759, dn_loss_cls: 0.0323, dn_loss_bbox: 0.2600, dn_loss_iou: 0.3923, d0.dn_loss_cls: 0.0680, d0.dn_loss_bbox: 0.3711, d0.dn_loss_iou: 0.5162, d1.dn_loss_cls: 0.0426, d1.dn_loss_bbox: 0.2829, d1.dn_loss_iou: 0.4164, d2.dn_loss_cls: 0.0356, d2.dn_loss_bbox: 0.2629, d2.dn_loss_iou: 0.3955, d3.dn_loss_cls: 0.0331, d3.dn_loss_bbox: 0.2602, d3.dn_loss_iou: 0.3927, d4.dn_loss_cls: 0.0324, d4.dn_loss_bbox: 0.2600, d4.dn_loss_iou: 0.3922, loss: 9.8744, grad_norm: 17.8175 2023-11-05 02:33:24,050 - mmdet - INFO - Epoch [6][1850/3665] lr: 5.563e-06, eta: 6:19:38, time: 0.991, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2430, interm_loss_bbox: 0.1884, interm_loss_iou: 0.4303, loss_cls: 0.2027, loss_bbox: 0.1539, loss_iou: 0.3732, d0.loss_cls: 0.2646, d0.loss_bbox: 0.1585, d0.loss_iou: 0.3828, d1.loss_cls: 0.2316, d1.loss_bbox: 0.1569, d1.loss_iou: 0.3764, d2.loss_cls: 0.2151, d2.loss_bbox: 0.1532, d2.loss_iou: 0.3712, d3.loss_cls: 0.2062, d3.loss_bbox: 0.1533, d3.loss_iou: 0.3720, d4.loss_cls: 0.2025, d4.loss_bbox: 0.1542, d4.loss_iou: 0.3735, dn_loss_cls: 0.0329, dn_loss_bbox: 0.2482, dn_loss_iou: 0.3912, d0.dn_loss_cls: 0.0686, d0.dn_loss_bbox: 0.3584, d0.dn_loss_iou: 0.5127, d1.dn_loss_cls: 0.0432, d1.dn_loss_bbox: 0.2719, d1.dn_loss_iou: 0.4159, d2.dn_loss_cls: 0.0366, d2.dn_loss_bbox: 0.2513, d2.dn_loss_iou: 0.3948, d3.dn_loss_cls: 0.0337, d3.dn_loss_bbox: 0.2485, d3.dn_loss_iou: 0.3916, d4.dn_loss_cls: 0.0329, d4.dn_loss_bbox: 0.2482, d4.dn_loss_iou: 0.3911, loss: 9.7351, grad_norm: 20.5805 2023-11-05 02:34:11,448 - mmdet - INFO - Epoch [6][1900/3665] lr: 5.563e-06, eta: 6:18:49, time: 0.945, data_time: 0.015, memory: 25302, interm_loss_cls: 0.2485, interm_loss_bbox: 0.1917, interm_loss_iou: 0.4393, loss_cls: 0.2097, loss_bbox: 0.1604, loss_iou: 0.3849, d0.loss_cls: 0.2696, d0.loss_bbox: 0.1654, d0.loss_iou: 0.3967, d1.loss_cls: 0.2372, d1.loss_bbox: 0.1624, d1.loss_iou: 0.3878, d2.loss_cls: 0.2192, d2.loss_bbox: 0.1602, d2.loss_iou: 0.3858, d3.loss_cls: 0.2122, d3.loss_bbox: 0.1602, d3.loss_iou: 0.3845, d4.loss_cls: 0.2100, d4.loss_bbox: 0.1603, d4.loss_iou: 0.3846, dn_loss_cls: 0.0326, dn_loss_bbox: 0.2638, dn_loss_iou: 0.4076, d0.dn_loss_cls: 0.0686, d0.dn_loss_bbox: 0.3749, d0.dn_loss_iou: 0.5310, d1.dn_loss_cls: 0.0432, d1.dn_loss_bbox: 0.2864, d1.dn_loss_iou: 0.4320, d2.dn_loss_cls: 0.0359, d2.dn_loss_bbox: 0.2665, d2.dn_loss_iou: 0.4109, d3.dn_loss_cls: 0.0333, d3.dn_loss_bbox: 0.2641, d3.dn_loss_iou: 0.4079, d4.dn_loss_cls: 0.0326, d4.dn_loss_bbox: 0.2638, d4.dn_loss_iou: 0.4074, loss: 10.0930, grad_norm: 19.3922 2023-11-05 02:35:00,227 - mmdet - INFO - Epoch [6][1950/3665] lr: 5.563e-06, eta: 6:18:03, time: 0.978, data_time: 0.017, memory: 25302, interm_loss_cls: 0.2477, interm_loss_bbox: 0.1927, interm_loss_iou: 0.4329, loss_cls: 0.2075, loss_bbox: 0.1581, loss_iou: 0.3756, d0.loss_cls: 0.2651, d0.loss_bbox: 0.1641, d0.loss_iou: 0.3870, d1.loss_cls: 0.2314, d1.loss_bbox: 0.1615, d1.loss_iou: 0.3809, d2.loss_cls: 0.2170, d2.loss_bbox: 0.1579, d2.loss_iou: 0.3752, d3.loss_cls: 0.2113, d3.loss_bbox: 0.1570, d3.loss_iou: 0.3738, d4.loss_cls: 0.2083, d4.loss_bbox: 0.1578, d4.loss_iou: 0.3749, dn_loss_cls: 0.0324, dn_loss_bbox: 0.2455, dn_loss_iou: 0.3898, d0.dn_loss_cls: 0.0679, d0.dn_loss_bbox: 0.3537, d0.dn_loss_iou: 0.5088, d1.dn_loss_cls: 0.0423, d1.dn_loss_bbox: 0.2670, d1.dn_loss_iou: 0.4129, d2.dn_loss_cls: 0.0355, d2.dn_loss_bbox: 0.2481, d2.dn_loss_iou: 0.3929, d3.dn_loss_cls: 0.0330, d3.dn_loss_bbox: 0.2457, d3.dn_loss_iou: 0.3900, d4.dn_loss_cls: 0.0323, d4.dn_loss_bbox: 0.2455, d4.dn_loss_iou: 0.3897, loss: 9.7705, grad_norm: 21.4600 2023-11-05 02:35:47,197 - mmdet - INFO - Epoch [6][2000/3665] lr: 5.563e-06, eta: 6:17:14, time: 0.939, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2474, interm_loss_bbox: 0.1865, interm_loss_iou: 0.4398, loss_cls: 0.2027, loss_bbox: 0.1542, loss_iou: 0.3834, d0.loss_cls: 0.2650, d0.loss_bbox: 0.1588, d0.loss_iou: 0.3913, d1.loss_cls: 0.2309, d1.loss_bbox: 0.1559, d1.loss_iou: 0.3854, d2.loss_cls: 0.2144, d2.loss_bbox: 0.1531, d2.loss_iou: 0.3811, d3.loss_cls: 0.2067, d3.loss_bbox: 0.1535, d3.loss_iou: 0.3819, d4.loss_cls: 0.2031, d4.loss_bbox: 0.1542, d4.loss_iou: 0.3829, dn_loss_cls: 0.0316, dn_loss_bbox: 0.2527, dn_loss_iou: 0.3971, d0.dn_loss_cls: 0.0665, d0.dn_loss_bbox: 0.3557, d0.dn_loss_iou: 0.5157, d1.dn_loss_cls: 0.0415, d1.dn_loss_bbox: 0.2727, d1.dn_loss_iou: 0.4202, d2.dn_loss_cls: 0.0349, d2.dn_loss_bbox: 0.2548, d2.dn_loss_iou: 0.4000, d3.dn_loss_cls: 0.0324, d3.dn_loss_bbox: 0.2530, d3.dn_loss_iou: 0.3974, d4.dn_loss_cls: 0.0316, d4.dn_loss_bbox: 0.2527, d4.dn_loss_iou: 0.3970, loss: 9.8396, grad_norm: 22.1455 2023-11-05 02:36:33,520 - mmdet - INFO - Epoch [6][2050/3665] lr: 5.563e-06, eta: 6:16:24, time: 0.926, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2423, interm_loss_bbox: 0.1909, interm_loss_iou: 0.4323, loss_cls: 0.2013, loss_bbox: 0.1592, loss_iou: 0.3751, d0.loss_cls: 0.2606, d0.loss_bbox: 0.1630, d0.loss_iou: 0.3851, d1.loss_cls: 0.2278, d1.loss_bbox: 0.1611, d1.loss_iou: 0.3777, d2.loss_cls: 0.2122, d2.loss_bbox: 0.1581, d2.loss_iou: 0.3733, d3.loss_cls: 0.2045, d3.loss_bbox: 0.1593, d3.loss_iou: 0.3744, d4.loss_cls: 0.2015, d4.loss_bbox: 0.1593, d4.loss_iou: 0.3749, dn_loss_cls: 0.0321, dn_loss_bbox: 0.2465, dn_loss_iou: 0.3902, d0.dn_loss_cls: 0.0657, d0.dn_loss_bbox: 0.3504, d0.dn_loss_iou: 0.5088, d1.dn_loss_cls: 0.0417, d1.dn_loss_bbox: 0.2666, d1.dn_loss_iou: 0.4127, d2.dn_loss_cls: 0.0355, d2.dn_loss_bbox: 0.2491, d2.dn_loss_iou: 0.3933, d3.dn_loss_cls: 0.0326, d3.dn_loss_bbox: 0.2467, d3.dn_loss_iou: 0.3904, d4.dn_loss_cls: 0.0320, d4.dn_loss_bbox: 0.2465, d4.dn_loss_iou: 0.3901, loss: 9.7250, grad_norm: 17.8690 2023-11-05 02:37:20,396 - mmdet - INFO - Epoch [6][2100/3665] lr: 5.563e-06, eta: 6:15:35, time: 0.938, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2445, interm_loss_bbox: 0.1889, interm_loss_iou: 0.4321, loss_cls: 0.2035, loss_bbox: 0.1556, loss_iou: 0.3774, d0.loss_cls: 0.2621, d0.loss_bbox: 0.1618, d0.loss_iou: 0.3893, d1.loss_cls: 0.2298, d1.loss_bbox: 0.1578, d1.loss_iou: 0.3815, d2.loss_cls: 0.2150, d2.loss_bbox: 0.1534, d2.loss_iou: 0.3757, d3.loss_cls: 0.2085, d3.loss_bbox: 0.1535, d3.loss_iou: 0.3755, d4.loss_cls: 0.2045, d4.loss_bbox: 0.1548, d4.loss_iou: 0.3771, dn_loss_cls: 0.0322, dn_loss_bbox: 0.2575, dn_loss_iou: 0.3948, d0.dn_loss_cls: 0.0668, d0.dn_loss_bbox: 0.3651, d0.dn_loss_iou: 0.5157, d1.dn_loss_cls: 0.0421, d1.dn_loss_bbox: 0.2789, d1.dn_loss_iou: 0.4181, d2.dn_loss_cls: 0.0351, d2.dn_loss_bbox: 0.2603, d2.dn_loss_iou: 0.3980, d3.dn_loss_cls: 0.0327, d3.dn_loss_bbox: 0.2578, d3.dn_loss_iou: 0.3952, d4.dn_loss_cls: 0.0320, d4.dn_loss_bbox: 0.2575, d4.dn_loss_iou: 0.3947, loss: 9.8367, grad_norm: 19.2732 2023-11-05 02:38:11,034 - mmdet - INFO - Epoch [6][2150/3665] lr: 5.563e-06, eta: 6:14:51, time: 1.013, data_time: 0.019, memory: 25302, interm_loss_cls: 0.2411, interm_loss_bbox: 0.1893, interm_loss_iou: 0.4427, loss_cls: 0.2021, loss_bbox: 0.1542, loss_iou: 0.3836, d0.loss_cls: 0.2593, d0.loss_bbox: 0.1601, d0.loss_iou: 0.3928, d1.loss_cls: 0.2270, d1.loss_bbox: 0.1575, d1.loss_iou: 0.3866, d2.loss_cls: 0.2115, d2.loss_bbox: 0.1541, d2.loss_iou: 0.3828, d3.loss_cls: 0.2038, d3.loss_bbox: 0.1542, d3.loss_iou: 0.3828, d4.loss_cls: 0.2013, d4.loss_bbox: 0.1543, d4.loss_iou: 0.3841, dn_loss_cls: 0.0319, dn_loss_bbox: 0.2460, dn_loss_iou: 0.3983, d0.dn_loss_cls: 0.0669, d0.dn_loss_bbox: 0.3503, d0.dn_loss_iou: 0.5203, d1.dn_loss_cls: 0.0420, d1.dn_loss_bbox: 0.2672, d1.dn_loss_iou: 0.4223, d2.dn_loss_cls: 0.0354, d2.dn_loss_bbox: 0.2487, d2.dn_loss_iou: 0.4017, d3.dn_loss_cls: 0.0328, d3.dn_loss_bbox: 0.2464, d3.dn_loss_iou: 0.3988, d4.dn_loss_cls: 0.0320, d4.dn_loss_bbox: 0.2461, d4.dn_loss_iou: 0.3982, loss: 9.8105, grad_norm: 17.3624 2023-11-05 02:38:58,664 - mmdet - INFO - Epoch [6][2200/3665] lr: 5.563e-06, eta: 6:14:03, time: 0.953, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2489, interm_loss_bbox: 0.1859, interm_loss_iou: 0.4392, loss_cls: 0.2071, loss_bbox: 0.1547, loss_iou: 0.3854, d0.loss_cls: 0.2695, d0.loss_bbox: 0.1564, d0.loss_iou: 0.3910, d1.loss_cls: 0.2365, d1.loss_bbox: 0.1546, d1.loss_iou: 0.3874, d2.loss_cls: 0.2195, d2.loss_bbox: 0.1529, d2.loss_iou: 0.3836, d3.loss_cls: 0.2108, d3.loss_bbox: 0.1541, d3.loss_iou: 0.3843, d4.loss_cls: 0.2074, d4.loss_bbox: 0.1545, d4.loss_iou: 0.3856, dn_loss_cls: 0.0334, dn_loss_bbox: 0.2599, dn_loss_iou: 0.3983, d0.dn_loss_cls: 0.0684, d0.dn_loss_bbox: 0.3688, d0.dn_loss_iou: 0.5173, d1.dn_loss_cls: 0.0435, d1.dn_loss_bbox: 0.2832, d1.dn_loss_iou: 0.4225, d2.dn_loss_cls: 0.0372, d2.dn_loss_bbox: 0.2631, d2.dn_loss_iou: 0.4018, d3.dn_loss_cls: 0.0344, d3.dn_loss_bbox: 0.2604, d3.dn_loss_iou: 0.3988, d4.dn_loss_cls: 0.0334, d4.dn_loss_bbox: 0.2599, d4.dn_loss_iou: 0.3982, loss: 9.9521, grad_norm: 18.3994 2023-11-05 02:39:45,620 - mmdet - INFO - Epoch [6][2250/3665] lr: 5.563e-06, eta: 6:13:14, time: 0.939, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2433, interm_loss_bbox: 0.1925, interm_loss_iou: 0.4316, loss_cls: 0.2029, loss_bbox: 0.1564, loss_iou: 0.3735, d0.loss_cls: 0.2657, d0.loss_bbox: 0.1603, d0.loss_iou: 0.3820, d1.loss_cls: 0.2319, d1.loss_bbox: 0.1584, d1.loss_iou: 0.3778, d2.loss_cls: 0.2133, d2.loss_bbox: 0.1558, d2.loss_iou: 0.3734, d3.loss_cls: 0.2056, d3.loss_bbox: 0.1560, d3.loss_iou: 0.3736, d4.loss_cls: 0.2032, d4.loss_bbox: 0.1563, d4.loss_iou: 0.3740, dn_loss_cls: 0.0330, dn_loss_bbox: 0.2516, dn_loss_iou: 0.3886, d0.dn_loss_cls: 0.0677, d0.dn_loss_bbox: 0.3655, d0.dn_loss_iou: 0.5145, d1.dn_loss_cls: 0.0429, d1.dn_loss_bbox: 0.2759, d1.dn_loss_iou: 0.4140, d2.dn_loss_cls: 0.0363, d2.dn_loss_bbox: 0.2548, d2.dn_loss_iou: 0.3924, d3.dn_loss_cls: 0.0336, d3.dn_loss_bbox: 0.2521, d3.dn_loss_iou: 0.3893, d4.dn_loss_cls: 0.0329, d4.dn_loss_bbox: 0.2515, d4.dn_loss_iou: 0.3886, loss: 9.7728, grad_norm: 18.2236 2023-11-05 02:40:32,322 - mmdet - INFO - Epoch [6][2300/3665] lr: 5.563e-06, eta: 6:12:25, time: 0.934, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2493, interm_loss_bbox: 0.1897, interm_loss_iou: 0.4330, loss_cls: 0.2071, loss_bbox: 0.1577, loss_iou: 0.3799, d0.loss_cls: 0.2710, d0.loss_bbox: 0.1609, d0.loss_iou: 0.3862, d1.loss_cls: 0.2353, d1.loss_bbox: 0.1597, d1.loss_iou: 0.3827, d2.loss_cls: 0.2171, d2.loss_bbox: 0.1569, d2.loss_iou: 0.3788, d3.loss_cls: 0.2099, d3.loss_bbox: 0.1573, d3.loss_iou: 0.3787, d4.loss_cls: 0.2069, d4.loss_bbox: 0.1574, d4.loss_iou: 0.3797, dn_loss_cls: 0.0328, dn_loss_bbox: 0.2577, dn_loss_iou: 0.3959, d0.dn_loss_cls: 0.0686, d0.dn_loss_bbox: 0.3657, d0.dn_loss_iou: 0.5174, d1.dn_loss_cls: 0.0433, d1.dn_loss_bbox: 0.2795, d1.dn_loss_iou: 0.4197, d2.dn_loss_cls: 0.0362, d2.dn_loss_bbox: 0.2603, d2.dn_loss_iou: 0.3995, d3.dn_loss_cls: 0.0337, d3.dn_loss_bbox: 0.2579, d3.dn_loss_iou: 0.3963, d4.dn_loss_cls: 0.0328, d4.dn_loss_bbox: 0.2577, d4.dn_loss_iou: 0.3958, loss: 9.9059, grad_norm: 18.7251 2023-11-05 02:41:22,794 - mmdet - INFO - Epoch [6][2350/3665] lr: 5.563e-06, eta: 6:11:40, time: 1.009, data_time: 0.017, memory: 25302, interm_loss_cls: 0.2423, interm_loss_bbox: 0.1874, interm_loss_iou: 0.4336, loss_cls: 0.1980, loss_bbox: 0.1591, loss_iou: 0.3845, d0.loss_cls: 0.2618, d0.loss_bbox: 0.1609, d0.loss_iou: 0.3889, d1.loss_cls: 0.2271, d1.loss_bbox: 0.1589, d1.loss_iou: 0.3852, d2.loss_cls: 0.2114, d2.loss_bbox: 0.1561, d2.loss_iou: 0.3818, d3.loss_cls: 0.2023, d3.loss_bbox: 0.1576, d3.loss_iou: 0.3831, d4.loss_cls: 0.1987, d4.loss_bbox: 0.1587, d4.loss_iou: 0.3843, dn_loss_cls: 0.0304, dn_loss_bbox: 0.2485, dn_loss_iou: 0.3922, d0.dn_loss_cls: 0.0649, d0.dn_loss_bbox: 0.3539, d0.dn_loss_iou: 0.5114, d1.dn_loss_cls: 0.0402, d1.dn_loss_bbox: 0.2694, d1.dn_loss_iou: 0.4146, d2.dn_loss_cls: 0.0336, d2.dn_loss_bbox: 0.2512, d2.dn_loss_iou: 0.3953, d3.dn_loss_cls: 0.0311, d3.dn_loss_bbox: 0.2489, d3.dn_loss_iou: 0.3925, d4.dn_loss_cls: 0.0304, d4.dn_loss_bbox: 0.2485, d4.dn_loss_iou: 0.3921, loss: 9.7711, grad_norm: 19.2899 2023-11-05 02:42:09,694 - mmdet - INFO - Epoch [6][2400/3665] lr: 5.563e-06, eta: 6:10:51, time: 0.938, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2388, interm_loss_bbox: 0.1914, interm_loss_iou: 0.4300, loss_cls: 0.2004, loss_bbox: 0.1569, loss_iou: 0.3725, d0.loss_cls: 0.2581, d0.loss_bbox: 0.1616, d0.loss_iou: 0.3818, d1.loss_cls: 0.2260, d1.loss_bbox: 0.1598, d1.loss_iou: 0.3768, d2.loss_cls: 0.2110, d2.loss_bbox: 0.1562, d2.loss_iou: 0.3726, d3.loss_cls: 0.2042, d3.loss_bbox: 0.1564, d3.loss_iou: 0.3719, d4.loss_cls: 0.2007, d4.loss_bbox: 0.1574, d4.loss_iou: 0.3728, dn_loss_cls: 0.0322, dn_loss_bbox: 0.2587, dn_loss_iou: 0.3916, d0.dn_loss_cls: 0.0674, d0.dn_loss_bbox: 0.3686, d0.dn_loss_iou: 0.5143, d1.dn_loss_cls: 0.0420, d1.dn_loss_bbox: 0.2808, d1.dn_loss_iou: 0.4157, d2.dn_loss_cls: 0.0356, d2.dn_loss_bbox: 0.2614, d2.dn_loss_iou: 0.3949, d3.dn_loss_cls: 0.0329, d3.dn_loss_bbox: 0.2590, d3.dn_loss_iou: 0.3918, d4.dn_loss_cls: 0.0323, d4.dn_loss_bbox: 0.2587, d4.dn_loss_iou: 0.3915, loss: 9.7867, grad_norm: 19.9343 2023-11-05 02:42:55,691 - mmdet - INFO - Epoch [6][2450/3665] lr: 5.563e-06, eta: 6:10:01, time: 0.920, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2440, interm_loss_bbox: 0.1892, interm_loss_iou: 0.4336, loss_cls: 0.2044, loss_bbox: 0.1559, loss_iou: 0.3775, d0.loss_cls: 0.2630, d0.loss_bbox: 0.1596, d0.loss_iou: 0.3868, d1.loss_cls: 0.2320, d1.loss_bbox: 0.1579, d1.loss_iou: 0.3811, d2.loss_cls: 0.2159, d2.loss_bbox: 0.1543, d2.loss_iou: 0.3763, d3.loss_cls: 0.2077, d3.loss_bbox: 0.1548, d3.loss_iou: 0.3769, d4.loss_cls: 0.2049, d4.loss_bbox: 0.1554, d4.loss_iou: 0.3776, dn_loss_cls: 0.0325, dn_loss_bbox: 0.2611, dn_loss_iou: 0.3893, d0.dn_loss_cls: 0.0673, d0.dn_loss_bbox: 0.3685, d0.dn_loss_iou: 0.5089, d1.dn_loss_cls: 0.0423, d1.dn_loss_bbox: 0.2821, d1.dn_loss_iou: 0.4126, d2.dn_loss_cls: 0.0358, d2.dn_loss_bbox: 0.2637, d2.dn_loss_iou: 0.3927, d3.dn_loss_cls: 0.0331, d3.dn_loss_bbox: 0.2613, d3.dn_loss_iou: 0.3896, d4.dn_loss_cls: 0.0324, d4.dn_loss_bbox: 0.2611, d4.dn_loss_iou: 0.3892, loss: 9.8324, grad_norm: 17.5795 2023-11-05 02:43:45,635 - mmdet - INFO - Epoch [6][2500/3665] lr: 5.563e-06, eta: 6:09:15, time: 0.998, data_time: 0.020, memory: 25302, interm_loss_cls: 0.2457, interm_loss_bbox: 0.1947, interm_loss_iou: 0.4302, loss_cls: 0.2046, loss_bbox: 0.1584, loss_iou: 0.3717, d0.loss_cls: 0.2646, d0.loss_bbox: 0.1649, d0.loss_iou: 0.3820, d1.loss_cls: 0.2311, d1.loss_bbox: 0.1607, d1.loss_iou: 0.3750, d2.loss_cls: 0.2144, d2.loss_bbox: 0.1580, d2.loss_iou: 0.3720, d3.loss_cls: 0.2092, d3.loss_bbox: 0.1566, d3.loss_iou: 0.3698, d4.loss_cls: 0.2052, d4.loss_bbox: 0.1578, d4.loss_iou: 0.3713, dn_loss_cls: 0.0339, dn_loss_bbox: 0.2604, dn_loss_iou: 0.3924, d0.dn_loss_cls: 0.0677, d0.dn_loss_bbox: 0.3690, d0.dn_loss_iou: 0.5139, d1.dn_loss_cls: 0.0434, d1.dn_loss_bbox: 0.2827, d1.dn_loss_iou: 0.4165, d2.dn_loss_cls: 0.0368, d2.dn_loss_bbox: 0.2632, d2.dn_loss_iou: 0.3957, d3.dn_loss_cls: 0.0344, d3.dn_loss_bbox: 0.2606, d3.dn_loss_iou: 0.3928, d4.dn_loss_cls: 0.0337, d4.dn_loss_bbox: 0.2604, d4.dn_loss_iou: 0.3923, loss: 9.8476, grad_norm: 18.6980 2023-11-05 02:44:34,846 - mmdet - INFO - Epoch [6][2550/3665] lr: 5.563e-06, eta: 6:08:29, time: 0.985, data_time: 0.016, memory: 25302, interm_loss_cls: 0.2481, interm_loss_bbox: 0.1939, interm_loss_iou: 0.4384, loss_cls: 0.2082, loss_bbox: 0.1595, loss_iou: 0.3813, d0.loss_cls: 0.2707, d0.loss_bbox: 0.1627, d0.loss_iou: 0.3885, d1.loss_cls: 0.2379, d1.loss_bbox: 0.1608, d1.loss_iou: 0.3821, d2.loss_cls: 0.2198, d2.loss_bbox: 0.1597, d2.loss_iou: 0.3805, d3.loss_cls: 0.2133, d3.loss_bbox: 0.1575, d3.loss_iou: 0.3787, d4.loss_cls: 0.2091, d4.loss_bbox: 0.1585, d4.loss_iou: 0.3803, dn_loss_cls: 0.0330, dn_loss_bbox: 0.2509, dn_loss_iou: 0.3882, d0.dn_loss_cls: 0.0680, d0.dn_loss_bbox: 0.3624, d0.dn_loss_iou: 0.5138, d1.dn_loss_cls: 0.0428, d1.dn_loss_bbox: 0.2731, d1.dn_loss_iou: 0.4128, d2.dn_loss_cls: 0.0362, d2.dn_loss_bbox: 0.2539, d2.dn_loss_iou: 0.3918, d3.dn_loss_cls: 0.0338, d3.dn_loss_bbox: 0.2512, d3.dn_loss_iou: 0.3886, d4.dn_loss_cls: 0.0329, d4.dn_loss_bbox: 0.2509, d4.dn_loss_iou: 0.3881, loss: 9.8620, grad_norm: 19.0674 2023-11-05 02:45:21,694 - mmdet - INFO - Epoch [6][2600/3665] lr: 5.563e-06, eta: 6:07:40, time: 0.937, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2447, interm_loss_bbox: 0.1870, interm_loss_iou: 0.4247, loss_cls: 0.2056, loss_bbox: 0.1531, loss_iou: 0.3695, d0.loss_cls: 0.2647, d0.loss_bbox: 0.1588, d0.loss_iou: 0.3778, d1.loss_cls: 0.2330, d1.loss_bbox: 0.1568, d1.loss_iou: 0.3732, d2.loss_cls: 0.2182, d2.loss_bbox: 0.1522, d2.loss_iou: 0.3684, d3.loss_cls: 0.2088, d3.loss_bbox: 0.1529, d3.loss_iou: 0.3688, d4.loss_cls: 0.2055, d4.loss_bbox: 0.1536, d4.loss_iou: 0.3702, dn_loss_cls: 0.0322, dn_loss_bbox: 0.2592, dn_loss_iou: 0.3882, d0.dn_loss_cls: 0.0670, d0.dn_loss_bbox: 0.3663, d0.dn_loss_iou: 0.5111, d1.dn_loss_cls: 0.0420, d1.dn_loss_bbox: 0.2796, d1.dn_loss_iou: 0.4124, d2.dn_loss_cls: 0.0356, d2.dn_loss_bbox: 0.2615, d2.dn_loss_iou: 0.3916, d3.dn_loss_cls: 0.0331, d3.dn_loss_bbox: 0.2594, d3.dn_loss_iou: 0.3886, d4.dn_loss_cls: 0.0323, d4.dn_loss_bbox: 0.2592, d4.dn_loss_iou: 0.3881, loss: 9.7553, grad_norm: 18.9653 2023-11-05 02:46:09,259 - mmdet - INFO - Epoch [6][2650/3665] lr: 5.563e-06, eta: 6:06:52, time: 0.951, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2418, interm_loss_bbox: 0.1911, interm_loss_iou: 0.4413, loss_cls: 0.2005, loss_bbox: 0.1609, loss_iou: 0.3886, d0.loss_cls: 0.2596, d0.loss_bbox: 0.1632, d0.loss_iou: 0.3977, d1.loss_cls: 0.2262, d1.loss_bbox: 0.1631, d1.loss_iou: 0.3918, d2.loss_cls: 0.2116, d2.loss_bbox: 0.1595, d2.loss_iou: 0.3871, d3.loss_cls: 0.2042, d3.loss_bbox: 0.1598, d3.loss_iou: 0.3875, d4.loss_cls: 0.2007, d4.loss_bbox: 0.1610, d4.loss_iou: 0.3890, dn_loss_cls: 0.0312, dn_loss_bbox: 0.2478, dn_loss_iou: 0.3943, d0.dn_loss_cls: 0.0663, d0.dn_loss_bbox: 0.3563, d0.dn_loss_iou: 0.5145, d1.dn_loss_cls: 0.0412, d1.dn_loss_bbox: 0.2694, d1.dn_loss_iou: 0.4182, d2.dn_loss_cls: 0.0341, d2.dn_loss_bbox: 0.2502, d2.dn_loss_iou: 0.3975, d3.dn_loss_cls: 0.0316, d3.dn_loss_bbox: 0.2481, d3.dn_loss_iou: 0.3946, d4.dn_loss_cls: 0.0311, d4.dn_loss_bbox: 0.2478, d4.dn_loss_iou: 0.3942, loss: 9.8543, grad_norm: 19.3911 2023-11-05 02:46:59,011 - mmdet - INFO - Epoch [6][2700/3665] lr: 5.563e-06, eta: 6:06:06, time: 0.995, data_time: 0.017, memory: 25302, interm_loss_cls: 0.2450, interm_loss_bbox: 0.1973, interm_loss_iou: 0.4183, loss_cls: 0.2047, loss_bbox: 0.1591, loss_iou: 0.3630, d0.loss_cls: 0.2662, d0.loss_bbox: 0.1663, d0.loss_iou: 0.3718, d1.loss_cls: 0.2326, d1.loss_bbox: 0.1634, d1.loss_iou: 0.3667, d2.loss_cls: 0.2159, d2.loss_bbox: 0.1601, d2.loss_iou: 0.3617, d3.loss_cls: 0.2080, d3.loss_bbox: 0.1594, d3.loss_iou: 0.3623, d4.loss_cls: 0.2046, d4.loss_bbox: 0.1597, d4.loss_iou: 0.3638, dn_loss_cls: 0.0333, dn_loss_bbox: 0.2681, dn_loss_iou: 0.3791, d0.dn_loss_cls: 0.0684, d0.dn_loss_bbox: 0.3833, d0.dn_loss_iou: 0.5005, d1.dn_loss_cls: 0.0437, d1.dn_loss_bbox: 0.2910, d1.dn_loss_iou: 0.4041, d2.dn_loss_cls: 0.0369, d2.dn_loss_bbox: 0.2706, d2.dn_loss_iou: 0.3823, d3.dn_loss_cls: 0.0342, d3.dn_loss_bbox: 0.2684, d3.dn_loss_iou: 0.3795, d4.dn_loss_cls: 0.0334, d4.dn_loss_bbox: 0.2681, d4.dn_loss_iou: 0.3790, loss: 9.7738, grad_norm: 17.7785 2023-11-05 02:47:50,781 - mmdet - INFO - Epoch [6][2750/3665] lr: 5.563e-06, eta: 6:05:23, time: 1.035, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2447, interm_loss_bbox: 0.1933, interm_loss_iou: 0.4307, loss_cls: 0.2049, loss_bbox: 0.1614, loss_iou: 0.3780, d0.loss_cls: 0.2650, d0.loss_bbox: 0.1658, d0.loss_iou: 0.3878, d1.loss_cls: 0.2300, d1.loss_bbox: 0.1653, d1.loss_iou: 0.3838, d2.loss_cls: 0.2150, d2.loss_bbox: 0.1615, d2.loss_iou: 0.3790, d3.loss_cls: 0.2085, d3.loss_bbox: 0.1608, d3.loss_iou: 0.3772, d4.loss_cls: 0.2045, d4.loss_bbox: 0.1623, d4.loss_iou: 0.3787, dn_loss_cls: 0.0337, dn_loss_bbox: 0.2617, dn_loss_iou: 0.3908, d0.dn_loss_cls: 0.0671, d0.dn_loss_bbox: 0.3721, d0.dn_loss_iou: 0.5121, d1.dn_loss_cls: 0.0430, d1.dn_loss_bbox: 0.2846, d1.dn_loss_iou: 0.4153, d2.dn_loss_cls: 0.0369, d2.dn_loss_bbox: 0.2647, d2.dn_loss_iou: 0.3947, d3.dn_loss_cls: 0.0343, d3.dn_loss_bbox: 0.2621, d3.dn_loss_iou: 0.3912, d4.dn_loss_cls: 0.0337, d4.dn_loss_bbox: 0.2617, d4.dn_loss_iou: 0.3907, loss: 9.9084, grad_norm: 18.5366 2023-11-05 02:48:38,113 - mmdet - INFO - Epoch [6][2800/3665] lr: 5.563e-06, eta: 6:04:34, time: 0.947, data_time: 0.016, memory: 25302, interm_loss_cls: 0.2486, interm_loss_bbox: 0.1911, interm_loss_iou: 0.4459, loss_cls: 0.2080, loss_bbox: 0.1583, loss_iou: 0.3921, d0.loss_cls: 0.2705, d0.loss_bbox: 0.1630, d0.loss_iou: 0.3998, d1.loss_cls: 0.2365, d1.loss_bbox: 0.1610, d1.loss_iou: 0.3956, d2.loss_cls: 0.2219, d2.loss_bbox: 0.1555, d2.loss_iou: 0.3890, d3.loss_cls: 0.2115, d3.loss_bbox: 0.1569, d3.loss_iou: 0.3917, d4.loss_cls: 0.2085, d4.loss_bbox: 0.1580, d4.loss_iou: 0.3923, dn_loss_cls: 0.0331, dn_loss_bbox: 0.2497, dn_loss_iou: 0.3938, d0.dn_loss_cls: 0.0673, d0.dn_loss_bbox: 0.3588, d0.dn_loss_iou: 0.5142, d1.dn_loss_cls: 0.0428, d1.dn_loss_bbox: 0.2719, d1.dn_loss_iou: 0.4186, d2.dn_loss_cls: 0.0363, d2.dn_loss_bbox: 0.2526, d2.dn_loss_iou: 0.3971, d3.dn_loss_cls: 0.0338, d3.dn_loss_bbox: 0.2500, d3.dn_loss_iou: 0.3942, d4.dn_loss_cls: 0.0331, d4.dn_loss_bbox: 0.2498, d4.dn_loss_iou: 0.3937, loss: 9.9463, grad_norm: 18.2916 2023-11-05 02:49:26,115 - mmdet - INFO - Epoch [6][2850/3665] lr: 5.563e-06, eta: 6:03:47, time: 0.960, data_time: 0.015, memory: 25302, interm_loss_cls: 0.2448, interm_loss_bbox: 0.1932, interm_loss_iou: 0.4348, loss_cls: 0.2049, loss_bbox: 0.1613, loss_iou: 0.3799, d0.loss_cls: 0.2670, d0.loss_bbox: 0.1656, d0.loss_iou: 0.3901, d1.loss_cls: 0.2343, d1.loss_bbox: 0.1625, d1.loss_iou: 0.3834, d2.loss_cls: 0.2165, d2.loss_bbox: 0.1589, d2.loss_iou: 0.3783, d3.loss_cls: 0.2092, d3.loss_bbox: 0.1599, d3.loss_iou: 0.3782, d4.loss_cls: 0.2053, d4.loss_bbox: 0.1608, d4.loss_iou: 0.3800, dn_loss_cls: 0.0315, dn_loss_bbox: 0.2515, dn_loss_iou: 0.3884, d0.dn_loss_cls: 0.0668, d0.dn_loss_bbox: 0.3612, d0.dn_loss_iou: 0.5129, d1.dn_loss_cls: 0.0417, d1.dn_loss_bbox: 0.2738, d1.dn_loss_iou: 0.4143, d2.dn_loss_cls: 0.0347, d2.dn_loss_bbox: 0.2543, d2.dn_loss_iou: 0.3920, d3.dn_loss_cls: 0.0321, d3.dn_loss_bbox: 0.2519, d3.dn_loss_iou: 0.3889, d4.dn_loss_cls: 0.0314, d4.dn_loss_bbox: 0.2515, d4.dn_loss_iou: 0.3883, loss: 9.8360, grad_norm: 17.6477 2023-11-05 02:50:14,044 - mmdet - INFO - Epoch [6][2900/3665] lr: 5.563e-06, eta: 6:02:59, time: 0.959, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2465, interm_loss_bbox: 0.1895, interm_loss_iou: 0.4484, loss_cls: 0.2067, loss_bbox: 0.1549, loss_iou: 0.3906, d0.loss_cls: 0.2660, d0.loss_bbox: 0.1610, d0.loss_iou: 0.4018, d1.loss_cls: 0.2332, d1.loss_bbox: 0.1580, d1.loss_iou: 0.3954, d2.loss_cls: 0.2165, d2.loss_bbox: 0.1546, d2.loss_iou: 0.3905, d3.loss_cls: 0.2103, d3.loss_bbox: 0.1540, d3.loss_iou: 0.3898, d4.loss_cls: 0.2074, d4.loss_bbox: 0.1544, d4.loss_iou: 0.3906, dn_loss_cls: 0.0324, dn_loss_bbox: 0.2423, dn_loss_iou: 0.4008, d0.dn_loss_cls: 0.0679, d0.dn_loss_bbox: 0.3470, d0.dn_loss_iou: 0.5230, d1.dn_loss_cls: 0.0428, d1.dn_loss_bbox: 0.2625, d1.dn_loss_iou: 0.4245, d2.dn_loss_cls: 0.0356, d2.dn_loss_bbox: 0.2446, d2.dn_loss_iou: 0.4040, d3.dn_loss_cls: 0.0330, d3.dn_loss_bbox: 0.2424, d3.dn_loss_iou: 0.4012, d4.dn_loss_cls: 0.0324, d4.dn_loss_bbox: 0.2423, d4.dn_loss_iou: 0.4007, loss: 9.8998, grad_norm: 18.3932 2023-11-05 02:51:01,122 - mmdet - INFO - Epoch [6][2950/3665] lr: 5.563e-06, eta: 6:02:10, time: 0.942, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2432, interm_loss_bbox: 0.1826, interm_loss_iou: 0.4427, loss_cls: 0.2026, loss_bbox: 0.1529, loss_iou: 0.3899, d0.loss_cls: 0.2613, d0.loss_bbox: 0.1574, d0.loss_iou: 0.3994, d1.loss_cls: 0.2298, d1.loss_bbox: 0.1544, d1.loss_iou: 0.3936, d2.loss_cls: 0.2129, d2.loss_bbox: 0.1516, d2.loss_iou: 0.3888, d3.loss_cls: 0.2061, d3.loss_bbox: 0.1521, d3.loss_iou: 0.3883, d4.loss_cls: 0.2034, d4.loss_bbox: 0.1525, d4.loss_iou: 0.3893, dn_loss_cls: 0.0328, dn_loss_bbox: 0.2458, dn_loss_iou: 0.3936, d0.dn_loss_cls: 0.0656, d0.dn_loss_bbox: 0.3490, d0.dn_loss_iou: 0.5135, d1.dn_loss_cls: 0.0419, d1.dn_loss_bbox: 0.2664, d1.dn_loss_iou: 0.4176, d2.dn_loss_cls: 0.0356, d2.dn_loss_bbox: 0.2486, d2.dn_loss_iou: 0.3969, d3.dn_loss_cls: 0.0331, d3.dn_loss_bbox: 0.2461, d3.dn_loss_iou: 0.3939, d4.dn_loss_cls: 0.0327, d4.dn_loss_bbox: 0.2458, d4.dn_loss_iou: 0.3935, loss: 9.8072, grad_norm: 18.8497 2023-11-05 02:51:48,048 - mmdet - INFO - Epoch [6][3000/3665] lr: 5.563e-06, eta: 6:01:21, time: 0.939, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2423, interm_loss_bbox: 0.1896, interm_loss_iou: 0.4284, loss_cls: 0.1998, loss_bbox: 0.1576, loss_iou: 0.3753, d0.loss_cls: 0.2614, d0.loss_bbox: 0.1628, d0.loss_iou: 0.3854, d1.loss_cls: 0.2282, d1.loss_bbox: 0.1583, d1.loss_iou: 0.3770, d2.loss_cls: 0.2110, d2.loss_bbox: 0.1560, d2.loss_iou: 0.3740, d3.loss_cls: 0.2030, d3.loss_bbox: 0.1564, d3.loss_iou: 0.3745, d4.loss_cls: 0.1994, d4.loss_bbox: 0.1579, d4.loss_iou: 0.3758, dn_loss_cls: 0.0311, dn_loss_bbox: 0.2528, dn_loss_iou: 0.3828, d0.dn_loss_cls: 0.0664, d0.dn_loss_bbox: 0.3651, d0.dn_loss_iou: 0.5049, d1.dn_loss_cls: 0.0414, d1.dn_loss_bbox: 0.2751, d1.dn_loss_iou: 0.4066, d2.dn_loss_cls: 0.0347, d2.dn_loss_bbox: 0.2556, d2.dn_loss_iou: 0.3859, d3.dn_loss_cls: 0.0318, d3.dn_loss_bbox: 0.2531, d3.dn_loss_iou: 0.3831, d4.dn_loss_cls: 0.0312, d4.dn_loss_bbox: 0.2528, d4.dn_loss_iou: 0.3827, loss: 9.7113, grad_norm: 21.4536 2023-11-05 02:52:36,856 - mmdet - INFO - Epoch [6][3050/3665] lr: 5.563e-06, eta: 6:00:34, time: 0.976, data_time: 0.019, memory: 25302, interm_loss_cls: 0.2492, interm_loss_bbox: 0.1993, interm_loss_iou: 0.4473, loss_cls: 0.2104, loss_bbox: 0.1601, loss_iou: 0.3870, d0.loss_cls: 0.2688, d0.loss_bbox: 0.1673, d0.loss_iou: 0.3991, d1.loss_cls: 0.2352, d1.loss_bbox: 0.1648, d1.loss_iou: 0.3925, d2.loss_cls: 0.2224, d2.loss_bbox: 0.1590, d2.loss_iou: 0.3849, d3.loss_cls: 0.2138, d3.loss_bbox: 0.1590, d3.loss_iou: 0.3857, d4.loss_cls: 0.2099, d4.loss_bbox: 0.1602, d4.loss_iou: 0.3875, dn_loss_cls: 0.0317, dn_loss_bbox: 0.2618, dn_loss_iou: 0.3886, d0.dn_loss_cls: 0.0667, d0.dn_loss_bbox: 0.3767, d0.dn_loss_iou: 0.5129, d1.dn_loss_cls: 0.0419, d1.dn_loss_bbox: 0.2853, d1.dn_loss_iou: 0.4145, d2.dn_loss_cls: 0.0351, d2.dn_loss_bbox: 0.2650, d2.dn_loss_iou: 0.3924, d3.dn_loss_cls: 0.0325, d3.dn_loss_bbox: 0.2622, d3.dn_loss_iou: 0.3890, d4.dn_loss_cls: 0.0317, d4.dn_loss_bbox: 0.2618, d4.dn_loss_iou: 0.3885, loss: 10.0015, grad_norm: 18.9369 2023-11-05 02:53:24,253 - mmdet - INFO - Epoch [6][3100/3665] lr: 5.563e-06, eta: 5:59:46, time: 0.948, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2455, interm_loss_bbox: 0.1869, interm_loss_iou: 0.4256, loss_cls: 0.2051, loss_bbox: 0.1553, loss_iou: 0.3717, d0.loss_cls: 0.2638, d0.loss_bbox: 0.1619, d0.loss_iou: 0.3846, d1.loss_cls: 0.2330, d1.loss_bbox: 0.1572, d1.loss_iou: 0.3758, d2.loss_cls: 0.2166, d2.loss_bbox: 0.1547, d2.loss_iou: 0.3714, d3.loss_cls: 0.2084, d3.loss_bbox: 0.1551, d3.loss_iou: 0.3716, d4.loss_cls: 0.2051, d4.loss_bbox: 0.1553, d4.loss_iou: 0.3722, dn_loss_cls: 0.0319, dn_loss_bbox: 0.2523, dn_loss_iou: 0.3837, d0.dn_loss_cls: 0.0661, d0.dn_loss_bbox: 0.3643, d0.dn_loss_iou: 0.5094, d1.dn_loss_cls: 0.0423, d1.dn_loss_bbox: 0.2756, d1.dn_loss_iou: 0.4093, d2.dn_loss_cls: 0.0354, d2.dn_loss_bbox: 0.2552, d2.dn_loss_iou: 0.3877, d3.dn_loss_cls: 0.0326, d3.dn_loss_bbox: 0.2526, d3.dn_loss_iou: 0.3841, d4.dn_loss_cls: 0.0319, d4.dn_loss_bbox: 0.2524, d4.dn_loss_iou: 0.3836, loss: 9.7275, grad_norm: 18.6298 2023-11-05 02:54:10,328 - mmdet - INFO - Epoch [6][3150/3665] lr: 5.563e-06, eta: 5:58:56, time: 0.921, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2420, interm_loss_bbox: 0.1855, interm_loss_iou: 0.4337, loss_cls: 0.2027, loss_bbox: 0.1536, loss_iou: 0.3784, d0.loss_cls: 0.2575, d0.loss_bbox: 0.1603, d0.loss_iou: 0.3886, d1.loss_cls: 0.2311, d1.loss_bbox: 0.1557, d1.loss_iou: 0.3806, d2.loss_cls: 0.2123, d2.loss_bbox: 0.1542, d2.loss_iou: 0.3788, d3.loss_cls: 0.2058, d3.loss_bbox: 0.1524, d3.loss_iou: 0.3773, d4.loss_cls: 0.2031, d4.loss_bbox: 0.1534, d4.loss_iou: 0.3786, dn_loss_cls: 0.0316, dn_loss_bbox: 0.2451, dn_loss_iou: 0.3908, d0.dn_loss_cls: 0.0658, d0.dn_loss_bbox: 0.3484, d0.dn_loss_iou: 0.5103, d1.dn_loss_cls: 0.0420, d1.dn_loss_bbox: 0.2657, d1.dn_loss_iou: 0.4139, d2.dn_loss_cls: 0.0350, d2.dn_loss_bbox: 0.2474, d2.dn_loss_iou: 0.3937, d3.dn_loss_cls: 0.0324, d3.dn_loss_bbox: 0.2453, d3.dn_loss_iou: 0.3910, d4.dn_loss_cls: 0.0317, d4.dn_loss_bbox: 0.2451, d4.dn_loss_iou: 0.3906, loss: 9.7116, grad_norm: 18.5825 2023-11-05 02:54:59,948 - mmdet - INFO - Epoch [6][3200/3665] lr: 5.563e-06, eta: 5:58:10, time: 0.992, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2468, interm_loss_bbox: 0.1872, interm_loss_iou: 0.4390, loss_cls: 0.2087, loss_bbox: 0.1532, loss_iou: 0.3818, d0.loss_cls: 0.2649, d0.loss_bbox: 0.1590, d0.loss_iou: 0.3925, d1.loss_cls: 0.2336, d1.loss_bbox: 0.1558, d1.loss_iou: 0.3858, d2.loss_cls: 0.2195, d2.loss_bbox: 0.1528, d2.loss_iou: 0.3809, d3.loss_cls: 0.2129, d3.loss_bbox: 0.1514, d3.loss_iou: 0.3803, d4.loss_cls: 0.2091, d4.loss_bbox: 0.1527, d4.loss_iou: 0.3819, dn_loss_cls: 0.0329, dn_loss_bbox: 0.2538, dn_loss_iou: 0.3952, d0.dn_loss_cls: 0.0678, d0.dn_loss_bbox: 0.3613, d0.dn_loss_iou: 0.5154, d1.dn_loss_cls: 0.0429, d1.dn_loss_bbox: 0.2758, d1.dn_loss_iou: 0.4190, d2.dn_loss_cls: 0.0359, d2.dn_loss_bbox: 0.2565, d2.dn_loss_iou: 0.3986, d3.dn_loss_cls: 0.0334, d3.dn_loss_bbox: 0.2541, d3.dn_loss_iou: 0.3956, d4.dn_loss_cls: 0.0328, d4.dn_loss_bbox: 0.2538, d4.dn_loss_iou: 0.3951, loss: 9.8698, grad_norm: 18.5272 2023-11-05 02:55:47,340 - mmdet - INFO - Epoch [6][3250/3665] lr: 5.563e-06, eta: 5:57:22, time: 0.948, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2452, interm_loss_bbox: 0.1942, interm_loss_iou: 0.4355, loss_cls: 0.2066, loss_bbox: 0.1564, loss_iou: 0.3740, d0.loss_cls: 0.2650, d0.loss_bbox: 0.1632, d0.loss_iou: 0.3861, d1.loss_cls: 0.2316, d1.loss_bbox: 0.1605, d1.loss_iou: 0.3795, d2.loss_cls: 0.2175, d2.loss_bbox: 0.1562, d2.loss_iou: 0.3741, d3.loss_cls: 0.2094, d3.loss_bbox: 0.1566, d3.loss_iou: 0.3738, d4.loss_cls: 0.2067, d4.loss_bbox: 0.1569, d4.loss_iou: 0.3742, dn_loss_cls: 0.0337, dn_loss_bbox: 0.2561, dn_loss_iou: 0.3987, d0.dn_loss_cls: 0.0680, d0.dn_loss_bbox: 0.3624, d0.dn_loss_iou: 0.5166, d1.dn_loss_cls: 0.0433, d1.dn_loss_bbox: 0.2781, d1.dn_loss_iou: 0.4225, d2.dn_loss_cls: 0.0366, d2.dn_loss_bbox: 0.2588, d2.dn_loss_iou: 0.4016, d3.dn_loss_cls: 0.0341, d3.dn_loss_bbox: 0.2564, d3.dn_loss_iou: 0.3988, d4.dn_loss_cls: 0.0335, d4.dn_loss_bbox: 0.2561, d4.dn_loss_iou: 0.3985, loss: 9.8771, grad_norm: 19.9309 2023-11-05 02:56:36,330 - mmdet - INFO - Epoch [6][3300/3665] lr: 5.563e-06, eta: 5:56:35, time: 0.980, data_time: 0.020, memory: 25302, interm_loss_cls: 0.2487, interm_loss_bbox: 0.1929, interm_loss_iou: 0.4415, loss_cls: 0.2110, loss_bbox: 0.1594, loss_iou: 0.3855, d0.loss_cls: 0.2678, d0.loss_bbox: 0.1658, d0.loss_iou: 0.3976, d1.loss_cls: 0.2377, d1.loss_bbox: 0.1615, d1.loss_iou: 0.3896, d2.loss_cls: 0.2222, d2.loss_bbox: 0.1589, d2.loss_iou: 0.3845, d3.loss_cls: 0.2149, d3.loss_bbox: 0.1590, d3.loss_iou: 0.3847, d4.loss_cls: 0.2113, d4.loss_bbox: 0.1600, d4.loss_iou: 0.3858, dn_loss_cls: 0.0342, dn_loss_bbox: 0.2565, dn_loss_iou: 0.3981, d0.dn_loss_cls: 0.0683, d0.dn_loss_bbox: 0.3652, d0.dn_loss_iou: 0.5202, d1.dn_loss_cls: 0.0438, d1.dn_loss_bbox: 0.2776, d1.dn_loss_iou: 0.4219, d2.dn_loss_cls: 0.0374, d2.dn_loss_bbox: 0.2593, d2.dn_loss_iou: 0.4016, d3.dn_loss_cls: 0.0348, d3.dn_loss_bbox: 0.2567, d3.dn_loss_iou: 0.3985, d4.dn_loss_cls: 0.0339, d4.dn_loss_bbox: 0.2565, d4.dn_loss_iou: 0.3980, loss: 10.0028, grad_norm: 17.8063 2023-11-05 02:57:24,179 - mmdet - INFO - Epoch [6][3350/3665] lr: 5.563e-06, eta: 5:55:48, time: 0.957, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2414, interm_loss_bbox: 0.1923, interm_loss_iou: 0.4314, loss_cls: 0.2042, loss_bbox: 0.1594, loss_iou: 0.3738, d0.loss_cls: 0.2600, d0.loss_bbox: 0.1632, d0.loss_iou: 0.3840, d1.loss_cls: 0.2294, d1.loss_bbox: 0.1616, d1.loss_iou: 0.3780, d2.loss_cls: 0.2141, d2.loss_bbox: 0.1586, d2.loss_iou: 0.3744, d3.loss_cls: 0.2079, d3.loss_bbox: 0.1580, d3.loss_iou: 0.3727, d4.loss_cls: 0.2042, d4.loss_bbox: 0.1594, d4.loss_iou: 0.3742, dn_loss_cls: 0.0324, dn_loss_bbox: 0.2496, dn_loss_iou: 0.3902, d0.dn_loss_cls: 0.0672, d0.dn_loss_bbox: 0.3599, d0.dn_loss_iou: 0.5115, d1.dn_loss_cls: 0.0424, d1.dn_loss_bbox: 0.2739, d1.dn_loss_iou: 0.4152, d2.dn_loss_cls: 0.0355, d2.dn_loss_bbox: 0.2532, d2.dn_loss_iou: 0.3940, d3.dn_loss_cls: 0.0331, d3.dn_loss_bbox: 0.2500, d3.dn_loss_iou: 0.3907, d4.dn_loss_cls: 0.0324, d4.dn_loss_bbox: 0.2496, d4.dn_loss_iou: 0.3901, loss: 9.7734, grad_norm: 18.3748 2023-11-05 02:58:12,633 - mmdet - INFO - Epoch [6][3400/3665] lr: 5.563e-06, eta: 5:55:00, time: 0.969, data_time: 0.021, memory: 25302, interm_loss_cls: 0.2442, interm_loss_bbox: 0.1864, interm_loss_iou: 0.4397, loss_cls: 0.2078, loss_bbox: 0.1528, loss_iou: 0.3846, d0.loss_cls: 0.2615, d0.loss_bbox: 0.1582, d0.loss_iou: 0.3944, d1.loss_cls: 0.2323, d1.loss_bbox: 0.1551, d1.loss_iou: 0.3885, d2.loss_cls: 0.2177, d2.loss_bbox: 0.1530, d2.loss_iou: 0.3849, d3.loss_cls: 0.2103, d3.loss_bbox: 0.1528, d3.loss_iou: 0.3839, d4.loss_cls: 0.2078, d4.loss_bbox: 0.1530, d4.loss_iou: 0.3847, dn_loss_cls: 0.0319, dn_loss_bbox: 0.2530, dn_loss_iou: 0.3946, d0.dn_loss_cls: 0.0667, d0.dn_loss_bbox: 0.3590, d0.dn_loss_iou: 0.5148, d1.dn_loss_cls: 0.0419, d1.dn_loss_bbox: 0.2730, d1.dn_loss_iou: 0.4180, d2.dn_loss_cls: 0.0354, d2.dn_loss_bbox: 0.2553, d2.dn_loss_iou: 0.3979, d3.dn_loss_cls: 0.0328, d3.dn_loss_bbox: 0.2532, d3.dn_loss_iou: 0.3949, d4.dn_loss_cls: 0.0320, d4.dn_loss_bbox: 0.2531, d4.dn_loss_iou: 0.3945, loss: 9.8558, grad_norm: 17.6167 2023-11-05 02:58:59,359 - mmdet - INFO - Epoch [6][3450/3665] lr: 5.563e-06, eta: 5:54:11, time: 0.935, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2458, interm_loss_bbox: 0.1877, interm_loss_iou: 0.4312, loss_cls: 0.2055, loss_bbox: 0.1588, loss_iou: 0.3795, d0.loss_cls: 0.2642, d0.loss_bbox: 0.1595, d0.loss_iou: 0.3869, d1.loss_cls: 0.2328, d1.loss_bbox: 0.1590, d1.loss_iou: 0.3820, d2.loss_cls: 0.2178, d2.loss_bbox: 0.1568, d2.loss_iou: 0.3777, d3.loss_cls: 0.2095, d3.loss_bbox: 0.1577, d3.loss_iou: 0.3781, d4.loss_cls: 0.2061, d4.loss_bbox: 0.1585, d4.loss_iou: 0.3791, dn_loss_cls: 0.0331, dn_loss_bbox: 0.2679, dn_loss_iou: 0.4003, d0.dn_loss_cls: 0.0685, d0.dn_loss_bbox: 0.3780, d0.dn_loss_iou: 0.5199, d1.dn_loss_cls: 0.0432, d1.dn_loss_bbox: 0.2914, d1.dn_loss_iou: 0.4244, d2.dn_loss_cls: 0.0367, d2.dn_loss_bbox: 0.2714, d2.dn_loss_iou: 0.4038, d3.dn_loss_cls: 0.0341, d3.dn_loss_bbox: 0.2683, d3.dn_loss_iou: 0.4006, d4.dn_loss_cls: 0.0331, d4.dn_loss_bbox: 0.2679, d4.dn_loss_iou: 0.4001, loss: 9.9770, grad_norm: 18.2240 2023-11-05 02:59:46,471 - mmdet - INFO - Epoch [6][3500/3665] lr: 5.563e-06, eta: 5:53:23, time: 0.942, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2414, interm_loss_bbox: 0.1906, interm_loss_iou: 0.4319, loss_cls: 0.2033, loss_bbox: 0.1562, loss_iou: 0.3778, d0.loss_cls: 0.2589, d0.loss_bbox: 0.1626, d0.loss_iou: 0.3889, d1.loss_cls: 0.2279, d1.loss_bbox: 0.1603, d1.loss_iou: 0.3826, d2.loss_cls: 0.2140, d2.loss_bbox: 0.1555, d2.loss_iou: 0.3764, d3.loss_cls: 0.2060, d3.loss_bbox: 0.1556, d3.loss_iou: 0.3769, d4.loss_cls: 0.2029, d4.loss_bbox: 0.1565, d4.loss_iou: 0.3778, dn_loss_cls: 0.0336, dn_loss_bbox: 0.2508, dn_loss_iou: 0.3937, d0.dn_loss_cls: 0.0683, d0.dn_loss_bbox: 0.3613, d0.dn_loss_iou: 0.5174, d1.dn_loss_cls: 0.0433, d1.dn_loss_bbox: 0.2731, d1.dn_loss_iou: 0.4178, d2.dn_loss_cls: 0.0364, d2.dn_loss_bbox: 0.2534, d2.dn_loss_iou: 0.3963, d3.dn_loss_cls: 0.0340, d3.dn_loss_bbox: 0.2510, d3.dn_loss_iou: 0.3938, d4.dn_loss_cls: 0.0334, d4.dn_loss_bbox: 0.2508, d4.dn_loss_iou: 0.3935, loss: 9.8058, grad_norm: 17.5003 2023-11-05 03:00:34,081 - mmdet - INFO - Epoch [6][3550/3665] lr: 5.563e-06, eta: 5:52:35, time: 0.952, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2490, interm_loss_bbox: 0.1902, interm_loss_iou: 0.4439, loss_cls: 0.2105, loss_bbox: 0.1555, loss_iou: 0.3860, d0.loss_cls: 0.2691, d0.loss_bbox: 0.1595, d0.loss_iou: 0.3955, d1.loss_cls: 0.2349, d1.loss_bbox: 0.1584, d1.loss_iou: 0.3919, d2.loss_cls: 0.2218, d2.loss_bbox: 0.1543, d2.loss_iou: 0.3854, d3.loss_cls: 0.2137, d3.loss_bbox: 0.1549, d3.loss_iou: 0.3855, d4.loss_cls: 0.2105, d4.loss_bbox: 0.1556, d4.loss_iou: 0.3863, dn_loss_cls: 0.0338, dn_loss_bbox: 0.2511, dn_loss_iou: 0.3938, d0.dn_loss_cls: 0.0695, d0.dn_loss_bbox: 0.3581, d0.dn_loss_iou: 0.5133, d1.dn_loss_cls: 0.0439, d1.dn_loss_bbox: 0.2730, d1.dn_loss_iou: 0.4175, d2.dn_loss_cls: 0.0372, d2.dn_loss_bbox: 0.2533, d2.dn_loss_iou: 0.3968, d3.dn_loss_cls: 0.0346, d3.dn_loss_bbox: 0.2513, d3.dn_loss_iou: 0.3941, d4.dn_loss_cls: 0.0338, d4.dn_loss_bbox: 0.2511, d4.dn_loss_iou: 0.3936, loss: 9.9122, grad_norm: 18.3600 2023-11-05 03:01:22,334 - mmdet - INFO - Epoch [6][3600/3665] lr: 5.563e-06, eta: 5:51:47, time: 0.965, data_time: 0.018, memory: 25302, interm_loss_cls: 0.2403, interm_loss_bbox: 0.1955, interm_loss_iou: 0.4165, loss_cls: 0.1997, loss_bbox: 0.1602, loss_iou: 0.3628, d0.loss_cls: 0.2591, d0.loss_bbox: 0.1644, d0.loss_iou: 0.3697, d1.loss_cls: 0.2271, d1.loss_bbox: 0.1624, d1.loss_iou: 0.3656, d2.loss_cls: 0.2113, d2.loss_bbox: 0.1587, d2.loss_iou: 0.3608, d3.loss_cls: 0.2029, d3.loss_bbox: 0.1598, d3.loss_iou: 0.3619, d4.loss_cls: 0.2001, d4.loss_bbox: 0.1600, d4.loss_iou: 0.3628, dn_loss_cls: 0.0316, dn_loss_bbox: 0.2589, dn_loss_iou: 0.3738, d0.dn_loss_cls: 0.0663, d0.dn_loss_bbox: 0.3774, d0.dn_loss_iou: 0.4980, d1.dn_loss_cls: 0.0415, d1.dn_loss_bbox: 0.2832, d1.dn_loss_iou: 0.3982, d2.dn_loss_cls: 0.0350, d2.dn_loss_bbox: 0.2618, d2.dn_loss_iou: 0.3771, d3.dn_loss_cls: 0.0323, d3.dn_loss_bbox: 0.2592, d3.dn_loss_iou: 0.3742, d4.dn_loss_cls: 0.0315, d4.dn_loss_bbox: 0.2589, d4.dn_loss_iou: 0.3737, loss: 9.6343, grad_norm: 20.1943 2023-11-05 03:02:09,996 - mmdet - INFO - Epoch [6][3650/3665] lr: 5.563e-06, eta: 5:50:59, time: 0.953, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2425, interm_loss_bbox: 0.1908, interm_loss_iou: 0.4223, loss_cls: 0.2042, loss_bbox: 0.1587, loss_iou: 0.3699, d0.loss_cls: 0.2635, d0.loss_bbox: 0.1640, d0.loss_iou: 0.3793, d1.loss_cls: 0.2308, d1.loss_bbox: 0.1613, d1.loss_iou: 0.3732, d2.loss_cls: 0.2125, d2.loss_bbox: 0.1591, d2.loss_iou: 0.3706, d3.loss_cls: 0.2064, d3.loss_bbox: 0.1587, d3.loss_iou: 0.3692, d4.loss_cls: 0.2033, d4.loss_bbox: 0.1597, d4.loss_iou: 0.3709, dn_loss_cls: 0.0308, dn_loss_bbox: 0.2545, dn_loss_iou: 0.3818, d0.dn_loss_cls: 0.0663, d0.dn_loss_bbox: 0.3679, d0.dn_loss_iou: 0.5070, d1.dn_loss_cls: 0.0415, d1.dn_loss_bbox: 0.2772, d1.dn_loss_iou: 0.4070, d2.dn_loss_cls: 0.0344, d2.dn_loss_bbox: 0.2573, d2.dn_loss_iou: 0.3853, d3.dn_loss_cls: 0.0317, d3.dn_loss_bbox: 0.2547, d3.dn_loss_iou: 0.3822, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2545, d4.dn_loss_iou: 0.3817, loss: 9.7175, grad_norm: 18.9979 2023-11-05 03:02:24,367 - mmdet - INFO - Saving checkpoint at 6 epochs 2023-11-05 03:03:41,372 - mmdet - INFO - Evaluating bbox... 2023-11-05 03:06:08,322 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.526 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.708 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.577 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.366 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.562 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.687 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.740 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.745 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.745 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.580 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.794 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.904 2023-11-05 03:06:08,325 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.624 | bicycle | 0.405 | car | 0.523 | | motorcycle | 0.539 | airplane | 0.753 | bus | 0.751 | | train | 0.759 | truck | 0.465 | boat | 0.381 | | traffic light | 0.330 | fire hydrant | 0.761 | stop sign | 0.700 | | parking meter | 0.532 | bench | 0.324 | bird | 0.474 | | cat | 0.836 | dog | 0.763 | horse | 0.691 | | sheep | 0.634 | cow | 0.681 | elephant | 0.760 | | bear | 0.829 | zebra | 0.749 | giraffe | 0.775 | | backpack | 0.233 | umbrella | 0.497 | handbag | 0.260 | | tie | 0.445 | suitcase | 0.532 | frisbee | 0.752 | | skis | 0.332 | snowboard | 0.500 | sports ball | 0.537 | | kite | 0.537 | baseball bat | 0.485 | baseball glove | 0.462 | | skateboard | 0.631 | surfboard | 0.499 | tennis racket | 0.590 | | bottle | 0.489 | wine glass | 0.465 | cup | 0.545 | | fork | 0.521 | knife | 0.363 | spoon | 0.336 | | bowl | 0.497 | banana | 0.328 | apple | 0.290 | | sandwich | 0.499 | orange | 0.392 | broccoli | 0.286 | | carrot | 0.293 | hot dog | 0.501 | pizza | 0.591 | | donut | 0.587 | cake | 0.482 | chair | 0.395 | | couch | 0.530 | potted plant | 0.338 | bed | 0.518 | | dining table | 0.339 | toilet | 0.715 | tv | 0.660 | | laptop | 0.736 | mouse | 0.680 | remote | 0.480 | | keyboard | 0.595 | cell phone | 0.501 | microwave | 0.698 | | oven | 0.467 | toaster | 0.501 | sink | 0.479 | | refrigerator | 0.727 | book | 0.205 | clock | 0.575 | | vase | 0.465 | scissors | 0.507 | teddy bear | 0.588 | | hair drier | 0.238 | toothbrush | 0.386 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-05 03:06:11,519 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx/best_bbox_mAP_epoch_4.pth was removed 2023-11-05 03:06:15,847 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_6.pth. 2023-11-05 03:06:15,848 - mmdet - INFO - Best bbox_mAP is 0.5261 at 6 epoch. 2023-11-05 03:06:15,848 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx.py 2023-11-05 03:06:15,848 - mmdet - INFO - Epoch(val) [6][625] bbox_mAP: 0.5261, bbox_mAP_50: 0.7076, bbox_mAP_75: 0.5769, bbox_mAP_s: 0.3663, bbox_mAP_m: 0.5619, bbox_mAP_l: 0.6874, bbox_mAP_copypaste: 0.5261 0.7076 0.5769 0.3663 0.5619 0.6874 2023-11-05 03:07:06,452 - mmdet - INFO - Epoch [7][50/3665] lr: 5.563e-06, eta: 5:49:45, time: 1.011, data_time: 0.074, memory: 25302, interm_loss_cls: 0.2330, interm_loss_bbox: 0.1862, interm_loss_iou: 0.4116, loss_cls: 0.1894, loss_bbox: 0.1579, loss_iou: 0.3638, d0.loss_cls: 0.2488, d0.loss_bbox: 0.1628, d0.loss_iou: 0.3728, d1.loss_cls: 0.2165, d1.loss_bbox: 0.1614, d1.loss_iou: 0.3681, d2.loss_cls: 0.2008, d2.loss_bbox: 0.1570, d2.loss_iou: 0.3623, d3.loss_cls: 0.1924, d3.loss_bbox: 0.1572, d3.loss_iou: 0.3635, d4.loss_cls: 0.1895, d4.loss_bbox: 0.1577, d4.loss_iou: 0.3639, dn_loss_cls: 0.0308, dn_loss_bbox: 0.2512, dn_loss_iou: 0.3772, d0.dn_loss_cls: 0.0664, d0.dn_loss_bbox: 0.3658, d0.dn_loss_iou: 0.5000, d1.dn_loss_cls: 0.0415, d1.dn_loss_bbox: 0.2749, d1.dn_loss_iou: 0.4024, d2.dn_loss_cls: 0.0346, d2.dn_loss_bbox: 0.2546, d2.dn_loss_iou: 0.3809, d3.dn_loss_cls: 0.0318, d3.dn_loss_bbox: 0.2516, d3.dn_loss_iou: 0.3776, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2512, d4.dn_loss_iou: 0.3771, loss: 9.5170, grad_norm: 18.8415 2023-11-05 03:07:53,681 - mmdet - INFO - Epoch [7][100/3665] lr: 5.563e-06, eta: 5:48:57, time: 0.944, data_time: 0.011, memory: 25302, interm_loss_cls: 0.2373, interm_loss_bbox: 0.1882, interm_loss_iou: 0.4212, loss_cls: 0.1958, loss_bbox: 0.1578, loss_iou: 0.3672, d0.loss_cls: 0.2546, d0.loss_bbox: 0.1627, d0.loss_iou: 0.3776, d1.loss_cls: 0.2224, d1.loss_bbox: 0.1610, d1.loss_iou: 0.3726, d2.loss_cls: 0.2083, d2.loss_bbox: 0.1564, d2.loss_iou: 0.3661, d3.loss_cls: 0.2001, d3.loss_bbox: 0.1563, d3.loss_iou: 0.3664, d4.loss_cls: 0.1961, d4.loss_bbox: 0.1577, d4.loss_iou: 0.3672, dn_loss_cls: 0.0308, dn_loss_bbox: 0.2514, dn_loss_iou: 0.3820, d0.dn_loss_cls: 0.0672, d0.dn_loss_bbox: 0.3601, d0.dn_loss_iou: 0.5026, d1.dn_loss_cls: 0.0418, d1.dn_loss_bbox: 0.2740, d1.dn_loss_iou: 0.4058, d2.dn_loss_cls: 0.0345, d2.dn_loss_bbox: 0.2542, d2.dn_loss_iou: 0.3851, d3.dn_loss_cls: 0.0319, d3.dn_loss_bbox: 0.2518, d3.dn_loss_iou: 0.3822, d4.dn_loss_cls: 0.0309, d4.dn_loss_bbox: 0.2514, d4.dn_loss_iou: 0.3818, loss: 9.6123, grad_norm: 18.2993 2023-11-05 03:08:41,022 - mmdet - INFO - Epoch [7][150/3665] lr: 5.563e-06, eta: 5:48:09, time: 0.947, data_time: 0.010, memory: 25302, interm_loss_cls: 0.2396, interm_loss_bbox: 0.1881, interm_loss_iou: 0.4149, loss_cls: 0.1993, loss_bbox: 0.1520, loss_iou: 0.3579, d0.loss_cls: 0.2566, d0.loss_bbox: 0.1582, d0.loss_iou: 0.3693, d1.loss_cls: 0.2264, d1.loss_bbox: 0.1550, d1.loss_iou: 0.3612, d2.loss_cls: 0.2114, d2.loss_bbox: 0.1507, d2.loss_iou: 0.3568, d3.loss_cls: 0.2028, d3.loss_bbox: 0.1515, d3.loss_iou: 0.3579, d4.loss_cls: 0.1989, d4.loss_bbox: 0.1526, d4.loss_iou: 0.3591, dn_loss_cls: 0.0311, dn_loss_bbox: 0.2448, dn_loss_iou: 0.3674, d0.dn_loss_cls: 0.0667, d0.dn_loss_bbox: 0.3593, d0.dn_loss_iou: 0.4894, d1.dn_loss_cls: 0.0414, d1.dn_loss_bbox: 0.2680, d1.dn_loss_iou: 0.3923, d2.dn_loss_cls: 0.0346, d2.dn_loss_bbox: 0.2480, d2.dn_loss_iou: 0.3714, d3.dn_loss_cls: 0.0319, d3.dn_loss_bbox: 0.2452, d3.dn_loss_iou: 0.3680, d4.dn_loss_cls: 0.0312, d4.dn_loss_bbox: 0.2448, d4.dn_loss_iou: 0.3674, loss: 9.4230, grad_norm: 17.4906 2023-11-05 03:09:28,759 - mmdet - INFO - Epoch [7][200/3665] lr: 5.563e-06, eta: 5:47:21, time: 0.955, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2418, interm_loss_bbox: 0.1887, interm_loss_iou: 0.4257, loss_cls: 0.2018, loss_bbox: 0.1582, loss_iou: 0.3726, d0.loss_cls: 0.2618, d0.loss_bbox: 0.1620, d0.loss_iou: 0.3828, d1.loss_cls: 0.2310, d1.loss_bbox: 0.1598, d1.loss_iou: 0.3762, d2.loss_cls: 0.2135, d2.loss_bbox: 0.1578, d2.loss_iou: 0.3721, d3.loss_cls: 0.2043, d3.loss_bbox: 0.1584, d3.loss_iou: 0.3725, d4.loss_cls: 0.2016, d4.loss_bbox: 0.1587, d4.loss_iou: 0.3729, dn_loss_cls: 0.0319, dn_loss_bbox: 0.2508, dn_loss_iou: 0.3856, d0.dn_loss_cls: 0.0667, d0.dn_loss_bbox: 0.3594, d0.dn_loss_iou: 0.5055, d1.dn_loss_cls: 0.0425, d1.dn_loss_bbox: 0.2729, d1.dn_loss_iou: 0.4102, d2.dn_loss_cls: 0.0356, d2.dn_loss_bbox: 0.2537, d2.dn_loss_iou: 0.3891, d3.dn_loss_cls: 0.0328, d3.dn_loss_bbox: 0.2511, d3.dn_loss_iou: 0.3858, d4.dn_loss_cls: 0.0320, d4.dn_loss_bbox: 0.2508, d4.dn_loss_iou: 0.3854, loss: 9.7160, grad_norm: 19.6381 2023-11-05 03:10:18,221 - mmdet - INFO - Epoch [7][250/3665] lr: 5.563e-06, eta: 5:46:34, time: 0.989, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2388, interm_loss_bbox: 0.1887, interm_loss_iou: 0.4222, loss_cls: 0.1964, loss_bbox: 0.1571, loss_iou: 0.3717, d0.loss_cls: 0.2589, d0.loss_bbox: 0.1606, d0.loss_iou: 0.3789, d1.loss_cls: 0.2248, d1.loss_bbox: 0.1574, d1.loss_iou: 0.3743, d2.loss_cls: 0.2082, d2.loss_bbox: 0.1546, d2.loss_iou: 0.3697, d3.loss_cls: 0.1990, d3.loss_bbox: 0.1560, d3.loss_iou: 0.3705, d4.loss_cls: 0.1963, d4.loss_bbox: 0.1566, d4.loss_iou: 0.3713, dn_loss_cls: 0.0303, dn_loss_bbox: 0.2501, dn_loss_iou: 0.3846, d0.dn_loss_cls: 0.0648, d0.dn_loss_bbox: 0.3609, d0.dn_loss_iou: 0.5054, d1.dn_loss_cls: 0.0406, d1.dn_loss_bbox: 0.2737, d1.dn_loss_iou: 0.4094, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2531, d2.dn_loss_iou: 0.3883, d3.dn_loss_cls: 0.0310, d3.dn_loss_bbox: 0.2505, d3.dn_loss_iou: 0.3851, d4.dn_loss_cls: 0.0303, d4.dn_loss_bbox: 0.2501, d4.dn_loss_iou: 0.3845, loss: 9.6383, grad_norm: 17.2318 2023-11-05 03:11:05,822 - mmdet - INFO - Epoch [7][300/3665] lr: 5.563e-06, eta: 5:45:46, time: 0.952, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2380, interm_loss_bbox: 0.1935, interm_loss_iou: 0.4203, loss_cls: 0.1967, loss_bbox: 0.1595, loss_iou: 0.3653, d0.loss_cls: 0.2576, d0.loss_bbox: 0.1633, d0.loss_iou: 0.3732, d1.loss_cls: 0.2229, d1.loss_bbox: 0.1620, d1.loss_iou: 0.3693, d2.loss_cls: 0.2056, d2.loss_bbox: 0.1592, d2.loss_iou: 0.3655, d3.loss_cls: 0.1993, d3.loss_bbox: 0.1581, d3.loss_iou: 0.3652, d4.loss_cls: 0.1968, d4.loss_bbox: 0.1594, d4.loss_iou: 0.3653, dn_loss_cls: 0.0299, dn_loss_bbox: 0.2497, dn_loss_iou: 0.3769, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3603, d0.dn_loss_iou: 0.4975, d1.dn_loss_cls: 0.0396, d1.dn_loss_bbox: 0.2714, d1.dn_loss_iou: 0.4005, d2.dn_loss_cls: 0.0330, d2.dn_loss_bbox: 0.2522, d2.dn_loss_iou: 0.3804, d3.dn_loss_cls: 0.0305, d3.dn_loss_bbox: 0.2500, d3.dn_loss_iou: 0.3772, d4.dn_loss_cls: 0.0298, d4.dn_loss_bbox: 0.2497, d4.dn_loss_iou: 0.3768, loss: 9.5654, grad_norm: 18.0463 2023-11-05 03:11:54,226 - mmdet - INFO - Epoch [7][350/3665] lr: 5.563e-06, eta: 5:44:59, time: 0.967, data_time: 0.016, memory: 25302, interm_loss_cls: 0.2350, interm_loss_bbox: 0.1882, interm_loss_iou: 0.4319, loss_cls: 0.1949, loss_bbox: 0.1588, loss_iou: 0.3804, d0.loss_cls: 0.2526, d0.loss_bbox: 0.1623, d0.loss_iou: 0.3886, d1.loss_cls: 0.2207, d1.loss_bbox: 0.1602, d1.loss_iou: 0.3835, d2.loss_cls: 0.2056, d2.loss_bbox: 0.1578, d2.loss_iou: 0.3797, d3.loss_cls: 0.1978, d3.loss_bbox: 0.1580, d3.loss_iou: 0.3804, d4.loss_cls: 0.1953, d4.loss_bbox: 0.1586, d4.loss_iou: 0.3809, dn_loss_cls: 0.0298, dn_loss_bbox: 0.2548, dn_loss_iou: 0.3867, d0.dn_loss_cls: 0.0647, d0.dn_loss_bbox: 0.3689, d0.dn_loss_iou: 0.5088, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.2784, d1.dn_loss_iou: 0.4108, d2.dn_loss_cls: 0.0332, d2.dn_loss_bbox: 0.2576, d2.dn_loss_iou: 0.3901, d3.dn_loss_cls: 0.0305, d3.dn_loss_bbox: 0.2550, d3.dn_loss_iou: 0.3871, d4.dn_loss_cls: 0.0298, d4.dn_loss_bbox: 0.2547, d4.dn_loss_iou: 0.3866, loss: 9.7387, grad_norm: 19.2179 2023-11-05 03:12:42,647 - mmdet - INFO - Epoch [7][400/3665] lr: 5.563e-06, eta: 5:44:12, time: 0.969, data_time: 0.017, memory: 25302, interm_loss_cls: 0.2421, interm_loss_bbox: 0.1912, interm_loss_iou: 0.4237, loss_cls: 0.2008, loss_bbox: 0.1571, loss_iou: 0.3690, d0.loss_cls: 0.2601, d0.loss_bbox: 0.1623, d0.loss_iou: 0.3788, d1.loss_cls: 0.2270, d1.loss_bbox: 0.1587, d1.loss_iou: 0.3732, d2.loss_cls: 0.2124, d2.loss_bbox: 0.1556, d2.loss_iou: 0.3684, d3.loss_cls: 0.2039, d3.loss_bbox: 0.1567, d3.loss_iou: 0.3684, d4.loss_cls: 0.2008, d4.loss_bbox: 0.1573, d4.loss_iou: 0.3696, dn_loss_cls: 0.0301, dn_loss_bbox: 0.2540, dn_loss_iou: 0.3821, d0.dn_loss_cls: 0.0643, d0.dn_loss_bbox: 0.3644, d0.dn_loss_iou: 0.5016, d1.dn_loss_cls: 0.0403, d1.dn_loss_bbox: 0.2750, d1.dn_loss_iou: 0.4057, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2568, d2.dn_loss_iou: 0.3855, d3.dn_loss_cls: 0.0310, d3.dn_loss_bbox: 0.2543, d3.dn_loss_iou: 0.3825, d4.dn_loss_cls: 0.0303, d4.dn_loss_bbox: 0.2540, d4.dn_loss_iou: 0.3819, loss: 9.6646, grad_norm: 18.1915 2023-11-05 03:13:29,111 - mmdet - INFO - Epoch [7][450/3665] lr: 5.563e-06, eta: 5:43:23, time: 0.929, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2417, interm_loss_bbox: 0.1914, interm_loss_iou: 0.4300, loss_cls: 0.2009, loss_bbox: 0.1575, loss_iou: 0.3723, d0.loss_cls: 0.2574, d0.loss_bbox: 0.1610, d0.loss_iou: 0.3808, d1.loss_cls: 0.2285, d1.loss_bbox: 0.1587, d1.loss_iou: 0.3749, d2.loss_cls: 0.2122, d2.loss_bbox: 0.1559, d2.loss_iou: 0.3714, d3.loss_cls: 0.2044, d3.loss_bbox: 0.1566, d3.loss_iou: 0.3712, d4.loss_cls: 0.2013, d4.loss_bbox: 0.1571, d4.loss_iou: 0.3721, dn_loss_cls: 0.0306, dn_loss_bbox: 0.2502, dn_loss_iou: 0.3860, d0.dn_loss_cls: 0.0648, d0.dn_loss_bbox: 0.3579, d0.dn_loss_iou: 0.5062, d1.dn_loss_cls: 0.0406, d1.dn_loss_bbox: 0.2709, d1.dn_loss_iou: 0.4096, d2.dn_loss_cls: 0.0339, d2.dn_loss_bbox: 0.2527, d2.dn_loss_iou: 0.3892, d3.dn_loss_cls: 0.0313, d3.dn_loss_bbox: 0.2504, d3.dn_loss_iou: 0.3862, d4.dn_loss_cls: 0.0306, d4.dn_loss_bbox: 0.2502, d4.dn_loss_iou: 0.3858, loss: 9.6842, grad_norm: 17.8869 2023-11-05 03:14:16,056 - mmdet - INFO - Epoch [7][500/3665] lr: 5.563e-06, eta: 5:42:34, time: 0.939, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2357, interm_loss_bbox: 0.1843, interm_loss_iou: 0.4239, loss_cls: 0.1962, loss_bbox: 0.1528, loss_iou: 0.3701, d0.loss_cls: 0.2560, d0.loss_bbox: 0.1562, d0.loss_iou: 0.3796, d1.loss_cls: 0.2235, d1.loss_bbox: 0.1548, d1.loss_iou: 0.3749, d2.loss_cls: 0.2063, d2.loss_bbox: 0.1529, d2.loss_iou: 0.3711, d3.loss_cls: 0.1992, d3.loss_bbox: 0.1529, d3.loss_iou: 0.3704, d4.loss_cls: 0.1960, d4.loss_bbox: 0.1533, d4.loss_iou: 0.3710, dn_loss_cls: 0.0303, dn_loss_bbox: 0.2449, dn_loss_iou: 0.3874, d0.dn_loss_cls: 0.0642, d0.dn_loss_bbox: 0.3488, d0.dn_loss_iou: 0.5097, d1.dn_loss_cls: 0.0395, d1.dn_loss_bbox: 0.2659, d1.dn_loss_iou: 0.4116, d2.dn_loss_cls: 0.0332, d2.dn_loss_bbox: 0.2469, d2.dn_loss_iou: 0.3903, d3.dn_loss_cls: 0.0308, d3.dn_loss_bbox: 0.2450, d3.dn_loss_iou: 0.3876, d4.dn_loss_cls: 0.0303, d4.dn_loss_bbox: 0.2449, d4.dn_loss_iou: 0.3872, loss: 9.5799, grad_norm: 18.9663 2023-11-05 03:15:04,332 - mmdet - INFO - Epoch [7][550/3665] lr: 5.563e-06, eta: 5:41:47, time: 0.966, data_time: 0.017, memory: 25302, interm_loss_cls: 0.2378, interm_loss_bbox: 0.1849, interm_loss_iou: 0.4225, loss_cls: 0.1990, loss_bbox: 0.1544, loss_iou: 0.3685, d0.loss_cls: 0.2570, d0.loss_bbox: 0.1598, d0.loss_iou: 0.3798, d1.loss_cls: 0.2233, d1.loss_bbox: 0.1587, d1.loss_iou: 0.3751, d2.loss_cls: 0.2088, d2.loss_bbox: 0.1545, d2.loss_iou: 0.3686, d3.loss_cls: 0.2010, d3.loss_bbox: 0.1545, d3.loss_iou: 0.3679, d4.loss_cls: 0.1993, d4.loss_bbox: 0.1544, d4.loss_iou: 0.3685, dn_loss_cls: 0.0309, dn_loss_bbox: 0.2463, dn_loss_iou: 0.3904, d0.dn_loss_cls: 0.0653, d0.dn_loss_bbox: 0.3509, d0.dn_loss_iou: 0.5095, d1.dn_loss_cls: 0.0408, d1.dn_loss_bbox: 0.2672, d1.dn_loss_iou: 0.4139, d2.dn_loss_cls: 0.0343, d2.dn_loss_bbox: 0.2489, d2.dn_loss_iou: 0.3937, d3.dn_loss_cls: 0.0314, d3.dn_loss_bbox: 0.2465, d3.dn_loss_iou: 0.3906, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2463, d4.dn_loss_iou: 0.3903, loss: 9.6266, grad_norm: 19.5718 2023-11-05 03:15:52,201 - mmdet - INFO - Epoch [7][600/3665] lr: 5.563e-06, eta: 5:40:59, time: 0.957, data_time: 0.015, memory: 25302, interm_loss_cls: 0.2387, interm_loss_bbox: 0.1935, interm_loss_iou: 0.4226, loss_cls: 0.1994, loss_bbox: 0.1564, loss_iou: 0.3622, d0.loss_cls: 0.2562, d0.loss_bbox: 0.1625, d0.loss_iou: 0.3746, d1.loss_cls: 0.2251, d1.loss_bbox: 0.1599, d1.loss_iou: 0.3680, d2.loss_cls: 0.2093, d2.loss_bbox: 0.1560, d2.loss_iou: 0.3631, d3.loss_cls: 0.2018, d3.loss_bbox: 0.1564, d3.loss_iou: 0.3626, d4.loss_cls: 0.1994, d4.loss_bbox: 0.1567, d4.loss_iou: 0.3625, dn_loss_cls: 0.0316, dn_loss_bbox: 0.2597, dn_loss_iou: 0.3862, d0.dn_loss_cls: 0.0661, d0.dn_loss_bbox: 0.3698, d0.dn_loss_iou: 0.5063, d1.dn_loss_cls: 0.0419, d1.dn_loss_bbox: 0.2815, d1.dn_loss_iou: 0.4104, d2.dn_loss_cls: 0.0351, d2.dn_loss_bbox: 0.2623, d2.dn_loss_iou: 0.3896, d3.dn_loss_cls: 0.0324, d3.dn_loss_bbox: 0.2600, d3.dn_loss_iou: 0.3864, d4.dn_loss_cls: 0.0316, d4.dn_loss_bbox: 0.2597, d4.dn_loss_iou: 0.3860, loss: 9.6837, grad_norm: 18.3161 2023-11-05 03:16:39,404 - mmdet - INFO - Epoch [7][650/3665] lr: 5.563e-06, eta: 5:40:11, time: 0.944, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2401, interm_loss_bbox: 0.1855, interm_loss_iou: 0.4354, loss_cls: 0.1985, loss_bbox: 0.1543, loss_iou: 0.3793, d0.loss_cls: 0.2597, d0.loss_bbox: 0.1560, d0.loss_iou: 0.3873, d1.loss_cls: 0.2255, d1.loss_bbox: 0.1567, d1.loss_iou: 0.3826, d2.loss_cls: 0.2094, d2.loss_bbox: 0.1530, d2.loss_iou: 0.3779, d3.loss_cls: 0.2014, d3.loss_bbox: 0.1535, d3.loss_iou: 0.3786, d4.loss_cls: 0.1984, d4.loss_bbox: 0.1544, d4.loss_iou: 0.3793, dn_loss_cls: 0.0323, dn_loss_bbox: 0.2544, dn_loss_iou: 0.3849, d0.dn_loss_cls: 0.0672, d0.dn_loss_bbox: 0.3647, d0.dn_loss_iou: 0.5064, d1.dn_loss_cls: 0.0421, d1.dn_loss_bbox: 0.2749, d1.dn_loss_iou: 0.4085, d2.dn_loss_cls: 0.0355, d2.dn_loss_bbox: 0.2569, d2.dn_loss_iou: 0.3880, d3.dn_loss_cls: 0.0329, d3.dn_loss_bbox: 0.2547, d3.dn_loss_iou: 0.3853, d4.dn_loss_cls: 0.0322, d4.dn_loss_bbox: 0.2544, d4.dn_loss_iou: 0.3848, loss: 9.7271, grad_norm: 20.3687 2023-11-05 03:17:27,081 - mmdet - INFO - Epoch [7][700/3665] lr: 5.563e-06, eta: 5:39:23, time: 0.954, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2415, interm_loss_bbox: 0.1849, interm_loss_iou: 0.4249, loss_cls: 0.1959, loss_bbox: 0.1537, loss_iou: 0.3725, d0.loss_cls: 0.2579, d0.loss_bbox: 0.1575, d0.loss_iou: 0.3808, d1.loss_cls: 0.2251, d1.loss_bbox: 0.1549, d1.loss_iou: 0.3749, d2.loss_cls: 0.2080, d2.loss_bbox: 0.1517, d2.loss_iou: 0.3710, d3.loss_cls: 0.1984, d3.loss_bbox: 0.1536, d3.loss_iou: 0.3725, d4.loss_cls: 0.1956, d4.loss_bbox: 0.1539, d4.loss_iou: 0.3730, dn_loss_cls: 0.0301, dn_loss_bbox: 0.2424, dn_loss_iou: 0.3822, d0.dn_loss_cls: 0.0646, d0.dn_loss_bbox: 0.3537, d0.dn_loss_iou: 0.5048, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.2655, d1.dn_loss_iou: 0.4064, d2.dn_loss_cls: 0.0331, d2.dn_loss_bbox: 0.2455, d2.dn_loss_iou: 0.3859, d3.dn_loss_cls: 0.0306, d3.dn_loss_bbox: 0.2427, d3.dn_loss_iou: 0.3826, d4.dn_loss_cls: 0.0299, d4.dn_loss_bbox: 0.2424, d4.dn_loss_iou: 0.3821, loss: 9.5666, grad_norm: 19.1463 2023-11-05 03:18:16,538 - mmdet - INFO - Epoch [7][750/3665] lr: 5.563e-06, eta: 5:38:36, time: 0.989, data_time: 0.016, memory: 25302, interm_loss_cls: 0.2387, interm_loss_bbox: 0.1874, interm_loss_iou: 0.4301, loss_cls: 0.2015, loss_bbox: 0.1518, loss_iou: 0.3708, d0.loss_cls: 0.2586, d0.loss_bbox: 0.1561, d0.loss_iou: 0.3816, d1.loss_cls: 0.2265, d1.loss_bbox: 0.1553, d1.loss_iou: 0.3772, d2.loss_cls: 0.2121, d2.loss_bbox: 0.1518, d2.loss_iou: 0.3711, d3.loss_cls: 0.2042, d3.loss_bbox: 0.1516, d3.loss_iou: 0.3704, d4.loss_cls: 0.2021, d4.loss_bbox: 0.1511, d4.loss_iou: 0.3706, dn_loss_cls: 0.0311, dn_loss_bbox: 0.2460, dn_loss_iou: 0.3891, d0.dn_loss_cls: 0.0658, d0.dn_loss_bbox: 0.3540, d0.dn_loss_iou: 0.5105, d1.dn_loss_cls: 0.0410, d1.dn_loss_bbox: 0.2689, d1.dn_loss_iou: 0.4142, d2.dn_loss_cls: 0.0347, d2.dn_loss_bbox: 0.2490, d2.dn_loss_iou: 0.3929, d3.dn_loss_cls: 0.0319, d3.dn_loss_bbox: 0.2463, d3.dn_loss_iou: 0.3895, d4.dn_loss_cls: 0.0312, d4.dn_loss_bbox: 0.2460, d4.dn_loss_iou: 0.3890, loss: 9.6514, grad_norm: 18.9587 2023-11-05 03:19:03,374 - mmdet - INFO - Epoch [7][800/3665] lr: 5.563e-06, eta: 5:37:48, time: 0.937, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2311, interm_loss_bbox: 0.1840, interm_loss_iou: 0.4235, loss_cls: 0.1930, loss_bbox: 0.1502, loss_iou: 0.3671, d0.loss_cls: 0.2495, d0.loss_bbox: 0.1557, d0.loss_iou: 0.3767, d1.loss_cls: 0.2170, d1.loss_bbox: 0.1543, d1.loss_iou: 0.3723, d2.loss_cls: 0.2023, d2.loss_bbox: 0.1505, d2.loss_iou: 0.3673, d3.loss_cls: 0.1956, d3.loss_bbox: 0.1510, d3.loss_iou: 0.3673, d4.loss_cls: 0.1933, d4.loss_bbox: 0.1506, d4.loss_iou: 0.3677, dn_loss_cls: 0.0302, dn_loss_bbox: 0.2370, dn_loss_iou: 0.3754, d0.dn_loss_cls: 0.0646, d0.dn_loss_bbox: 0.3424, d0.dn_loss_iou: 0.4959, d1.dn_loss_cls: 0.0402, d1.dn_loss_bbox: 0.2586, d1.dn_loss_iou: 0.3994, d2.dn_loss_cls: 0.0340, d2.dn_loss_bbox: 0.2397, d2.dn_loss_iou: 0.3788, d3.dn_loss_cls: 0.0312, d3.dn_loss_bbox: 0.2373, d3.dn_loss_iou: 0.3758, d4.dn_loss_cls: 0.0303, d4.dn_loss_bbox: 0.2370, d4.dn_loss_iou: 0.3753, loss: 9.4030, grad_norm: 17.8757 2023-11-05 03:19:52,640 - mmdet - INFO - Epoch [7][850/3665] lr: 5.563e-06, eta: 5:37:01, time: 0.986, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2373, interm_loss_bbox: 0.1860, interm_loss_iou: 0.4258, loss_cls: 0.1937, loss_bbox: 0.1563, loss_iou: 0.3767, d0.loss_cls: 0.2555, d0.loss_bbox: 0.1591, d0.loss_iou: 0.3811, d1.loss_cls: 0.2240, d1.loss_bbox: 0.1567, d1.loss_iou: 0.3777, d2.loss_cls: 0.2061, d2.loss_bbox: 0.1541, d2.loss_iou: 0.3750, d3.loss_cls: 0.1976, d3.loss_bbox: 0.1548, d3.loss_iou: 0.3754, d4.loss_cls: 0.1944, d4.loss_bbox: 0.1560, d4.loss_iou: 0.3766, dn_loss_cls: 0.0306, dn_loss_bbox: 0.2449, dn_loss_iou: 0.3783, d0.dn_loss_cls: 0.0643, d0.dn_loss_bbox: 0.3605, d0.dn_loss_iou: 0.5010, d1.dn_loss_cls: 0.0404, d1.dn_loss_bbox: 0.2686, d1.dn_loss_iou: 0.4028, d2.dn_loss_cls: 0.0334, d2.dn_loss_bbox: 0.2479, d2.dn_loss_iou: 0.3818, d3.dn_loss_cls: 0.0311, d3.dn_loss_bbox: 0.2452, d3.dn_loss_iou: 0.3786, d4.dn_loss_cls: 0.0305, d4.dn_loss_bbox: 0.2449, d4.dn_loss_iou: 0.3781, loss: 9.5824, grad_norm: 20.4145 2023-11-05 03:20:41,944 - mmdet - INFO - Epoch [7][900/3665] lr: 5.563e-06, eta: 5:36:15, time: 0.986, data_time: 0.018, memory: 25302, interm_loss_cls: 0.2332, interm_loss_bbox: 0.1950, interm_loss_iou: 0.4199, loss_cls: 0.1938, loss_bbox: 0.1567, loss_iou: 0.3625, d0.loss_cls: 0.2541, d0.loss_bbox: 0.1636, d0.loss_iou: 0.3717, d1.loss_cls: 0.2202, d1.loss_bbox: 0.1609, d1.loss_iou: 0.3665, d2.loss_cls: 0.2058, d2.loss_bbox: 0.1559, d2.loss_iou: 0.3611, d3.loss_cls: 0.1975, d3.loss_bbox: 0.1566, d3.loss_iou: 0.3614, d4.loss_cls: 0.1949, d4.loss_bbox: 0.1563, d4.loss_iou: 0.3618, dn_loss_cls: 0.0310, dn_loss_bbox: 0.2540, dn_loss_iou: 0.3750, d0.dn_loss_cls: 0.0656, d0.dn_loss_bbox: 0.3733, d0.dn_loss_iou: 0.5032, d1.dn_loss_cls: 0.0409, d1.dn_loss_bbox: 0.2797, d1.dn_loss_iou: 0.4012, d2.dn_loss_cls: 0.0340, d2.dn_loss_bbox: 0.2573, d2.dn_loss_iou: 0.3787, d3.dn_loss_cls: 0.0316, d3.dn_loss_bbox: 0.2545, d3.dn_loss_iou: 0.3754, d4.dn_loss_cls: 0.0310, d4.dn_loss_bbox: 0.2540, d4.dn_loss_iou: 0.3749, loss: 9.5650, grad_norm: 20.1635 2023-11-05 03:21:29,210 - mmdet - INFO - Epoch [7][950/3665] lr: 5.563e-06, eta: 5:35:26, time: 0.945, data_time: 0.015, memory: 25302, interm_loss_cls: 0.2359, interm_loss_bbox: 0.1833, interm_loss_iou: 0.4216, loss_cls: 0.1924, loss_bbox: 0.1513, loss_iou: 0.3693, d0.loss_cls: 0.2540, d0.loss_bbox: 0.1552, d0.loss_iou: 0.3785, d1.loss_cls: 0.2212, d1.loss_bbox: 0.1533, d1.loss_iou: 0.3718, d2.loss_cls: 0.2050, d2.loss_bbox: 0.1501, d2.loss_iou: 0.3667, d3.loss_cls: 0.1964, d3.loss_bbox: 0.1502, d3.loss_iou: 0.3681, d4.loss_cls: 0.1927, d4.loss_bbox: 0.1510, d4.loss_iou: 0.3691, dn_loss_cls: 0.0295, dn_loss_bbox: 0.2417, dn_loss_iou: 0.3821, d0.dn_loss_cls: 0.0641, d0.dn_loss_bbox: 0.3445, d0.dn_loss_iou: 0.5008, d1.dn_loss_cls: 0.0397, d1.dn_loss_bbox: 0.2612, d1.dn_loss_iou: 0.4050, d2.dn_loss_cls: 0.0331, d2.dn_loss_bbox: 0.2440, d2.dn_loss_iou: 0.3852, d3.dn_loss_cls: 0.0304, d3.dn_loss_bbox: 0.2419, d3.dn_loss_iou: 0.3823, d4.dn_loss_cls: 0.0295, d4.dn_loss_bbox: 0.2416, d4.dn_loss_iou: 0.3820, loss: 9.4757, grad_norm: 19.8170 2023-11-05 03:22:16,238 - mmdet - INFO - Epoch [7][1000/3665] lr: 5.563e-06, eta: 5:34:38, time: 0.940, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2406, interm_loss_bbox: 0.1861, interm_loss_iou: 0.4313, loss_cls: 0.1984, loss_bbox: 0.1571, loss_iou: 0.3822, d0.loss_cls: 0.2612, d0.loss_bbox: 0.1612, d0.loss_iou: 0.3910, d1.loss_cls: 0.2245, d1.loss_bbox: 0.1595, d1.loss_iou: 0.3868, d2.loss_cls: 0.2105, d2.loss_bbox: 0.1566, d2.loss_iou: 0.3807, d3.loss_cls: 0.2025, d3.loss_bbox: 0.1564, d3.loss_iou: 0.3813, d4.loss_cls: 0.1986, d4.loss_bbox: 0.1579, d4.loss_iou: 0.3826, dn_loss_cls: 0.0310, dn_loss_bbox: 0.2519, dn_loss_iou: 0.3890, d0.dn_loss_cls: 0.0656, d0.dn_loss_bbox: 0.3595, d0.dn_loss_iou: 0.5064, d1.dn_loss_cls: 0.0411, d1.dn_loss_bbox: 0.2733, d1.dn_loss_iou: 0.4128, d2.dn_loss_cls: 0.0346, d2.dn_loss_bbox: 0.2548, d2.dn_loss_iou: 0.3923, d3.dn_loss_cls: 0.0319, d3.dn_loss_bbox: 0.2523, d3.dn_loss_iou: 0.3893, d4.dn_loss_cls: 0.0310, d4.dn_loss_bbox: 0.2519, d4.dn_loss_iou: 0.3889, loss: 9.7647, grad_norm: 20.1217 2023-11-05 03:23:03,380 - mmdet - INFO - Epoch [7][1050/3665] lr: 5.563e-06, eta: 5:33:49, time: 0.943, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2371, interm_loss_bbox: 0.1845, interm_loss_iou: 0.4206, loss_cls: 0.1969, loss_bbox: 0.1533, loss_iou: 0.3684, d0.loss_cls: 0.2574, d0.loss_bbox: 0.1578, d0.loss_iou: 0.3773, d1.loss_cls: 0.2246, d1.loss_bbox: 0.1571, d1.loss_iou: 0.3736, d2.loss_cls: 0.2087, d2.loss_bbox: 0.1535, d2.loss_iou: 0.3680, d3.loss_cls: 0.2009, d3.loss_bbox: 0.1530, d3.loss_iou: 0.3675, d4.loss_cls: 0.1975, d4.loss_bbox: 0.1534, d4.loss_iou: 0.3681, dn_loss_cls: 0.0306, dn_loss_bbox: 0.2511, dn_loss_iou: 0.3848, d0.dn_loss_cls: 0.0661, d0.dn_loss_bbox: 0.3553, d0.dn_loss_iou: 0.5049, d1.dn_loss_cls: 0.0412, d1.dn_loss_bbox: 0.2727, d1.dn_loss_iou: 0.4086, d2.dn_loss_cls: 0.0342, d2.dn_loss_bbox: 0.2538, d2.dn_loss_iou: 0.3879, d3.dn_loss_cls: 0.0315, d3.dn_loss_bbox: 0.2514, d3.dn_loss_iou: 0.3853, d4.dn_loss_cls: 0.0306, d4.dn_loss_bbox: 0.2511, d4.dn_loss_iou: 0.3847, loss: 9.6049, grad_norm: 17.3137 2023-11-05 03:23:52,890 - mmdet - INFO - Epoch [7][1100/3665] lr: 5.563e-06, eta: 5:33:03, time: 0.990, data_time: 0.022, memory: 25302, interm_loss_cls: 0.2375, interm_loss_bbox: 0.1820, interm_loss_iou: 0.4240, loss_cls: 0.1973, loss_bbox: 0.1531, loss_iou: 0.3738, d0.loss_cls: 0.2577, d0.loss_bbox: 0.1557, d0.loss_iou: 0.3802, d1.loss_cls: 0.2240, d1.loss_bbox: 0.1548, d1.loss_iou: 0.3772, d2.loss_cls: 0.2084, d2.loss_bbox: 0.1524, d2.loss_iou: 0.3732, d3.loss_cls: 0.2013, d3.loss_bbox: 0.1519, d3.loss_iou: 0.3727, d4.loss_cls: 0.1982, d4.loss_bbox: 0.1524, d4.loss_iou: 0.3733, dn_loss_cls: 0.0310, dn_loss_bbox: 0.2466, dn_loss_iou: 0.3838, d0.dn_loss_cls: 0.0673, d0.dn_loss_bbox: 0.3638, d0.dn_loss_iou: 0.5077, d1.dn_loss_cls: 0.0417, d1.dn_loss_bbox: 0.2695, d1.dn_loss_iou: 0.4092, d2.dn_loss_cls: 0.0348, d2.dn_loss_bbox: 0.2496, d2.dn_loss_iou: 0.3875, d3.dn_loss_cls: 0.0319, d3.dn_loss_bbox: 0.2469, d3.dn_loss_iou: 0.3841, d4.dn_loss_cls: 0.0311, d4.dn_loss_bbox: 0.2465, d4.dn_loss_iou: 0.3837, loss: 9.6180, grad_norm: 19.7619 2023-11-05 03:24:40,404 - mmdet - INFO - Epoch [7][1150/3665] lr: 5.563e-06, eta: 5:32:15, time: 0.950, data_time: 0.016, memory: 25302, interm_loss_cls: 0.2383, interm_loss_bbox: 0.1860, interm_loss_iou: 0.4143, loss_cls: 0.1943, loss_bbox: 0.1554, loss_iou: 0.3631, d0.loss_cls: 0.2581, d0.loss_bbox: 0.1606, d0.loss_iou: 0.3705, d1.loss_cls: 0.2240, d1.loss_bbox: 0.1575, d1.loss_iou: 0.3650, d2.loss_cls: 0.2064, d2.loss_bbox: 0.1548, d2.loss_iou: 0.3626, d3.loss_cls: 0.1985, d3.loss_bbox: 0.1552, d3.loss_iou: 0.3621, d4.loss_cls: 0.1947, d4.loss_bbox: 0.1559, d4.loss_iou: 0.3632, dn_loss_cls: 0.0292, dn_loss_bbox: 0.2446, dn_loss_iou: 0.3805, d0.dn_loss_cls: 0.0633, d0.dn_loss_bbox: 0.3504, d0.dn_loss_iou: 0.4994, d1.dn_loss_cls: 0.0392, d1.dn_loss_bbox: 0.2655, d1.dn_loss_iou: 0.4035, d2.dn_loss_cls: 0.0327, d2.dn_loss_bbox: 0.2472, d2.dn_loss_iou: 0.3840, d3.dn_loss_cls: 0.0304, d3.dn_loss_bbox: 0.2449, d3.dn_loss_iou: 0.3809, d4.dn_loss_cls: 0.0294, d4.dn_loss_bbox: 0.2446, d4.dn_loss_iou: 0.3804, loss: 9.4908, grad_norm: 17.3721 2023-11-05 03:25:27,281 - mmdet - INFO - Epoch [7][1200/3665] lr: 5.563e-06, eta: 5:31:26, time: 0.938, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2373, interm_loss_bbox: 0.1896, interm_loss_iou: 0.4263, loss_cls: 0.1976, loss_bbox: 0.1586, loss_iou: 0.3761, d0.loss_cls: 0.2566, d0.loss_bbox: 0.1630, d0.loss_iou: 0.3845, d1.loss_cls: 0.2264, d1.loss_bbox: 0.1602, d1.loss_iou: 0.3784, d2.loss_cls: 0.2100, d2.loss_bbox: 0.1576, d2.loss_iou: 0.3749, d3.loss_cls: 0.2020, d3.loss_bbox: 0.1580, d3.loss_iou: 0.3750, d4.loss_cls: 0.1980, d4.loss_bbox: 0.1593, d4.loss_iou: 0.3763, dn_loss_cls: 0.0302, dn_loss_bbox: 0.2480, dn_loss_iou: 0.3840, d0.dn_loss_cls: 0.0652, d0.dn_loss_bbox: 0.3539, d0.dn_loss_iou: 0.5025, d1.dn_loss_cls: 0.0403, d1.dn_loss_bbox: 0.2683, d1.dn_loss_iou: 0.4079, d2.dn_loss_cls: 0.0336, d2.dn_loss_bbox: 0.2503, d2.dn_loss_iou: 0.3873, d3.dn_loss_cls: 0.0309, d3.dn_loss_bbox: 0.2482, d3.dn_loss_iou: 0.3843, d4.dn_loss_cls: 0.0301, d4.dn_loss_bbox: 0.2480, d4.dn_loss_iou: 0.3839, loss: 9.6628, grad_norm: 18.7719 2023-11-05 03:26:14,172 - mmdet - INFO - Epoch [7][1250/3665] lr: 5.563e-06, eta: 5:30:37, time: 0.938, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2374, interm_loss_bbox: 0.1885, interm_loss_iou: 0.4258, loss_cls: 0.1995, loss_bbox: 0.1551, loss_iou: 0.3733, d0.loss_cls: 0.2596, d0.loss_bbox: 0.1606, d0.loss_iou: 0.3828, d1.loss_cls: 0.2256, d1.loss_bbox: 0.1581, d1.loss_iou: 0.3780, d2.loss_cls: 0.2106, d2.loss_bbox: 0.1545, d2.loss_iou: 0.3728, d3.loss_cls: 0.2037, d3.loss_bbox: 0.1538, d3.loss_iou: 0.3723, d4.loss_cls: 0.2001, d4.loss_bbox: 0.1546, d4.loss_iou: 0.3727, dn_loss_cls: 0.0319, dn_loss_bbox: 0.2431, dn_loss_iou: 0.3832, d0.dn_loss_cls: 0.0672, d0.dn_loss_bbox: 0.3532, d0.dn_loss_iou: 0.5073, d1.dn_loss_cls: 0.0417, d1.dn_loss_bbox: 0.2658, d1.dn_loss_iou: 0.4079, d2.dn_loss_cls: 0.0349, d2.dn_loss_bbox: 0.2456, d2.dn_loss_iou: 0.3868, d3.dn_loss_cls: 0.0326, d3.dn_loss_bbox: 0.2434, d3.dn_loss_iou: 0.3836, d4.dn_loss_cls: 0.0320, d4.dn_loss_bbox: 0.2431, d4.dn_loss_iou: 0.3831, loss: 9.6255, grad_norm: 21.8139 2023-11-05 03:27:03,317 - mmdet - INFO - Epoch [7][1300/3665] lr: 5.563e-06, eta: 5:29:51, time: 0.983, data_time: 0.017, memory: 25302, interm_loss_cls: 0.2435, interm_loss_bbox: 0.1868, interm_loss_iou: 0.4268, loss_cls: 0.2034, loss_bbox: 0.1539, loss_iou: 0.3728, d0.loss_cls: 0.2633, d0.loss_bbox: 0.1591, d0.loss_iou: 0.3824, d1.loss_cls: 0.2313, d1.loss_bbox: 0.1562, d1.loss_iou: 0.3766, d2.loss_cls: 0.2146, d2.loss_bbox: 0.1532, d2.loss_iou: 0.3710, d3.loss_cls: 0.2057, d3.loss_bbox: 0.1542, d3.loss_iou: 0.3726, d4.loss_cls: 0.2037, d4.loss_bbox: 0.1536, d4.loss_iou: 0.3722, dn_loss_cls: 0.0315, dn_loss_bbox: 0.2486, dn_loss_iou: 0.3836, d0.dn_loss_cls: 0.0674, d0.dn_loss_bbox: 0.3580, d0.dn_loss_iou: 0.5059, d1.dn_loss_cls: 0.0420, d1.dn_loss_bbox: 0.2725, d1.dn_loss_iou: 0.4084, d2.dn_loss_cls: 0.0353, d2.dn_loss_bbox: 0.2521, d2.dn_loss_iou: 0.3875, d3.dn_loss_cls: 0.0323, d3.dn_loss_bbox: 0.2490, d3.dn_loss_iou: 0.3841, d4.dn_loss_cls: 0.0314, d4.dn_loss_bbox: 0.2486, d4.dn_loss_iou: 0.3835, loss: 9.6786, grad_norm: 18.6806 2023-11-05 03:27:50,963 - mmdet - INFO - Epoch [7][1350/3665] lr: 5.563e-06, eta: 5:29:03, time: 0.953, data_time: 0.015, memory: 25302, interm_loss_cls: 0.2393, interm_loss_bbox: 0.1833, interm_loss_iou: 0.4402, loss_cls: 0.2002, loss_bbox: 0.1495, loss_iou: 0.3812, d0.loss_cls: 0.2559, d0.loss_bbox: 0.1554, d0.loss_iou: 0.3933, d1.loss_cls: 0.2260, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3849, d2.loss_cls: 0.2111, d2.loss_bbox: 0.1483, d2.loss_iou: 0.3797, d3.loss_cls: 0.2028, d3.loss_bbox: 0.1497, d3.loss_iou: 0.3810, d4.loss_cls: 0.2007, d4.loss_bbox: 0.1490, d4.loss_iou: 0.3810, dn_loss_cls: 0.0306, dn_loss_bbox: 0.2395, dn_loss_iou: 0.3887, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3478, d0.dn_loss_iou: 0.5131, d1.dn_loss_cls: 0.0406, d1.dn_loss_bbox: 0.2618, d1.dn_loss_iou: 0.4136, d2.dn_loss_cls: 0.0338, d2.dn_loss_bbox: 0.2422, d2.dn_loss_iou: 0.3919, d3.dn_loss_cls: 0.0314, d3.dn_loss_bbox: 0.2398, d3.dn_loss_iou: 0.3888, d4.dn_loss_cls: 0.0306, d4.dn_loss_bbox: 0.2395, d4.dn_loss_iou: 0.3885, loss: 9.6514, grad_norm: 21.8631 2023-11-05 03:28:38,519 - mmdet - INFO - Epoch [7][1400/3665] lr: 5.563e-06, eta: 5:28:15, time: 0.951, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2367, interm_loss_bbox: 0.1903, interm_loss_iou: 0.4192, loss_cls: 0.1925, loss_bbox: 0.1597, loss_iou: 0.3690, d0.loss_cls: 0.2520, d0.loss_bbox: 0.1641, d0.loss_iou: 0.3781, d1.loss_cls: 0.2212, d1.loss_bbox: 0.1611, d1.loss_iou: 0.3715, d2.loss_cls: 0.2045, d2.loss_bbox: 0.1590, d2.loss_iou: 0.3688, d3.loss_cls: 0.1962, d3.loss_bbox: 0.1597, d3.loss_iou: 0.3694, d4.loss_cls: 0.1925, d4.loss_bbox: 0.1598, d4.loss_iou: 0.3696, dn_loss_cls: 0.0300, dn_loss_bbox: 0.2529, dn_loss_iou: 0.3792, d0.dn_loss_cls: 0.0651, d0.dn_loss_bbox: 0.3683, d0.dn_loss_iou: 0.5015, d1.dn_loss_cls: 0.0407, d1.dn_loss_bbox: 0.2767, d1.dn_loss_iou: 0.4040, d2.dn_loss_cls: 0.0339, d2.dn_loss_bbox: 0.2565, d2.dn_loss_iou: 0.3828, d3.dn_loss_cls: 0.0311, d3.dn_loss_bbox: 0.2533, d3.dn_loss_iou: 0.3797, d4.dn_loss_cls: 0.0302, d4.dn_loss_bbox: 0.2529, d4.dn_loss_iou: 0.3792, loss: 9.6129, grad_norm: 18.3786 2023-11-05 03:29:24,466 - mmdet - INFO - Epoch [7][1450/3665] lr: 5.563e-06, eta: 5:27:25, time: 0.919, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2391, interm_loss_bbox: 0.1825, interm_loss_iou: 0.4270, loss_cls: 0.1972, loss_bbox: 0.1517, loss_iou: 0.3762, d0.loss_cls: 0.2541, d0.loss_bbox: 0.1559, d0.loss_iou: 0.3828, d1.loss_cls: 0.2220, d1.loss_bbox: 0.1542, d1.loss_iou: 0.3795, d2.loss_cls: 0.2073, d2.loss_bbox: 0.1508, d2.loss_iou: 0.3751, d3.loss_cls: 0.2004, d3.loss_bbox: 0.1509, d3.loss_iou: 0.3749, d4.loss_cls: 0.1967, d4.loss_bbox: 0.1518, d4.loss_iou: 0.3768, dn_loss_cls: 0.0300, dn_loss_bbox: 0.2373, dn_loss_iou: 0.3794, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3453, d0.dn_loss_iou: 0.4975, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.2592, d1.dn_loss_iou: 0.4029, d2.dn_loss_cls: 0.0332, d2.dn_loss_bbox: 0.2405, d2.dn_loss_iou: 0.3831, d3.dn_loss_cls: 0.0305, d3.dn_loss_bbox: 0.2377, d3.dn_loss_iou: 0.3799, d4.dn_loss_cls: 0.0299, d4.dn_loss_bbox: 0.2373, d4.dn_loss_iou: 0.3793, loss: 9.5141, grad_norm: 18.3702 2023-11-05 03:30:12,364 - mmdet - INFO - Epoch [7][1500/3665] lr: 5.563e-06, eta: 5:26:37, time: 0.958, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2403, interm_loss_bbox: 0.1888, interm_loss_iou: 0.4281, loss_cls: 0.2041, loss_bbox: 0.1562, loss_iou: 0.3727, d0.loss_cls: 0.2575, d0.loss_bbox: 0.1614, d0.loss_iou: 0.3808, d1.loss_cls: 0.2280, d1.loss_bbox: 0.1582, d1.loss_iou: 0.3749, d2.loss_cls: 0.2127, d2.loss_bbox: 0.1565, d2.loss_iou: 0.3726, d3.loss_cls: 0.2074, d3.loss_bbox: 0.1553, d3.loss_iou: 0.3712, d4.loss_cls: 0.2042, d4.loss_bbox: 0.1564, d4.loss_iou: 0.3727, dn_loss_cls: 0.0312, dn_loss_bbox: 0.2471, dn_loss_iou: 0.3812, d0.dn_loss_cls: 0.0664, d0.dn_loss_bbox: 0.3555, d0.dn_loss_iou: 0.5019, d1.dn_loss_cls: 0.0413, d1.dn_loss_bbox: 0.2701, d1.dn_loss_iou: 0.4057, d2.dn_loss_cls: 0.0340, d2.dn_loss_bbox: 0.2502, d2.dn_loss_iou: 0.3847, d3.dn_loss_cls: 0.0317, d3.dn_loss_bbox: 0.2475, d3.dn_loss_iou: 0.3816, d4.dn_loss_cls: 0.0310, d4.dn_loss_bbox: 0.2471, d4.dn_loss_iou: 0.3811, loss: 9.6493, grad_norm: 18.9047 2023-11-05 03:31:01,816 - mmdet - INFO - Epoch [7][1550/3665] lr: 5.563e-06, eta: 5:25:51, time: 0.990, data_time: 0.019, memory: 25302, interm_loss_cls: 0.2333, interm_loss_bbox: 0.1892, interm_loss_iou: 0.4247, loss_cls: 0.1928, loss_bbox: 0.1555, loss_iou: 0.3676, d0.loss_cls: 0.2531, d0.loss_bbox: 0.1581, d0.loss_iou: 0.3753, d1.loss_cls: 0.2172, d1.loss_bbox: 0.1594, d1.loss_iou: 0.3733, d2.loss_cls: 0.2034, d2.loss_bbox: 0.1554, d2.loss_iou: 0.3675, d3.loss_cls: 0.1969, d3.loss_bbox: 0.1548, d3.loss_iou: 0.3664, d4.loss_cls: 0.1928, d4.loss_bbox: 0.1555, d4.loss_iou: 0.3679, dn_loss_cls: 0.0284, dn_loss_bbox: 0.2503, dn_loss_iou: 0.3849, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3569, d0.dn_loss_iou: 0.5021, d1.dn_loss_cls: 0.0386, d1.dn_loss_bbox: 0.2717, d1.dn_loss_iou: 0.4087, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2526, d2.dn_loss_iou: 0.3880, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2506, d3.dn_loss_iou: 0.3852, d4.dn_loss_cls: 0.0285, d4.dn_loss_bbox: 0.2503, d4.dn_loss_iou: 0.3847, loss: 9.5653, grad_norm: 19.7803 2023-11-05 03:31:49,011 - mmdet - INFO - Epoch [7][1600/3665] lr: 5.563e-06, eta: 5:25:03, time: 0.944, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2382, interm_loss_bbox: 0.1851, interm_loss_iou: 0.4334, loss_cls: 0.1965, loss_bbox: 0.1542, loss_iou: 0.3803, d0.loss_cls: 0.2548, d0.loss_bbox: 0.1583, d0.loss_iou: 0.3877, d1.loss_cls: 0.2232, d1.loss_bbox: 0.1562, d1.loss_iou: 0.3833, d2.loss_cls: 0.2061, d2.loss_bbox: 0.1538, d2.loss_iou: 0.3796, d3.loss_cls: 0.2012, d3.loss_bbox: 0.1529, d3.loss_iou: 0.3778, d4.loss_cls: 0.1978, d4.loss_bbox: 0.1536, d4.loss_iou: 0.3796, dn_loss_cls: 0.0298, dn_loss_bbox: 0.2444, dn_loss_iou: 0.3909, d0.dn_loss_cls: 0.0655, d0.dn_loss_bbox: 0.3536, d0.dn_loss_iou: 0.5118, d1.dn_loss_cls: 0.0404, d1.dn_loss_bbox: 0.2674, d1.dn_loss_iou: 0.4146, d2.dn_loss_cls: 0.0334, d2.dn_loss_bbox: 0.2474, d2.dn_loss_iou: 0.3941, d3.dn_loss_cls: 0.0305, d3.dn_loss_bbox: 0.2446, d3.dn_loss_iou: 0.3910, d4.dn_loss_cls: 0.0298, d4.dn_loss_bbox: 0.2443, d4.dn_loss_iou: 0.3907, loss: 9.6779, grad_norm: 18.2840 2023-11-05 03:32:35,721 - mmdet - INFO - Epoch [7][1650/3665] lr: 5.563e-06, eta: 5:24:14, time: 0.934, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2335, interm_loss_bbox: 0.1892, interm_loss_iou: 0.4246, loss_cls: 0.1965, loss_bbox: 0.1519, loss_iou: 0.3679, d0.loss_cls: 0.2512, d0.loss_bbox: 0.1595, d0.loss_iou: 0.3795, d1.loss_cls: 0.2185, d1.loss_bbox: 0.1569, d1.loss_iou: 0.3739, d2.loss_cls: 0.2051, d2.loss_bbox: 0.1521, d2.loss_iou: 0.3684, d3.loss_cls: 0.1993, d3.loss_bbox: 0.1513, d3.loss_iou: 0.3665, d4.loss_cls: 0.1970, d4.loss_bbox: 0.1515, d4.loss_iou: 0.3675, dn_loss_cls: 0.0301, dn_loss_bbox: 0.2448, dn_loss_iou: 0.3800, d0.dn_loss_cls: 0.0643, d0.dn_loss_bbox: 0.3524, d0.dn_loss_iou: 0.4991, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.2660, d1.dn_loss_iou: 0.4032, d2.dn_loss_cls: 0.0334, d2.dn_loss_bbox: 0.2476, d2.dn_loss_iou: 0.3834, d3.dn_loss_cls: 0.0308, d3.dn_loss_bbox: 0.2451, d3.dn_loss_iou: 0.3803, d4.dn_loss_cls: 0.0303, d4.dn_loss_bbox: 0.2448, d4.dn_loss_iou: 0.3798, loss: 9.5173, grad_norm: 19.1531 2023-11-05 03:33:22,722 - mmdet - INFO - Epoch [7][1700/3665] lr: 5.563e-06, eta: 5:23:25, time: 0.940, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2422, interm_loss_bbox: 0.1854, interm_loss_iou: 0.4288, loss_cls: 0.2060, loss_bbox: 0.1536, loss_iou: 0.3798, d0.loss_cls: 0.2626, d0.loss_bbox: 0.1580, d0.loss_iou: 0.3867, d1.loss_cls: 0.2320, d1.loss_bbox: 0.1563, d1.loss_iou: 0.3829, d2.loss_cls: 0.2163, d2.loss_bbox: 0.1541, d2.loss_iou: 0.3799, d3.loss_cls: 0.2089, d3.loss_bbox: 0.1533, d3.loss_iou: 0.3794, d4.loss_cls: 0.2059, d4.loss_bbox: 0.1536, d4.loss_iou: 0.3799, dn_loss_cls: 0.0331, dn_loss_bbox: 0.2529, dn_loss_iou: 0.3922, d0.dn_loss_cls: 0.0666, d0.dn_loss_bbox: 0.3571, d0.dn_loss_iou: 0.5075, d1.dn_loss_cls: 0.0425, d1.dn_loss_bbox: 0.2737, d1.dn_loss_iou: 0.4151, d2.dn_loss_cls: 0.0361, d2.dn_loss_bbox: 0.2554, d2.dn_loss_iou: 0.3956, d3.dn_loss_cls: 0.0335, d3.dn_loss_bbox: 0.2532, d3.dn_loss_iou: 0.3926, d4.dn_loss_cls: 0.0329, d4.dn_loss_bbox: 0.2529, d4.dn_loss_iou: 0.3921, loss: 9.7909, grad_norm: 18.0208 2023-11-05 03:34:09,661 - mmdet - INFO - Epoch [7][1750/3665] lr: 5.563e-06, eta: 5:22:37, time: 0.939, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2408, interm_loss_bbox: 0.1896, interm_loss_iou: 0.4293, loss_cls: 0.2013, loss_bbox: 0.1550, loss_iou: 0.3707, d0.loss_cls: 0.2595, d0.loss_bbox: 0.1607, d0.loss_iou: 0.3804, d1.loss_cls: 0.2273, d1.loss_bbox: 0.1584, d1.loss_iou: 0.3747, d2.loss_cls: 0.2115, d2.loss_bbox: 0.1546, d2.loss_iou: 0.3699, d3.loss_cls: 0.2039, d3.loss_bbox: 0.1551, d3.loss_iou: 0.3707, d4.loss_cls: 0.2017, d4.loss_bbox: 0.1546, d4.loss_iou: 0.3709, dn_loss_cls: 0.0302, dn_loss_bbox: 0.2488, dn_loss_iou: 0.3914, d0.dn_loss_cls: 0.0651, d0.dn_loss_bbox: 0.3573, d0.dn_loss_iou: 0.5122, d1.dn_loss_cls: 0.0406, d1.dn_loss_bbox: 0.2701, d1.dn_loss_iou: 0.4165, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2517, d2.dn_loss_iou: 0.3949, d3.dn_loss_cls: 0.0310, d3.dn_loss_bbox: 0.2491, d3.dn_loss_iou: 0.3917, d4.dn_loss_cls: 0.0301, d4.dn_loss_bbox: 0.2488, d4.dn_loss_iou: 0.3913, loss: 9.6954, grad_norm: 19.0710 2023-11-05 03:34:58,017 - mmdet - INFO - Epoch [7][1800/3665] lr: 5.563e-06, eta: 5:21:49, time: 0.967, data_time: 0.019, memory: 25302, interm_loss_cls: 0.2361, interm_loss_bbox: 0.1889, interm_loss_iou: 0.4238, loss_cls: 0.2007, loss_bbox: 0.1527, loss_iou: 0.3671, d0.loss_cls: 0.2557, d0.loss_bbox: 0.1580, d0.loss_iou: 0.3752, d1.loss_cls: 0.2240, d1.loss_bbox: 0.1555, d1.loss_iou: 0.3710, d2.loss_cls: 0.2096, d2.loss_bbox: 0.1521, d2.loss_iou: 0.3667, d3.loss_cls: 0.2041, d3.loss_bbox: 0.1518, d3.loss_iou: 0.3663, d4.loss_cls: 0.2010, d4.loss_bbox: 0.1527, d4.loss_iou: 0.3675, dn_loss_cls: 0.0311, dn_loss_bbox: 0.2459, dn_loss_iou: 0.3754, d0.dn_loss_cls: 0.0658, d0.dn_loss_bbox: 0.3594, d0.dn_loss_iou: 0.5001, d1.dn_loss_cls: 0.0408, d1.dn_loss_bbox: 0.2683, d1.dn_loss_iou: 0.3999, d2.dn_loss_cls: 0.0345, d2.dn_loss_bbox: 0.2489, d2.dn_loss_iou: 0.3790, d3.dn_loss_cls: 0.0320, d3.dn_loss_bbox: 0.2462, d3.dn_loss_iou: 0.3757, d4.dn_loss_cls: 0.0311, d4.dn_loss_bbox: 0.2459, d4.dn_loss_iou: 0.3753, loss: 9.5355, grad_norm: 17.7706 2023-11-05 03:35:46,214 - mmdet - INFO - Epoch [7][1850/3665] lr: 5.563e-06, eta: 5:21:02, time: 0.964, data_time: 0.015, memory: 25302, interm_loss_cls: 0.2385, interm_loss_bbox: 0.1864, interm_loss_iou: 0.4218, loss_cls: 0.1991, loss_bbox: 0.1561, loss_iou: 0.3694, d0.loss_cls: 0.2557, d0.loss_bbox: 0.1586, d0.loss_iou: 0.3789, d1.loss_cls: 0.2253, d1.loss_bbox: 0.1578, d1.loss_iou: 0.3730, d2.loss_cls: 0.2086, d2.loss_bbox: 0.1551, d2.loss_iou: 0.3689, d3.loss_cls: 0.2018, d3.loss_bbox: 0.1550, d3.loss_iou: 0.3682, d4.loss_cls: 0.1990, d4.loss_bbox: 0.1557, d4.loss_iou: 0.3693, dn_loss_cls: 0.0306, dn_loss_bbox: 0.2539, dn_loss_iou: 0.3765, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3649, d0.dn_loss_iou: 0.4951, d1.dn_loss_cls: 0.0399, d1.dn_loss_bbox: 0.2761, d1.dn_loss_iou: 0.4001, d2.dn_loss_cls: 0.0339, d2.dn_loss_bbox: 0.2566, d2.dn_loss_iou: 0.3797, d3.dn_loss_cls: 0.0314, d3.dn_loss_bbox: 0.2542, d3.dn_loss_iou: 0.3768, d4.dn_loss_cls: 0.0306, d4.dn_loss_bbox: 0.2539, d4.dn_loss_iou: 0.3764, loss: 9.5975, grad_norm: 18.8537 2023-11-05 03:36:32,917 - mmdet - INFO - Epoch [7][1900/3665] lr: 5.563e-06, eta: 5:20:13, time: 0.934, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2445, interm_loss_bbox: 0.1895, interm_loss_iou: 0.4394, loss_cls: 0.2038, loss_bbox: 0.1563, loss_iou: 0.3878, d0.loss_cls: 0.2609, d0.loss_bbox: 0.1617, d0.loss_iou: 0.3950, d1.loss_cls: 0.2286, d1.loss_bbox: 0.1610, d1.loss_iou: 0.3937, d2.loss_cls: 0.2134, d2.loss_bbox: 0.1561, d2.loss_iou: 0.3885, d3.loss_cls: 0.2066, d3.loss_bbox: 0.1566, d3.loss_iou: 0.3875, d4.loss_cls: 0.2043, d4.loss_bbox: 0.1563, d4.loss_iou: 0.3878, dn_loss_cls: 0.0309, dn_loss_bbox: 0.2459, dn_loss_iou: 0.3892, d0.dn_loss_cls: 0.0658, d0.dn_loss_bbox: 0.3547, d0.dn_loss_iou: 0.5103, d1.dn_loss_cls: 0.0414, d1.dn_loss_bbox: 0.2680, d1.dn_loss_iou: 0.4135, d2.dn_loss_cls: 0.0345, d2.dn_loss_bbox: 0.2486, d2.dn_loss_iou: 0.3927, d3.dn_loss_cls: 0.0316, d3.dn_loss_bbox: 0.2463, d3.dn_loss_iou: 0.3896, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2459, d4.dn_loss_iou: 0.3891, loss: 9.8081, grad_norm: 19.2827 2023-11-05 03:37:19,513 - mmdet - INFO - Epoch [7][1950/3665] lr: 5.563e-06, eta: 5:19:24, time: 0.932, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2392, interm_loss_bbox: 0.1816, interm_loss_iou: 0.4318, loss_cls: 0.1987, loss_bbox: 0.1502, loss_iou: 0.3782, d0.loss_cls: 0.2564, d0.loss_bbox: 0.1553, d0.loss_iou: 0.3885, d1.loss_cls: 0.2228, d1.loss_bbox: 0.1527, d1.loss_iou: 0.3831, d2.loss_cls: 0.2083, d2.loss_bbox: 0.1502, d2.loss_iou: 0.3790, d3.loss_cls: 0.2016, d3.loss_bbox: 0.1497, d3.loss_iou: 0.3782, d4.loss_cls: 0.1982, d4.loss_bbox: 0.1509, d4.loss_iou: 0.3791, dn_loss_cls: 0.0305, dn_loss_bbox: 0.2344, dn_loss_iou: 0.3878, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3401, d0.dn_loss_iou: 0.5103, d1.dn_loss_cls: 0.0401, d1.dn_loss_bbox: 0.2545, d1.dn_loss_iou: 0.4112, d2.dn_loss_cls: 0.0340, d2.dn_loss_bbox: 0.2369, d2.dn_loss_iou: 0.3913, d3.dn_loss_cls: 0.0314, d3.dn_loss_bbox: 0.2346, d3.dn_loss_iou: 0.3882, d4.dn_loss_cls: 0.0306, d4.dn_loss_bbox: 0.2343, d4.dn_loss_iou: 0.3876, loss: 9.5757, grad_norm: 18.4255 2023-11-05 03:38:05,969 - mmdet - INFO - Epoch [7][2000/3665] lr: 5.563e-06, eta: 5:18:35, time: 0.929, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2389, interm_loss_bbox: 0.1882, interm_loss_iou: 0.4333, loss_cls: 0.2007, loss_bbox: 0.1574, loss_iou: 0.3809, d0.loss_cls: 0.2571, d0.loss_bbox: 0.1595, d0.loss_iou: 0.3900, d1.loss_cls: 0.2258, d1.loss_bbox: 0.1584, d1.loss_iou: 0.3863, d2.loss_cls: 0.2113, d2.loss_bbox: 0.1561, d2.loss_iou: 0.3802, d3.loss_cls: 0.2044, d3.loss_bbox: 0.1559, d3.loss_iou: 0.3796, d4.loss_cls: 0.2017, d4.loss_bbox: 0.1570, d4.loss_iou: 0.3804, dn_loss_cls: 0.0308, dn_loss_bbox: 0.2472, dn_loss_iou: 0.3888, d0.dn_loss_cls: 0.0661, d0.dn_loss_bbox: 0.3562, d0.dn_loss_iou: 0.5087, d1.dn_loss_cls: 0.0408, d1.dn_loss_bbox: 0.2678, d1.dn_loss_iou: 0.4124, d2.dn_loss_cls: 0.0341, d2.dn_loss_bbox: 0.2497, d2.dn_loss_iou: 0.3919, d3.dn_loss_cls: 0.0316, d3.dn_loss_bbox: 0.2474, d3.dn_loss_iou: 0.3890, d4.dn_loss_cls: 0.0310, d4.dn_loss_bbox: 0.2472, d4.dn_loss_iou: 0.3887, loss: 9.7326, grad_norm: 19.4092 2023-11-05 03:38:55,313 - mmdet - INFO - Epoch [7][2050/3665] lr: 5.563e-06, eta: 5:17:49, time: 0.987, data_time: 0.016, memory: 25302, interm_loss_cls: 0.2334, interm_loss_bbox: 0.1842, interm_loss_iou: 0.4286, loss_cls: 0.1969, loss_bbox: 0.1525, loss_iou: 0.3737, d0.loss_cls: 0.2518, d0.loss_bbox: 0.1586, d0.loss_iou: 0.3840, d1.loss_cls: 0.2198, d1.loss_bbox: 0.1564, d1.loss_iou: 0.3789, d2.loss_cls: 0.2048, d2.loss_bbox: 0.1532, d2.loss_iou: 0.3749, d3.loss_cls: 0.1996, d3.loss_bbox: 0.1525, d3.loss_iou: 0.3732, d4.loss_cls: 0.1973, d4.loss_bbox: 0.1529, d4.loss_iou: 0.3738, dn_loss_cls: 0.0305, dn_loss_bbox: 0.2527, dn_loss_iou: 0.3833, d0.dn_loss_cls: 0.0634, d0.dn_loss_bbox: 0.3607, d0.dn_loss_iou: 0.5028, d1.dn_loss_cls: 0.0396, d1.dn_loss_bbox: 0.2742, d1.dn_loss_iou: 0.4073, d2.dn_loss_cls: 0.0336, d2.dn_loss_bbox: 0.2558, d2.dn_loss_iou: 0.3872, d3.dn_loss_cls: 0.0313, d3.dn_loss_bbox: 0.2531, d3.dn_loss_iou: 0.3838, d4.dn_loss_cls: 0.0305, d4.dn_loss_bbox: 0.2527, d4.dn_loss_iou: 0.3831, loss: 9.6268, grad_norm: 17.6221 2023-11-05 03:39:44,593 - mmdet - INFO - Epoch [7][2100/3665] lr: 5.563e-06, eta: 5:17:02, time: 0.986, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2387, interm_loss_bbox: 0.1868, interm_loss_iou: 0.4262, loss_cls: 0.1991, loss_bbox: 0.1556, loss_iou: 0.3752, d0.loss_cls: 0.2554, d0.loss_bbox: 0.1595, d0.loss_iou: 0.3819, d1.loss_cls: 0.2229, d1.loss_bbox: 0.1594, d1.loss_iou: 0.3805, d2.loss_cls: 0.2114, d2.loss_bbox: 0.1542, d2.loss_iou: 0.3734, d3.loss_cls: 0.2040, d3.loss_bbox: 0.1541, d3.loss_iou: 0.3738, d4.loss_cls: 0.1995, d4.loss_bbox: 0.1555, d4.loss_iou: 0.3749, dn_loss_cls: 0.0319, dn_loss_bbox: 0.2501, dn_loss_iou: 0.3844, d0.dn_loss_cls: 0.0661, d0.dn_loss_bbox: 0.3628, d0.dn_loss_iou: 0.5056, d1.dn_loss_cls: 0.0414, d1.dn_loss_bbox: 0.2726, d1.dn_loss_iou: 0.4091, d2.dn_loss_cls: 0.0349, d2.dn_loss_bbox: 0.2531, d2.dn_loss_iou: 0.3877, d3.dn_loss_cls: 0.0323, d3.dn_loss_bbox: 0.2504, d3.dn_loss_iou: 0.3848, d4.dn_loss_cls: 0.0316, d4.dn_loss_bbox: 0.2501, d4.dn_loss_iou: 0.3843, loss: 9.6748, grad_norm: 19.0951 2023-11-05 03:40:31,289 - mmdet - INFO - Epoch [7][2150/3665] lr: 5.563e-06, eta: 5:16:13, time: 0.934, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2349, interm_loss_bbox: 0.1805, interm_loss_iou: 0.4336, loss_cls: 0.1978, loss_bbox: 0.1491, loss_iou: 0.3790, d0.loss_cls: 0.2526, d0.loss_bbox: 0.1548, d0.loss_iou: 0.3907, d1.loss_cls: 0.2200, d1.loss_bbox: 0.1532, d1.loss_iou: 0.3859, d2.loss_cls: 0.2075, d2.loss_bbox: 0.1488, d2.loss_iou: 0.3795, d3.loss_cls: 0.2009, d3.loss_bbox: 0.1485, d3.loss_iou: 0.3784, d4.loss_cls: 0.1985, d4.loss_bbox: 0.1490, d4.loss_iou: 0.3790, dn_loss_cls: 0.0301, dn_loss_bbox: 0.2298, dn_loss_iou: 0.3888, d0.dn_loss_cls: 0.0649, d0.dn_loss_bbox: 0.3326, d0.dn_loss_iou: 0.5099, d1.dn_loss_cls: 0.0402, d1.dn_loss_bbox: 0.2500, d1.dn_loss_iou: 0.4116, d2.dn_loss_cls: 0.0332, d2.dn_loss_bbox: 0.2322, d2.dn_loss_iou: 0.3920, d3.dn_loss_cls: 0.0307, d3.dn_loss_bbox: 0.2300, d3.dn_loss_iou: 0.3890, d4.dn_loss_cls: 0.0302, d4.dn_loss_bbox: 0.2298, d4.dn_loss_iou: 0.3886, loss: 9.5359, grad_norm: 18.7510 2023-11-05 03:41:18,354 - mmdet - INFO - Epoch [7][2200/3665] lr: 5.563e-06, eta: 5:15:25, time: 0.941, data_time: 0.010, memory: 25302, interm_loss_cls: 0.2426, interm_loss_bbox: 0.1936, interm_loss_iou: 0.4263, loss_cls: 0.2025, loss_bbox: 0.1584, loss_iou: 0.3687, d0.loss_cls: 0.2594, d0.loss_bbox: 0.1643, d0.loss_iou: 0.3801, d1.loss_cls: 0.2273, d1.loss_bbox: 0.1624, d1.loss_iou: 0.3749, d2.loss_cls: 0.2125, d2.loss_bbox: 0.1586, d2.loss_iou: 0.3691, d3.loss_cls: 0.2051, d3.loss_bbox: 0.1578, d3.loss_iou: 0.3688, d4.loss_cls: 0.2030, d4.loss_bbox: 0.1583, d4.loss_iou: 0.3686, dn_loss_cls: 0.0320, dn_loss_bbox: 0.2612, dn_loss_iou: 0.3878, d0.dn_loss_cls: 0.0672, d0.dn_loss_bbox: 0.3669, d0.dn_loss_iou: 0.5067, d1.dn_loss_cls: 0.0422, d1.dn_loss_bbox: 0.2825, d1.dn_loss_iou: 0.4114, d2.dn_loss_cls: 0.0355, d2.dn_loss_bbox: 0.2637, d2.dn_loss_iou: 0.3911, d3.dn_loss_cls: 0.0326, d3.dn_loss_bbox: 0.2615, d3.dn_loss_iou: 0.3882, d4.dn_loss_cls: 0.0320, d4.dn_loss_bbox: 0.2611, d4.dn_loss_iou: 0.3877, loss: 9.7736, grad_norm: 18.3094 2023-11-05 03:42:09,663 - mmdet - INFO - Epoch [7][2250/3665] lr: 5.563e-06, eta: 5:14:40, time: 1.026, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2311, interm_loss_bbox: 0.1893, interm_loss_iou: 0.4261, loss_cls: 0.1923, loss_bbox: 0.1529, loss_iou: 0.3709, d0.loss_cls: 0.2474, d0.loss_bbox: 0.1588, d0.loss_iou: 0.3810, d1.loss_cls: 0.2178, d1.loss_bbox: 0.1559, d1.loss_iou: 0.3739, d2.loss_cls: 0.2002, d2.loss_bbox: 0.1547, d2.loss_iou: 0.3720, d3.loss_cls: 0.1939, d3.loss_bbox: 0.1538, d3.loss_iou: 0.3712, d4.loss_cls: 0.1922, d4.loss_bbox: 0.1530, d4.loss_iou: 0.3707, dn_loss_cls: 0.0282, dn_loss_bbox: 0.2371, dn_loss_iou: 0.3712, d0.dn_loss_cls: 0.0637, d0.dn_loss_bbox: 0.3474, d0.dn_loss_iou: 0.4917, d1.dn_loss_cls: 0.0385, d1.dn_loss_bbox: 0.2590, d1.dn_loss_iou: 0.3952, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2401, d2.dn_loss_iou: 0.3747, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2374, d3.dn_loss_iou: 0.3716, d4.dn_loss_cls: 0.0283, d4.dn_loss_bbox: 0.2371, d4.dn_loss_iou: 0.3710, loss: 9.4124, grad_norm: 18.7417 2023-11-05 03:42:59,447 - mmdet - INFO - Epoch [7][2300/3665] lr: 5.563e-06, eta: 5:13:54, time: 0.996, data_time: 0.018, memory: 25302, interm_loss_cls: 0.2370, interm_loss_bbox: 0.1820, interm_loss_iou: 0.4265, loss_cls: 0.1984, loss_bbox: 0.1498, loss_iou: 0.3730, d0.loss_cls: 0.2518, d0.loss_bbox: 0.1560, d0.loss_iou: 0.3839, d1.loss_cls: 0.2223, d1.loss_bbox: 0.1535, d1.loss_iou: 0.3780, d2.loss_cls: 0.2091, d2.loss_bbox: 0.1494, d2.loss_iou: 0.3721, d3.loss_cls: 0.2019, d3.loss_bbox: 0.1494, d3.loss_iou: 0.3728, d4.loss_cls: 0.1987, d4.loss_bbox: 0.1497, d4.loss_iou: 0.3733, dn_loss_cls: 0.0284, dn_loss_bbox: 0.2353, dn_loss_iou: 0.3799, d0.dn_loss_cls: 0.0631, d0.dn_loss_bbox: 0.3420, d0.dn_loss_iou: 0.4993, d1.dn_loss_cls: 0.0389, d1.dn_loss_bbox: 0.2567, d1.dn_loss_iou: 0.4036, d2.dn_loss_cls: 0.0323, d2.dn_loss_bbox: 0.2382, d2.dn_loss_iou: 0.3831, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2357, d3.dn_loss_iou: 0.3802, d4.dn_loss_cls: 0.0285, d4.dn_loss_bbox: 0.2353, d4.dn_loss_iou: 0.3798, loss: 9.4785, grad_norm: 19.3205 2023-11-05 03:43:46,045 - mmdet - INFO - Epoch [7][2350/3665] lr: 5.563e-06, eta: 5:13:05, time: 0.932, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2339, interm_loss_bbox: 0.1845, interm_loss_iou: 0.4345, loss_cls: 0.1961, loss_bbox: 0.1533, loss_iou: 0.3811, d0.loss_cls: 0.2528, d0.loss_bbox: 0.1557, d0.loss_iou: 0.3896, d1.loss_cls: 0.2206, d1.loss_bbox: 0.1544, d1.loss_iou: 0.3831, d2.loss_cls: 0.2061, d2.loss_bbox: 0.1512, d2.loss_iou: 0.3800, d3.loss_cls: 0.2003, d3.loss_bbox: 0.1513, d3.loss_iou: 0.3796, d4.loss_cls: 0.1965, d4.loss_bbox: 0.1526, d4.loss_iou: 0.3803, dn_loss_cls: 0.0305, dn_loss_bbox: 0.2349, dn_loss_iou: 0.3893, d0.dn_loss_cls: 0.0649, d0.dn_loss_bbox: 0.3369, d0.dn_loss_iou: 0.5058, d1.dn_loss_cls: 0.0399, d1.dn_loss_bbox: 0.2548, d1.dn_loss_iou: 0.4124, d2.dn_loss_cls: 0.0335, d2.dn_loss_bbox: 0.2376, d2.dn_loss_iou: 0.3925, d3.dn_loss_cls: 0.0310, d3.dn_loss_bbox: 0.2351, d3.dn_loss_iou: 0.3895, d4.dn_loss_cls: 0.0305, d4.dn_loss_bbox: 0.2348, d4.dn_loss_iou: 0.3891, loss: 9.5806, grad_norm: 18.2320 2023-11-05 03:44:33,919 - mmdet - INFO - Epoch [7][2400/3665] lr: 5.563e-06, eta: 5:12:17, time: 0.958, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2361, interm_loss_bbox: 0.1788, interm_loss_iou: 0.4292, loss_cls: 0.1942, loss_bbox: 0.1500, loss_iou: 0.3809, d0.loss_cls: 0.2512, d0.loss_bbox: 0.1532, d0.loss_iou: 0.3867, d1.loss_cls: 0.2182, d1.loss_bbox: 0.1533, d1.loss_iou: 0.3840, d2.loss_cls: 0.2028, d2.loss_bbox: 0.1508, d2.loss_iou: 0.3806, d3.loss_cls: 0.1967, d3.loss_bbox: 0.1498, d3.loss_iou: 0.3807, d4.loss_cls: 0.1941, d4.loss_bbox: 0.1505, d4.loss_iou: 0.3807, dn_loss_cls: 0.0291, dn_loss_bbox: 0.2296, dn_loss_iou: 0.3842, d0.dn_loss_cls: 0.0625, d0.dn_loss_bbox: 0.3299, d0.dn_loss_iou: 0.5004, d1.dn_loss_cls: 0.0386, d1.dn_loss_bbox: 0.2489, d1.dn_loss_iou: 0.4064, d2.dn_loss_cls: 0.0323, d2.dn_loss_bbox: 0.2323, d2.dn_loss_iou: 0.3874, d3.dn_loss_cls: 0.0297, d3.dn_loss_bbox: 0.2299, d3.dn_loss_iou: 0.3844, d4.dn_loss_cls: 0.0290, d4.dn_loss_bbox: 0.2296, d4.dn_loss_iou: 0.3840, loss: 9.4708, grad_norm: 20.9379 2023-11-05 03:45:21,916 - mmdet - INFO - Epoch [7][2450/3665] lr: 5.563e-06, eta: 5:11:30, time: 0.960, data_time: 0.017, memory: 25302, interm_loss_cls: 0.2350, interm_loss_bbox: 0.1842, interm_loss_iou: 0.4233, loss_cls: 0.1967, loss_bbox: 0.1538, loss_iou: 0.3723, d0.loss_cls: 0.2501, d0.loss_bbox: 0.1591, d0.loss_iou: 0.3831, d1.loss_cls: 0.2202, d1.loss_bbox: 0.1567, d1.loss_iou: 0.3756, d2.loss_cls: 0.2067, d2.loss_bbox: 0.1539, d2.loss_iou: 0.3714, d3.loss_cls: 0.1998, d3.loss_bbox: 0.1541, d3.loss_iou: 0.3717, d4.loss_cls: 0.1973, d4.loss_bbox: 0.1537, d4.loss_iou: 0.3721, dn_loss_cls: 0.0300, dn_loss_bbox: 0.2352, dn_loss_iou: 0.3905, d0.dn_loss_cls: 0.0648, d0.dn_loss_bbox: 0.3369, d0.dn_loss_iou: 0.5093, d1.dn_loss_cls: 0.0402, d1.dn_loss_bbox: 0.2559, d1.dn_loss_iou: 0.4144, d2.dn_loss_cls: 0.0334, d2.dn_loss_bbox: 0.2381, d2.dn_loss_iou: 0.3939, d3.dn_loss_cls: 0.0307, d3.dn_loss_bbox: 0.2355, d3.dn_loss_iou: 0.3907, d4.dn_loss_cls: 0.0300, d4.dn_loss_bbox: 0.2352, d4.dn_loss_iou: 0.3903, loss: 9.5457, grad_norm: 20.5020 2023-11-05 03:46:10,322 - mmdet - INFO - Epoch [7][2500/3665] lr: 5.563e-06, eta: 5:10:42, time: 0.968, data_time: 0.018, memory: 25302, interm_loss_cls: 0.2339, interm_loss_bbox: 0.1887, interm_loss_iou: 0.4139, loss_cls: 0.1966, loss_bbox: 0.1573, loss_iou: 0.3626, d0.loss_cls: 0.2522, d0.loss_bbox: 0.1615, d0.loss_iou: 0.3709, d1.loss_cls: 0.2196, d1.loss_bbox: 0.1598, d1.loss_iou: 0.3662, d2.loss_cls: 0.2059, d2.loss_bbox: 0.1571, d2.loss_iou: 0.3618, d3.loss_cls: 0.1993, d3.loss_bbox: 0.1576, d3.loss_iou: 0.3625, d4.loss_cls: 0.1968, d4.loss_bbox: 0.1574, d4.loss_iou: 0.3622, dn_loss_cls: 0.0291, dn_loss_bbox: 0.2471, dn_loss_iou: 0.3773, d0.dn_loss_cls: 0.0637, d0.dn_loss_bbox: 0.3556, d0.dn_loss_iou: 0.4954, d1.dn_loss_cls: 0.0392, d1.dn_loss_bbox: 0.2692, d1.dn_loss_iou: 0.4018, d2.dn_loss_cls: 0.0326, d2.dn_loss_bbox: 0.2496, d2.dn_loss_iou: 0.3805, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2474, d3.dn_loss_iou: 0.3776, d4.dn_loss_cls: 0.0292, d4.dn_loss_bbox: 0.2471, d4.dn_loss_iou: 0.3771, loss: 9.4930, grad_norm: 18.5642 2023-11-05 03:47:00,005 - mmdet - INFO - Epoch [7][2550/3665] lr: 5.563e-06, eta: 5:09:56, time: 0.994, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2346, interm_loss_bbox: 0.1831, interm_loss_iou: 0.4303, loss_cls: 0.1973, loss_bbox: 0.1512, loss_iou: 0.3766, d0.loss_cls: 0.2523, d0.loss_bbox: 0.1576, d0.loss_iou: 0.3888, d1.loss_cls: 0.2215, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3819, d2.loss_cls: 0.2059, d2.loss_bbox: 0.1511, d2.loss_iou: 0.3769, d3.loss_cls: 0.2000, d3.loss_bbox: 0.1507, d3.loss_iou: 0.3759, d4.loss_cls: 0.1966, d4.loss_bbox: 0.1517, d4.loss_iou: 0.3772, dn_loss_cls: 0.0300, dn_loss_bbox: 0.2360, dn_loss_iou: 0.3741, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3437, d0.dn_loss_iou: 0.4929, d1.dn_loss_cls: 0.0397, d1.dn_loss_bbox: 0.2573, d1.dn_loss_iou: 0.3976, d2.dn_loss_cls: 0.0330, d2.dn_loss_bbox: 0.2387, d2.dn_loss_iou: 0.3775, d3.dn_loss_cls: 0.0305, d3.dn_loss_bbox: 0.2363, d3.dn_loss_iou: 0.3745, d4.dn_loss_cls: 0.0299, d4.dn_loss_bbox: 0.2360, d4.dn_loss_iou: 0.3740, loss: 9.4810, grad_norm: 18.6719 2023-11-05 03:47:46,151 - mmdet - INFO - Epoch [7][2600/3665] lr: 5.563e-06, eta: 5:09:07, time: 0.923, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2353, interm_loss_bbox: 0.1891, interm_loss_iou: 0.4268, loss_cls: 0.1980, loss_bbox: 0.1572, loss_iou: 0.3721, d0.loss_cls: 0.2532, d0.loss_bbox: 0.1618, d0.loss_iou: 0.3828, d1.loss_cls: 0.2231, d1.loss_bbox: 0.1588, d1.loss_iou: 0.3742, d2.loss_cls: 0.2074, d2.loss_bbox: 0.1570, d2.loss_iou: 0.3720, d3.loss_cls: 0.2002, d3.loss_bbox: 0.1574, d3.loss_iou: 0.3725, d4.loss_cls: 0.1979, d4.loss_bbox: 0.1578, d4.loss_iou: 0.3726, dn_loss_cls: 0.0311, dn_loss_bbox: 0.2404, dn_loss_iou: 0.3799, d0.dn_loss_cls: 0.0646, d0.dn_loss_bbox: 0.3500, d0.dn_loss_iou: 0.5055, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.2613, d1.dn_loss_iou: 0.4050, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2429, d2.dn_loss_iou: 0.3833, d3.dn_loss_cls: 0.0315, d3.dn_loss_bbox: 0.2406, d3.dn_loss_iou: 0.3802, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2404, d4.dn_loss_iou: 0.3797, loss: 9.5682, grad_norm: 18.6284 2023-11-05 03:48:33,701 - mmdet - INFO - Epoch [7][2650/3665] lr: 5.563e-06, eta: 5:08:19, time: 0.951, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2380, interm_loss_bbox: 0.1846, interm_loss_iou: 0.4317, loss_cls: 0.1974, loss_bbox: 0.1526, loss_iou: 0.3807, d0.loss_cls: 0.2537, d0.loss_bbox: 0.1579, d0.loss_iou: 0.3888, d1.loss_cls: 0.2221, d1.loss_bbox: 0.1564, d1.loss_iou: 0.3838, d2.loss_cls: 0.2077, d2.loss_bbox: 0.1523, d2.loss_iou: 0.3802, d3.loss_cls: 0.2004, d3.loss_bbox: 0.1531, d3.loss_iou: 0.3811, d4.loss_cls: 0.1984, d4.loss_bbox: 0.1531, d4.loss_iou: 0.3806, dn_loss_cls: 0.0294, dn_loss_bbox: 0.2397, dn_loss_iou: 0.3774, d0.dn_loss_cls: 0.0641, d0.dn_loss_bbox: 0.3448, d0.dn_loss_iou: 0.4935, d1.dn_loss_cls: 0.0399, d1.dn_loss_bbox: 0.2618, d1.dn_loss_iou: 0.4011, d2.dn_loss_cls: 0.0330, d2.dn_loss_bbox: 0.2423, d2.dn_loss_iou: 0.3805, d3.dn_loss_cls: 0.0303, d3.dn_loss_bbox: 0.2400, d3.dn_loss_iou: 0.3777, d4.dn_loss_cls: 0.0295, d4.dn_loss_bbox: 0.2397, d4.dn_loss_iou: 0.3773, loss: 9.5568, grad_norm: 17.7196 2023-11-05 03:49:20,904 - mmdet - INFO - Epoch [7][2700/3665] lr: 5.563e-06, eta: 5:07:30, time: 0.944, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2356, interm_loss_bbox: 0.1797, interm_loss_iou: 0.4156, loss_cls: 0.1970, loss_bbox: 0.1489, loss_iou: 0.3658, d0.loss_cls: 0.2527, d0.loss_bbox: 0.1524, d0.loss_iou: 0.3726, d1.loss_cls: 0.2215, d1.loss_bbox: 0.1506, d1.loss_iou: 0.3676, d2.loss_cls: 0.2075, d2.loss_bbox: 0.1479, d2.loss_iou: 0.3636, d3.loss_cls: 0.1987, d3.loss_bbox: 0.1494, d3.loss_iou: 0.3655, d4.loss_cls: 0.1960, d4.loss_bbox: 0.1497, d4.loss_iou: 0.3664, dn_loss_cls: 0.0300, dn_loss_bbox: 0.2402, dn_loss_iou: 0.3749, d0.dn_loss_cls: 0.0631, d0.dn_loss_bbox: 0.3421, d0.dn_loss_iou: 0.4908, d1.dn_loss_cls: 0.0397, d1.dn_loss_bbox: 0.2595, d1.dn_loss_iou: 0.3973, d2.dn_loss_cls: 0.0332, d2.dn_loss_bbox: 0.2426, d2.dn_loss_iou: 0.3782, d3.dn_loss_cls: 0.0305, d3.dn_loss_bbox: 0.2403, d3.dn_loss_iou: 0.3753, d4.dn_loss_cls: 0.0300, d4.dn_loss_bbox: 0.2402, d4.dn_loss_iou: 0.3748, loss: 9.3873, grad_norm: 17.6100 2023-11-05 03:50:10,190 - mmdet - INFO - Epoch [7][2750/3665] lr: 5.563e-06, eta: 5:06:44, time: 0.986, data_time: 0.019, memory: 25302, interm_loss_cls: 0.2373, interm_loss_bbox: 0.1839, interm_loss_iou: 0.4287, loss_cls: 0.1955, loss_bbox: 0.1530, loss_iou: 0.3776, d0.loss_cls: 0.2537, d0.loss_bbox: 0.1550, d0.loss_iou: 0.3811, d1.loss_cls: 0.2200, d1.loss_bbox: 0.1539, d1.loss_iou: 0.3785, d2.loss_cls: 0.2059, d2.loss_bbox: 0.1514, d2.loss_iou: 0.3750, d3.loss_cls: 0.1984, d3.loss_bbox: 0.1523, d3.loss_iou: 0.3765, d4.loss_cls: 0.1958, d4.loss_bbox: 0.1527, d4.loss_iou: 0.3771, dn_loss_cls: 0.0297, dn_loss_bbox: 0.2370, dn_loss_iou: 0.3781, d0.dn_loss_cls: 0.0644, d0.dn_loss_bbox: 0.3454, d0.dn_loss_iou: 0.4966, d1.dn_loss_cls: 0.0393, d1.dn_loss_bbox: 0.2587, d1.dn_loss_iou: 0.4017, d2.dn_loss_cls: 0.0327, d2.dn_loss_bbox: 0.2401, d2.dn_loss_iou: 0.3818, d3.dn_loss_cls: 0.0303, d3.dn_loss_bbox: 0.2372, d3.dn_loss_iou: 0.3784, d4.dn_loss_cls: 0.0298, d4.dn_loss_bbox: 0.2370, d4.dn_loss_iou: 0.3780, loss: 9.4999, grad_norm: 19.1055 2023-11-05 03:50:56,745 - mmdet - INFO - Epoch [7][2800/3665] lr: 5.563e-06, eta: 5:05:55, time: 0.931, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2372, interm_loss_bbox: 0.1904, interm_loss_iou: 0.4239, loss_cls: 0.1985, loss_bbox: 0.1597, loss_iou: 0.3722, d0.loss_cls: 0.2549, d0.loss_bbox: 0.1637, d0.loss_iou: 0.3797, d1.loss_cls: 0.2215, d1.loss_bbox: 0.1627, d1.loss_iou: 0.3762, d2.loss_cls: 0.2072, d2.loss_bbox: 0.1610, d2.loss_iou: 0.3720, d3.loss_cls: 0.2000, d3.loss_bbox: 0.1604, d3.loss_iou: 0.3734, d4.loss_cls: 0.1980, d4.loss_bbox: 0.1603, d4.loss_iou: 0.3727, dn_loss_cls: 0.0318, dn_loss_bbox: 0.2463, dn_loss_iou: 0.3807, d0.dn_loss_cls: 0.0657, d0.dn_loss_bbox: 0.3510, d0.dn_loss_iou: 0.5005, d1.dn_loss_cls: 0.0413, d1.dn_loss_bbox: 0.2668, d1.dn_loss_iou: 0.4032, d2.dn_loss_cls: 0.0348, d2.dn_loss_bbox: 0.2488, d2.dn_loss_iou: 0.3838, d3.dn_loss_cls: 0.0324, d3.dn_loss_bbox: 0.2465, d3.dn_loss_iou: 0.3810, d4.dn_loss_cls: 0.0318, d4.dn_loss_bbox: 0.2463, d4.dn_loss_iou: 0.3805, loss: 9.6190, grad_norm: 19.9888 2023-11-05 03:51:43,078 - mmdet - INFO - Epoch [7][2850/3665] lr: 5.563e-06, eta: 5:05:06, time: 0.927, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2419, interm_loss_bbox: 0.1840, interm_loss_iou: 0.4276, loss_cls: 0.2035, loss_bbox: 0.1542, loss_iou: 0.3781, d0.loss_cls: 0.2586, d0.loss_bbox: 0.1575, d0.loss_iou: 0.3864, d1.loss_cls: 0.2272, d1.loss_bbox: 0.1558, d1.loss_iou: 0.3802, d2.loss_cls: 0.2129, d2.loss_bbox: 0.1539, d2.loss_iou: 0.3770, d3.loss_cls: 0.2069, d3.loss_bbox: 0.1532, d3.loss_iou: 0.3769, d4.loss_cls: 0.2041, d4.loss_bbox: 0.1538, d4.loss_iou: 0.3774, dn_loss_cls: 0.0305, dn_loss_bbox: 0.2483, dn_loss_iou: 0.3832, d0.dn_loss_cls: 0.0650, d0.dn_loss_bbox: 0.3568, d0.dn_loss_iou: 0.5048, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.2698, d1.dn_loss_iou: 0.4068, d2.dn_loss_cls: 0.0338, d2.dn_loss_bbox: 0.2509, d2.dn_loss_iou: 0.3866, d3.dn_loss_cls: 0.0313, d3.dn_loss_bbox: 0.2485, d3.dn_loss_iou: 0.3835, d4.dn_loss_cls: 0.0306, d4.dn_loss_bbox: 0.2482, d4.dn_loss_iou: 0.3831, loss: 9.6730, grad_norm: 20.8088 2023-11-05 03:52:30,531 - mmdet - INFO - Epoch [7][2900/3665] lr: 5.563e-06, eta: 5:04:18, time: 0.949, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2357, interm_loss_bbox: 0.1847, interm_loss_iou: 0.4303, loss_cls: 0.1982, loss_bbox: 0.1541, loss_iou: 0.3774, d0.loss_cls: 0.2546, d0.loss_bbox: 0.1590, d0.loss_iou: 0.3868, d1.loss_cls: 0.2261, d1.loss_bbox: 0.1564, d1.loss_iou: 0.3795, d2.loss_cls: 0.2091, d2.loss_bbox: 0.1539, d2.loss_iou: 0.3753, d3.loss_cls: 0.2008, d3.loss_bbox: 0.1542, d3.loss_iou: 0.3774, d4.loss_cls: 0.1975, d4.loss_bbox: 0.1546, d4.loss_iou: 0.3779, dn_loss_cls: 0.0285, dn_loss_bbox: 0.2337, dn_loss_iou: 0.3813, d0.dn_loss_cls: 0.0633, d0.dn_loss_bbox: 0.3411, d0.dn_loss_iou: 0.5053, d1.dn_loss_cls: 0.0388, d1.dn_loss_bbox: 0.2558, d1.dn_loss_iou: 0.4056, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2365, d2.dn_loss_iou: 0.3845, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2340, d3.dn_loss_iou: 0.3815, d4.dn_loss_cls: 0.0285, d4.dn_loss_bbox: 0.2337, d4.dn_loss_iou: 0.3811, loss: 9.5380, grad_norm: 20.8061 2023-11-05 03:53:18,300 - mmdet - INFO - Epoch [7][2950/3665] lr: 5.563e-06, eta: 5:03:30, time: 0.955, data_time: 0.015, memory: 25302, interm_loss_cls: 0.2362, interm_loss_bbox: 0.1826, interm_loss_iou: 0.4223, loss_cls: 0.1983, loss_bbox: 0.1519, loss_iou: 0.3685, d0.loss_cls: 0.2548, d0.loss_bbox: 0.1555, d0.loss_iou: 0.3788, d1.loss_cls: 0.2230, d1.loss_bbox: 0.1558, d1.loss_iou: 0.3734, d2.loss_cls: 0.2077, d2.loss_bbox: 0.1523, d2.loss_iou: 0.3687, d3.loss_cls: 0.2012, d3.loss_bbox: 0.1516, d3.loss_iou: 0.3685, d4.loss_cls: 0.1982, d4.loss_bbox: 0.1519, d4.loss_iou: 0.3687, dn_loss_cls: 0.0299, dn_loss_bbox: 0.2370, dn_loss_iou: 0.3781, d0.dn_loss_cls: 0.0632, d0.dn_loss_bbox: 0.3397, d0.dn_loss_iou: 0.4959, d1.dn_loss_cls: 0.0393, d1.dn_loss_bbox: 0.2581, d1.dn_loss_iou: 0.4017, d2.dn_loss_cls: 0.0332, d2.dn_loss_bbox: 0.2394, d2.dn_loss_iou: 0.3816, d3.dn_loss_cls: 0.0307, d3.dn_loss_bbox: 0.2372, d3.dn_loss_iou: 0.3784, d4.dn_loss_cls: 0.0299, d4.dn_loss_bbox: 0.2370, d4.dn_loss_iou: 0.3780, loss: 9.4582, grad_norm: 18.9263 2023-11-05 03:54:05,792 - mmdet - INFO - Epoch [7][3000/3665] lr: 5.563e-06, eta: 5:02:42, time: 0.950, data_time: 0.017, memory: 25302, interm_loss_cls: 0.2395, interm_loss_bbox: 0.1891, interm_loss_iou: 0.4226, loss_cls: 0.1986, loss_bbox: 0.1591, loss_iou: 0.3731, d0.loss_cls: 0.2558, d0.loss_bbox: 0.1635, d0.loss_iou: 0.3824, d1.loss_cls: 0.2242, d1.loss_bbox: 0.1615, d1.loss_iou: 0.3763, d2.loss_cls: 0.2105, d2.loss_bbox: 0.1587, d2.loss_iou: 0.3720, d3.loss_cls: 0.2015, d3.loss_bbox: 0.1585, d3.loss_iou: 0.3725, d4.loss_cls: 0.1993, d4.loss_bbox: 0.1592, d4.loss_iou: 0.3727, dn_loss_cls: 0.0309, dn_loss_bbox: 0.2497, dn_loss_iou: 0.3817, d0.dn_loss_cls: 0.0655, d0.dn_loss_bbox: 0.3581, d0.dn_loss_iou: 0.4980, d1.dn_loss_cls: 0.0406, d1.dn_loss_bbox: 0.2719, d1.dn_loss_iou: 0.4057, d2.dn_loss_cls: 0.0338, d2.dn_loss_bbox: 0.2526, d2.dn_loss_iou: 0.3850, d3.dn_loss_cls: 0.0313, d3.dn_loss_bbox: 0.2500, d3.dn_loss_iou: 0.3820, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2497, d4.dn_loss_iou: 0.3815, loss: 9.6495, grad_norm: 21.0548 2023-11-05 03:54:52,677 - mmdet - INFO - Epoch [7][3050/3665] lr: 5.563e-06, eta: 5:01:53, time: 0.938, data_time: 0.015, memory: 25302, interm_loss_cls: 0.2441, interm_loss_bbox: 0.1831, interm_loss_iou: 0.4290, loss_cls: 0.2020, loss_bbox: 0.1537, loss_iou: 0.3808, d0.loss_cls: 0.2607, d0.loss_bbox: 0.1563, d0.loss_iou: 0.3856, d1.loss_cls: 0.2286, d1.loss_bbox: 0.1546, d1.loss_iou: 0.3828, d2.loss_cls: 0.2137, d2.loss_bbox: 0.1514, d2.loss_iou: 0.3792, d3.loss_cls: 0.2060, d3.loss_bbox: 0.1528, d3.loss_iou: 0.3803, d4.loss_cls: 0.2026, d4.loss_bbox: 0.1536, d4.loss_iou: 0.3807, dn_loss_cls: 0.0300, dn_loss_bbox: 0.2375, dn_loss_iou: 0.3871, d0.dn_loss_cls: 0.0654, d0.dn_loss_bbox: 0.3454, d0.dn_loss_iou: 0.5047, d1.dn_loss_cls: 0.0405, d1.dn_loss_bbox: 0.2585, d1.dn_loss_iou: 0.4098, d2.dn_loss_cls: 0.0334, d2.dn_loss_bbox: 0.2403, d2.dn_loss_iou: 0.3902, d3.dn_loss_cls: 0.0309, d3.dn_loss_bbox: 0.2378, d3.dn_loss_iou: 0.3874, d4.dn_loss_cls: 0.0301, d4.dn_loss_bbox: 0.2375, d4.dn_loss_iou: 0.3871, loss: 9.6352, grad_norm: 18.6900 2023-11-05 03:55:40,026 - mmdet - INFO - Epoch [7][3100/3665] lr: 5.563e-06, eta: 5:01:05, time: 0.947, data_time: 0.016, memory: 25302, interm_loss_cls: 0.2319, interm_loss_bbox: 0.1880, interm_loss_iou: 0.4230, loss_cls: 0.1951, loss_bbox: 0.1595, loss_iou: 0.3754, d0.loss_cls: 0.2490, d0.loss_bbox: 0.1629, d0.loss_iou: 0.3833, d1.loss_cls: 0.2197, d1.loss_bbox: 0.1618, d1.loss_iou: 0.3782, d2.loss_cls: 0.2053, d2.loss_bbox: 0.1594, d2.loss_iou: 0.3738, d3.loss_cls: 0.1975, d3.loss_bbox: 0.1596, d3.loss_iou: 0.3752, d4.loss_cls: 0.1951, d4.loss_bbox: 0.1600, d4.loss_iou: 0.3757, dn_loss_cls: 0.0291, dn_loss_bbox: 0.2484, dn_loss_iou: 0.3802, d0.dn_loss_cls: 0.0629, d0.dn_loss_bbox: 0.3547, d0.dn_loss_iou: 0.4989, d1.dn_loss_cls: 0.0389, d1.dn_loss_bbox: 0.2685, d1.dn_loss_iou: 0.4028, d2.dn_loss_cls: 0.0323, d2.dn_loss_bbox: 0.2507, d2.dn_loss_iou: 0.3831, d3.dn_loss_cls: 0.0298, d3.dn_loss_bbox: 0.2486, d3.dn_loss_iou: 0.3803, d4.dn_loss_cls: 0.0291, d4.dn_loss_bbox: 0.2484, d4.dn_loss_iou: 0.3800, loss: 9.5960, grad_norm: 21.4521 2023-11-05 03:56:29,445 - mmdet - INFO - Epoch [7][3150/3665] lr: 5.563e-06, eta: 5:00:18, time: 0.989, data_time: 0.020, memory: 25302, interm_loss_cls: 0.2375, interm_loss_bbox: 0.1841, interm_loss_iou: 0.4139, loss_cls: 0.2006, loss_bbox: 0.1501, loss_iou: 0.3577, d0.loss_cls: 0.2537, d0.loss_bbox: 0.1571, d0.loss_iou: 0.3681, d1.loss_cls: 0.2226, d1.loss_bbox: 0.1540, d1.loss_iou: 0.3632, d2.loss_cls: 0.2102, d2.loss_bbox: 0.1507, d2.loss_iou: 0.3580, d3.loss_cls: 0.2027, d3.loss_bbox: 0.1507, d3.loss_iou: 0.3580, d4.loss_cls: 0.2010, d4.loss_bbox: 0.1504, d4.loss_iou: 0.3577, dn_loss_cls: 0.0301, dn_loss_bbox: 0.2387, dn_loss_iou: 0.3688, d0.dn_loss_cls: 0.0643, d0.dn_loss_bbox: 0.3476, d0.dn_loss_iou: 0.4913, d1.dn_loss_cls: 0.0396, d1.dn_loss_bbox: 0.2598, d1.dn_loss_iou: 0.3920, d2.dn_loss_cls: 0.0333, d2.dn_loss_bbox: 0.2414, d2.dn_loss_iou: 0.3723, d3.dn_loss_cls: 0.0308, d3.dn_loss_bbox: 0.2389, d3.dn_loss_iou: 0.3690, d4.dn_loss_cls: 0.0301, d4.dn_loss_bbox: 0.2387, d4.dn_loss_iou: 0.3686, loss: 9.3573, grad_norm: 18.1780 2023-11-05 03:57:16,563 - mmdet - INFO - Epoch [7][3200/3665] lr: 5.563e-06, eta: 4:59:30, time: 0.942, data_time: 0.014, memory: 25302, interm_loss_cls: 0.2402, interm_loss_bbox: 0.1921, interm_loss_iou: 0.4268, loss_cls: 0.1997, loss_bbox: 0.1583, loss_iou: 0.3708, d0.loss_cls: 0.2573, d0.loss_bbox: 0.1616, d0.loss_iou: 0.3789, d1.loss_cls: 0.2246, d1.loss_bbox: 0.1612, d1.loss_iou: 0.3737, d2.loss_cls: 0.2100, d2.loss_bbox: 0.1583, d2.loss_iou: 0.3701, d3.loss_cls: 0.2030, d3.loss_bbox: 0.1581, d3.loss_iou: 0.3705, d4.loss_cls: 0.2002, d4.loss_bbox: 0.1581, d4.loss_iou: 0.3707, dn_loss_cls: 0.0314, dn_loss_bbox: 0.2499, dn_loss_iou: 0.3816, d0.dn_loss_cls: 0.0661, d0.dn_loss_bbox: 0.3670, d0.dn_loss_iou: 0.5087, d1.dn_loss_cls: 0.0413, d1.dn_loss_bbox: 0.2717, d1.dn_loss_iou: 0.4057, d2.dn_loss_cls: 0.0348, d2.dn_loss_bbox: 0.2526, d2.dn_loss_iou: 0.3849, d3.dn_loss_cls: 0.0322, d3.dn_loss_bbox: 0.2502, d3.dn_loss_iou: 0.3817, d4.dn_loss_cls: 0.0314, d4.dn_loss_bbox: 0.2499, d4.dn_loss_iou: 0.3814, loss: 9.6669, grad_norm: 19.1554 2023-11-05 03:58:03,746 - mmdet - INFO - Epoch [7][3250/3665] lr: 5.563e-06, eta: 4:58:42, time: 0.944, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2350, interm_loss_bbox: 0.1854, interm_loss_iou: 0.4204, loss_cls: 0.1948, loss_bbox: 0.1517, loss_iou: 0.3654, d0.loss_cls: 0.2533, d0.loss_bbox: 0.1562, d0.loss_iou: 0.3753, d1.loss_cls: 0.2217, d1.loss_bbox: 0.1543, d1.loss_iou: 0.3707, d2.loss_cls: 0.2061, d2.loss_bbox: 0.1513, d2.loss_iou: 0.3652, d3.loss_cls: 0.1970, d3.loss_bbox: 0.1525, d3.loss_iou: 0.3660, d4.loss_cls: 0.1945, d4.loss_bbox: 0.1524, d4.loss_iou: 0.3660, dn_loss_cls: 0.0293, dn_loss_bbox: 0.2387, dn_loss_iou: 0.3792, d0.dn_loss_cls: 0.0639, d0.dn_loss_bbox: 0.3467, d0.dn_loss_iou: 0.5030, d1.dn_loss_cls: 0.0390, d1.dn_loss_bbox: 0.2597, d1.dn_loss_iou: 0.4034, d2.dn_loss_cls: 0.0324, d2.dn_loss_bbox: 0.2414, d2.dn_loss_iou: 0.3827, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2390, d3.dn_loss_iou: 0.3795, d4.dn_loss_cls: 0.0292, d4.dn_loss_bbox: 0.2387, d4.dn_loss_iou: 0.3791, loss: 9.4498, grad_norm: 19.5938 2023-11-05 03:58:51,352 - mmdet - INFO - Epoch [7][3300/3665] lr: 5.563e-06, eta: 4:57:54, time: 0.952, data_time: 0.013, memory: 25302, interm_loss_cls: 0.2350, interm_loss_bbox: 0.1947, interm_loss_iou: 0.4308, loss_cls: 0.1957, loss_bbox: 0.1594, loss_iou: 0.3738, d0.loss_cls: 0.2523, d0.loss_bbox: 0.1631, d0.loss_iou: 0.3826, d1.loss_cls: 0.2227, d1.loss_bbox: 0.1595, d1.loss_iou: 0.3757, d2.loss_cls: 0.2064, d2.loss_bbox: 0.1584, d2.loss_iou: 0.3727, d3.loss_cls: 0.1980, d3.loss_bbox: 0.1597, d3.loss_iou: 0.3735, d4.loss_cls: 0.1956, d4.loss_bbox: 0.1595, d4.loss_iou: 0.3737, dn_loss_cls: 0.0307, dn_loss_bbox: 0.2511, dn_loss_iou: 0.3796, d0.dn_loss_cls: 0.0655, d0.dn_loss_bbox: 0.3640, d0.dn_loss_iou: 0.5024, d1.dn_loss_cls: 0.0398, d1.dn_loss_bbox: 0.2746, d1.dn_loss_iou: 0.4046, d2.dn_loss_cls: 0.0335, d2.dn_loss_bbox: 0.2544, d2.dn_loss_iou: 0.3833, d3.dn_loss_cls: 0.0309, d3.dn_loss_bbox: 0.2514, d3.dn_loss_iou: 0.3798, d4.dn_loss_cls: 0.0304, d4.dn_loss_bbox: 0.2511, d4.dn_loss_iou: 0.3794, loss: 9.6489, grad_norm: 20.3062 2023-11-05 03:59:38,531 - mmdet - INFO - Epoch [7][3350/3665] lr: 5.563e-06, eta: 4:57:06, time: 0.944, data_time: 0.012, memory: 25302, interm_loss_cls: 0.2360, interm_loss_bbox: 0.1867, interm_loss_iou: 0.4272, loss_cls: 0.1992, loss_bbox: 0.1508, loss_iou: 0.3676, d0.loss_cls: 0.2540, d0.loss_bbox: 0.1561, d0.loss_iou: 0.3792, d1.loss_cls: 0.2248, d1.loss_bbox: 0.1528, d1.loss_iou: 0.3714, d2.loss_cls: 0.2106, d2.loss_bbox: 0.1495, d2.loss_iou: 0.3661, d3.loss_cls: 0.2033, d3.loss_bbox: 0.1503, d3.loss_iou: 0.3660, d4.loss_cls: 0.1991, d4.loss_bbox: 0.1512, d4.loss_iou: 0.3678, dn_loss_cls: 0.0302, dn_loss_bbox: 0.2403, dn_loss_iou: 0.3780, d0.dn_loss_cls: 0.0641, d0.dn_loss_bbox: 0.3493, d0.dn_loss_iou: 0.4985, d1.dn_loss_cls: 0.0403, d1.dn_loss_bbox: 0.2616, d1.dn_loss_iou: 0.4017, d2.dn_loss_cls: 0.0334, d2.dn_loss_bbox: 0.2430, d2.dn_loss_iou: 0.3816, d3.dn_loss_cls: 0.0308, d3.dn_loss_bbox: 0.2407, d3.dn_loss_iou: 0.3784, d4.dn_loss_cls: 0.0301, d4.dn_loss_bbox: 0.2403, d4.dn_loss_iou: 0.3778, loss: 9.4900, grad_norm: 19.5893 2023-11-05 04:00:27,482 - mmdet - INFO - Epoch [7][3400/3665] lr: 5.563e-06, eta: 4:56:19, time: 0.979, data_time: 0.022, memory: 25302, interm_loss_cls: 0.2301, interm_loss_bbox: 0.1791, interm_loss_iou: 0.4290, loss_cls: 0.1887, loss_bbox: 0.1491, loss_iou: 0.3789, d0.loss_cls: 0.2460, d0.loss_bbox: 0.1527, d0.loss_iou: 0.3852, d1.loss_cls: 0.2157, d1.loss_bbox: 0.1517, d1.loss_iou: 0.3816, d2.loss_cls: 0.1991, d2.loss_bbox: 0.1498, d2.loss_iou: 0.3786, d3.loss_cls: 0.1921, d3.loss_bbox: 0.1488, d3.loss_iou: 0.3785, d4.loss_cls: 0.1892, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3789, dn_loss_cls: 0.0285, dn_loss_bbox: 0.2380, dn_loss_iou: 0.3771, d0.dn_loss_cls: 0.0627, d0.dn_loss_bbox: 0.3421, d0.dn_loss_iou: 0.4933, d1.dn_loss_cls: 0.0386, d1.dn_loss_bbox: 0.2589, d1.dn_loss_iou: 0.4005, d2.dn_loss_cls: 0.0319, d2.dn_loss_bbox: 0.2404, d2.dn_loss_iou: 0.3803, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2381, d3.dn_loss_iou: 0.3774, d4.dn_loss_cls: 0.0285, d4.dn_loss_bbox: 0.2380, d4.dn_loss_iou: 0.3769, loss: 9.4328, grad_norm: 20.0749 2023-11-05 04:01:14,903 - mmdet - INFO - Epoch [7][3450/3665] lr: 5.563e-06, eta: 4:55:30, time: 0.949, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2289, interm_loss_bbox: 0.1820, interm_loss_iou: 0.4211, loss_cls: 0.1912, loss_bbox: 0.1539, loss_iou: 0.3685, d0.loss_cls: 0.2452, d0.loss_bbox: 0.1570, d0.loss_iou: 0.3785, d1.loss_cls: 0.2150, d1.loss_bbox: 0.1550, d1.loss_iou: 0.3730, d2.loss_cls: 0.2022, d2.loss_bbox: 0.1517, d2.loss_iou: 0.3654, d3.loss_cls: 0.1947, d3.loss_bbox: 0.1526, d3.loss_iou: 0.3670, d4.loss_cls: 0.1916, d4.loss_bbox: 0.1537, d4.loss_iou: 0.3684, dn_loss_cls: 0.0298, dn_loss_bbox: 0.2412, dn_loss_iou: 0.3742, d0.dn_loss_cls: 0.0626, d0.dn_loss_bbox: 0.3451, d0.dn_loss_iou: 0.4911, d1.dn_loss_cls: 0.0391, d1.dn_loss_bbox: 0.2626, d1.dn_loss_iou: 0.3981, d2.dn_loss_cls: 0.0330, d2.dn_loss_bbox: 0.2435, d2.dn_loss_iou: 0.3774, d3.dn_loss_cls: 0.0302, d3.dn_loss_bbox: 0.2415, d3.dn_loss_iou: 0.3745, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2412, d4.dn_loss_iou: 0.3741, loss: 9.4056, grad_norm: 17.2663 2023-11-05 04:02:02,266 - mmdet - INFO - Epoch [7][3500/3665] lr: 5.563e-06, eta: 4:54:42, time: 0.947, data_time: 0.015, memory: 25310, interm_loss_cls: 0.2335, interm_loss_bbox: 0.1850, interm_loss_iou: 0.4319, loss_cls: 0.1936, loss_bbox: 0.1536, loss_iou: 0.3772, d0.loss_cls: 0.2495, d0.loss_bbox: 0.1579, d0.loss_iou: 0.3866, d1.loss_cls: 0.2194, d1.loss_bbox: 0.1563, d1.loss_iou: 0.3822, d2.loss_cls: 0.2030, d2.loss_bbox: 0.1534, d2.loss_iou: 0.3787, d3.loss_cls: 0.1960, d3.loss_bbox: 0.1537, d3.loss_iou: 0.3776, d4.loss_cls: 0.1937, d4.loss_bbox: 0.1531, d4.loss_iou: 0.3773, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2415, dn_loss_iou: 0.3789, d0.dn_loss_cls: 0.0630, d0.dn_loss_bbox: 0.3456, d0.dn_loss_iou: 0.4958, d1.dn_loss_cls: 0.0386, d1.dn_loss_bbox: 0.2631, d1.dn_loss_iou: 0.4024, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2442, d2.dn_loss_iou: 0.3822, d3.dn_loss_cls: 0.0290, d3.dn_loss_bbox: 0.2417, d3.dn_loss_iou: 0.3792, d4.dn_loss_cls: 0.0283, d4.dn_loss_bbox: 0.2415, d4.dn_loss_iou: 0.3788, loss: 9.5273, grad_norm: 20.4442 2023-11-05 04:02:50,167 - mmdet - INFO - Epoch [7][3550/3665] lr: 5.563e-06, eta: 4:53:55, time: 0.958, data_time: 0.016, memory: 25310, interm_loss_cls: 0.2358, interm_loss_bbox: 0.1821, interm_loss_iou: 0.4215, loss_cls: 0.1956, loss_bbox: 0.1522, loss_iou: 0.3704, d0.loss_cls: 0.2515, d0.loss_bbox: 0.1578, d0.loss_iou: 0.3816, d1.loss_cls: 0.2203, d1.loss_bbox: 0.1558, d1.loss_iou: 0.3762, d2.loss_cls: 0.2063, d2.loss_bbox: 0.1517, d2.loss_iou: 0.3701, d3.loss_cls: 0.1986, d3.loss_bbox: 0.1521, d3.loss_iou: 0.3702, d4.loss_cls: 0.1959, d4.loss_bbox: 0.1523, d4.loss_iou: 0.3703, dn_loss_cls: 0.0297, dn_loss_bbox: 0.2342, dn_loss_iou: 0.3738, d0.dn_loss_cls: 0.0642, d0.dn_loss_bbox: 0.3442, d0.dn_loss_iou: 0.4940, d1.dn_loss_cls: 0.0397, d1.dn_loss_bbox: 0.2564, d1.dn_loss_iou: 0.3989, d2.dn_loss_cls: 0.0333, d2.dn_loss_bbox: 0.2372, d2.dn_loss_iou: 0.3774, d3.dn_loss_cls: 0.0306, d3.dn_loss_bbox: 0.2345, d3.dn_loss_iou: 0.3741, d4.dn_loss_cls: 0.0299, d4.dn_loss_bbox: 0.2342, d4.dn_loss_iou: 0.3737, loss: 9.4286, grad_norm: 18.8455 2023-11-05 04:03:41,307 - mmdet - INFO - Epoch [7][3600/3665] lr: 5.563e-06, eta: 4:53:09, time: 1.023, data_time: 0.018, memory: 25310, interm_loss_cls: 0.2433, interm_loss_bbox: 0.1842, interm_loss_iou: 0.4192, loss_cls: 0.2047, loss_bbox: 0.1536, loss_iou: 0.3698, d0.loss_cls: 0.2581, d0.loss_bbox: 0.1573, d0.loss_iou: 0.3777, d1.loss_cls: 0.2290, d1.loss_bbox: 0.1551, d1.loss_iou: 0.3720, d2.loss_cls: 0.2158, d2.loss_bbox: 0.1519, d2.loss_iou: 0.3679, d3.loss_cls: 0.2089, d3.loss_bbox: 0.1522, d3.loss_iou: 0.3678, d4.loss_cls: 0.2052, d4.loss_bbox: 0.1533, d4.loss_iou: 0.3699, dn_loss_cls: 0.0297, dn_loss_bbox: 0.2439, dn_loss_iou: 0.3751, d0.dn_loss_cls: 0.0652, d0.dn_loss_bbox: 0.3552, d0.dn_loss_iou: 0.4936, d1.dn_loss_cls: 0.0398, d1.dn_loss_bbox: 0.2658, d1.dn_loss_iou: 0.3983, d2.dn_loss_cls: 0.0331, d2.dn_loss_bbox: 0.2469, d2.dn_loss_iou: 0.3782, d3.dn_loss_cls: 0.0304, d3.dn_loss_bbox: 0.2441, d3.dn_loss_iou: 0.3752, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2439, d4.dn_loss_iou: 0.3748, loss: 9.5397, grad_norm: 18.2392 2023-11-05 04:04:28,170 - mmdet - INFO - Epoch [7][3650/3665] lr: 5.563e-06, eta: 4:52:21, time: 0.937, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2422, interm_loss_bbox: 0.1881, interm_loss_iou: 0.4267, loss_cls: 0.2023, loss_bbox: 0.1576, loss_iou: 0.3739, d0.loss_cls: 0.2589, d0.loss_bbox: 0.1608, d0.loss_iou: 0.3830, d1.loss_cls: 0.2257, d1.loss_bbox: 0.1614, d1.loss_iou: 0.3802, d2.loss_cls: 0.2123, d2.loss_bbox: 0.1566, d2.loss_iou: 0.3735, d3.loss_cls: 0.2046, d3.loss_bbox: 0.1568, d3.loss_iou: 0.3729, d4.loss_cls: 0.2024, d4.loss_bbox: 0.1572, d4.loss_iou: 0.3739, dn_loss_cls: 0.0308, dn_loss_bbox: 0.2441, dn_loss_iou: 0.3818, d0.dn_loss_cls: 0.0649, d0.dn_loss_bbox: 0.3556, d0.dn_loss_iou: 0.5050, d1.dn_loss_cls: 0.0402, d1.dn_loss_bbox: 0.2667, d1.dn_loss_iou: 0.4062, d2.dn_loss_cls: 0.0340, d2.dn_loss_bbox: 0.2469, d2.dn_loss_iou: 0.3853, d3.dn_loss_cls: 0.0315, d3.dn_loss_bbox: 0.2445, d3.dn_loss_iou: 0.3822, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2441, d4.dn_loss_iou: 0.3817, loss: 9.6473, grad_norm: 17.5479 2023-11-05 04:04:42,581 - mmdet - INFO - Saving checkpoint at 7 epochs 2023-11-05 04:05:55,821 - mmdet - INFO - Evaluating bbox... 2023-11-05 04:08:24,157 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.531 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.717 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.579 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.375 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.571 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.685 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.737 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.741 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.741 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.585 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.785 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.895 2023-11-05 04:08:24,160 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.627 | bicycle | 0.423 | car | 0.520 | | motorcycle | 0.546 | airplane | 0.783 | bus | 0.742 | | train | 0.739 | truck | 0.485 | boat | 0.372 | | traffic light | 0.326 | fire hydrant | 0.750 | stop sign | 0.663 | | parking meter | 0.541 | bench | 0.343 | bird | 0.468 | | cat | 0.833 | dog | 0.771 | horse | 0.693 | | sheep | 0.652 | cow | 0.684 | elephant | 0.765 | | bear | 0.829 | zebra | 0.771 | giraffe | 0.777 | | backpack | 0.250 | umbrella | 0.510 | handbag | 0.279 | | tie | 0.440 | suitcase | 0.546 | frisbee | 0.747 | | skis | 0.346 | snowboard | 0.496 | sports ball | 0.531 | | kite | 0.529 | baseball bat | 0.497 | baseball glove | 0.468 | | skateboard | 0.594 | surfboard | 0.520 | tennis racket | 0.598 | | bottle | 0.487 | wine glass | 0.471 | cup | 0.542 | | fork | 0.526 | knife | 0.349 | spoon | 0.366 | | bowl | 0.505 | banana | 0.342 | apple | 0.285 | | sandwich | 0.531 | orange | 0.397 | broccoli | 0.293 | | carrot | 0.288 | hot dog | 0.499 | pizza | 0.619 | | donut | 0.577 | cake | 0.483 | chair | 0.406 | | couch | 0.541 | potted plant | 0.355 | bed | 0.520 | | dining table | 0.353 | toilet | 0.732 | tv | 0.665 | | laptop | 0.743 | mouse | 0.663 | remote | 0.504 | | keyboard | 0.614 | cell phone | 0.502 | microwave | 0.693 | | oven | 0.461 | toaster | 0.450 | sink | 0.470 | | refrigerator | 0.751 | book | 0.207 | clock | 0.580 | | vase | 0.467 | scissors | 0.486 | teddy bear | 0.605 | | hair drier | 0.312 | toothbrush | 0.391 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-05 04:08:26,790 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx/best_bbox_mAP_epoch_6.pth was removed 2023-11-05 04:08:30,437 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_7.pth. 2023-11-05 04:08:30,437 - mmdet - INFO - Best bbox_mAP is 0.5308 at 7 epoch. 2023-11-05 04:08:30,438 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx.py 2023-11-05 04:08:30,438 - mmdet - INFO - Epoch(val) [7][625] bbox_mAP: 0.5308, bbox_mAP_50: 0.7169, bbox_mAP_75: 0.5790, bbox_mAP_s: 0.3747, bbox_mAP_m: 0.5707, bbox_mAP_l: 0.6855, bbox_mAP_copypaste: 0.5308 0.7169 0.5790 0.3747 0.5707 0.6855 2023-11-05 04:09:22,331 - mmdet - INFO - Epoch [8][50/3665] lr: 5.563e-06, eta: 4:51:11, time: 1.037, data_time: 0.072, memory: 25310, interm_loss_cls: 0.2303, interm_loss_bbox: 0.1762, interm_loss_iou: 0.4258, loss_cls: 0.1886, loss_bbox: 0.1476, loss_iou: 0.3735, d0.loss_cls: 0.2458, d0.loss_bbox: 0.1538, d0.loss_iou: 0.3862, d1.loss_cls: 0.2160, d1.loss_bbox: 0.1487, d1.loss_iou: 0.3758, d2.loss_cls: 0.2013, d2.loss_bbox: 0.1452, d2.loss_iou: 0.3709, d3.loss_cls: 0.1921, d3.loss_bbox: 0.1465, d3.loss_iou: 0.3726, d4.loss_cls: 0.1891, d4.loss_bbox: 0.1469, d4.loss_iou: 0.3734, dn_loss_cls: 0.0296, dn_loss_bbox: 0.2275, dn_loss_iou: 0.3755, d0.dn_loss_cls: 0.0632, d0.dn_loss_bbox: 0.3312, d0.dn_loss_iou: 0.4980, d1.dn_loss_cls: 0.0390, d1.dn_loss_bbox: 0.2481, d1.dn_loss_iou: 0.3998, d2.dn_loss_cls: 0.0326, d2.dn_loss_bbox: 0.2304, d2.dn_loss_iou: 0.3790, d3.dn_loss_cls: 0.0302, d3.dn_loss_bbox: 0.2277, d3.dn_loss_iou: 0.3756, d4.dn_loss_cls: 0.0295, d4.dn_loss_bbox: 0.2275, d4.dn_loss_iou: 0.3752, loss: 9.3258, grad_norm: 23.7055 2023-11-05 04:10:09,232 - mmdet - INFO - Epoch [8][100/3665] lr: 5.563e-06, eta: 4:50:23, time: 0.938, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2277, interm_loss_bbox: 0.1783, interm_loss_iou: 0.4121, loss_cls: 0.1871, loss_bbox: 0.1485, loss_iou: 0.3619, d0.loss_cls: 0.2442, d0.loss_bbox: 0.1545, d0.loss_iou: 0.3725, d1.loss_cls: 0.2147, d1.loss_bbox: 0.1500, d1.loss_iou: 0.3652, d2.loss_cls: 0.1987, d2.loss_bbox: 0.1472, d2.loss_iou: 0.3610, d3.loss_cls: 0.1916, d3.loss_bbox: 0.1475, d3.loss_iou: 0.3606, d4.loss_cls: 0.1878, d4.loss_bbox: 0.1477, d4.loss_iou: 0.3616, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2343, dn_loss_iou: 0.3682, d0.dn_loss_cls: 0.0617, d0.dn_loss_bbox: 0.3444, d0.dn_loss_iou: 0.4873, d1.dn_loss_cls: 0.0370, d1.dn_loss_bbox: 0.2571, d1.dn_loss_iou: 0.3928, d2.dn_loss_cls: 0.0301, d2.dn_loss_bbox: 0.2375, d2.dn_loss_iou: 0.3716, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2346, d3.dn_loss_iou: 0.3686, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2343, d4.dn_loss_iou: 0.3680, loss: 9.2282, grad_norm: 19.5328 2023-11-05 04:10:55,541 - mmdet - INFO - Epoch [8][150/3665] lr: 5.563e-06, eta: 4:49:34, time: 0.926, data_time: 0.010, memory: 25310, interm_loss_cls: 0.2329, interm_loss_bbox: 0.1892, interm_loss_iou: 0.4209, loss_cls: 0.1900, loss_bbox: 0.1596, loss_iou: 0.3660, d0.loss_cls: 0.2509, d0.loss_bbox: 0.1644, d0.loss_iou: 0.3804, d1.loss_cls: 0.2196, d1.loss_bbox: 0.1597, d1.loss_iou: 0.3691, d2.loss_cls: 0.2019, d2.loss_bbox: 0.1578, d2.loss_iou: 0.3642, d3.loss_cls: 0.1941, d3.loss_bbox: 0.1584, d3.loss_iou: 0.3652, d4.loss_cls: 0.1906, d4.loss_bbox: 0.1594, d4.loss_iou: 0.3660, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2408, dn_loss_iou: 0.3724, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3523, d0.dn_loss_iou: 0.4963, d1.dn_loss_cls: 0.0392, d1.dn_loss_bbox: 0.2635, d1.dn_loss_iou: 0.3970, d2.dn_loss_cls: 0.0323, d2.dn_loss_bbox: 0.2437, d2.dn_loss_iou: 0.3760, d3.dn_loss_cls: 0.0295, d3.dn_loss_bbox: 0.2411, d3.dn_loss_iou: 0.3728, d4.dn_loss_cls: 0.0285, d4.dn_loss_bbox: 0.2408, d4.dn_loss_iou: 0.3723, loss: 9.4510, grad_norm: 17.9575 2023-11-05 04:11:43,365 - mmdet - INFO - Epoch [8][200/3665] lr: 5.563e-06, eta: 4:48:46, time: 0.956, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2415, interm_loss_bbox: 0.1838, interm_loss_iou: 0.4310, loss_cls: 0.1991, loss_bbox: 0.1540, loss_iou: 0.3803, d0.loss_cls: 0.2605, d0.loss_bbox: 0.1582, d0.loss_iou: 0.3895, d1.loss_cls: 0.2268, d1.loss_bbox: 0.1557, d1.loss_iou: 0.3846, d2.loss_cls: 0.2100, d2.loss_bbox: 0.1523, d2.loss_iou: 0.3799, d3.loss_cls: 0.2018, d3.loss_bbox: 0.1529, d3.loss_iou: 0.3806, d4.loss_cls: 0.1989, d4.loss_bbox: 0.1539, d4.loss_iou: 0.3805, dn_loss_cls: 0.0299, dn_loss_bbox: 0.2374, dn_loss_iou: 0.3848, d0.dn_loss_cls: 0.0652, d0.dn_loss_bbox: 0.3471, d0.dn_loss_iou: 0.5082, d1.dn_loss_cls: 0.0402, d1.dn_loss_bbox: 0.2594, d1.dn_loss_iou: 0.4096, d2.dn_loss_cls: 0.0335, d2.dn_loss_bbox: 0.2404, d2.dn_loss_iou: 0.3883, d3.dn_loss_cls: 0.0305, d3.dn_loss_bbox: 0.2376, d3.dn_loss_iou: 0.3851, d4.dn_loss_cls: 0.0298, d4.dn_loss_bbox: 0.2374, d4.dn_loss_iou: 0.3847, loss: 9.6249, grad_norm: 19.1298 2023-11-05 04:12:32,095 - mmdet - INFO - Epoch [8][250/3665] lr: 5.563e-06, eta: 4:47:59, time: 0.975, data_time: 0.015, memory: 25310, interm_loss_cls: 0.2360, interm_loss_bbox: 0.1844, interm_loss_iou: 0.4194, loss_cls: 0.1954, loss_bbox: 0.1546, loss_iou: 0.3653, d0.loss_cls: 0.2522, d0.loss_bbox: 0.1600, d0.loss_iou: 0.3774, d1.loss_cls: 0.2196, d1.loss_bbox: 0.1569, d1.loss_iou: 0.3699, d2.loss_cls: 0.2060, d2.loss_bbox: 0.1534, d2.loss_iou: 0.3643, d3.loss_cls: 0.1987, d3.loss_bbox: 0.1532, d3.loss_iou: 0.3643, d4.loss_cls: 0.1960, d4.loss_bbox: 0.1546, d4.loss_iou: 0.3651, dn_loss_cls: 0.0310, dn_loss_bbox: 0.2473, dn_loss_iou: 0.3783, d0.dn_loss_cls: 0.0655, d0.dn_loss_bbox: 0.3516, d0.dn_loss_iou: 0.4939, d1.dn_loss_cls: 0.0404, d1.dn_loss_bbox: 0.2690, d1.dn_loss_iou: 0.4015, d2.dn_loss_cls: 0.0342, d2.dn_loss_bbox: 0.2499, d2.dn_loss_iou: 0.3812, d3.dn_loss_cls: 0.0317, d3.dn_loss_bbox: 0.2475, d3.dn_loss_iou: 0.3785, d4.dn_loss_cls: 0.0309, d4.dn_loss_bbox: 0.2473, d4.dn_loss_iou: 0.3781, loss: 9.5043, grad_norm: 20.3304 2023-11-05 04:13:19,642 - mmdet - INFO - Epoch [8][300/3665] lr: 5.563e-06, eta: 4:47:11, time: 0.951, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2258, interm_loss_bbox: 0.1836, interm_loss_iou: 0.4132, loss_cls: 0.1852, loss_bbox: 0.1502, loss_iou: 0.3595, d0.loss_cls: 0.2471, d0.loss_bbox: 0.1555, d0.loss_iou: 0.3685, d1.loss_cls: 0.2120, d1.loss_bbox: 0.1545, d1.loss_iou: 0.3651, d2.loss_cls: 0.1955, d2.loss_bbox: 0.1496, d2.loss_iou: 0.3588, d3.loss_cls: 0.1889, d3.loss_bbox: 0.1495, d3.loss_iou: 0.3584, d4.loss_cls: 0.1863, d4.loss_bbox: 0.1501, d4.loss_iou: 0.3589, dn_loss_cls: 0.0273, dn_loss_bbox: 0.2424, dn_loss_iou: 0.3664, d0.dn_loss_cls: 0.0614, d0.dn_loss_bbox: 0.3577, d0.dn_loss_iou: 0.4904, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2655, d1.dn_loss_iou: 0.3914, d2.dn_loss_cls: 0.0306, d2.dn_loss_bbox: 0.2454, d2.dn_loss_iou: 0.3699, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2427, d3.dn_loss_iou: 0.3667, d4.dn_loss_cls: 0.0274, d4.dn_loss_bbox: 0.2424, d4.dn_loss_iou: 0.3663, loss: 9.2758, grad_norm: 19.9625 2023-11-05 04:14:06,307 - mmdet - INFO - Epoch [8][350/3665] lr: 5.563e-06, eta: 4:46:22, time: 0.933, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2332, interm_loss_bbox: 0.1841, interm_loss_iou: 0.4232, loss_cls: 0.1941, loss_bbox: 0.1494, loss_iou: 0.3676, d0.loss_cls: 0.2518, d0.loss_bbox: 0.1558, d0.loss_iou: 0.3799, d1.loss_cls: 0.2190, d1.loss_bbox: 0.1526, d1.loss_iou: 0.3728, d2.loss_cls: 0.2039, d2.loss_bbox: 0.1492, d2.loss_iou: 0.3671, d3.loss_cls: 0.1975, d3.loss_bbox: 0.1491, d3.loss_iou: 0.3668, d4.loss_cls: 0.1948, d4.loss_bbox: 0.1490, d4.loss_iou: 0.3671, dn_loss_cls: 0.0293, dn_loss_bbox: 0.2401, dn_loss_iou: 0.3765, d0.dn_loss_cls: 0.0641, d0.dn_loss_bbox: 0.3495, d0.dn_loss_iou: 0.4969, d1.dn_loss_cls: 0.0392, d1.dn_loss_bbox: 0.2620, d1.dn_loss_iou: 0.4003, d2.dn_loss_cls: 0.0326, d2.dn_loss_bbox: 0.2427, d2.dn_loss_iou: 0.3798, d3.dn_loss_cls: 0.0300, d3.dn_loss_bbox: 0.2404, d3.dn_loss_iou: 0.3769, d4.dn_loss_cls: 0.0293, d4.dn_loss_bbox: 0.2401, d4.dn_loss_iou: 0.3764, loss: 9.4341, grad_norm: 18.1174 2023-11-05 04:14:52,842 - mmdet - INFO - Epoch [8][400/3665] lr: 5.563e-06, eta: 4:45:34, time: 0.931, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2361, interm_loss_bbox: 0.1933, interm_loss_iou: 0.4223, loss_cls: 0.1971, loss_bbox: 0.1595, loss_iou: 0.3664, d0.loss_cls: 0.2548, d0.loss_bbox: 0.1646, d0.loss_iou: 0.3791, d1.loss_cls: 0.2218, d1.loss_bbox: 0.1630, d1.loss_iou: 0.3716, d2.loss_cls: 0.2064, d2.loss_bbox: 0.1592, d2.loss_iou: 0.3660, d3.loss_cls: 0.1996, d3.loss_bbox: 0.1591, d3.loss_iou: 0.3668, d4.loss_cls: 0.1975, d4.loss_bbox: 0.1589, d4.loss_iou: 0.3663, dn_loss_cls: 0.0295, dn_loss_bbox: 0.2491, dn_loss_iou: 0.3836, d0.dn_loss_cls: 0.0646, d0.dn_loss_bbox: 0.3601, d0.dn_loss_iou: 0.5063, d1.dn_loss_cls: 0.0397, d1.dn_loss_bbox: 0.2713, d1.dn_loss_iou: 0.4082, d2.dn_loss_cls: 0.0326, d2.dn_loss_bbox: 0.2521, d2.dn_loss_iou: 0.3872, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2493, d3.dn_loss_iou: 0.3839, d4.dn_loss_cls: 0.0293, d4.dn_loss_bbox: 0.2491, d4.dn_loss_iou: 0.3835, loss: 9.6189, grad_norm: 16.5698 2023-11-05 04:15:42,101 - mmdet - INFO - Epoch [8][450/3665] lr: 5.563e-06, eta: 4:44:47, time: 0.985, data_time: 0.021, memory: 25310, interm_loss_cls: 0.2309, interm_loss_bbox: 0.1823, interm_loss_iou: 0.4187, loss_cls: 0.1937, loss_bbox: 0.1498, loss_iou: 0.3647, d0.loss_cls: 0.2502, d0.loss_bbox: 0.1549, d0.loss_iou: 0.3732, d1.loss_cls: 0.2203, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3676, d2.loss_cls: 0.2053, d2.loss_bbox: 0.1482, d2.loss_iou: 0.3635, d3.loss_cls: 0.1977, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3641, d4.loss_cls: 0.1945, d4.loss_bbox: 0.1496, d4.loss_iou: 0.3645, dn_loss_cls: 0.0301, dn_loss_bbox: 0.2392, dn_loss_iou: 0.3794, d0.dn_loss_cls: 0.0653, d0.dn_loss_bbox: 0.3461, d0.dn_loss_iou: 0.4992, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.2609, d1.dn_loss_iou: 0.4034, d2.dn_loss_cls: 0.0333, d2.dn_loss_bbox: 0.2422, d2.dn_loss_iou: 0.3826, d3.dn_loss_cls: 0.0308, d3.dn_loss_bbox: 0.2395, d3.dn_loss_iou: 0.3797, d4.dn_loss_cls: 0.0303, d4.dn_loss_bbox: 0.2392, d4.dn_loss_iou: 0.3793, loss: 9.4150, grad_norm: 17.1760 2023-11-05 04:16:28,789 - mmdet - INFO - Epoch [8][500/3665] lr: 5.563e-06, eta: 4:43:58, time: 0.934, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2321, interm_loss_bbox: 0.1823, interm_loss_iou: 0.4116, loss_cls: 0.1910, loss_bbox: 0.1534, loss_iou: 0.3622, d0.loss_cls: 0.2495, d0.loss_bbox: 0.1574, d0.loss_iou: 0.3717, d1.loss_cls: 0.2157, d1.loss_bbox: 0.1560, d1.loss_iou: 0.3663, d2.loss_cls: 0.2004, d2.loss_bbox: 0.1526, d2.loss_iou: 0.3618, d3.loss_cls: 0.1940, d3.loss_bbox: 0.1524, d3.loss_iou: 0.3614, d4.loss_cls: 0.1910, d4.loss_bbox: 0.1535, d4.loss_iou: 0.3625, dn_loss_cls: 0.0288, dn_loss_bbox: 0.2407, dn_loss_iou: 0.3634, d0.dn_loss_cls: 0.0634, d0.dn_loss_bbox: 0.3519, d0.dn_loss_iou: 0.4851, d1.dn_loss_cls: 0.0390, d1.dn_loss_bbox: 0.2627, d1.dn_loss_iou: 0.3877, d2.dn_loss_cls: 0.0322, d2.dn_loss_bbox: 0.2435, d2.dn_loss_iou: 0.3673, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2411, d3.dn_loss_iou: 0.3639, d4.dn_loss_cls: 0.0288, d4.dn_loss_bbox: 0.2407, d4.dn_loss_iou: 0.3633, loss: 9.3114, grad_norm: 19.1381 2023-11-05 04:17:15,925 - mmdet - INFO - Epoch [8][550/3665] lr: 5.563e-06, eta: 4:43:10, time: 0.943, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2330, interm_loss_bbox: 0.1801, interm_loss_iou: 0.4236, loss_cls: 0.1914, loss_bbox: 0.1523, loss_iou: 0.3733, d0.loss_cls: 0.2492, d0.loss_bbox: 0.1551, d0.loss_iou: 0.3833, d1.loss_cls: 0.2154, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3771, d2.loss_cls: 0.2018, d2.loss_bbox: 0.1515, d2.loss_iou: 0.3719, d3.loss_cls: 0.1953, d3.loss_bbox: 0.1514, d3.loss_iou: 0.3718, d4.loss_cls: 0.1925, d4.loss_bbox: 0.1518, d4.loss_iou: 0.3725, dn_loss_cls: 0.0291, dn_loss_bbox: 0.2344, dn_loss_iou: 0.3757, d0.dn_loss_cls: 0.0634, d0.dn_loss_bbox: 0.3414, d0.dn_loss_iou: 0.4956, d1.dn_loss_cls: 0.0390, d1.dn_loss_bbox: 0.2563, d1.dn_loss_iou: 0.4005, d2.dn_loss_cls: 0.0323, d2.dn_loss_bbox: 0.2373, d2.dn_loss_iou: 0.3795, d3.dn_loss_cls: 0.0296, d3.dn_loss_bbox: 0.2347, d3.dn_loss_iou: 0.3761, d4.dn_loss_cls: 0.0290, d4.dn_loss_bbox: 0.2344, d4.dn_loss_iou: 0.3757, loss: 9.4117, grad_norm: 18.2008 2023-11-05 04:18:03,847 - mmdet - INFO - Epoch [8][600/3665] lr: 5.563e-06, eta: 4:42:22, time: 0.958, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2337, interm_loss_bbox: 0.1882, interm_loss_iou: 0.4058, loss_cls: 0.1925, loss_bbox: 0.1596, loss_iou: 0.3570, d0.loss_cls: 0.2514, d0.loss_bbox: 0.1614, d0.loss_iou: 0.3641, d1.loss_cls: 0.2178, d1.loss_bbox: 0.1603, d1.loss_iou: 0.3593, d2.loss_cls: 0.2020, d2.loss_bbox: 0.1581, d2.loss_iou: 0.3563, d3.loss_cls: 0.1952, d3.loss_bbox: 0.1590, d3.loss_iou: 0.3566, d4.loss_cls: 0.1929, d4.loss_bbox: 0.1596, d4.loss_iou: 0.3569, dn_loss_cls: 0.0304, dn_loss_bbox: 0.2449, dn_loss_iou: 0.3721, d0.dn_loss_cls: 0.0650, d0.dn_loss_bbox: 0.3570, d0.dn_loss_iou: 0.4941, d1.dn_loss_cls: 0.0408, d1.dn_loss_bbox: 0.2676, d1.dn_loss_iou: 0.3969, d2.dn_loss_cls: 0.0340, d2.dn_loss_bbox: 0.2481, d2.dn_loss_iou: 0.3761, d3.dn_loss_cls: 0.0313, d3.dn_loss_bbox: 0.2452, d3.dn_loss_iou: 0.3725, d4.dn_loss_cls: 0.0305, d4.dn_loss_bbox: 0.2449, d4.dn_loss_iou: 0.3720, loss: 9.4111, grad_norm: 17.0611 2023-11-05 04:18:53,413 - mmdet - INFO - Epoch [8][650/3665] lr: 5.563e-06, eta: 4:41:36, time: 0.991, data_time: 0.019, memory: 25310, interm_loss_cls: 0.2291, interm_loss_bbox: 0.1752, interm_loss_iou: 0.4138, loss_cls: 0.1902, loss_bbox: 0.1475, loss_iou: 0.3650, d0.loss_cls: 0.2427, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3753, d1.loss_cls: 0.2137, d1.loss_bbox: 0.1480, d1.loss_iou: 0.3674, d2.loss_cls: 0.2006, d2.loss_bbox: 0.1466, d2.loss_iou: 0.3634, d3.loss_cls: 0.1937, d3.loss_bbox: 0.1468, d3.loss_iou: 0.3639, d4.loss_cls: 0.1906, d4.loss_bbox: 0.1476, d4.loss_iou: 0.3648, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2232, dn_loss_iou: 0.3659, d0.dn_loss_cls: 0.0613, d0.dn_loss_bbox: 0.3293, d0.dn_loss_iou: 0.4844, d1.dn_loss_cls: 0.0372, d1.dn_loss_bbox: 0.2452, d1.dn_loss_iou: 0.3893, d2.dn_loss_cls: 0.0308, d2.dn_loss_bbox: 0.2265, d2.dn_loss_iou: 0.3694, d3.dn_loss_cls: 0.0285, d3.dn_loss_bbox: 0.2237, d3.dn_loss_iou: 0.3663, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2232, d4.dn_loss_iou: 0.3658, loss: 9.1630, grad_norm: 19.8510 2023-11-05 04:19:40,217 - mmdet - INFO - Epoch [8][700/3665] lr: 5.563e-06, eta: 4:40:47, time: 0.936, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2347, interm_loss_bbox: 0.1863, interm_loss_iou: 0.4152, loss_cls: 0.1927, loss_bbox: 0.1572, loss_iou: 0.3669, d0.loss_cls: 0.2502, d0.loss_bbox: 0.1590, d0.loss_iou: 0.3723, d1.loss_cls: 0.2180, d1.loss_bbox: 0.1581, d1.loss_iou: 0.3688, d2.loss_cls: 0.2041, d2.loss_bbox: 0.1550, d2.loss_iou: 0.3656, d3.loss_cls: 0.1961, d3.loss_bbox: 0.1560, d3.loss_iou: 0.3661, d4.loss_cls: 0.1927, d4.loss_bbox: 0.1572, d4.loss_iou: 0.3664, dn_loss_cls: 0.0298, dn_loss_bbox: 0.2438, dn_loss_iou: 0.3723, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3521, d0.dn_loss_iou: 0.4903, d1.dn_loss_cls: 0.0395, d1.dn_loss_bbox: 0.2672, d1.dn_loss_iou: 0.3962, d2.dn_loss_cls: 0.0331, d2.dn_loss_bbox: 0.2469, d2.dn_loss_iou: 0.3756, d3.dn_loss_cls: 0.0305, d3.dn_loss_bbox: 0.2441, d3.dn_loss_iou: 0.3725, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2438, d4.dn_loss_iou: 0.3722, loss: 9.4420, grad_norm: 17.4398 2023-11-05 04:20:30,570 - mmdet - INFO - Epoch [8][750/3665] lr: 5.563e-06, eta: 4:40:01, time: 1.007, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2306, interm_loss_bbox: 0.1844, interm_loss_iou: 0.4364, loss_cls: 0.1937, loss_bbox: 0.1557, loss_iou: 0.3857, d0.loss_cls: 0.2441, d0.loss_bbox: 0.1613, d0.loss_iou: 0.3952, d1.loss_cls: 0.2167, d1.loss_bbox: 0.1582, d1.loss_iou: 0.3876, d2.loss_cls: 0.2024, d2.loss_bbox: 0.1552, d2.loss_iou: 0.3846, d3.loss_cls: 0.1959, d3.loss_bbox: 0.1557, d3.loss_iou: 0.3845, d4.loss_cls: 0.1936, d4.loss_bbox: 0.1557, d4.loss_iou: 0.3857, dn_loss_cls: 0.0291, dn_loss_bbox: 0.2360, dn_loss_iou: 0.3864, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3385, d0.dn_loss_iou: 0.5039, d1.dn_loss_cls: 0.0392, d1.dn_loss_bbox: 0.2567, d1.dn_loss_iou: 0.4098, d2.dn_loss_cls: 0.0327, d2.dn_loss_bbox: 0.2385, d2.dn_loss_iou: 0.3898, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2362, d3.dn_loss_iou: 0.3866, d4.dn_loss_cls: 0.0292, d4.dn_loss_bbox: 0.2360, d4.dn_loss_iou: 0.3863, loss: 9.5914, grad_norm: 21.8309 2023-11-05 04:21:17,951 - mmdet - INFO - Epoch [8][800/3665] lr: 5.563e-06, eta: 4:39:13, time: 0.948, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2352, interm_loss_bbox: 0.1859, interm_loss_iou: 0.4157, loss_cls: 0.1987, loss_bbox: 0.1545, loss_iou: 0.3613, d0.loss_cls: 0.2535, d0.loss_bbox: 0.1581, d0.loss_iou: 0.3709, d1.loss_cls: 0.2213, d1.loss_bbox: 0.1564, d1.loss_iou: 0.3643, d2.loss_cls: 0.2071, d2.loss_bbox: 0.1542, d2.loss_iou: 0.3616, d3.loss_cls: 0.2011, d3.loss_bbox: 0.1540, d3.loss_iou: 0.3608, d4.loss_cls: 0.1981, d4.loss_bbox: 0.1549, d4.loss_iou: 0.3619, dn_loss_cls: 0.0275, dn_loss_bbox: 0.2395, dn_loss_iou: 0.3668, d0.dn_loss_cls: 0.0636, d0.dn_loss_bbox: 0.3495, d0.dn_loss_iou: 0.4838, d1.dn_loss_cls: 0.0377, d1.dn_loss_bbox: 0.2601, d1.dn_loss_iou: 0.3893, d2.dn_loss_cls: 0.0310, d2.dn_loss_bbox: 0.2422, d2.dn_loss_iou: 0.3701, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2397, d3.dn_loss_iou: 0.3670, d4.dn_loss_cls: 0.0276, d4.dn_loss_bbox: 0.2395, d4.dn_loss_iou: 0.3667, loss: 9.3592, grad_norm: 19.2866 2023-11-05 04:22:06,514 - mmdet - INFO - Epoch [8][850/3665] lr: 5.563e-06, eta: 4:38:26, time: 0.971, data_time: 0.017, memory: 25310, interm_loss_cls: 0.2283, interm_loss_bbox: 0.1801, interm_loss_iou: 0.4160, loss_cls: 0.1858, loss_bbox: 0.1497, loss_iou: 0.3626, d0.loss_cls: 0.2456, d0.loss_bbox: 0.1531, d0.loss_iou: 0.3709, d1.loss_cls: 0.2120, d1.loss_bbox: 0.1517, d1.loss_iou: 0.3672, d2.loss_cls: 0.1978, d2.loss_bbox: 0.1478, d2.loss_iou: 0.3619, d3.loss_cls: 0.1893, d3.loss_bbox: 0.1490, d3.loss_iou: 0.3620, d4.loss_cls: 0.1860, d4.loss_bbox: 0.1497, d4.loss_iou: 0.3631, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2375, dn_loss_iou: 0.3609, d0.dn_loss_cls: 0.0614, d0.dn_loss_bbox: 0.3501, d0.dn_loss_iou: 0.4825, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2595, d1.dn_loss_iou: 0.3844, d2.dn_loss_cls: 0.0308, d2.dn_loss_bbox: 0.2404, d2.dn_loss_iou: 0.3641, d3.dn_loss_cls: 0.0278, d3.dn_loss_bbox: 0.2377, d3.dn_loss_iou: 0.3609, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2374, d4.dn_loss_iou: 0.3607, loss: 9.2171, grad_norm: 20.9839 2023-11-05 04:22:53,121 - mmdet - INFO - Epoch [8][900/3665] lr: 5.563e-06, eta: 4:37:37, time: 0.932, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2334, interm_loss_bbox: 0.1862, interm_loss_iou: 0.4193, loss_cls: 0.1948, loss_bbox: 0.1521, loss_iou: 0.3652, d0.loss_cls: 0.2497, d0.loss_bbox: 0.1575, d0.loss_iou: 0.3753, d1.loss_cls: 0.2175, d1.loss_bbox: 0.1553, d1.loss_iou: 0.3718, d2.loss_cls: 0.2043, d2.loss_bbox: 0.1522, d2.loss_iou: 0.3651, d3.loss_cls: 0.1974, d3.loss_bbox: 0.1523, d3.loss_iou: 0.3645, d4.loss_cls: 0.1949, d4.loss_bbox: 0.1522, d4.loss_iou: 0.3647, dn_loss_cls: 0.0290, dn_loss_bbox: 0.2392, dn_loss_iou: 0.3716, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3487, d0.dn_loss_iou: 0.4924, d1.dn_loss_cls: 0.0392, d1.dn_loss_bbox: 0.2609, d1.dn_loss_iou: 0.3950, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2419, d2.dn_loss_iou: 0.3745, d3.dn_loss_cls: 0.0297, d3.dn_loss_bbox: 0.2396, d3.dn_loss_iou: 0.3720, d4.dn_loss_cls: 0.0289, d4.dn_loss_bbox: 0.2392, d4.dn_loss_iou: 0.3715, loss: 9.3952, grad_norm: 18.1071 2023-11-05 04:23:40,473 - mmdet - INFO - Epoch [8][950/3665] lr: 5.563e-06, eta: 4:36:49, time: 0.947, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2293, interm_loss_bbox: 0.1796, interm_loss_iou: 0.4247, loss_cls: 0.1884, loss_bbox: 0.1498, loss_iou: 0.3713, d0.loss_cls: 0.2472, d0.loss_bbox: 0.1523, d0.loss_iou: 0.3815, d1.loss_cls: 0.2149, d1.loss_bbox: 0.1496, d1.loss_iou: 0.3751, d2.loss_cls: 0.1979, d2.loss_bbox: 0.1492, d2.loss_iou: 0.3724, d3.loss_cls: 0.1918, d3.loss_bbox: 0.1493, d3.loss_iou: 0.3712, d4.loss_cls: 0.1892, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3711, dn_loss_cls: 0.0282, dn_loss_bbox: 0.2271, dn_loss_iou: 0.3693, d0.dn_loss_cls: 0.0624, d0.dn_loss_bbox: 0.3390, d0.dn_loss_iou: 0.4931, d1.dn_loss_cls: 0.0381, d1.dn_loss_bbox: 0.2499, d1.dn_loss_iou: 0.3940, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2298, d2.dn_loss_iou: 0.3727, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2272, d3.dn_loss_iou: 0.3695, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2271, d4.dn_loss_iou: 0.3692, loss: 9.2903, grad_norm: 18.4817 2023-11-05 04:24:28,880 - mmdet - INFO - Epoch [8][1000/3665] lr: 5.563e-06, eta: 4:36:02, time: 0.968, data_time: 0.015, memory: 25310, interm_loss_cls: 0.2281, interm_loss_bbox: 0.1798, interm_loss_iou: 0.4107, loss_cls: 0.1915, loss_bbox: 0.1507, loss_iou: 0.3595, d0.loss_cls: 0.2477, d0.loss_bbox: 0.1569, d0.loss_iou: 0.3707, d1.loss_cls: 0.2161, d1.loss_bbox: 0.1536, d1.loss_iou: 0.3649, d2.loss_cls: 0.2012, d2.loss_bbox: 0.1504, d2.loss_iou: 0.3588, d3.loss_cls: 0.1935, d3.loss_bbox: 0.1503, d3.loss_iou: 0.3599, d4.loss_cls: 0.1909, d4.loss_bbox: 0.1508, d4.loss_iou: 0.3602, dn_loss_cls: 0.0294, dn_loss_bbox: 0.2383, dn_loss_iou: 0.3747, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3486, d0.dn_loss_iou: 0.4973, d1.dn_loss_cls: 0.0395, d1.dn_loss_bbox: 0.2602, d1.dn_loss_iou: 0.3982, d2.dn_loss_cls: 0.0329, d2.dn_loss_bbox: 0.2409, d2.dn_loss_iou: 0.3784, d3.dn_loss_cls: 0.0303, d3.dn_loss_bbox: 0.2386, d3.dn_loss_iou: 0.3751, d4.dn_loss_cls: 0.0294, d4.dn_loss_bbox: 0.2383, d4.dn_loss_iou: 0.3747, loss: 9.3350, grad_norm: 17.5197 2023-11-05 04:25:15,511 - mmdet - INFO - Epoch [8][1050/3665] lr: 5.563e-06, eta: 4:35:13, time: 0.933, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2309, interm_loss_bbox: 0.1907, interm_loss_iou: 0.4210, loss_cls: 0.1905, loss_bbox: 0.1564, loss_iou: 0.3634, d0.loss_cls: 0.2484, d0.loss_bbox: 0.1601, d0.loss_iou: 0.3722, d1.loss_cls: 0.2156, d1.loss_bbox: 0.1576, d1.loss_iou: 0.3664, d2.loss_cls: 0.2006, d2.loss_bbox: 0.1553, d2.loss_iou: 0.3635, d3.loss_cls: 0.1949, d3.loss_bbox: 0.1549, d3.loss_iou: 0.3619, d4.loss_cls: 0.1907, d4.loss_bbox: 0.1561, d4.loss_iou: 0.3635, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2411, dn_loss_iou: 0.3711, d0.dn_loss_cls: 0.0623, d0.dn_loss_bbox: 0.3505, d0.dn_loss_iou: 0.4915, d1.dn_loss_cls: 0.0378, d1.dn_loss_bbox: 0.2632, d1.dn_loss_iou: 0.3952, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2442, d2.dn_loss_iou: 0.3748, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2414, d3.dn_loss_iou: 0.3715, d4.dn_loss_cls: 0.0283, d4.dn_loss_bbox: 0.2411, d4.dn_loss_iou: 0.3710, loss: 9.3885, grad_norm: 18.1436 2023-11-05 04:26:04,424 - mmdet - INFO - Epoch [8][1100/3665] lr: 5.563e-06, eta: 4:34:26, time: 0.978, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2316, interm_loss_bbox: 0.1866, interm_loss_iou: 0.4283, loss_cls: 0.1918, loss_bbox: 0.1537, loss_iou: 0.3743, d0.loss_cls: 0.2470, d0.loss_bbox: 0.1590, d0.loss_iou: 0.3838, d1.loss_cls: 0.2154, d1.loss_bbox: 0.1567, d1.loss_iou: 0.3791, d2.loss_cls: 0.2016, d2.loss_bbox: 0.1538, d2.loss_iou: 0.3739, d3.loss_cls: 0.1949, d3.loss_bbox: 0.1537, d3.loss_iou: 0.3736, d4.loss_cls: 0.1924, d4.loss_bbox: 0.1534, d4.loss_iou: 0.3743, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2444, dn_loss_iou: 0.3820, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3561, d0.dn_loss_iou: 0.5060, d1.dn_loss_cls: 0.0385, d1.dn_loss_bbox: 0.2665, d1.dn_loss_iou: 0.4066, d2.dn_loss_cls: 0.0316, d2.dn_loss_bbox: 0.2471, d2.dn_loss_iou: 0.3855, d3.dn_loss_cls: 0.0288, d3.dn_loss_bbox: 0.2446, d3.dn_loss_iou: 0.3823, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2444, d4.dn_loss_iou: 0.3819, loss: 9.5447, grad_norm: 17.9299 2023-11-05 04:26:51,338 - mmdet - INFO - Epoch [8][1150/3665] lr: 5.563e-06, eta: 4:33:38, time: 0.938, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2321, interm_loss_bbox: 0.1862, interm_loss_iou: 0.4245, loss_cls: 0.1928, loss_bbox: 0.1525, loss_iou: 0.3696, d0.loss_cls: 0.2493, d0.loss_bbox: 0.1553, d0.loss_iou: 0.3779, d1.loss_cls: 0.2146, d1.loss_bbox: 0.1561, d1.loss_iou: 0.3749, d2.loss_cls: 0.2006, d2.loss_bbox: 0.1535, d2.loss_iou: 0.3706, d3.loss_cls: 0.1945, d3.loss_bbox: 0.1529, d3.loss_iou: 0.3697, d4.loss_cls: 0.1926, d4.loss_bbox: 0.1527, d4.loss_iou: 0.3700, dn_loss_cls: 0.0293, dn_loss_bbox: 0.2373, dn_loss_iou: 0.3740, d0.dn_loss_cls: 0.0630, d0.dn_loss_bbox: 0.3417, d0.dn_loss_iou: 0.4926, d1.dn_loss_cls: 0.0388, d1.dn_loss_bbox: 0.2579, d1.dn_loss_iou: 0.3980, d2.dn_loss_cls: 0.0327, d2.dn_loss_bbox: 0.2401, d2.dn_loss_iou: 0.3776, d3.dn_loss_cls: 0.0300, d3.dn_loss_bbox: 0.2376, d3.dn_loss_iou: 0.3742, d4.dn_loss_cls: 0.0293, d4.dn_loss_bbox: 0.2373, d4.dn_loss_iou: 0.3739, loss: 9.4082, grad_norm: 18.2508 2023-11-05 04:27:38,227 - mmdet - INFO - Epoch [8][1200/3665] lr: 5.563e-06, eta: 4:32:49, time: 0.938, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2294, interm_loss_bbox: 0.1811, interm_loss_iou: 0.4251, loss_cls: 0.1913, loss_bbox: 0.1511, loss_iou: 0.3763, d0.loss_cls: 0.2460, d0.loss_bbox: 0.1536, d0.loss_iou: 0.3819, d1.loss_cls: 0.2159, d1.loss_bbox: 0.1521, d1.loss_iou: 0.3773, d2.loss_cls: 0.1995, d2.loss_bbox: 0.1520, d2.loss_iou: 0.3773, d3.loss_cls: 0.1943, d3.loss_bbox: 0.1510, d3.loss_iou: 0.3758, d4.loss_cls: 0.1912, d4.loss_bbox: 0.1518, d4.loss_iou: 0.3765, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2206, dn_loss_iou: 0.3708, d0.dn_loss_cls: 0.0614, d0.dn_loss_bbox: 0.3229, d0.dn_loss_iou: 0.4875, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2405, d1.dn_loss_iou: 0.3931, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2231, d2.dn_loss_iou: 0.3736, d3.dn_loss_cls: 0.0280, d3.dn_loss_bbox: 0.2209, d3.dn_loss_iou: 0.3708, d4.dn_loss_cls: 0.0274, d4.dn_loss_bbox: 0.2206, d4.dn_loss_iou: 0.3705, loss: 9.2768, grad_norm: 18.9323 2023-11-05 04:28:26,667 - mmdet - INFO - Epoch [8][1250/3665] lr: 5.563e-06, eta: 4:32:02, time: 0.969, data_time: 0.018, memory: 25310, interm_loss_cls: 0.2351, interm_loss_bbox: 0.1821, interm_loss_iou: 0.4293, loss_cls: 0.1996, loss_bbox: 0.1497, loss_iou: 0.3715, d0.loss_cls: 0.2551, d0.loss_bbox: 0.1541, d0.loss_iou: 0.3816, d1.loss_cls: 0.2256, d1.loss_bbox: 0.1519, d1.loss_iou: 0.3762, d2.loss_cls: 0.2098, d2.loss_bbox: 0.1492, d2.loss_iou: 0.3727, d3.loss_cls: 0.2023, d3.loss_bbox: 0.1495, d3.loss_iou: 0.3722, d4.loss_cls: 0.1996, d4.loss_bbox: 0.1499, d4.loss_iou: 0.3717, dn_loss_cls: 0.0295, dn_loss_bbox: 0.2400, dn_loss_iou: 0.3846, d0.dn_loss_cls: 0.0647, d0.dn_loss_bbox: 0.3455, d0.dn_loss_iou: 0.5028, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.2605, d1.dn_loss_iou: 0.4081, d2.dn_loss_cls: 0.0331, d2.dn_loss_bbox: 0.2429, d2.dn_loss_iou: 0.3880, d3.dn_loss_cls: 0.0303, d3.dn_loss_bbox: 0.2402, d3.dn_loss_iou: 0.3848, d4.dn_loss_cls: 0.0294, d4.dn_loss_bbox: 0.2400, d4.dn_loss_iou: 0.3844, loss: 9.5373, grad_norm: 19.3438 2023-11-05 04:29:12,961 - mmdet - INFO - Epoch [8][1300/3665] lr: 5.563e-06, eta: 4:31:13, time: 0.926, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2344, interm_loss_bbox: 0.1747, interm_loss_iou: 0.4196, loss_cls: 0.1951, loss_bbox: 0.1476, loss_iou: 0.3723, d0.loss_cls: 0.2483, d0.loss_bbox: 0.1524, d0.loss_iou: 0.3821, d1.loss_cls: 0.2195, d1.loss_bbox: 0.1489, d1.loss_iou: 0.3748, d2.loss_cls: 0.2048, d2.loss_bbox: 0.1465, d2.loss_iou: 0.3722, d3.loss_cls: 0.1978, d3.loss_bbox: 0.1473, d3.loss_iou: 0.3717, d4.loss_cls: 0.1954, d4.loss_bbox: 0.1476, d4.loss_iou: 0.3724, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2331, dn_loss_iou: 0.3741, d0.dn_loss_cls: 0.0620, d0.dn_loss_bbox: 0.3379, d0.dn_loss_iou: 0.4927, d1.dn_loss_cls: 0.0379, d1.dn_loss_bbox: 0.2535, d1.dn_loss_iou: 0.3977, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2357, d2.dn_loss_iou: 0.3775, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2334, d3.dn_loss_iou: 0.3744, d4.dn_loss_cls: 0.0284, d4.dn_loss_bbox: 0.2331, d4.dn_loss_iou: 0.3740, loss: 9.3595, grad_norm: 18.4041 2023-11-05 04:30:01,239 - mmdet - INFO - Epoch [8][1350/3665] lr: 5.563e-06, eta: 4:30:26, time: 0.966, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2292, interm_loss_bbox: 0.1772, interm_loss_iou: 0.4197, loss_cls: 0.1918, loss_bbox: 0.1459, loss_iou: 0.3704, d0.loss_cls: 0.2470, d0.loss_bbox: 0.1505, d0.loss_iou: 0.3792, d1.loss_cls: 0.2164, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3746, d2.loss_cls: 0.2034, d2.loss_bbox: 0.1449, d2.loss_iou: 0.3690, d3.loss_cls: 0.1954, d3.loss_bbox: 0.1450, d3.loss_iou: 0.3697, d4.loss_cls: 0.1924, d4.loss_bbox: 0.1456, d4.loss_iou: 0.3699, dn_loss_cls: 0.0274, dn_loss_bbox: 0.2314, dn_loss_iou: 0.3668, d0.dn_loss_cls: 0.0621, d0.dn_loss_bbox: 0.3402, d0.dn_loss_iou: 0.4824, d1.dn_loss_cls: 0.0378, d1.dn_loss_bbox: 0.2533, d1.dn_loss_iou: 0.3900, d2.dn_loss_cls: 0.0313, d2.dn_loss_bbox: 0.2339, d2.dn_loss_iou: 0.3700, d3.dn_loss_cls: 0.0283, d3.dn_loss_bbox: 0.2316, d3.dn_loss_iou: 0.3671, d4.dn_loss_cls: 0.0275, d4.dn_loss_bbox: 0.2314, d4.dn_loss_iou: 0.3667, loss: 9.2646, grad_norm: 20.0173 2023-11-05 04:30:48,792 - mmdet - INFO - Epoch [8][1400/3665] lr: 5.563e-06, eta: 4:29:38, time: 0.951, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2330, interm_loss_bbox: 0.1819, interm_loss_iou: 0.4212, loss_cls: 0.1941, loss_bbox: 0.1505, loss_iou: 0.3686, d0.loss_cls: 0.2515, d0.loss_bbox: 0.1548, d0.loss_iou: 0.3760, d1.loss_cls: 0.2218, d1.loss_bbox: 0.1526, d1.loss_iou: 0.3713, d2.loss_cls: 0.2049, d2.loss_bbox: 0.1503, d2.loss_iou: 0.3682, d3.loss_cls: 0.1976, d3.loss_bbox: 0.1503, d3.loss_iou: 0.3679, d4.loss_cls: 0.1948, d4.loss_bbox: 0.1505, d4.loss_iou: 0.3685, dn_loss_cls: 0.0287, dn_loss_bbox: 0.2423, dn_loss_iou: 0.3789, d0.dn_loss_cls: 0.0625, d0.dn_loss_bbox: 0.3514, d0.dn_loss_iou: 0.4988, d1.dn_loss_cls: 0.0386, d1.dn_loss_bbox: 0.2638, d1.dn_loss_iou: 0.4029, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2446, d2.dn_loss_iou: 0.3824, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2425, d3.dn_loss_iou: 0.3792, d4.dn_loss_cls: 0.0286, d4.dn_loss_bbox: 0.2423, d4.dn_loss_iou: 0.3788, loss: 9.4583, grad_norm: 19.8767 2023-11-05 04:31:38,034 - mmdet - INFO - Epoch [8][1450/3665] lr: 5.563e-06, eta: 4:28:51, time: 0.985, data_time: 0.017, memory: 25310, interm_loss_cls: 0.2317, interm_loss_bbox: 0.1818, interm_loss_iou: 0.4258, loss_cls: 0.1930, loss_bbox: 0.1505, loss_iou: 0.3754, d0.loss_cls: 0.2493, d0.loss_bbox: 0.1556, d0.loss_iou: 0.3847, d1.loss_cls: 0.2187, d1.loss_bbox: 0.1542, d1.loss_iou: 0.3805, d2.loss_cls: 0.2027, d2.loss_bbox: 0.1508, d2.loss_iou: 0.3761, d3.loss_cls: 0.1968, d3.loss_bbox: 0.1501, d3.loss_iou: 0.3746, d4.loss_cls: 0.1935, d4.loss_bbox: 0.1504, d4.loss_iou: 0.3752, dn_loss_cls: 0.0290, dn_loss_bbox: 0.2341, dn_loss_iou: 0.3812, d0.dn_loss_cls: 0.0624, d0.dn_loss_bbox: 0.3399, d0.dn_loss_iou: 0.5007, d1.dn_loss_cls: 0.0390, d1.dn_loss_bbox: 0.2555, d1.dn_loss_iou: 0.4048, d2.dn_loss_cls: 0.0328, d2.dn_loss_bbox: 0.2368, d2.dn_loss_iou: 0.3848, d3.dn_loss_cls: 0.0300, d3.dn_loss_bbox: 0.2343, d3.dn_loss_iou: 0.3815, d4.dn_loss_cls: 0.0291, d4.dn_loss_bbox: 0.2341, d4.dn_loss_iou: 0.3811, loss: 9.4621, grad_norm: 17.6713 2023-11-05 04:32:24,545 - mmdet - INFO - Epoch [8][1500/3665] lr: 5.563e-06, eta: 4:28:02, time: 0.930, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2328, interm_loss_bbox: 0.1795, interm_loss_iou: 0.4219, loss_cls: 0.1970, loss_bbox: 0.1482, loss_iou: 0.3713, d0.loss_cls: 0.2510, d0.loss_bbox: 0.1541, d0.loss_iou: 0.3826, d1.loss_cls: 0.2225, d1.loss_bbox: 0.1511, d1.loss_iou: 0.3771, d2.loss_cls: 0.2067, d2.loss_bbox: 0.1478, d2.loss_iou: 0.3712, d3.loss_cls: 0.2000, d3.loss_bbox: 0.1476, d3.loss_iou: 0.3705, d4.loss_cls: 0.1972, d4.loss_bbox: 0.1480, d4.loss_iou: 0.3709, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2327, dn_loss_iou: 0.3814, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3347, d0.dn_loss_iou: 0.4998, d1.dn_loss_cls: 0.0388, d1.dn_loss_bbox: 0.2531, d1.dn_loss_iou: 0.4050, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2352, d2.dn_loss_iou: 0.3850, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2328, d3.dn_loss_iou: 0.3817, d4.dn_loss_cls: 0.0285, d4.dn_loss_bbox: 0.2327, d4.dn_loss_iou: 0.3813, loss: 9.4252, grad_norm: 18.5389 2023-11-05 04:33:11,210 - mmdet - INFO - Epoch [8][1550/3665] lr: 5.563e-06, eta: 4:27:14, time: 0.933, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2349, interm_loss_bbox: 0.1868, interm_loss_iou: 0.4263, loss_cls: 0.1958, loss_bbox: 0.1534, loss_iou: 0.3722, d0.loss_cls: 0.2498, d0.loss_bbox: 0.1587, d0.loss_iou: 0.3815, d1.loss_cls: 0.2232, d1.loss_bbox: 0.1545, d1.loss_iou: 0.3733, d2.loss_cls: 0.2061, d2.loss_bbox: 0.1533, d2.loss_iou: 0.3718, d3.loss_cls: 0.1981, d3.loss_bbox: 0.1538, d3.loss_iou: 0.3724, d4.loss_cls: 0.1966, d4.loss_bbox: 0.1530, d4.loss_iou: 0.3718, dn_loss_cls: 0.0290, dn_loss_bbox: 0.2328, dn_loss_iou: 0.3876, d0.dn_loss_cls: 0.0637, d0.dn_loss_bbox: 0.3339, d0.dn_loss_iou: 0.5037, d1.dn_loss_cls: 0.0388, d1.dn_loss_bbox: 0.2520, d1.dn_loss_iou: 0.4109, d2.dn_loss_cls: 0.0323, d2.dn_loss_bbox: 0.2355, d2.dn_loss_iou: 0.3915, d3.dn_loss_cls: 0.0298, d3.dn_loss_bbox: 0.2330, d3.dn_loss_iou: 0.3880, d4.dn_loss_cls: 0.0290, d4.dn_loss_bbox: 0.2328, d4.dn_loss_iou: 0.3875, loss: 9.4991, grad_norm: 16.9503 2023-11-05 04:33:59,493 - mmdet - INFO - Epoch [8][1600/3665] lr: 5.563e-06, eta: 4:26:26, time: 0.965, data_time: 0.016, memory: 25310, interm_loss_cls: 0.2304, interm_loss_bbox: 0.1795, interm_loss_iou: 0.4288, loss_cls: 0.1945, loss_bbox: 0.1492, loss_iou: 0.3766, d0.loss_cls: 0.2490, d0.loss_bbox: 0.1546, d0.loss_iou: 0.3865, d1.loss_cls: 0.2193, d1.loss_bbox: 0.1514, d1.loss_iou: 0.3776, d2.loss_cls: 0.2040, d2.loss_bbox: 0.1491, d2.loss_iou: 0.3752, d3.loss_cls: 0.1972, d3.loss_bbox: 0.1496, d3.loss_iou: 0.3761, d4.loss_cls: 0.1949, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3765, dn_loss_cls: 0.0288, dn_loss_bbox: 0.2414, dn_loss_iou: 0.3777, d0.dn_loss_cls: 0.0631, d0.dn_loss_bbox: 0.3479, d0.dn_loss_iou: 0.4963, d1.dn_loss_cls: 0.0382, d1.dn_loss_bbox: 0.2634, d1.dn_loss_iou: 0.4008, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2443, d2.dn_loss_iou: 0.3810, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2417, d3.dn_loss_iou: 0.3779, d4.dn_loss_cls: 0.0286, d4.dn_loss_bbox: 0.2414, d4.dn_loss_iou: 0.3776, loss: 9.4805, grad_norm: 19.0953 2023-11-05 04:34:46,534 - mmdet - INFO - Epoch [8][1650/3665] lr: 5.563e-06, eta: 4:25:38, time: 0.941, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2360, interm_loss_bbox: 0.1872, interm_loss_iou: 0.4170, loss_cls: 0.1930, loss_bbox: 0.1536, loss_iou: 0.3603, d0.loss_cls: 0.2524, d0.loss_bbox: 0.1588, d0.loss_iou: 0.3710, d1.loss_cls: 0.2196, d1.loss_bbox: 0.1555, d1.loss_iou: 0.3646, d2.loss_cls: 0.2053, d2.loss_bbox: 0.1529, d2.loss_iou: 0.3605, d3.loss_cls: 0.1987, d3.loss_bbox: 0.1523, d3.loss_iou: 0.3595, d4.loss_cls: 0.1938, d4.loss_bbox: 0.1534, d4.loss_iou: 0.3608, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2427, dn_loss_iou: 0.3651, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3587, d0.dn_loss_iou: 0.4899, d1.dn_loss_cls: 0.0390, d1.dn_loss_bbox: 0.2671, d1.dn_loss_iou: 0.3903, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2461, d2.dn_loss_iou: 0.3693, d3.dn_loss_cls: 0.0293, d3.dn_loss_bbox: 0.2430, d3.dn_loss_iou: 0.3656, d4.dn_loss_cls: 0.0284, d4.dn_loss_bbox: 0.2427, d4.dn_loss_iou: 0.3650, loss: 9.3726, grad_norm: 18.0355 2023-11-05 04:35:35,879 - mmdet - INFO - Epoch [8][1700/3665] lr: 5.563e-06, eta: 4:24:51, time: 0.987, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2346, interm_loss_bbox: 0.1810, interm_loss_iou: 0.4430, loss_cls: 0.1948, loss_bbox: 0.1516, loss_iou: 0.3935, d0.loss_cls: 0.2493, d0.loss_bbox: 0.1574, d0.loss_iou: 0.3994, d1.loss_cls: 0.2190, d1.loss_bbox: 0.1541, d1.loss_iou: 0.3955, d2.loss_cls: 0.2055, d2.loss_bbox: 0.1517, d2.loss_iou: 0.3919, d3.loss_cls: 0.1987, d3.loss_bbox: 0.1511, d3.loss_iou: 0.3924, d4.loss_cls: 0.1950, d4.loss_bbox: 0.1520, d4.loss_iou: 0.3937, dn_loss_cls: 0.0288, dn_loss_bbox: 0.2409, dn_loss_iou: 0.3906, d0.dn_loss_cls: 0.0631, d0.dn_loss_bbox: 0.3470, d0.dn_loss_iou: 0.5073, d1.dn_loss_cls: 0.0386, d1.dn_loss_bbox: 0.2618, d1.dn_loss_iou: 0.4135, d2.dn_loss_cls: 0.0322, d2.dn_loss_bbox: 0.2436, d2.dn_loss_iou: 0.3938, d3.dn_loss_cls: 0.0295, d3.dn_loss_bbox: 0.2412, d3.dn_loss_iou: 0.3908, d4.dn_loss_cls: 0.0288, d4.dn_loss_bbox: 0.2408, d4.dn_loss_iou: 0.3904, loss: 9.6881, grad_norm: 18.5796 2023-11-05 04:36:23,637 - mmdet - INFO - Epoch [8][1750/3665] lr: 5.563e-06, eta: 4:24:03, time: 0.955, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2287, interm_loss_bbox: 0.1819, interm_loss_iou: 0.4140, loss_cls: 0.1898, loss_bbox: 0.1526, loss_iou: 0.3648, d0.loss_cls: 0.2464, d0.loss_bbox: 0.1577, d0.loss_iou: 0.3744, d1.loss_cls: 0.2140, d1.loss_bbox: 0.1549, d1.loss_iou: 0.3690, d2.loss_cls: 0.1992, d2.loss_bbox: 0.1526, d2.loss_iou: 0.3661, d3.loss_cls: 0.1935, d3.loss_bbox: 0.1513, d3.loss_iou: 0.3644, d4.loss_cls: 0.1906, d4.loss_bbox: 0.1518, d4.loss_iou: 0.3645, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2432, dn_loss_iou: 0.3761, d0.dn_loss_cls: 0.0620, d0.dn_loss_bbox: 0.3515, d0.dn_loss_iou: 0.4951, d1.dn_loss_cls: 0.0377, d1.dn_loss_bbox: 0.2664, d1.dn_loss_iou: 0.4011, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2464, d2.dn_loss_iou: 0.3801, d3.dn_loss_cls: 0.0285, d3.dn_loss_bbox: 0.2434, d3.dn_loss_iou: 0.3765, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2432, d4.dn_loss_iou: 0.3760, loss: 9.3963, grad_norm: 17.2527 2023-11-05 04:37:13,513 - mmdet - INFO - Epoch [8][1800/3665] lr: 5.563e-06, eta: 4:23:17, time: 0.997, data_time: 0.018, memory: 25310, interm_loss_cls: 0.2271, interm_loss_bbox: 0.1847, interm_loss_iou: 0.4064, loss_cls: 0.1896, loss_bbox: 0.1519, loss_iou: 0.3570, d0.loss_cls: 0.2447, d0.loss_bbox: 0.1579, d0.loss_iou: 0.3664, d1.loss_cls: 0.2136, d1.loss_bbox: 0.1552, d1.loss_iou: 0.3615, d2.loss_cls: 0.1976, d2.loss_bbox: 0.1521, d2.loss_iou: 0.3577, d3.loss_cls: 0.1928, d3.loss_bbox: 0.1511, d3.loss_iou: 0.3565, d4.loss_cls: 0.1893, d4.loss_bbox: 0.1521, d4.loss_iou: 0.3578, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2299, dn_loss_iou: 0.3645, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3395, d0.dn_loss_iou: 0.4870, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2527, d1.dn_loss_iou: 0.3894, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2331, d2.dn_loss_iou: 0.3685, d3.dn_loss_cls: 0.0280, d3.dn_loss_bbox: 0.2302, d3.dn_loss_iou: 0.3649, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2299, d4.dn_loss_iou: 0.3644, loss: 9.1891, grad_norm: 18.0416 2023-11-05 04:38:00,890 - mmdet - INFO - Epoch [8][1850/3665] lr: 5.563e-06, eta: 4:22:29, time: 0.948, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2306, interm_loss_bbox: 0.1816, interm_loss_iou: 0.4208, loss_cls: 0.1926, loss_bbox: 0.1526, loss_iou: 0.3685, d0.loss_cls: 0.2471, d0.loss_bbox: 0.1578, d0.loss_iou: 0.3778, d1.loss_cls: 0.2165, d1.loss_bbox: 0.1547, d1.loss_iou: 0.3737, d2.loss_cls: 0.2020, d2.loss_bbox: 0.1527, d2.loss_iou: 0.3696, d3.loss_cls: 0.1952, d3.loss_bbox: 0.1525, d3.loss_iou: 0.3692, d4.loss_cls: 0.1931, d4.loss_bbox: 0.1526, d4.loss_iou: 0.3688, dn_loss_cls: 0.0284, dn_loss_bbox: 0.2348, dn_loss_iou: 0.3684, d0.dn_loss_cls: 0.0620, d0.dn_loss_bbox: 0.3372, d0.dn_loss_iou: 0.4858, d1.dn_loss_cls: 0.0381, d1.dn_loss_bbox: 0.2542, d1.dn_loss_iou: 0.3911, d2.dn_loss_cls: 0.0319, d2.dn_loss_bbox: 0.2374, d2.dn_loss_iou: 0.3720, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2350, d3.dn_loss_iou: 0.3688, d4.dn_loss_cls: 0.0284, d4.dn_loss_bbox: 0.2348, d4.dn_loss_iou: 0.3683, loss: 9.3356, grad_norm: 18.3912 2023-11-05 04:38:47,729 - mmdet - INFO - Epoch [8][1900/3665] lr: 5.563e-06, eta: 4:21:41, time: 0.937, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2266, interm_loss_bbox: 0.1727, interm_loss_iou: 0.4173, loss_cls: 0.1855, loss_bbox: 0.1472, loss_iou: 0.3720, d0.loss_cls: 0.2443, d0.loss_bbox: 0.1497, d0.loss_iou: 0.3791, d1.loss_cls: 0.2125, d1.loss_bbox: 0.1481, d1.loss_iou: 0.3737, d2.loss_cls: 0.1959, d2.loss_bbox: 0.1463, d2.loss_iou: 0.3718, d3.loss_cls: 0.1897, d3.loss_bbox: 0.1462, d3.loss_iou: 0.3707, d4.loss_cls: 0.1857, d4.loss_bbox: 0.1471, d4.loss_iou: 0.3720, dn_loss_cls: 0.0276, dn_loss_bbox: 0.2231, dn_loss_iou: 0.3793, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3245, d0.dn_loss_iou: 0.5043, d1.dn_loss_cls: 0.0375, d1.dn_loss_bbox: 0.2437, d1.dn_loss_iou: 0.4042, d2.dn_loss_cls: 0.0310, d2.dn_loss_bbox: 0.2264, d2.dn_loss_iou: 0.3832, d3.dn_loss_cls: 0.0285, d3.dn_loss_bbox: 0.2235, d3.dn_loss_iou: 0.3797, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2231, d4.dn_loss_iou: 0.3792, loss: 9.2619, grad_norm: 22.2169 2023-11-05 04:39:35,862 - mmdet - INFO - Epoch [8][1950/3665] lr: 5.563e-06, eta: 4:20:53, time: 0.963, data_time: 0.018, memory: 25310, interm_loss_cls: 0.2323, interm_loss_bbox: 0.1832, interm_loss_iou: 0.4233, loss_cls: 0.1934, loss_bbox: 0.1516, loss_iou: 0.3744, d0.loss_cls: 0.2505, d0.loss_bbox: 0.1573, d0.loss_iou: 0.3821, d1.loss_cls: 0.2177, d1.loss_bbox: 0.1554, d1.loss_iou: 0.3784, d2.loss_cls: 0.2035, d2.loss_bbox: 0.1502, d2.loss_iou: 0.3735, d3.loss_cls: 0.1961, d3.loss_bbox: 0.1512, d3.loss_iou: 0.3734, d4.loss_cls: 0.1937, d4.loss_bbox: 0.1517, d4.loss_iou: 0.3748, dn_loss_cls: 0.0285, dn_loss_bbox: 0.2358, dn_loss_iou: 0.3734, d0.dn_loss_cls: 0.0638, d0.dn_loss_bbox: 0.3485, d0.dn_loss_iou: 0.4941, d1.dn_loss_cls: 0.0387, d1.dn_loss_bbox: 0.2589, d1.dn_loss_iou: 0.3984, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2389, d2.dn_loss_iou: 0.3771, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2361, d3.dn_loss_iou: 0.3738, d4.dn_loss_cls: 0.0285, d4.dn_loss_bbox: 0.2358, d4.dn_loss_iou: 0.3734, loss: 9.4328, grad_norm: 18.3709 2023-11-05 04:40:25,208 - mmdet - INFO - Epoch [8][2000/3665] lr: 5.563e-06, eta: 4:20:06, time: 0.987, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2278, interm_loss_bbox: 0.1791, interm_loss_iou: 0.4258, loss_cls: 0.1874, loss_bbox: 0.1491, loss_iou: 0.3744, d0.loss_cls: 0.2466, d0.loss_bbox: 0.1536, d0.loss_iou: 0.3807, d1.loss_cls: 0.2126, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3773, d2.loss_cls: 0.1974, d2.loss_bbox: 0.1487, d2.loss_iou: 0.3743, d3.loss_cls: 0.1909, d3.loss_bbox: 0.1488, d3.loss_iou: 0.3737, d4.loss_cls: 0.1881, d4.loss_bbox: 0.1485, d4.loss_iou: 0.3743, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2279, dn_loss_iou: 0.3765, d0.dn_loss_cls: 0.0608, d0.dn_loss_bbox: 0.3346, d0.dn_loss_iou: 0.5001, d1.dn_loss_cls: 0.0369, d1.dn_loss_bbox: 0.2487, d1.dn_loss_iou: 0.4011, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2303, d2.dn_loss_iou: 0.3799, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2282, d3.dn_loss_iou: 0.3768, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2279, d4.dn_loss_iou: 0.3764, loss: 9.3294, grad_norm: 18.7464 2023-11-05 04:41:12,095 - mmdet - INFO - Epoch [8][2050/3665] lr: 5.563e-06, eta: 4:19:18, time: 0.938, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2266, interm_loss_bbox: 0.1820, interm_loss_iou: 0.4023, loss_cls: 0.1855, loss_bbox: 0.1546, loss_iou: 0.3559, d0.loss_cls: 0.2453, d0.loss_bbox: 0.1591, d0.loss_iou: 0.3634, d1.loss_cls: 0.2126, d1.loss_bbox: 0.1558, d1.loss_iou: 0.3570, d2.loss_cls: 0.1960, d2.loss_bbox: 0.1537, d2.loss_iou: 0.3549, d3.loss_cls: 0.1894, d3.loss_bbox: 0.1536, d3.loss_iou: 0.3543, d4.loss_cls: 0.1868, d4.loss_bbox: 0.1533, d4.loss_iou: 0.3548, dn_loss_cls: 0.0285, dn_loss_bbox: 0.2430, dn_loss_iou: 0.3612, d0.dn_loss_cls: 0.0628, d0.dn_loss_bbox: 0.3535, d0.dn_loss_iou: 0.4819, d1.dn_loss_cls: 0.0385, d1.dn_loss_bbox: 0.2646, d1.dn_loss_iou: 0.3853, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2457, d2.dn_loss_iou: 0.3648, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2432, d3.dn_loss_iou: 0.3614, d4.dn_loss_cls: 0.0285, d4.dn_loss_bbox: 0.2430, d4.dn_loss_iou: 0.3611, loss: 9.2252, grad_norm: 19.5255 2023-11-05 04:41:59,582 - mmdet - INFO - Epoch [8][2100/3665] lr: 5.563e-06, eta: 4:18:30, time: 0.950, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2297, interm_loss_bbox: 0.1760, interm_loss_iou: 0.4175, loss_cls: 0.1922, loss_bbox: 0.1456, loss_iou: 0.3643, d0.loss_cls: 0.2502, d0.loss_bbox: 0.1502, d0.loss_iou: 0.3740, d1.loss_cls: 0.2196, d1.loss_bbox: 0.1476, d1.loss_iou: 0.3686, d2.loss_cls: 0.2043, d2.loss_bbox: 0.1436, d2.loss_iou: 0.3628, d3.loss_cls: 0.1956, d3.loss_bbox: 0.1452, d3.loss_iou: 0.3637, d4.loss_cls: 0.1921, d4.loss_bbox: 0.1459, d4.loss_iou: 0.3648, dn_loss_cls: 0.0269, dn_loss_bbox: 0.2235, dn_loss_iou: 0.3661, d0.dn_loss_cls: 0.0605, d0.dn_loss_bbox: 0.3296, d0.dn_loss_iou: 0.4858, d1.dn_loss_cls: 0.0366, d1.dn_loss_bbox: 0.2437, d1.dn_loss_iou: 0.3891, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2262, d2.dn_loss_iou: 0.3694, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2237, d3.dn_loss_iou: 0.3664, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2235, d4.dn_loss_iou: 0.3660, loss: 9.1753, grad_norm: 18.7458 2023-11-05 04:42:48,019 - mmdet - INFO - Epoch [8][2150/3665] lr: 5.563e-06, eta: 4:17:42, time: 0.969, data_time: 0.018, memory: 25310, interm_loss_cls: 0.2385, interm_loss_bbox: 0.1823, interm_loss_iou: 0.4201, loss_cls: 0.2002, loss_bbox: 0.1517, loss_iou: 0.3671, d0.loss_cls: 0.2568, d0.loss_bbox: 0.1568, d0.loss_iou: 0.3780, d1.loss_cls: 0.2261, d1.loss_bbox: 0.1542, d1.loss_iou: 0.3705, d2.loss_cls: 0.2113, d2.loss_bbox: 0.1507, d2.loss_iou: 0.3667, d3.loss_cls: 0.2038, d3.loss_bbox: 0.1505, d3.loss_iou: 0.3666, d4.loss_cls: 0.2009, d4.loss_bbox: 0.1514, d4.loss_iou: 0.3667, dn_loss_cls: 0.0309, dn_loss_bbox: 0.2389, dn_loss_iou: 0.3782, d0.dn_loss_cls: 0.0647, d0.dn_loss_bbox: 0.3432, d0.dn_loss_iou: 0.4980, d1.dn_loss_cls: 0.0401, d1.dn_loss_bbox: 0.2605, d1.dn_loss_iou: 0.4038, d2.dn_loss_cls: 0.0338, d2.dn_loss_bbox: 0.2418, d2.dn_loss_iou: 0.3820, d3.dn_loss_cls: 0.0313, d3.dn_loss_bbox: 0.2392, d3.dn_loss_iou: 0.3785, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2389, d4.dn_loss_iou: 0.3781, loss: 9.4835, grad_norm: 20.1821 2023-11-05 04:43:34,987 - mmdet - INFO - Epoch [8][2200/3665] lr: 5.563e-06, eta: 4:16:54, time: 0.939, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2336, interm_loss_bbox: 0.1819, interm_loss_iou: 0.4213, loss_cls: 0.1938, loss_bbox: 0.1510, loss_iou: 0.3662, d0.loss_cls: 0.2522, d0.loss_bbox: 0.1540, d0.loss_iou: 0.3751, d1.loss_cls: 0.2211, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3696, d2.loss_cls: 0.2037, d2.loss_bbox: 0.1498, d2.loss_iou: 0.3658, d3.loss_cls: 0.1968, d3.loss_bbox: 0.1504, d3.loss_iou: 0.3658, d4.loss_cls: 0.1938, d4.loss_bbox: 0.1510, d4.loss_iou: 0.3664, dn_loss_cls: 0.0284, dn_loss_bbox: 0.2407, dn_loss_iou: 0.3722, d0.dn_loss_cls: 0.0630, d0.dn_loss_bbox: 0.3470, d0.dn_loss_iou: 0.4917, d1.dn_loss_cls: 0.0383, d1.dn_loss_bbox: 0.2622, d1.dn_loss_iou: 0.3973, d2.dn_loss_cls: 0.0317, d2.dn_loss_bbox: 0.2434, d2.dn_loss_iou: 0.3758, d3.dn_loss_cls: 0.0291, d3.dn_loss_bbox: 0.2410, d3.dn_loss_iou: 0.3725, d4.dn_loss_cls: 0.0284, d4.dn_loss_bbox: 0.2407, d4.dn_loss_iou: 0.3721, loss: 9.3913, grad_norm: 18.7479 2023-11-05 04:44:21,854 - mmdet - INFO - Epoch [8][2250/3665] lr: 5.563e-06, eta: 4:16:06, time: 0.937, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2287, interm_loss_bbox: 0.1736, interm_loss_iou: 0.4047, loss_cls: 0.1885, loss_bbox: 0.1458, loss_iou: 0.3562, d0.loss_cls: 0.2447, d0.loss_bbox: 0.1518, d0.loss_iou: 0.3669, d1.loss_cls: 0.2132, d1.loss_bbox: 0.1481, d1.loss_iou: 0.3615, d2.loss_cls: 0.1978, d2.loss_bbox: 0.1465, d2.loss_iou: 0.3571, d3.loss_cls: 0.1913, d3.loss_bbox: 0.1457, d3.loss_iou: 0.3563, d4.loss_cls: 0.1886, d4.loss_bbox: 0.1460, d4.loss_iou: 0.3570, dn_loss_cls: 0.0276, dn_loss_bbox: 0.2330, dn_loss_iou: 0.3571, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3430, d0.dn_loss_iou: 0.4779, d1.dn_loss_cls: 0.0369, d1.dn_loss_bbox: 0.2548, d1.dn_loss_iou: 0.3815, d2.dn_loss_cls: 0.0309, d2.dn_loss_bbox: 0.2356, d2.dn_loss_iou: 0.3605, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2333, d3.dn_loss_iou: 0.3574, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2330, d4.dn_loss_iou: 0.3570, loss: 9.1064, grad_norm: 19.5871 2023-11-05 04:45:09,042 - mmdet - INFO - Epoch [8][2300/3665] lr: 5.563e-06, eta: 4:15:18, time: 0.944, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2334, interm_loss_bbox: 0.1866, interm_loss_iou: 0.4112, loss_cls: 0.1963, loss_bbox: 0.1563, loss_iou: 0.3583, d0.loss_cls: 0.2504, d0.loss_bbox: 0.1604, d0.loss_iou: 0.3682, d1.loss_cls: 0.2210, d1.loss_bbox: 0.1581, d1.loss_iou: 0.3639, d2.loss_cls: 0.2074, d2.loss_bbox: 0.1553, d2.loss_iou: 0.3581, d3.loss_cls: 0.1997, d3.loss_bbox: 0.1565, d3.loss_iou: 0.3587, d4.loss_cls: 0.1963, d4.loss_bbox: 0.1563, d4.loss_iou: 0.3588, dn_loss_cls: 0.0287, dn_loss_bbox: 0.2441, dn_loss_iou: 0.3664, d0.dn_loss_cls: 0.0630, d0.dn_loss_bbox: 0.3530, d0.dn_loss_iou: 0.4842, d1.dn_loss_cls: 0.0387, d1.dn_loss_bbox: 0.2659, d1.dn_loss_iou: 0.3897, d2.dn_loss_cls: 0.0319, d2.dn_loss_bbox: 0.2467, d2.dn_loss_iou: 0.3699, d3.dn_loss_cls: 0.0293, d3.dn_loss_bbox: 0.2444, d3.dn_loss_iou: 0.3667, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2441, d4.dn_loss_iou: 0.3664, loss: 9.3731, grad_norm: 17.3679 2023-11-05 04:45:58,189 - mmdet - INFO - Epoch [8][2350/3665] lr: 5.563e-06, eta: 4:14:31, time: 0.983, data_time: 0.020, memory: 25310, interm_loss_cls: 0.2317, interm_loss_bbox: 0.1770, interm_loss_iou: 0.4166, loss_cls: 0.1929, loss_bbox: 0.1491, loss_iou: 0.3658, d0.loss_cls: 0.2455, d0.loss_bbox: 0.1537, d0.loss_iou: 0.3760, d1.loss_cls: 0.2163, d1.loss_bbox: 0.1509, d1.loss_iou: 0.3698, d2.loss_cls: 0.2032, d2.loss_bbox: 0.1476, d2.loss_iou: 0.3647, d3.loss_cls: 0.1954, d3.loss_bbox: 0.1489, d3.loss_iou: 0.3657, d4.loss_cls: 0.1932, d4.loss_bbox: 0.1491, d4.loss_iou: 0.3659, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2299, dn_loss_iou: 0.3686, d0.dn_loss_cls: 0.0631, d0.dn_loss_bbox: 0.3377, d0.dn_loss_iou: 0.4853, d1.dn_loss_cls: 0.0377, d1.dn_loss_bbox: 0.2515, d1.dn_loss_iou: 0.3919, d2.dn_loss_cls: 0.0312, d2.dn_loss_bbox: 0.2326, d2.dn_loss_iou: 0.3720, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2300, d3.dn_loss_iou: 0.3688, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2299, d4.dn_loss_iou: 0.3685, loss: 9.2615, grad_norm: 16.8445 2023-11-05 04:46:44,971 - mmdet - INFO - Epoch [8][2400/3665] lr: 5.563e-06, eta: 4:13:42, time: 0.936, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2295, interm_loss_bbox: 0.1862, interm_loss_iou: 0.4311, loss_cls: 0.1956, loss_bbox: 0.1527, loss_iou: 0.3743, d0.loss_cls: 0.2478, d0.loss_bbox: 0.1594, d0.loss_iou: 0.3860, d1.loss_cls: 0.2166, d1.loss_bbox: 0.1567, d1.loss_iou: 0.3809, d2.loss_cls: 0.2041, d2.loss_bbox: 0.1529, d2.loss_iou: 0.3750, d3.loss_cls: 0.1991, d3.loss_bbox: 0.1520, d3.loss_iou: 0.3732, d4.loss_cls: 0.1960, d4.loss_bbox: 0.1526, d4.loss_iou: 0.3743, dn_loss_cls: 0.0282, dn_loss_bbox: 0.2314, dn_loss_iou: 0.3731, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3387, d0.dn_loss_iou: 0.4939, d1.dn_loss_cls: 0.0380, d1.dn_loss_bbox: 0.2528, d1.dn_loss_iou: 0.3970, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2345, d2.dn_loss_iou: 0.3763, d3.dn_loss_cls: 0.0286, d3.dn_loss_bbox: 0.2318, d3.dn_loss_iou: 0.3733, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2314, d4.dn_loss_iou: 0.3729, loss: 9.4197, grad_norm: 19.8285 2023-11-05 04:47:34,235 - mmdet - INFO - Epoch [8][2450/3665] lr: 5.563e-06, eta: 4:12:55, time: 0.985, data_time: 0.020, memory: 25310, interm_loss_cls: 0.2272, interm_loss_bbox: 0.1803, interm_loss_iou: 0.4016, loss_cls: 0.1871, loss_bbox: 0.1481, loss_iou: 0.3448, d0.loss_cls: 0.2443, d0.loss_bbox: 0.1526, d0.loss_iou: 0.3552, d1.loss_cls: 0.2130, d1.loss_bbox: 0.1489, d1.loss_iou: 0.3476, d2.loss_cls: 0.1984, d2.loss_bbox: 0.1469, d2.loss_iou: 0.3443, d3.loss_cls: 0.1913, d3.loss_bbox: 0.1471, d3.loss_iou: 0.3435, d4.loss_cls: 0.1885, d4.loss_bbox: 0.1473, d4.loss_iou: 0.3441, dn_loss_cls: 0.0269, dn_loss_bbox: 0.2333, dn_loss_iou: 0.3541, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3463, d0.dn_loss_iou: 0.4756, d1.dn_loss_cls: 0.0370, d1.dn_loss_bbox: 0.2555, d1.dn_loss_iou: 0.3775, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2360, d2.dn_loss_iou: 0.3575, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2336, d3.dn_loss_iou: 0.3543, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2333, d4.dn_loss_iou: 0.3539, loss: 9.0223, grad_norm: 19.7734 2023-11-05 04:48:21,338 - mmdet - INFO - Epoch [8][2500/3665] lr: 5.563e-06, eta: 4:12:07, time: 0.942, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2346, interm_loss_bbox: 0.1838, interm_loss_iou: 0.4283, loss_cls: 0.1950, loss_bbox: 0.1528, loss_iou: 0.3769, d0.loss_cls: 0.2519, d0.loss_bbox: 0.1569, d0.loss_iou: 0.3874, d1.loss_cls: 0.2232, d1.loss_bbox: 0.1534, d1.loss_iou: 0.3793, d2.loss_cls: 0.2079, d2.loss_bbox: 0.1505, d2.loss_iou: 0.3747, d3.loss_cls: 0.1984, d3.loss_bbox: 0.1519, d3.loss_iou: 0.3761, d4.loss_cls: 0.1956, d4.loss_bbox: 0.1526, d4.loss_iou: 0.3767, dn_loss_cls: 0.0289, dn_loss_bbox: 0.2329, dn_loss_iou: 0.3725, d0.dn_loss_cls: 0.0636, d0.dn_loss_bbox: 0.3449, d0.dn_loss_iou: 0.4953, d1.dn_loss_cls: 0.0390, d1.dn_loss_bbox: 0.2562, d1.dn_loss_iou: 0.3986, d2.dn_loss_cls: 0.0324, d2.dn_loss_bbox: 0.2360, d2.dn_loss_iou: 0.3763, d3.dn_loss_cls: 0.0297, d3.dn_loss_bbox: 0.2332, d3.dn_loss_iou: 0.3728, d4.dn_loss_cls: 0.0289, d4.dn_loss_bbox: 0.2329, d4.dn_loss_iou: 0.3723, loss: 9.4540, grad_norm: 17.6919 2023-11-05 04:49:07,522 - mmdet - INFO - Epoch [8][2550/3665] lr: 5.563e-06, eta: 4:11:18, time: 0.923, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2249, interm_loss_bbox: 0.1816, interm_loss_iou: 0.4152, loss_cls: 0.1844, loss_bbox: 0.1498, loss_iou: 0.3610, d0.loss_cls: 0.2428, d0.loss_bbox: 0.1542, d0.loss_iou: 0.3698, d1.loss_cls: 0.2105, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3653, d2.loss_cls: 0.1949, d2.loss_bbox: 0.1497, d2.loss_iou: 0.3605, d3.loss_cls: 0.1875, d3.loss_bbox: 0.1497, d3.loss_iou: 0.3607, d4.loss_cls: 0.1844, d4.loss_bbox: 0.1503, d4.loss_iou: 0.3614, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2262, dn_loss_iou: 0.3625, d0.dn_loss_cls: 0.0606, d0.dn_loss_bbox: 0.3329, d0.dn_loss_iou: 0.4800, d1.dn_loss_cls: 0.0367, d1.dn_loss_bbox: 0.2483, d1.dn_loss_iou: 0.3863, d2.dn_loss_cls: 0.0301, d2.dn_loss_bbox: 0.2290, d2.dn_loss_iou: 0.3658, d3.dn_loss_cls: 0.0275, d3.dn_loss_bbox: 0.2264, d3.dn_loss_iou: 0.3628, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2262, d4.dn_loss_iou: 0.3624, loss: 9.1282, grad_norm: 17.3415 2023-11-05 04:49:54,143 - mmdet - INFO - Epoch [8][2600/3665] lr: 5.563e-06, eta: 4:10:30, time: 0.933, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2342, interm_loss_bbox: 0.1814, interm_loss_iou: 0.4213, loss_cls: 0.1950, loss_bbox: 0.1516, loss_iou: 0.3705, d0.loss_cls: 0.2484, d0.loss_bbox: 0.1570, d0.loss_iou: 0.3809, d1.loss_cls: 0.2199, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3742, d2.loss_cls: 0.2061, d2.loss_bbox: 0.1506, d2.loss_iou: 0.3697, d3.loss_cls: 0.1983, d3.loss_bbox: 0.1507, d3.loss_iou: 0.3698, d4.loss_cls: 0.1956, d4.loss_bbox: 0.1510, d4.loss_iou: 0.3699, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2311, dn_loss_iou: 0.3722, d0.dn_loss_cls: 0.0629, d0.dn_loss_bbox: 0.3367, d0.dn_loss_iou: 0.4910, d1.dn_loss_cls: 0.0382, d1.dn_loss_bbox: 0.2532, d1.dn_loss_iou: 0.3963, d2.dn_loss_cls: 0.0317, d2.dn_loss_bbox: 0.2339, d2.dn_loss_iou: 0.3756, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2313, d3.dn_loss_iou: 0.3725, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2311, d4.dn_loss_iou: 0.3721, loss: 9.3647, grad_norm: 19.1390 2023-11-05 04:50:42,593 - mmdet - INFO - Epoch [8][2650/3665] lr: 5.563e-06, eta: 4:09:42, time: 0.969, data_time: 0.018, memory: 25310, interm_loss_cls: 0.2359, interm_loss_bbox: 0.1805, interm_loss_iou: 0.4178, loss_cls: 0.1972, loss_bbox: 0.1501, loss_iou: 0.3664, d0.loss_cls: 0.2521, d0.loss_bbox: 0.1560, d0.loss_iou: 0.3766, d1.loss_cls: 0.2213, d1.loss_bbox: 0.1540, d1.loss_iou: 0.3712, d2.loss_cls: 0.2083, d2.loss_bbox: 0.1497, d2.loss_iou: 0.3643, d3.loss_cls: 0.2012, d3.loss_bbox: 0.1493, d3.loss_iou: 0.3653, d4.loss_cls: 0.1974, d4.loss_bbox: 0.1502, d4.loss_iou: 0.3662, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2323, dn_loss_iou: 0.3690, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3372, d0.dn_loss_iou: 0.4857, d1.dn_loss_cls: 0.0382, d1.dn_loss_bbox: 0.2527, d1.dn_loss_iou: 0.3923, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2350, d2.dn_loss_iou: 0.3728, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2324, d3.dn_loss_iou: 0.3695, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2323, d4.dn_loss_iou: 0.3690, loss: 9.3280, grad_norm: 17.2400 2023-11-05 04:51:30,232 - mmdet - INFO - Epoch [8][2700/3665] lr: 5.563e-06, eta: 4:08:55, time: 0.953, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2276, interm_loss_bbox: 0.1815, interm_loss_iou: 0.4168, loss_cls: 0.1885, loss_bbox: 0.1520, loss_iou: 0.3674, d0.loss_cls: 0.2446, d0.loss_bbox: 0.1564, d0.loss_iou: 0.3740, d1.loss_cls: 0.2110, d1.loss_bbox: 0.1552, d1.loss_iou: 0.3700, d2.loss_cls: 0.1982, d2.loss_bbox: 0.1522, d2.loss_iou: 0.3665, d3.loss_cls: 0.1914, d3.loss_bbox: 0.1521, d3.loss_iou: 0.3667, d4.loss_cls: 0.1887, d4.loss_bbox: 0.1520, d4.loss_iou: 0.3673, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2308, dn_loss_iou: 0.3734, d0.dn_loss_cls: 0.0628, d0.dn_loss_bbox: 0.3387, d0.dn_loss_iou: 0.4965, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2526, d1.dn_loss_iou: 0.3979, d2.dn_loss_cls: 0.0310, d2.dn_loss_bbox: 0.2338, d2.dn_loss_iou: 0.3772, d3.dn_loss_cls: 0.0285, d3.dn_loss_bbox: 0.2311, d3.dn_loss_iou: 0.3737, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2308, d4.dn_loss_iou: 0.3733, loss: 9.3053, grad_norm: 18.0206 2023-11-05 04:55:23,176 - mmdet - INFO - Epoch [8][2750/3665] lr: 5.563e-06, eta: 4:09:48, time: 4.659, data_time: 3.714, memory: 25310, interm_loss_cls: 0.2295, interm_loss_bbox: 0.1878, interm_loss_iou: 0.4308, loss_cls: 0.1922, loss_bbox: 0.1516, loss_iou: 0.3760, d0.loss_cls: 0.2495, d0.loss_bbox: 0.1558, d0.loss_iou: 0.3843, d1.loss_cls: 0.2176, d1.loss_bbox: 0.1550, d1.loss_iou: 0.3796, d2.loss_cls: 0.2023, d2.loss_bbox: 0.1508, d2.loss_iou: 0.3752, d3.loss_cls: 0.1955, d3.loss_bbox: 0.1503, d3.loss_iou: 0.3757, d4.loss_cls: 0.1924, d4.loss_bbox: 0.1517, d4.loss_iou: 0.3764, dn_loss_cls: 0.0273, dn_loss_bbox: 0.2355, dn_loss_iou: 0.3712, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3436, d0.dn_loss_iou: 0.4904, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2577, d1.dn_loss_iou: 0.3953, d2.dn_loss_cls: 0.0308, d2.dn_loss_bbox: 0.2385, d2.dn_loss_iou: 0.3748, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2357, d3.dn_loss_iou: 0.3715, d4.dn_loss_cls: 0.0274, d4.dn_loss_bbox: 0.2355, d4.dn_loss_iou: 0.3711, loss: 9.4138, grad_norm: 19.3399 2023-11-05 04:56:11,394 - mmdet - INFO - Epoch [8][2800/3665] lr: 5.563e-06, eta: 4:09:00, time: 0.964, data_time: 0.018, memory: 25310, interm_loss_cls: 0.2311, interm_loss_bbox: 0.1808, interm_loss_iou: 0.4269, loss_cls: 0.1947, loss_bbox: 0.1479, loss_iou: 0.3735, d0.loss_cls: 0.2498, d0.loss_bbox: 0.1554, d0.loss_iou: 0.3850, d1.loss_cls: 0.2216, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3780, d2.loss_cls: 0.2047, d2.loss_bbox: 0.1482, d2.loss_iou: 0.3732, d3.loss_cls: 0.1972, d3.loss_bbox: 0.1477, d3.loss_iou: 0.3729, d4.loss_cls: 0.1951, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3732, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2262, dn_loss_iou: 0.3770, d0.dn_loss_cls: 0.0619, d0.dn_loss_bbox: 0.3320, d0.dn_loss_iou: 0.4976, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2473, d1.dn_loss_iou: 0.4015, d2.dn_loss_cls: 0.0310, d2.dn_loss_bbox: 0.2292, d2.dn_loss_iou: 0.3808, d3.dn_loss_cls: 0.0283, d3.dn_loss_bbox: 0.2265, d3.dn_loss_iou: 0.3773, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2262, d4.dn_loss_iou: 0.3769, loss: 9.3694, grad_norm: 20.1104 2023-11-05 04:56:57,614 - mmdet - INFO - Epoch [8][2850/3665] lr: 5.563e-06, eta: 4:08:11, time: 0.924, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2277, interm_loss_bbox: 0.1844, interm_loss_iou: 0.4118, loss_cls: 0.1865, loss_bbox: 0.1522, loss_iou: 0.3584, d0.loss_cls: 0.2439, d0.loss_bbox: 0.1571, d0.loss_iou: 0.3675, d1.loss_cls: 0.2152, d1.loss_bbox: 0.1542, d1.loss_iou: 0.3612, d2.loss_cls: 0.1982, d2.loss_bbox: 0.1510, d2.loss_iou: 0.3563, d3.loss_cls: 0.1908, d3.loss_bbox: 0.1512, d3.loss_iou: 0.3577, d4.loss_cls: 0.1874, d4.loss_bbox: 0.1516, d4.loss_iou: 0.3580, dn_loss_cls: 0.0276, dn_loss_bbox: 0.2381, dn_loss_iou: 0.3610, d0.dn_loss_cls: 0.0610, d0.dn_loss_bbox: 0.3442, d0.dn_loss_iou: 0.4765, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2592, d1.dn_loss_iou: 0.3841, d2.dn_loss_cls: 0.0309, d2.dn_loss_bbox: 0.2409, d2.dn_loss_iou: 0.3646, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2383, d3.dn_loss_iou: 0.3613, d4.dn_loss_cls: 0.0276, d4.dn_loss_bbox: 0.2381, d4.dn_loss_iou: 0.3609, loss: 9.2023, grad_norm: 18.9715 2023-11-05 04:57:46,931 - mmdet - INFO - Epoch [8][2900/3665] lr: 5.563e-06, eta: 4:07:24, time: 0.986, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2321, interm_loss_bbox: 0.1824, interm_loss_iou: 0.4206, loss_cls: 0.1912, loss_bbox: 0.1507, loss_iou: 0.3666, d0.loss_cls: 0.2495, d0.loss_bbox: 0.1546, d0.loss_iou: 0.3762, d1.loss_cls: 0.2169, d1.loss_bbox: 0.1545, d1.loss_iou: 0.3712, d2.loss_cls: 0.2013, d2.loss_bbox: 0.1508, d2.loss_iou: 0.3672, d3.loss_cls: 0.1939, d3.loss_bbox: 0.1503, d3.loss_iou: 0.3669, d4.loss_cls: 0.1915, d4.loss_bbox: 0.1506, d4.loss_iou: 0.3672, dn_loss_cls: 0.0289, dn_loss_bbox: 0.2318, dn_loss_iou: 0.3753, d0.dn_loss_cls: 0.0631, d0.dn_loss_bbox: 0.3354, d0.dn_loss_iou: 0.4943, d1.dn_loss_cls: 0.0387, d1.dn_loss_bbox: 0.2526, d1.dn_loss_iou: 0.3994, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2342, d2.dn_loss_iou: 0.3790, d3.dn_loss_cls: 0.0295, d3.dn_loss_bbox: 0.2320, d3.dn_loss_iou: 0.3756, d4.dn_loss_cls: 0.0289, d4.dn_loss_bbox: 0.2318, d4.dn_loss_iou: 0.3752, loss: 9.3436, grad_norm: 17.9342 2023-11-05 04:58:35,970 - mmdet - INFO - Epoch [8][2950/3665] lr: 5.563e-06, eta: 4:06:36, time: 0.980, data_time: 0.016, memory: 25310, interm_loss_cls: 0.2331, interm_loss_bbox: 0.1869, interm_loss_iou: 0.4246, loss_cls: 0.1939, loss_bbox: 0.1516, loss_iou: 0.3677, d0.loss_cls: 0.2515, d0.loss_bbox: 0.1578, d0.loss_iou: 0.3784, d1.loss_cls: 0.2210, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3731, d2.loss_cls: 0.2056, d2.loss_bbox: 0.1504, d2.loss_iou: 0.3669, d3.loss_cls: 0.1991, d3.loss_bbox: 0.1503, d3.loss_iou: 0.3664, d4.loss_cls: 0.1946, d4.loss_bbox: 0.1515, d4.loss_iou: 0.3681, dn_loss_cls: 0.0289, dn_loss_bbox: 0.2414, dn_loss_iou: 0.3782, d0.dn_loss_cls: 0.0629, d0.dn_loss_bbox: 0.3503, d0.dn_loss_iou: 0.4983, d1.dn_loss_cls: 0.0389, d1.dn_loss_bbox: 0.2638, d1.dn_loss_iou: 0.4030, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2446, d2.dn_loss_iou: 0.3819, d3.dn_loss_cls: 0.0297, d3.dn_loss_bbox: 0.2416, d3.dn_loss_iou: 0.3784, d4.dn_loss_cls: 0.0289, d4.dn_loss_bbox: 0.2414, d4.dn_loss_iou: 0.3780, loss: 9.4689, grad_norm: 19.2866 2023-11-05 04:59:23,142 - mmdet - INFO - Epoch [8][3000/3665] lr: 5.563e-06, eta: 4:05:47, time: 0.944, data_time: 0.016, memory: 25310, interm_loss_cls: 0.2298, interm_loss_bbox: 0.1896, interm_loss_iou: 0.4006, loss_cls: 0.1928, loss_bbox: 0.1559, loss_iou: 0.3516, d0.loss_cls: 0.2475, d0.loss_bbox: 0.1642, d0.loss_iou: 0.3625, d1.loss_cls: 0.2179, d1.loss_bbox: 0.1604, d1.loss_iou: 0.3566, d2.loss_cls: 0.2034, d2.loss_bbox: 0.1564, d2.loss_iou: 0.3513, d3.loss_cls: 0.1964, d3.loss_bbox: 0.1562, d3.loss_iou: 0.3510, d4.loss_cls: 0.1935, d4.loss_bbox: 0.1563, d4.loss_iou: 0.3516, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2459, dn_loss_iou: 0.3579, d0.dn_loss_cls: 0.0632, d0.dn_loss_bbox: 0.3617, d0.dn_loss_iou: 0.4799, d1.dn_loss_cls: 0.0382, d1.dn_loss_bbox: 0.2697, d1.dn_loss_iou: 0.3831, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2491, d2.dn_loss_iou: 0.3618, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2462, d3.dn_loss_iou: 0.3582, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2459, d4.dn_loss_iou: 0.3578, loss: 9.2797, grad_norm: 17.8973 2023-11-05 05:00:09,985 - mmdet - INFO - Epoch [8][3050/3665] lr: 5.563e-06, eta: 4:04:59, time: 0.937, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2319, interm_loss_bbox: 0.1866, interm_loss_iou: 0.4128, loss_cls: 0.1944, loss_bbox: 0.1535, loss_iou: 0.3586, d0.loss_cls: 0.2478, d0.loss_bbox: 0.1597, d0.loss_iou: 0.3701, d1.loss_cls: 0.2200, d1.loss_bbox: 0.1560, d1.loss_iou: 0.3634, d2.loss_cls: 0.2050, d2.loss_bbox: 0.1536, d2.loss_iou: 0.3594, d3.loss_cls: 0.1973, d3.loss_bbox: 0.1531, d3.loss_iou: 0.3582, d4.loss_cls: 0.1947, d4.loss_bbox: 0.1533, d4.loss_iou: 0.3586, dn_loss_cls: 0.0285, dn_loss_bbox: 0.2444, dn_loss_iou: 0.3652, d0.dn_loss_cls: 0.0634, d0.dn_loss_bbox: 0.3578, d0.dn_loss_iou: 0.4887, d1.dn_loss_cls: 0.0386, d1.dn_loss_bbox: 0.2676, d1.dn_loss_iou: 0.3898, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2470, d2.dn_loss_iou: 0.3688, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2446, d3.dn_loss_iou: 0.3654, d4.dn_loss_cls: 0.0286, d4.dn_loss_bbox: 0.2444, d4.dn_loss_iou: 0.3650, loss: 9.3573, grad_norm: 17.7386 2023-11-05 05:00:57,376 - mmdet - INFO - Epoch [8][3100/3665] lr: 5.563e-06, eta: 4:04:10, time: 0.948, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2362, interm_loss_bbox: 0.1785, interm_loss_iou: 0.4200, loss_cls: 0.1952, loss_bbox: 0.1511, loss_iou: 0.3730, d0.loss_cls: 0.2539, d0.loss_bbox: 0.1556, d0.loss_iou: 0.3824, d1.loss_cls: 0.2239, d1.loss_bbox: 0.1521, d1.loss_iou: 0.3754, d2.loss_cls: 0.2072, d2.loss_bbox: 0.1496, d2.loss_iou: 0.3710, d3.loss_cls: 0.1984, d3.loss_bbox: 0.1506, d3.loss_iou: 0.3717, d4.loss_cls: 0.1954, d4.loss_bbox: 0.1513, d4.loss_iou: 0.3729, dn_loss_cls: 0.0308, dn_loss_bbox: 0.2378, dn_loss_iou: 0.3788, d0.dn_loss_cls: 0.0659, d0.dn_loss_bbox: 0.3459, d0.dn_loss_iou: 0.4970, d1.dn_loss_cls: 0.0413, d1.dn_loss_bbox: 0.2602, d1.dn_loss_iou: 0.4030, d2.dn_loss_cls: 0.0345, d2.dn_loss_bbox: 0.2411, d2.dn_loss_iou: 0.3825, d3.dn_loss_cls: 0.0318, d3.dn_loss_bbox: 0.2381, d3.dn_loss_iou: 0.3790, d4.dn_loss_cls: 0.0309, d4.dn_loss_bbox: 0.2378, d4.dn_loss_iou: 0.3786, loss: 9.4802, grad_norm: 19.5002 2023-11-05 05:01:44,878 - mmdet - INFO - Epoch [8][3150/3665] lr: 5.563e-06, eta: 4:03:22, time: 0.950, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2339, interm_loss_bbox: 0.1815, interm_loss_iou: 0.4184, loss_cls: 0.1928, loss_bbox: 0.1522, loss_iou: 0.3700, d0.loss_cls: 0.2501, d0.loss_bbox: 0.1612, d0.loss_iou: 0.3850, d1.loss_cls: 0.2215, d1.loss_bbox: 0.1534, d1.loss_iou: 0.3722, d2.loss_cls: 0.2045, d2.loss_bbox: 0.1513, d2.loss_iou: 0.3695, d3.loss_cls: 0.1956, d3.loss_bbox: 0.1519, d3.loss_iou: 0.3693, d4.loss_cls: 0.1927, d4.loss_bbox: 0.1526, d4.loss_iou: 0.3699, dn_loss_cls: 0.0275, dn_loss_bbox: 0.2288, dn_loss_iou: 0.3709, d0.dn_loss_cls: 0.0616, d0.dn_loss_bbox: 0.3355, d0.dn_loss_iou: 0.4913, d1.dn_loss_cls: 0.0372, d1.dn_loss_bbox: 0.2509, d1.dn_loss_iou: 0.3949, d2.dn_loss_cls: 0.0309, d2.dn_loss_bbox: 0.2315, d2.dn_loss_iou: 0.3745, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2290, d3.dn_loss_iou: 0.3711, d4.dn_loss_cls: 0.0274, d4.dn_loss_bbox: 0.2287, d4.dn_loss_iou: 0.3707, loss: 9.3399, grad_norm: 22.4059 2023-11-05 05:02:31,258 - mmdet - INFO - Epoch [8][3200/3665] lr: 5.563e-06, eta: 4:02:33, time: 0.928, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2297, interm_loss_bbox: 0.1820, interm_loss_iou: 0.4223, loss_cls: 0.1901, loss_bbox: 0.1515, loss_iou: 0.3716, d0.loss_cls: 0.2452, d0.loss_bbox: 0.1599, d0.loss_iou: 0.3871, d1.loss_cls: 0.2175, d1.loss_bbox: 0.1547, d1.loss_iou: 0.3765, d2.loss_cls: 0.2019, d2.loss_bbox: 0.1501, d2.loss_iou: 0.3709, d3.loss_cls: 0.1944, d3.loss_bbox: 0.1507, d3.loss_iou: 0.3708, d4.loss_cls: 0.1909, d4.loss_bbox: 0.1514, d4.loss_iou: 0.3711, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2353, dn_loss_iou: 0.3740, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3408, d0.dn_loss_iou: 0.4924, d1.dn_loss_cls: 0.0381, d1.dn_loss_bbox: 0.2567, d1.dn_loss_iou: 0.3986, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2381, d2.dn_loss_iou: 0.3777, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2355, d3.dn_loss_iou: 0.3744, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2353, d4.dn_loss_iou: 0.3740, loss: 9.3903, grad_norm: 21.1531 2023-11-05 05:03:18,196 - mmdet - INFO - Epoch [8][3250/3665] lr: 5.563e-06, eta: 4:01:44, time: 0.939, data_time: 0.015, memory: 25310, interm_loss_cls: 0.2339, interm_loss_bbox: 0.1784, interm_loss_iou: 0.4199, loss_cls: 0.1939, loss_bbox: 0.1503, loss_iou: 0.3737, d0.loss_cls: 0.2502, d0.loss_bbox: 0.1580, d0.loss_iou: 0.3855, d1.loss_cls: 0.2206, d1.loss_bbox: 0.1518, d1.loss_iou: 0.3761, d2.loss_cls: 0.2057, d2.loss_bbox: 0.1483, d2.loss_iou: 0.3708, d3.loss_cls: 0.1983, d3.loss_bbox: 0.1497, d3.loss_iou: 0.3721, d4.loss_cls: 0.1947, d4.loss_bbox: 0.1506, d4.loss_iou: 0.3729, dn_loss_cls: 0.0300, dn_loss_bbox: 0.2350, dn_loss_iou: 0.3846, d0.dn_loss_cls: 0.0656, d0.dn_loss_bbox: 0.3408, d0.dn_loss_iou: 0.5053, d1.dn_loss_cls: 0.0408, d1.dn_loss_bbox: 0.2564, d1.dn_loss_iou: 0.4092, d2.dn_loss_cls: 0.0336, d2.dn_loss_bbox: 0.2373, d2.dn_loss_iou: 0.3880, d3.dn_loss_cls: 0.0308, d3.dn_loss_bbox: 0.2352, d3.dn_loss_iou: 0.3850, d4.dn_loss_cls: 0.0301, d4.dn_loss_bbox: 0.2350, d4.dn_loss_iou: 0.3845, loss: 9.4825, grad_norm: 17.2804 2023-11-05 05:04:04,997 - mmdet - INFO - Epoch [8][3300/3665] lr: 5.563e-06, eta: 4:00:55, time: 0.936, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2273, interm_loss_bbox: 0.1799, interm_loss_iou: 0.4130, loss_cls: 0.1906, loss_bbox: 0.1508, loss_iou: 0.3667, d0.loss_cls: 0.2480, d0.loss_bbox: 0.1561, d0.loss_iou: 0.3766, d1.loss_cls: 0.2170, d1.loss_bbox: 0.1531, d1.loss_iou: 0.3715, d2.loss_cls: 0.2020, d2.loss_bbox: 0.1494, d2.loss_iou: 0.3663, d3.loss_cls: 0.1942, d3.loss_bbox: 0.1502, d3.loss_iou: 0.3663, d4.loss_cls: 0.1915, d4.loss_bbox: 0.1507, d4.loss_iou: 0.3663, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2342, dn_loss_iou: 0.3656, d0.dn_loss_cls: 0.0625, d0.dn_loss_bbox: 0.3443, d0.dn_loss_iou: 0.4867, d1.dn_loss_cls: 0.0379, d1.dn_loss_bbox: 0.2553, d1.dn_loss_iou: 0.3892, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2370, d2.dn_loss_iou: 0.3689, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2345, d3.dn_loss_iou: 0.3658, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2342, d4.dn_loss_iou: 0.3654, loss: 9.2848, grad_norm: 18.6378 2023-11-05 05:04:51,709 - mmdet - INFO - Epoch [8][3350/3665] lr: 5.563e-06, eta: 4:00:06, time: 0.934, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2329, interm_loss_bbox: 0.1783, interm_loss_iou: 0.4152, loss_cls: 0.1923, loss_bbox: 0.1498, loss_iou: 0.3662, d0.loss_cls: 0.2520, d0.loss_bbox: 0.1569, d0.loss_iou: 0.3782, d1.loss_cls: 0.2213, d1.loss_bbox: 0.1518, d1.loss_iou: 0.3707, d2.loss_cls: 0.2040, d2.loss_bbox: 0.1491, d2.loss_iou: 0.3655, d3.loss_cls: 0.1966, d3.loss_bbox: 0.1488, d3.loss_iou: 0.3649, d4.loss_cls: 0.1928, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3663, dn_loss_cls: 0.0290, dn_loss_bbox: 0.2316, dn_loss_iou: 0.3752, d0.dn_loss_cls: 0.0639, d0.dn_loss_bbox: 0.3310, d0.dn_loss_iou: 0.4914, d1.dn_loss_cls: 0.0394, d1.dn_loss_bbox: 0.2518, d1.dn_loss_iou: 0.3988, d2.dn_loss_cls: 0.0329, d2.dn_loss_bbox: 0.2344, d2.dn_loss_iou: 0.3790, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2319, d3.dn_loss_iou: 0.3755, d4.dn_loss_cls: 0.0291, d4.dn_loss_bbox: 0.2316, d4.dn_loss_iou: 0.3751, loss: 9.3347, grad_norm: 20.5170 2023-11-05 05:05:38,798 - mmdet - INFO - Epoch [8][3400/3665] lr: 5.563e-06, eta: 3:59:18, time: 0.942, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2330, interm_loss_bbox: 0.1760, interm_loss_iou: 0.4109, loss_cls: 0.1935, loss_bbox: 0.1474, loss_iou: 0.3586, d0.loss_cls: 0.2511, d0.loss_bbox: 0.1559, d0.loss_iou: 0.3727, d1.loss_cls: 0.2220, d1.loss_bbox: 0.1489, d1.loss_iou: 0.3618, d2.loss_cls: 0.2064, d2.loss_bbox: 0.1459, d2.loss_iou: 0.3568, d3.loss_cls: 0.1978, d3.loss_bbox: 0.1468, d3.loss_iou: 0.3576, d4.loss_cls: 0.1944, d4.loss_bbox: 0.1470, d4.loss_iou: 0.3584, dn_loss_cls: 0.0287, dn_loss_bbox: 0.2346, dn_loss_iou: 0.3679, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3425, d0.dn_loss_iou: 0.4870, d1.dn_loss_cls: 0.0385, d1.dn_loss_bbox: 0.2567, d1.dn_loss_iou: 0.3924, d2.dn_loss_cls: 0.0324, d2.dn_loss_bbox: 0.2372, d2.dn_loss_iou: 0.3714, d3.dn_loss_cls: 0.0296, d3.dn_loss_bbox: 0.2348, d3.dn_loss_iou: 0.3682, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2346, d4.dn_loss_iou: 0.3677, loss: 9.2593, grad_norm: 20.5233 2023-11-05 05:06:26,107 - mmdet - INFO - Epoch [8][3450/3665] lr: 5.563e-06, eta: 3:58:29, time: 0.946, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2274, interm_loss_bbox: 0.1811, interm_loss_iou: 0.4081, loss_cls: 0.1884, loss_bbox: 0.1493, loss_iou: 0.3584, d0.loss_cls: 0.2475, d0.loss_bbox: 0.1576, d0.loss_iou: 0.3687, d1.loss_cls: 0.2150, d1.loss_bbox: 0.1518, d1.loss_iou: 0.3601, d2.loss_cls: 0.1994, d2.loss_bbox: 0.1493, d2.loss_iou: 0.3569, d3.loss_cls: 0.1913, d3.loss_bbox: 0.1500, d3.loss_iou: 0.3580, d4.loss_cls: 0.1882, d4.loss_bbox: 0.1500, d4.loss_iou: 0.3586, dn_loss_cls: 0.0285, dn_loss_bbox: 0.2337, dn_loss_iou: 0.3662, d0.dn_loss_cls: 0.0620, d0.dn_loss_bbox: 0.3439, d0.dn_loss_iou: 0.4884, d1.dn_loss_cls: 0.0379, d1.dn_loss_bbox: 0.2565, d1.dn_loss_iou: 0.3904, d2.dn_loss_cls: 0.0316, d2.dn_loss_bbox: 0.2368, d2.dn_loss_iou: 0.3697, d3.dn_loss_cls: 0.0293, d3.dn_loss_bbox: 0.2339, d3.dn_loss_iou: 0.3663, d4.dn_loss_cls: 0.0285, d4.dn_loss_bbox: 0.2336, d4.dn_loss_iou: 0.3660, loss: 9.2184, grad_norm: 20.0588 2023-11-05 05:07:16,665 - mmdet - INFO - Epoch [8][3500/3665] lr: 5.563e-06, eta: 3:57:42, time: 1.011, data_time: 0.016, memory: 25310, interm_loss_cls: 0.2226, interm_loss_bbox: 0.1870, interm_loss_iou: 0.4024, loss_cls: 0.1841, loss_bbox: 0.1555, loss_iou: 0.3503, d0.loss_cls: 0.2411, d0.loss_bbox: 0.1626, d0.loss_iou: 0.3632, d1.loss_cls: 0.2086, d1.loss_bbox: 0.1589, d1.loss_iou: 0.3550, d2.loss_cls: 0.1942, d2.loss_bbox: 0.1549, d2.loss_iou: 0.3498, d3.loss_cls: 0.1867, d3.loss_bbox: 0.1555, d3.loss_iou: 0.3506, d4.loss_cls: 0.1840, d4.loss_bbox: 0.1558, d4.loss_iou: 0.3505, dn_loss_cls: 0.0271, dn_loss_bbox: 0.2370, dn_loss_iou: 0.3584, d0.dn_loss_cls: 0.0617, d0.dn_loss_bbox: 0.3524, d0.dn_loss_iou: 0.4800, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2609, d1.dn_loss_iou: 0.3828, d2.dn_loss_cls: 0.0306, d2.dn_loss_bbox: 0.2405, d2.dn_loss_iou: 0.3625, d3.dn_loss_cls: 0.0280, d3.dn_loss_bbox: 0.2373, d3.dn_loss_iou: 0.3589, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2370, d4.dn_loss_iou: 0.3583, loss: 9.1513, grad_norm: 18.1243 2023-11-05 05:08:04,158 - mmdet - INFO - Epoch [8][3550/3665] lr: 5.563e-06, eta: 3:56:54, time: 0.950, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2312, interm_loss_bbox: 0.1800, interm_loss_iou: 0.4150, loss_cls: 0.1905, loss_bbox: 0.1541, loss_iou: 0.3700, d0.loss_cls: 0.2448, d0.loss_bbox: 0.1570, d0.loss_iou: 0.3784, d1.loss_cls: 0.2148, d1.loss_bbox: 0.1552, d1.loss_iou: 0.3727, d2.loss_cls: 0.2003, d2.loss_bbox: 0.1529, d2.loss_iou: 0.3690, d3.loss_cls: 0.1945, d3.loss_bbox: 0.1522, d3.loss_iou: 0.3683, d4.loss_cls: 0.1910, d4.loss_bbox: 0.1537, d4.loss_iou: 0.3698, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2364, dn_loss_iou: 0.3671, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3433, d0.dn_loss_iou: 0.4856, d1.dn_loss_cls: 0.0370, d1.dn_loss_bbox: 0.2561, d1.dn_loss_iou: 0.3902, d2.dn_loss_cls: 0.0308, d2.dn_loss_bbox: 0.2386, d2.dn_loss_iou: 0.3703, d3.dn_loss_cls: 0.0281, d3.dn_loss_bbox: 0.2365, d3.dn_loss_iou: 0.3672, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2364, d4.dn_loss_iou: 0.3669, loss: 9.3226, grad_norm: 18.8746 2023-11-05 05:08:51,783 - mmdet - INFO - Epoch [8][3600/3665] lr: 5.563e-06, eta: 3:56:06, time: 0.953, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2254, interm_loss_bbox: 0.1774, interm_loss_iou: 0.4101, loss_cls: 0.1900, loss_bbox: 0.1492, loss_iou: 0.3624, d0.loss_cls: 0.2421, d0.loss_bbox: 0.1538, d0.loss_iou: 0.3703, d1.loss_cls: 0.2130, d1.loss_bbox: 0.1508, d1.loss_iou: 0.3657, d2.loss_cls: 0.1996, d2.loss_bbox: 0.1477, d2.loss_iou: 0.3624, d3.loss_cls: 0.1926, d3.loss_bbox: 0.1484, d3.loss_iou: 0.3625, d4.loss_cls: 0.1902, d4.loss_bbox: 0.1488, d4.loss_iou: 0.3628, dn_loss_cls: 0.0268, dn_loss_bbox: 0.2211, dn_loss_iou: 0.3615, d0.dn_loss_cls: 0.0617, d0.dn_loss_bbox: 0.3289, d0.dn_loss_iou: 0.4807, d1.dn_loss_cls: 0.0367, d1.dn_loss_bbox: 0.2427, d1.dn_loss_iou: 0.3845, d2.dn_loss_cls: 0.0301, d2.dn_loss_bbox: 0.2239, d2.dn_loss_iou: 0.3650, d3.dn_loss_cls: 0.0275, d3.dn_loss_bbox: 0.2214, d3.dn_loss_iou: 0.3618, d4.dn_loss_cls: 0.0268, d4.dn_loss_bbox: 0.2211, d4.dn_loss_iou: 0.3614, loss: 9.1090, grad_norm: 18.5043 2023-11-05 05:09:40,031 - mmdet - INFO - Epoch [8][3650/3665] lr: 5.563e-06, eta: 3:55:17, time: 0.965, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2355, interm_loss_bbox: 0.1840, interm_loss_iou: 0.4220, loss_cls: 0.1959, loss_bbox: 0.1564, loss_iou: 0.3705, d0.loss_cls: 0.2518, d0.loss_bbox: 0.1592, d0.loss_iou: 0.3805, d1.loss_cls: 0.2216, d1.loss_bbox: 0.1567, d1.loss_iou: 0.3750, d2.loss_cls: 0.2073, d2.loss_bbox: 0.1541, d2.loss_iou: 0.3700, d3.loss_cls: 0.1993, d3.loss_bbox: 0.1555, d3.loss_iou: 0.3701, d4.loss_cls: 0.1964, d4.loss_bbox: 0.1560, d4.loss_iou: 0.3703, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2269, dn_loss_iou: 0.3694, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3352, d0.dn_loss_iou: 0.4911, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2491, d1.dn_loss_iou: 0.3940, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2299, d2.dn_loss_iou: 0.3730, d3.dn_loss_cls: 0.0285, d3.dn_loss_bbox: 0.2271, d3.dn_loss_iou: 0.3696, d4.dn_loss_cls: 0.0279, d4.dn_loss_bbox: 0.2269, d4.dn_loss_iou: 0.3692, loss: 9.3647, grad_norm: 16.5234 2023-11-05 05:09:55,928 - mmdet - INFO - Saving checkpoint at 8 epochs 2023-11-05 05:11:13,727 - mmdet - INFO - Evaluating bbox... 2023-11-05 05:13:40,362 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.537 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.725 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.584 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.385 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.576 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.687 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.740 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.744 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.744 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.590 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.791 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.895 2023-11-05 05:13:40,365 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.630 | bicycle | 0.436 | car | 0.528 | | motorcycle | 0.541 | airplane | 0.780 | bus | 0.756 | | train | 0.749 | truck | 0.473 | boat | 0.384 | | traffic light | 0.339 | fire hydrant | 0.769 | stop sign | 0.721 | | parking meter | 0.550 | bench | 0.341 | bird | 0.471 | | cat | 0.815 | dog | 0.783 | horse | 0.695 | | sheep | 0.660 | cow | 0.687 | elephant | 0.762 | | bear | 0.839 | zebra | 0.767 | giraffe | 0.775 | | backpack | 0.251 | umbrella | 0.522 | handbag | 0.285 | | tie | 0.468 | suitcase | 0.547 | frisbee | 0.769 | | skis | 0.357 | snowboard | 0.491 | sports ball | 0.550 | | kite | 0.535 | baseball bat | 0.526 | baseball glove | 0.472 | | skateboard | 0.608 | surfboard | 0.511 | tennis racket | 0.590 | | bottle | 0.499 | wine glass | 0.468 | cup | 0.546 | | fork | 0.535 | knife | 0.364 | spoon | 0.342 | | bowl | 0.512 | banana | 0.340 | apple | 0.299 | | sandwich | 0.512 | orange | 0.376 | broccoli | 0.301 | | carrot | 0.297 | hot dog | 0.547 | pizza | 0.629 | | donut | 0.616 | cake | 0.515 | chair | 0.409 | | couch | 0.528 | potted plant | 0.371 | bed | 0.526 | | dining table | 0.348 | toilet | 0.740 | tv | 0.669 | | laptop | 0.744 | mouse | 0.674 | remote | 0.493 | | keyboard | 0.603 | cell phone | 0.504 | microwave | 0.743 | | oven | 0.473 | toaster | 0.485 | sink | 0.484 | | refrigerator | 0.739 | book | 0.224 | clock | 0.586 | | vase | 0.468 | scissors | 0.502 | teddy bear | 0.611 | | hair drier | 0.250 | toothbrush | 0.398 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-05 05:13:42,603 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx/best_bbox_mAP_epoch_7.pth was removed 2023-11-05 05:13:46,399 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_8.pth. 2023-11-05 05:13:46,400 - mmdet - INFO - Best bbox_mAP is 0.5372 at 8 epoch. 2023-11-05 05:13:46,400 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx.py 2023-11-05 05:13:46,400 - mmdet - INFO - Epoch(val) [8][625] bbox_mAP: 0.5372, bbox_mAP_50: 0.7251, bbox_mAP_75: 0.5840, bbox_mAP_s: 0.3853, bbox_mAP_m: 0.5765, bbox_mAP_l: 0.6873, bbox_mAP_copypaste: 0.5372 0.7251 0.5840 0.3853 0.5765 0.6873 2023-11-05 05:14:35,661 - mmdet - INFO - Epoch [9][50/3665] lr: 5.563e-06, eta: 3:54:08, time: 0.985, data_time: 0.066, memory: 25310, interm_loss_cls: 0.2236, interm_loss_bbox: 0.1818, interm_loss_iou: 0.4026, loss_cls: 0.1841, loss_bbox: 0.1493, loss_iou: 0.3491, d0.loss_cls: 0.2376, d0.loss_bbox: 0.1550, d0.loss_iou: 0.3616, d1.loss_cls: 0.2070, d1.loss_bbox: 0.1514, d1.loss_iou: 0.3546, d2.loss_cls: 0.1944, d2.loss_bbox: 0.1487, d2.loss_iou: 0.3490, d3.loss_cls: 0.1874, d3.loss_bbox: 0.1483, d3.loss_iou: 0.3484, d4.loss_cls: 0.1850, d4.loss_bbox: 0.1488, d4.loss_iou: 0.3484, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2281, dn_loss_iou: 0.3482, d0.dn_loss_cls: 0.0605, d0.dn_loss_bbox: 0.3403, d0.dn_loss_iou: 0.4720, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2519, d1.dn_loss_iou: 0.3732, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2313, d2.dn_loss_iou: 0.3520, d3.dn_loss_cls: 0.0275, d3.dn_loss_bbox: 0.2284, d3.dn_loss_iou: 0.3485, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2281, d4.dn_loss_iou: 0.3481, loss: 8.9745, grad_norm: 18.4978 2023-11-05 05:15:22,904 - mmdet - INFO - Epoch [9][100/3665] lr: 5.563e-06, eta: 3:53:20, time: 0.945, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2250, interm_loss_bbox: 0.1776, interm_loss_iou: 0.4183, loss_cls: 0.1857, loss_bbox: 0.1476, loss_iou: 0.3702, d0.loss_cls: 0.2402, d0.loss_bbox: 0.1517, d0.loss_iou: 0.3774, d1.loss_cls: 0.2085, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3716, d2.loss_cls: 0.1946, d2.loss_bbox: 0.1471, d2.loss_iou: 0.3691, d3.loss_cls: 0.1887, d3.loss_bbox: 0.1477, d3.loss_iou: 0.3695, d4.loss_cls: 0.1861, d4.loss_bbox: 0.1478, d4.loss_iou: 0.3701, dn_loss_cls: 0.0258, dn_loss_bbox: 0.2240, dn_loss_iou: 0.3700, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3254, d0.dn_loss_iou: 0.4882, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2438, d1.dn_loss_iou: 0.3929, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2269, d2.dn_loss_iou: 0.3731, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2242, d3.dn_loss_iou: 0.3701, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2240, d4.dn_loss_iou: 0.3698, loss: 9.1771, grad_norm: 19.6618 2023-11-05 05:16:10,014 - mmdet - INFO - Epoch [9][150/3665] lr: 5.563e-06, eta: 3:52:31, time: 0.942, data_time: 0.010, memory: 25310, interm_loss_cls: 0.2259, interm_loss_bbox: 0.1754, interm_loss_iou: 0.4123, loss_cls: 0.1879, loss_bbox: 0.1479, loss_iou: 0.3645, d0.loss_cls: 0.2420, d0.loss_bbox: 0.1524, d0.loss_iou: 0.3733, d1.loss_cls: 0.2110, d1.loss_bbox: 0.1506, d1.loss_iou: 0.3684, d2.loss_cls: 0.1979, d2.loss_bbox: 0.1472, d2.loss_iou: 0.3639, d3.loss_cls: 0.1905, d3.loss_bbox: 0.1475, d3.loss_iou: 0.3638, d4.loss_cls: 0.1879, d4.loss_bbox: 0.1476, d4.loss_iou: 0.3647, dn_loss_cls: 0.0273, dn_loss_bbox: 0.2265, dn_loss_iou: 0.3724, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3269, d0.dn_loss_iou: 0.4915, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2454, d1.dn_loss_iou: 0.3956, d2.dn_loss_cls: 0.0306, d2.dn_loss_bbox: 0.2285, d2.dn_loss_iou: 0.3758, d3.dn_loss_cls: 0.0280, d3.dn_loss_bbox: 0.2266, d3.dn_loss_iou: 0.3727, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2265, d4.dn_loss_iou: 0.3723, loss: 9.1943, grad_norm: 18.0325 2023-11-05 05:16:57,983 - mmdet - INFO - Epoch [9][200/3665] lr: 5.563e-06, eta: 3:51:43, time: 0.959, data_time: 0.016, memory: 25310, interm_loss_cls: 0.2283, interm_loss_bbox: 0.1796, interm_loss_iou: 0.4152, loss_cls: 0.1865, loss_bbox: 0.1501, loss_iou: 0.3652, d0.loss_cls: 0.2442, d0.loss_bbox: 0.1528, d0.loss_iou: 0.3716, d1.loss_cls: 0.2102, d1.loss_bbox: 0.1509, d1.loss_iou: 0.3683, d2.loss_cls: 0.1953, d2.loss_bbox: 0.1488, d2.loss_iou: 0.3650, d3.loss_cls: 0.1890, d3.loss_bbox: 0.1494, d3.loss_iou: 0.3651, d4.loss_cls: 0.1869, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3648, dn_loss_cls: 0.0275, dn_loss_bbox: 0.2294, dn_loss_iou: 0.3609, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3415, d0.dn_loss_iou: 0.4798, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2525, d1.dn_loss_iou: 0.3848, d2.dn_loss_cls: 0.0309, d2.dn_loss_bbox: 0.2322, d2.dn_loss_iou: 0.3646, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2297, d3.dn_loss_iou: 0.3613, d4.dn_loss_cls: 0.0275, d4.dn_loss_bbox: 0.2294, d4.dn_loss_iou: 0.3607, loss: 9.1775, grad_norm: 17.6166 2023-11-05 05:17:44,578 - mmdet - INFO - Epoch [9][250/3665] lr: 5.563e-06, eta: 3:50:54, time: 0.932, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2234, interm_loss_bbox: 0.1917, interm_loss_iou: 0.4255, loss_cls: 0.1836, loss_bbox: 0.1573, loss_iou: 0.3685, d0.loss_cls: 0.2404, d0.loss_bbox: 0.1632, d0.loss_iou: 0.3795, d1.loss_cls: 0.2082, d1.loss_bbox: 0.1600, d1.loss_iou: 0.3740, d2.loss_cls: 0.1934, d2.loss_bbox: 0.1564, d2.loss_iou: 0.3689, d3.loss_cls: 0.1863, d3.loss_bbox: 0.1562, d3.loss_iou: 0.3683, d4.loss_cls: 0.1840, d4.loss_bbox: 0.1570, d4.loss_iou: 0.3685, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2405, dn_loss_iou: 0.3641, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3509, d0.dn_loss_iou: 0.4843, d1.dn_loss_cls: 0.0353, d1.dn_loss_bbox: 0.2616, d1.dn_loss_iou: 0.3866, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2434, d2.dn_loss_iou: 0.3675, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2407, d3.dn_loss_iou: 0.3643, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2405, d4.dn_loss_iou: 0.3640, loss: 9.3244, grad_norm: 18.0747 2023-11-05 05:18:32,199 - mmdet - INFO - Epoch [9][300/3665] lr: 5.563e-06, eta: 3:50:06, time: 0.952, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2238, interm_loss_bbox: 0.1761, interm_loss_iou: 0.4128, loss_cls: 0.1856, loss_bbox: 0.1456, loss_iou: 0.3613, d0.loss_cls: 0.2393, d0.loss_bbox: 0.1525, d0.loss_iou: 0.3727, d1.loss_cls: 0.2084, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3654, d2.loss_cls: 0.1940, d2.loss_bbox: 0.1460, d2.loss_iou: 0.3622, d3.loss_cls: 0.1888, d3.loss_bbox: 0.1452, d3.loss_iou: 0.3612, d4.loss_cls: 0.1859, d4.loss_bbox: 0.1457, d4.loss_iou: 0.3614, dn_loss_cls: 0.0257, dn_loss_bbox: 0.2255, dn_loss_iou: 0.3569, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3311, d0.dn_loss_iou: 0.4753, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2458, d1.dn_loss_iou: 0.3802, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2282, d2.dn_loss_iou: 0.3601, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2257, d3.dn_loss_iou: 0.3570, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2255, d4.dn_loss_iou: 0.3567, loss: 9.0530, grad_norm: 20.2413 2023-11-05 05:19:18,721 - mmdet - INFO - Epoch [9][350/3665] lr: 5.563e-06, eta: 3:49:17, time: 0.930, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2258, interm_loss_bbox: 0.1844, interm_loss_iou: 0.4272, loss_cls: 0.1898, loss_bbox: 0.1492, loss_iou: 0.3690, d0.loss_cls: 0.2439, d0.loss_bbox: 0.1559, d0.loss_iou: 0.3795, d1.loss_cls: 0.2130, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3738, d2.loss_cls: 0.1990, d2.loss_bbox: 0.1498, d2.loss_iou: 0.3706, d3.loss_cls: 0.1929, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3690, d4.loss_cls: 0.1902, d4.loss_bbox: 0.1497, d4.loss_iou: 0.3693, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2246, dn_loss_iou: 0.3607, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3254, d0.dn_loss_iou: 0.4757, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2450, d1.dn_loss_iou: 0.3835, d2.dn_loss_cls: 0.0299, d2.dn_loss_bbox: 0.2272, d2.dn_loss_iou: 0.3642, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2248, d3.dn_loss_iou: 0.3609, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2246, d4.dn_loss_iou: 0.3606, loss: 9.1878, grad_norm: 18.4543 2023-11-05 05:20:05,980 - mmdet - INFO - Epoch [9][400/3665] lr: 5.563e-06, eta: 3:48:29, time: 0.945, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2277, interm_loss_bbox: 0.1809, interm_loss_iou: 0.4284, loss_cls: 0.1901, loss_bbox: 0.1461, loss_iou: 0.3712, d0.loss_cls: 0.2470, d0.loss_bbox: 0.1511, d0.loss_iou: 0.3814, d1.loss_cls: 0.2132, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3766, d2.loss_cls: 0.1995, d2.loss_bbox: 0.1457, d2.loss_iou: 0.3708, d3.loss_cls: 0.1932, d3.loss_bbox: 0.1453, d3.loss_iou: 0.3704, d4.loss_cls: 0.1902, d4.loss_bbox: 0.1462, d4.loss_iou: 0.3713, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2207, dn_loss_iou: 0.3782, d0.dn_loss_cls: 0.0614, d0.dn_loss_bbox: 0.3249, d0.dn_loss_iou: 0.4985, d1.dn_loss_cls: 0.0372, d1.dn_loss_bbox: 0.2419, d1.dn_loss_iou: 0.4022, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2234, d2.dn_loss_iou: 0.3818, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2209, d3.dn_loss_iou: 0.3785, d4.dn_loss_cls: 0.0268, d4.dn_loss_bbox: 0.2207, d4.dn_loss_iou: 0.3781, loss: 9.2754, grad_norm: 21.6425 2023-11-05 05:20:55,596 - mmdet - INFO - Epoch [9][450/3665] lr: 5.563e-06, eta: 3:47:41, time: 0.993, data_time: 0.016, memory: 25310, interm_loss_cls: 0.2197, interm_loss_bbox: 0.1790, interm_loss_iou: 0.4070, loss_cls: 0.1778, loss_bbox: 0.1496, loss_iou: 0.3571, d0.loss_cls: 0.2359, d0.loss_bbox: 0.1527, d0.loss_iou: 0.3640, d1.loss_cls: 0.2006, d1.loss_bbox: 0.1511, d1.loss_iou: 0.3600, d2.loss_cls: 0.1870, d2.loss_bbox: 0.1488, d2.loss_iou: 0.3559, d3.loss_cls: 0.1802, d3.loss_bbox: 0.1495, d3.loss_iou: 0.3564, d4.loss_cls: 0.1784, d4.loss_bbox: 0.1492, d4.loss_iou: 0.3568, dn_loss_cls: 0.0257, dn_loss_bbox: 0.2208, dn_loss_iou: 0.3530, d0.dn_loss_cls: 0.0597, d0.dn_loss_bbox: 0.3325, d0.dn_loss_iou: 0.4739, d1.dn_loss_cls: 0.0353, d1.dn_loss_bbox: 0.2426, d1.dn_loss_iou: 0.3773, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2240, d2.dn_loss_iou: 0.3569, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2210, d3.dn_loss_iou: 0.3534, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2208, d4.dn_loss_iou: 0.3530, loss: 8.9476, grad_norm: 18.7102 2023-11-05 05:21:42,038 - mmdet - INFO - Epoch [9][500/3665] lr: 5.563e-06, eta: 3:46:53, time: 0.929, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2258, interm_loss_bbox: 0.1828, interm_loss_iou: 0.4180, loss_cls: 0.1863, loss_bbox: 0.1505, loss_iou: 0.3627, d0.loss_cls: 0.2420, d0.loss_bbox: 0.1559, d0.loss_iou: 0.3734, d1.loss_cls: 0.2112, d1.loss_bbox: 0.1535, d1.loss_iou: 0.3677, d2.loss_cls: 0.1971, d2.loss_bbox: 0.1497, d2.loss_iou: 0.3621, d3.loss_cls: 0.1895, d3.loss_bbox: 0.1502, d3.loss_iou: 0.3624, d4.loss_cls: 0.1870, d4.loss_bbox: 0.1502, d4.loss_iou: 0.3625, dn_loss_cls: 0.0264, dn_loss_bbox: 0.2261, dn_loss_iou: 0.3630, d0.dn_loss_cls: 0.0611, d0.dn_loss_bbox: 0.3368, d0.dn_loss_iou: 0.4824, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2500, d1.dn_loss_iou: 0.3874, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2294, d2.dn_loss_iou: 0.3663, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2264, d3.dn_loss_iou: 0.3631, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2260, d4.dn_loss_iou: 0.3628, loss: 9.1678, grad_norm: 21.2764 2023-11-05 05:22:29,206 - mmdet - INFO - Epoch [9][550/3665] lr: 5.563e-06, eta: 3:46:04, time: 0.943, data_time: 0.010, memory: 25310, interm_loss_cls: 0.2314, interm_loss_bbox: 0.1751, interm_loss_iou: 0.4227, loss_cls: 0.1911, loss_bbox: 0.1470, loss_iou: 0.3742, d0.loss_cls: 0.2483, d0.loss_bbox: 0.1508, d0.loss_iou: 0.3809, d1.loss_cls: 0.2164, d1.loss_bbox: 0.1494, d1.loss_iou: 0.3772, d2.loss_cls: 0.2019, d2.loss_bbox: 0.1457, d2.loss_iou: 0.3730, d3.loss_cls: 0.1947, d3.loss_bbox: 0.1458, d3.loss_iou: 0.3732, d4.loss_cls: 0.1919, d4.loss_bbox: 0.1466, d4.loss_iou: 0.3734, dn_loss_cls: 0.0268, dn_loss_bbox: 0.2269, dn_loss_iou: 0.3701, d0.dn_loss_cls: 0.0616, d0.dn_loss_bbox: 0.3335, d0.dn_loss_iou: 0.4893, d1.dn_loss_cls: 0.0370, d1.dn_loss_bbox: 0.2476, d1.dn_loss_iou: 0.3937, d2.dn_loss_cls: 0.0307, d2.dn_loss_bbox: 0.2294, d2.dn_loss_iou: 0.3736, d3.dn_loss_cls: 0.0279, d3.dn_loss_bbox: 0.2271, d3.dn_loss_iou: 0.3703, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2269, d4.dn_loss_iou: 0.3700, loss: 9.2801, grad_norm: 20.2220 2023-11-05 05:23:20,990 - mmdet - INFO - Epoch [9][600/3665] lr: 5.563e-06, eta: 3:45:18, time: 1.036, data_time: 0.015, memory: 25310, interm_loss_cls: 0.2242, interm_loss_bbox: 0.1753, interm_loss_iou: 0.4111, loss_cls: 0.1842, loss_bbox: 0.1478, loss_iou: 0.3648, d0.loss_cls: 0.2396, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3733, d1.loss_cls: 0.2061, d1.loss_bbox: 0.1505, d1.loss_iou: 0.3712, d2.loss_cls: 0.1940, d2.loss_bbox: 0.1474, d2.loss_iou: 0.3652, d3.loss_cls: 0.1868, d3.loss_bbox: 0.1477, d3.loss_iou: 0.3654, d4.loss_cls: 0.1846, d4.loss_bbox: 0.1477, d4.loss_iou: 0.3651, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2350, dn_loss_iou: 0.3684, d0.dn_loss_cls: 0.0614, d0.dn_loss_bbox: 0.3412, d0.dn_loss_iou: 0.4865, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2578, d1.dn_loss_iou: 0.3925, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2378, d2.dn_loss_iou: 0.3722, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2352, d3.dn_loss_iou: 0.3687, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2350, d4.dn_loss_iou: 0.3683, loss: 9.2106, grad_norm: 19.1924 2023-11-05 05:24:09,100 - mmdet - INFO - Epoch [9][650/3665] lr: 5.563e-06, eta: 3:44:30, time: 0.962, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2242, interm_loss_bbox: 0.1760, interm_loss_iou: 0.4171, loss_cls: 0.1853, loss_bbox: 0.1474, loss_iou: 0.3665, d0.loss_cls: 0.2381, d0.loss_bbox: 0.1530, d0.loss_iou: 0.3777, d1.loss_cls: 0.2078, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3722, d2.loss_cls: 0.1956, d2.loss_bbox: 0.1469, d2.loss_iou: 0.3669, d3.loss_cls: 0.1890, d3.loss_bbox: 0.1465, d3.loss_iou: 0.3659, d4.loss_cls: 0.1866, d4.loss_bbox: 0.1470, d4.loss_iou: 0.3657, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2204, dn_loss_iou: 0.3659, d0.dn_loss_cls: 0.0610, d0.dn_loss_bbox: 0.3285, d0.dn_loss_iou: 0.4868, d1.dn_loss_cls: 0.0380, d1.dn_loss_bbox: 0.2420, d1.dn_loss_iou: 0.3899, d2.dn_loss_cls: 0.0313, d2.dn_loss_bbox: 0.2229, d2.dn_loss_iou: 0.3696, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2205, d3.dn_loss_iou: 0.3662, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2204, d4.dn_loss_iou: 0.3658, loss: 9.1394, grad_norm: 17.0369 2023-11-05 05:24:55,898 - mmdet - INFO - Epoch [9][700/3665] lr: 5.563e-06, eta: 3:43:41, time: 0.936, data_time: 0.010, memory: 25310, interm_loss_cls: 0.2283, interm_loss_bbox: 0.1784, interm_loss_iou: 0.4135, loss_cls: 0.1900, loss_bbox: 0.1494, loss_iou: 0.3638, d0.loss_cls: 0.2450, d0.loss_bbox: 0.1544, d0.loss_iou: 0.3743, d1.loss_cls: 0.2126, d1.loss_bbox: 0.1529, d1.loss_iou: 0.3693, d2.loss_cls: 0.1992, d2.loss_bbox: 0.1500, d2.loss_iou: 0.3639, d3.loss_cls: 0.1937, d3.loss_bbox: 0.1491, d3.loss_iou: 0.3626, d4.loss_cls: 0.1904, d4.loss_bbox: 0.1492, d4.loss_iou: 0.3635, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2325, dn_loss_iou: 0.3663, d0.dn_loss_cls: 0.0611, d0.dn_loss_bbox: 0.3476, d0.dn_loss_iou: 0.4908, d1.dn_loss_cls: 0.0369, d1.dn_loss_bbox: 0.2545, d1.dn_loss_iou: 0.3901, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2351, d2.dn_loss_iou: 0.3698, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2328, d3.dn_loss_iou: 0.3666, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2325, d4.dn_loss_iou: 0.3662, loss: 9.2480, grad_norm: 18.8079 2023-11-05 05:25:42,166 - mmdet - INFO - Epoch [9][750/3665] lr: 5.563e-06, eta: 3:42:52, time: 0.925, data_time: 0.010, memory: 25310, interm_loss_cls: 0.2248, interm_loss_bbox: 0.1796, interm_loss_iou: 0.4216, loss_cls: 0.1869, loss_bbox: 0.1512, loss_iou: 0.3701, d0.loss_cls: 0.2418, d0.loss_bbox: 0.1556, d0.loss_iou: 0.3788, d1.loss_cls: 0.2111, d1.loss_bbox: 0.1538, d1.loss_iou: 0.3747, d2.loss_cls: 0.1978, d2.loss_bbox: 0.1502, d2.loss_iou: 0.3683, d3.loss_cls: 0.1911, d3.loss_bbox: 0.1499, d3.loss_iou: 0.3684, d4.loss_cls: 0.1880, d4.loss_bbox: 0.1507, d4.loss_iou: 0.3690, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2285, dn_loss_iou: 0.3707, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3357, d0.dn_loss_iou: 0.4914, d1.dn_loss_cls: 0.0378, d1.dn_loss_bbox: 0.2506, d1.dn_loss_iou: 0.3950, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2315, d2.dn_loss_iou: 0.3742, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2288, d3.dn_loss_iou: 0.3710, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2285, d4.dn_loss_iou: 0.3706, loss: 9.2756, grad_norm: 18.9081 2023-11-05 05:26:30,911 - mmdet - INFO - Epoch [9][800/3665] lr: 5.563e-06, eta: 3:42:04, time: 0.975, data_time: 0.018, memory: 25310, interm_loss_cls: 0.2187, interm_loss_bbox: 0.1813, interm_loss_iou: 0.4089, loss_cls: 0.1801, loss_bbox: 0.1480, loss_iou: 0.3551, d0.loss_cls: 0.2356, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3646, d1.loss_cls: 0.2034, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3593, d2.loss_cls: 0.1904, d2.loss_bbox: 0.1470, d2.loss_iou: 0.3548, d3.loss_cls: 0.1838, d3.loss_bbox: 0.1472, d3.loss_iou: 0.3545, d4.loss_cls: 0.1805, d4.loss_bbox: 0.1478, d4.loss_iou: 0.3552, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2294, dn_loss_iou: 0.3584, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3398, d0.dn_loss_iou: 0.4819, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2523, d1.dn_loss_iou: 0.3830, d2.dn_loss_cls: 0.0299, d2.dn_loss_bbox: 0.2325, d2.dn_loss_iou: 0.3622, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2297, d3.dn_loss_iou: 0.3587, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2294, d4.dn_loss_iou: 0.3583, loss: 9.0407, grad_norm: 19.0740 2023-11-05 05:27:18,700 - mmdet - INFO - Epoch [9][850/3665] lr: 5.563e-06, eta: 3:41:16, time: 0.956, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2234, interm_loss_bbox: 0.1853, interm_loss_iou: 0.4163, loss_cls: 0.1841, loss_bbox: 0.1542, loss_iou: 0.3648, d0.loss_cls: 0.2413, d0.loss_bbox: 0.1591, d0.loss_iou: 0.3733, d1.loss_cls: 0.2118, d1.loss_bbox: 0.1557, d1.loss_iou: 0.3686, d2.loss_cls: 0.1960, d2.loss_bbox: 0.1527, d2.loss_iou: 0.3619, d3.loss_cls: 0.1881, d3.loss_bbox: 0.1533, d3.loss_iou: 0.3630, d4.loss_cls: 0.1850, d4.loss_bbox: 0.1536, d4.loss_iou: 0.3642, dn_loss_cls: 0.0262, dn_loss_bbox: 0.2288, dn_loss_iou: 0.3600, d0.dn_loss_cls: 0.0610, d0.dn_loss_bbox: 0.3380, d0.dn_loss_iou: 0.4755, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2512, d1.dn_loss_iou: 0.3837, d2.dn_loss_cls: 0.0299, d2.dn_loss_bbox: 0.2322, d2.dn_loss_iou: 0.3636, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2291, d3.dn_loss_iou: 0.3604, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2288, d4.dn_loss_iou: 0.3599, loss: 9.1741, grad_norm: 18.5167 2023-11-05 05:28:06,135 - mmdet - INFO - Epoch [9][900/3665] lr: 5.563e-06, eta: 3:40:28, time: 0.949, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2281, interm_loss_bbox: 0.1778, interm_loss_iou: 0.4136, loss_cls: 0.1885, loss_bbox: 0.1456, loss_iou: 0.3584, d0.loss_cls: 0.2465, d0.loss_bbox: 0.1537, d0.loss_iou: 0.3728, d1.loss_cls: 0.2136, d1.loss_bbox: 0.1492, d1.loss_iou: 0.3658, d2.loss_cls: 0.1990, d2.loss_bbox: 0.1454, d2.loss_iou: 0.3587, d3.loss_cls: 0.1922, d3.loss_bbox: 0.1453, d3.loss_iou: 0.3585, d4.loss_cls: 0.1894, d4.loss_bbox: 0.1454, d4.loss_iou: 0.3583, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2216, dn_loss_iou: 0.3644, d0.dn_loss_cls: 0.0594, d0.dn_loss_bbox: 0.3273, d0.dn_loss_iou: 0.4860, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2421, d1.dn_loss_iou: 0.3886, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2243, d2.dn_loss_iou: 0.3683, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2219, d3.dn_loss_iou: 0.3648, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2216, d4.dn_loss_iou: 0.3644, loss: 9.1017, grad_norm: 18.3924 2023-11-05 05:28:53,577 - mmdet - INFO - Epoch [9][950/3665] lr: 5.563e-06, eta: 3:39:40, time: 0.949, data_time: 0.016, memory: 25310, interm_loss_cls: 0.2249, interm_loss_bbox: 0.1781, interm_loss_iou: 0.4023, loss_cls: 0.1854, loss_bbox: 0.1479, loss_iou: 0.3543, d0.loss_cls: 0.2453, d0.loss_bbox: 0.1538, d0.loss_iou: 0.3613, d1.loss_cls: 0.2104, d1.loss_bbox: 0.1518, d1.loss_iou: 0.3582, d2.loss_cls: 0.1941, d2.loss_bbox: 0.1487, d2.loss_iou: 0.3547, d3.loss_cls: 0.1883, d3.loss_bbox: 0.1474, d3.loss_iou: 0.3545, d4.loss_cls: 0.1861, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3541, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2246, dn_loss_iou: 0.3579, d0.dn_loss_cls: 0.0605, d0.dn_loss_bbox: 0.3337, d0.dn_loss_iou: 0.4758, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2472, d1.dn_loss_iou: 0.3822, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2276, d2.dn_loss_iou: 0.3615, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2250, d3.dn_loss_iou: 0.3582, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2246, d4.dn_loss_iou: 0.3577, loss: 9.0299, grad_norm: 17.1725 2023-11-05 05:29:42,404 - mmdet - INFO - Epoch [9][1000/3665] lr: 5.563e-06, eta: 3:38:52, time: 0.977, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2219, interm_loss_bbox: 0.1820, interm_loss_iou: 0.4186, loss_cls: 0.1861, loss_bbox: 0.1490, loss_iou: 0.3652, d0.loss_cls: 0.2416, d0.loss_bbox: 0.1544, d0.loss_iou: 0.3742, d1.loss_cls: 0.2072, d1.loss_bbox: 0.1518, d1.loss_iou: 0.3699, d2.loss_cls: 0.1952, d2.loss_bbox: 0.1491, d2.loss_iou: 0.3648, d3.loss_cls: 0.1891, d3.loss_bbox: 0.1482, d3.loss_iou: 0.3654, d4.loss_cls: 0.1868, d4.loss_bbox: 0.1486, d4.loss_iou: 0.3652, dn_loss_cls: 0.0275, dn_loss_bbox: 0.2358, dn_loss_iou: 0.3643, d0.dn_loss_cls: 0.0611, d0.dn_loss_bbox: 0.3419, d0.dn_loss_iou: 0.4827, d1.dn_loss_cls: 0.0375, d1.dn_loss_bbox: 0.2569, d1.dn_loss_iou: 0.3887, d2.dn_loss_cls: 0.0310, d2.dn_loss_bbox: 0.2382, d2.dn_loss_iou: 0.3679, d3.dn_loss_cls: 0.0285, d3.dn_loss_bbox: 0.2359, d3.dn_loss_iou: 0.3645, d4.dn_loss_cls: 0.0276, d4.dn_loss_bbox: 0.2358, d4.dn_loss_iou: 0.3642, loss: 9.2240, grad_norm: 23.3239 2023-11-05 05:30:28,686 - mmdet - INFO - Epoch [9][1050/3665] lr: 5.563e-06, eta: 3:38:03, time: 0.925, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2259, interm_loss_bbox: 0.1816, interm_loss_iou: 0.4117, loss_cls: 0.1879, loss_bbox: 0.1474, loss_iou: 0.3593, d0.loss_cls: 0.2434, d0.loss_bbox: 0.1537, d0.loss_iou: 0.3688, d1.loss_cls: 0.2097, d1.loss_bbox: 0.1505, d1.loss_iou: 0.3646, d2.loss_cls: 0.1963, d2.loss_bbox: 0.1478, d2.loss_iou: 0.3601, d3.loss_cls: 0.1904, d3.loss_bbox: 0.1469, d3.loss_iou: 0.3596, d4.loss_cls: 0.1879, d4.loss_bbox: 0.1478, d4.loss_iou: 0.3597, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2366, dn_loss_iou: 0.3684, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3448, d0.dn_loss_iou: 0.4883, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2579, d1.dn_loss_iou: 0.3922, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2394, d2.dn_loss_iou: 0.3719, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2368, d3.dn_loss_iou: 0.3688, d4.dn_loss_cls: 0.0260, d4.dn_loss_bbox: 0.2366, d4.dn_loss_iou: 0.3683, loss: 9.2150, grad_norm: 17.6300 2023-11-05 05:31:18,071 - mmdet - INFO - Epoch [9][1100/3665] lr: 5.563e-06, eta: 3:37:15, time: 0.988, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2240, interm_loss_bbox: 0.1776, interm_loss_iou: 0.4102, loss_cls: 0.1873, loss_bbox: 0.1480, loss_iou: 0.3570, d0.loss_cls: 0.2398, d0.loss_bbox: 0.1519, d0.loss_iou: 0.3666, d1.loss_cls: 0.2088, d1.loss_bbox: 0.1501, d1.loss_iou: 0.3620, d2.loss_cls: 0.1967, d2.loss_bbox: 0.1478, d2.loss_iou: 0.3567, d3.loss_cls: 0.1903, d3.loss_bbox: 0.1472, d3.loss_iou: 0.3563, d4.loss_cls: 0.1877, d4.loss_bbox: 0.1478, d4.loss_iou: 0.3569, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2238, dn_loss_iou: 0.3631, d0.dn_loss_cls: 0.0602, d0.dn_loss_bbox: 0.3298, d0.dn_loss_iou: 0.4822, d1.dn_loss_cls: 0.0367, d1.dn_loss_bbox: 0.2453, d1.dn_loss_iou: 0.3874, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2267, d2.dn_loss_iou: 0.3666, d3.dn_loss_cls: 0.0275, d3.dn_loss_bbox: 0.2240, d3.dn_loss_iou: 0.3635, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2238, d4.dn_loss_iou: 0.3630, loss: 9.0781, grad_norm: 17.0252 2023-11-05 05:32:06,426 - mmdet - INFO - Epoch [9][1150/3665] lr: 5.563e-06, eta: 3:36:27, time: 0.967, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2193, interm_loss_bbox: 0.1698, interm_loss_iou: 0.4085, loss_cls: 0.1802, loss_bbox: 0.1439, loss_iou: 0.3616, d0.loss_cls: 0.2356, d0.loss_bbox: 0.1476, d0.loss_iou: 0.3693, d1.loss_cls: 0.2044, d1.loss_bbox: 0.1455, d1.loss_iou: 0.3658, d2.loss_cls: 0.1888, d2.loss_bbox: 0.1432, d2.loss_iou: 0.3613, d3.loss_cls: 0.1828, d3.loss_bbox: 0.1436, d3.loss_iou: 0.3610, d4.loss_cls: 0.1806, d4.loss_bbox: 0.1441, d4.loss_iou: 0.3616, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2212, dn_loss_iou: 0.3553, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3266, d0.dn_loss_iou: 0.4740, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2421, d1.dn_loss_iou: 0.3788, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2237, d2.dn_loss_iou: 0.3585, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2214, d3.dn_loss_iou: 0.3557, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2212, d4.dn_loss_iou: 0.3552, loss: 8.9550, grad_norm: 17.4901 2023-11-05 05:32:53,056 - mmdet - INFO - Epoch [9][1200/3665] lr: 5.563e-06, eta: 3:35:39, time: 0.933, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2240, interm_loss_bbox: 0.1790, interm_loss_iou: 0.4006, loss_cls: 0.1834, loss_bbox: 0.1482, loss_iou: 0.3505, d0.loss_cls: 0.2424, d0.loss_bbox: 0.1510, d0.loss_iou: 0.3556, d1.loss_cls: 0.2094, d1.loss_bbox: 0.1493, d1.loss_iou: 0.3515, d2.loss_cls: 0.1940, d2.loss_bbox: 0.1474, d2.loss_iou: 0.3497, d3.loss_cls: 0.1869, d3.loss_bbox: 0.1476, d3.loss_iou: 0.3496, d4.loss_cls: 0.1845, d4.loss_bbox: 0.1478, d4.loss_iou: 0.3499, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2255, dn_loss_iou: 0.3548, d0.dn_loss_cls: 0.0611, d0.dn_loss_bbox: 0.3313, d0.dn_loss_iou: 0.4741, d1.dn_loss_cls: 0.0367, d1.dn_loss_bbox: 0.2466, d1.dn_loss_iou: 0.3784, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2282, d2.dn_loss_iou: 0.3584, d3.dn_loss_cls: 0.0279, d3.dn_loss_bbox: 0.2257, d3.dn_loss_iou: 0.3551, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2255, d4.dn_loss_iou: 0.3547, loss: 8.9711, grad_norm: 17.8712 2023-11-05 05:33:39,979 - mmdet - INFO - Epoch [9][1250/3665] lr: 5.563e-06, eta: 3:34:50, time: 0.938, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2280, interm_loss_bbox: 0.1793, interm_loss_iou: 0.4046, loss_cls: 0.1878, loss_bbox: 0.1498, loss_iou: 0.3558, d0.loss_cls: 0.2437, d0.loss_bbox: 0.1545, d0.loss_iou: 0.3650, d1.loss_cls: 0.2128, d1.loss_bbox: 0.1520, d1.loss_iou: 0.3590, d2.loss_cls: 0.1979, d2.loss_bbox: 0.1506, d2.loss_iou: 0.3571, d3.loss_cls: 0.1904, d3.loss_bbox: 0.1504, d3.loss_iou: 0.3557, d4.loss_cls: 0.1881, d4.loss_bbox: 0.1499, d4.loss_iou: 0.3556, dn_loss_cls: 0.0275, dn_loss_bbox: 0.2305, dn_loss_iou: 0.3639, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3404, d0.dn_loss_iou: 0.4846, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2521, d1.dn_loss_iou: 0.3879, d2.dn_loss_cls: 0.0308, d2.dn_loss_bbox: 0.2334, d2.dn_loss_iou: 0.3678, d3.dn_loss_cls: 0.0283, d3.dn_loss_bbox: 0.2306, d3.dn_loss_iou: 0.3643, d4.dn_loss_cls: 0.0276, d4.dn_loss_bbox: 0.2305, d4.dn_loss_iou: 0.3638, loss: 9.1502, grad_norm: 19.7526 2023-11-05 05:34:26,600 - mmdet - INFO - Epoch [9][1300/3665] lr: 5.563e-06, eta: 3:34:02, time: 0.932, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2270, interm_loss_bbox: 0.1767, interm_loss_iou: 0.4226, loss_cls: 0.1900, loss_bbox: 0.1481, loss_iou: 0.3731, d0.loss_cls: 0.2435, d0.loss_bbox: 0.1541, d0.loss_iou: 0.3820, d1.loss_cls: 0.2134, d1.loss_bbox: 0.1514, d1.loss_iou: 0.3766, d2.loss_cls: 0.1993, d2.loss_bbox: 0.1477, d2.loss_iou: 0.3738, d3.loss_cls: 0.1927, d3.loss_bbox: 0.1479, d3.loss_iou: 0.3731, d4.loss_cls: 0.1898, d4.loss_bbox: 0.1484, d4.loss_iou: 0.3736, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2233, dn_loss_iou: 0.3729, d0.dn_loss_cls: 0.0611, d0.dn_loss_bbox: 0.3222, d0.dn_loss_iou: 0.4902, d1.dn_loss_cls: 0.0375, d1.dn_loss_bbox: 0.2429, d1.dn_loss_iou: 0.3959, d2.dn_loss_cls: 0.0313, d2.dn_loss_bbox: 0.2260, d2.dn_loss_iou: 0.3763, d3.dn_loss_cls: 0.0288, d3.dn_loss_bbox: 0.2236, d3.dn_loss_iou: 0.3731, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2233, d4.dn_loss_iou: 0.3728, loss: 9.2618, grad_norm: 20.2043 2023-11-05 05:35:13,189 - mmdet - INFO - Epoch [9][1350/3665] lr: 5.563e-06, eta: 3:33:13, time: 0.932, data_time: 0.010, memory: 25310, interm_loss_cls: 0.2278, interm_loss_bbox: 0.1736, interm_loss_iou: 0.4178, loss_cls: 0.1879, loss_bbox: 0.1448, loss_iou: 0.3703, d0.loss_cls: 0.2429, d0.loss_bbox: 0.1496, d0.loss_iou: 0.3781, d1.loss_cls: 0.2126, d1.loss_bbox: 0.1486, d1.loss_iou: 0.3735, d2.loss_cls: 0.1999, d2.loss_bbox: 0.1430, d2.loss_iou: 0.3679, d3.loss_cls: 0.1917, d3.loss_bbox: 0.1440, d3.loss_iou: 0.3690, d4.loss_cls: 0.1886, d4.loss_bbox: 0.1445, d4.loss_iou: 0.3702, dn_loss_cls: 0.0257, dn_loss_bbox: 0.2284, dn_loss_iou: 0.3692, d0.dn_loss_cls: 0.0607, d0.dn_loss_bbox: 0.3317, d0.dn_loss_iou: 0.4867, d1.dn_loss_cls: 0.0363, d1.dn_loss_bbox: 0.2491, d1.dn_loss_iou: 0.3930, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2315, d2.dn_loss_iou: 0.3730, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2285, d3.dn_loss_iou: 0.3694, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2283, d4.dn_loss_iou: 0.3690, loss: 9.2086, grad_norm: 21.6014 2023-11-05 05:36:02,696 - mmdet - INFO - Epoch [9][1400/3665] lr: 5.563e-06, eta: 3:32:25, time: 0.990, data_time: 0.015, memory: 25310, interm_loss_cls: 0.2249, interm_loss_bbox: 0.1811, interm_loss_iou: 0.4057, loss_cls: 0.1867, loss_bbox: 0.1510, loss_iou: 0.3561, d0.loss_cls: 0.2408, d0.loss_bbox: 0.1546, d0.loss_iou: 0.3636, d1.loss_cls: 0.2088, d1.loss_bbox: 0.1533, d1.loss_iou: 0.3592, d2.loss_cls: 0.1963, d2.loss_bbox: 0.1503, d2.loss_iou: 0.3544, d3.loss_cls: 0.1901, d3.loss_bbox: 0.1504, d3.loss_iou: 0.3547, d4.loss_cls: 0.1867, d4.loss_bbox: 0.1510, d4.loss_iou: 0.3560, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2210, dn_loss_iou: 0.3532, d0.dn_loss_cls: 0.0599, d0.dn_loss_bbox: 0.3259, d0.dn_loss_iou: 0.4698, d1.dn_loss_cls: 0.0358, d1.dn_loss_bbox: 0.2419, d1.dn_loss_iou: 0.3764, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2240, d2.dn_loss_iou: 0.3569, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2213, d3.dn_loss_iou: 0.3536, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2210, d4.dn_loss_iou: 0.3531, loss: 8.9976, grad_norm: 17.2938 2023-11-05 05:36:49,966 - mmdet - INFO - Epoch [9][1450/3665] lr: 5.563e-06, eta: 3:31:37, time: 0.946, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2235, interm_loss_bbox: 0.1778, interm_loss_iou: 0.4134, loss_cls: 0.1858, loss_bbox: 0.1469, loss_iou: 0.3605, d0.loss_cls: 0.2387, d0.loss_bbox: 0.1530, d0.loss_iou: 0.3701, d1.loss_cls: 0.2078, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3653, d2.loss_cls: 0.1951, d2.loss_bbox: 0.1467, d2.loss_iou: 0.3600, d3.loss_cls: 0.1878, d3.loss_bbox: 0.1470, d3.loss_iou: 0.3606, d4.loss_cls: 0.1860, d4.loss_bbox: 0.1464, d4.loss_iou: 0.3607, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2364, dn_loss_iou: 0.3614, d0.dn_loss_cls: 0.0602, d0.dn_loss_bbox: 0.3463, d0.dn_loss_iou: 0.4786, d1.dn_loss_cls: 0.0358, d1.dn_loss_bbox: 0.2577, d1.dn_loss_iou: 0.3842, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2397, d2.dn_loss_iou: 0.3654, d3.dn_loss_cls: 0.0271, d3.dn_loss_bbox: 0.2366, d3.dn_loss_iou: 0.3618, d4.dn_loss_cls: 0.0264, d4.dn_loss_bbox: 0.2364, d4.dn_loss_iou: 0.3613, loss: 9.1535, grad_norm: 17.7471 2023-11-05 05:37:36,421 - mmdet - INFO - Epoch [9][1500/3665] lr: 5.563e-06, eta: 3:30:48, time: 0.929, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2266, interm_loss_bbox: 0.1824, interm_loss_iou: 0.4094, loss_cls: 0.1866, loss_bbox: 0.1499, loss_iou: 0.3583, d0.loss_cls: 0.2397, d0.loss_bbox: 0.1548, d0.loss_iou: 0.3674, d1.loss_cls: 0.2093, d1.loss_bbox: 0.1521, d1.loss_iou: 0.3628, d2.loss_cls: 0.1968, d2.loss_bbox: 0.1495, d2.loss_iou: 0.3589, d3.loss_cls: 0.1904, d3.loss_bbox: 0.1488, d3.loss_iou: 0.3578, d4.loss_cls: 0.1872, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3580, dn_loss_cls: 0.0257, dn_loss_bbox: 0.2344, dn_loss_iou: 0.3560, d0.dn_loss_cls: 0.0607, d0.dn_loss_bbox: 0.3467, d0.dn_loss_iou: 0.4759, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2579, d1.dn_loss_iou: 0.3804, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2379, d2.dn_loss_iou: 0.3599, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2347, d3.dn_loss_iou: 0.3564, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2344, d4.dn_loss_iou: 0.3559, loss: 9.1307, grad_norm: 18.5370 2023-11-05 05:38:23,520 - mmdet - INFO - Epoch [9][1550/3665] lr: 5.563e-06, eta: 3:30:00, time: 0.942, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2241, interm_loss_bbox: 0.1810, interm_loss_iou: 0.4125, loss_cls: 0.1866, loss_bbox: 0.1531, loss_iou: 0.3651, d0.loss_cls: 0.2402, d0.loss_bbox: 0.1570, d0.loss_iou: 0.3726, d1.loss_cls: 0.2081, d1.loss_bbox: 0.1565, d1.loss_iou: 0.3693, d2.loss_cls: 0.1960, d2.loss_bbox: 0.1526, d2.loss_iou: 0.3653, d3.loss_cls: 0.1903, d3.loss_bbox: 0.1524, d3.loss_iou: 0.3641, d4.loss_cls: 0.1877, d4.loss_bbox: 0.1526, d4.loss_iou: 0.3648, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2306, dn_loss_iou: 0.3629, d0.dn_loss_cls: 0.0623, d0.dn_loss_bbox: 0.3359, d0.dn_loss_iou: 0.4802, d1.dn_loss_cls: 0.0382, d1.dn_loss_bbox: 0.2513, d1.dn_loss_iou: 0.3860, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2335, d2.dn_loss_iou: 0.3668, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2308, d3.dn_loss_iou: 0.3632, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2306, d4.dn_loss_iou: 0.3628, loss: 9.2033, grad_norm: 19.1000 2023-11-05 05:39:12,828 - mmdet - INFO - Epoch [9][1600/3665] lr: 5.563e-06, eta: 3:29:12, time: 0.986, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2255, interm_loss_bbox: 0.1811, interm_loss_iou: 0.4111, loss_cls: 0.1895, loss_bbox: 0.1482, loss_iou: 0.3569, d0.loss_cls: 0.2415, d0.loss_bbox: 0.1535, d0.loss_iou: 0.3668, d1.loss_cls: 0.2130, d1.loss_bbox: 0.1497, d1.loss_iou: 0.3607, d2.loss_cls: 0.1991, d2.loss_bbox: 0.1478, d2.loss_iou: 0.3570, d3.loss_cls: 0.1926, d3.loss_bbox: 0.1478, d3.loss_iou: 0.3566, d4.loss_cls: 0.1895, d4.loss_bbox: 0.1489, d4.loss_iou: 0.3573, dn_loss_cls: 0.0276, dn_loss_bbox: 0.2339, dn_loss_iou: 0.3656, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3397, d0.dn_loss_iou: 0.4873, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2555, d1.dn_loss_iou: 0.3902, d2.dn_loss_cls: 0.0312, d2.dn_loss_bbox: 0.2365, d2.dn_loss_iou: 0.3692, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2341, d3.dn_loss_iou: 0.3659, d4.dn_loss_cls: 0.0276, d4.dn_loss_bbox: 0.2339, d4.dn_loss_iou: 0.3655, loss: 9.1848, grad_norm: 17.4488 2023-11-05 05:40:01,274 - mmdet - INFO - Epoch [9][1650/3665] lr: 5.563e-06, eta: 3:28:24, time: 0.969, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2245, interm_loss_bbox: 0.1757, interm_loss_iou: 0.4141, loss_cls: 0.1888, loss_bbox: 0.1448, loss_iou: 0.3610, d0.loss_cls: 0.2412, d0.loss_bbox: 0.1500, d0.loss_iou: 0.3711, d1.loss_cls: 0.2101, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3672, d2.loss_cls: 0.1986, d2.loss_bbox: 0.1438, d2.loss_iou: 0.3611, d3.loss_cls: 0.1915, d3.loss_bbox: 0.1446, d3.loss_iou: 0.3611, d4.loss_cls: 0.1893, d4.loss_bbox: 0.1447, d4.loss_iou: 0.3608, dn_loss_cls: 0.0271, dn_loss_bbox: 0.2200, dn_loss_iou: 0.3595, d0.dn_loss_cls: 0.0614, d0.dn_loss_bbox: 0.3234, d0.dn_loss_iou: 0.4776, d1.dn_loss_cls: 0.0365, d1.dn_loss_bbox: 0.2403, d1.dn_loss_iou: 0.3834, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2229, d2.dn_loss_iou: 0.3632, d3.dn_loss_cls: 0.0279, d3.dn_loss_bbox: 0.2201, d3.dn_loss_iou: 0.3599, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2200, d4.dn_loss_iou: 0.3594, loss: 9.0521, grad_norm: 17.8335 2023-11-05 05:40:47,942 - mmdet - INFO - Epoch [9][1700/3665] lr: 5.563e-06, eta: 3:27:36, time: 0.933, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2325, interm_loss_bbox: 0.1788, interm_loss_iou: 0.4221, loss_cls: 0.1957, loss_bbox: 0.1507, loss_iou: 0.3732, d0.loss_cls: 0.2492, d0.loss_bbox: 0.1529, d0.loss_iou: 0.3785, d1.loss_cls: 0.2174, d1.loss_bbox: 0.1529, d1.loss_iou: 0.3764, d2.loss_cls: 0.2036, d2.loss_bbox: 0.1503, d2.loss_iou: 0.3733, d3.loss_cls: 0.1978, d3.loss_bbox: 0.1501, d3.loss_iou: 0.3727, d4.loss_cls: 0.1957, d4.loss_bbox: 0.1503, d4.loss_iou: 0.3730, dn_loss_cls: 0.0295, dn_loss_bbox: 0.2325, dn_loss_iou: 0.3760, d0.dn_loss_cls: 0.0641, d0.dn_loss_bbox: 0.3337, d0.dn_loss_iou: 0.4946, d1.dn_loss_cls: 0.0388, d1.dn_loss_bbox: 0.2525, d1.dn_loss_iou: 0.3994, d2.dn_loss_cls: 0.0326, d2.dn_loss_bbox: 0.2350, d2.dn_loss_iou: 0.3793, d3.dn_loss_cls: 0.0300, d3.dn_loss_bbox: 0.2327, d3.dn_loss_iou: 0.3763, d4.dn_loss_cls: 0.0295, d4.dn_loss_bbox: 0.2325, d4.dn_loss_iou: 0.3758, loss: 9.3916, grad_norm: 19.9886 2023-11-05 05:41:34,245 - mmdet - INFO - Epoch [9][1750/3665] lr: 5.563e-06, eta: 3:26:47, time: 0.926, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2249, interm_loss_bbox: 0.1783, interm_loss_iou: 0.4099, loss_cls: 0.1881, loss_bbox: 0.1487, loss_iou: 0.3613, d0.loss_cls: 0.2421, d0.loss_bbox: 0.1525, d0.loss_iou: 0.3694, d1.loss_cls: 0.2091, d1.loss_bbox: 0.1517, d1.loss_iou: 0.3665, d2.loss_cls: 0.1964, d2.loss_bbox: 0.1486, d2.loss_iou: 0.3620, d3.loss_cls: 0.1909, d3.loss_bbox: 0.1483, d3.loss_iou: 0.3614, d4.loss_cls: 0.1879, d4.loss_bbox: 0.1489, d4.loss_iou: 0.3616, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2193, dn_loss_iou: 0.3591, d0.dn_loss_cls: 0.0597, d0.dn_loss_bbox: 0.3259, d0.dn_loss_iou: 0.4757, d1.dn_loss_cls: 0.0353, d1.dn_loss_bbox: 0.2399, d1.dn_loss_iou: 0.3823, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2219, d2.dn_loss_iou: 0.3630, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2195, d3.dn_loss_iou: 0.3595, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2193, d4.dn_loss_iou: 0.3591, loss: 9.0554, grad_norm: 17.4557 2023-11-05 05:42:21,566 - mmdet - INFO - Epoch [9][1800/3665] lr: 5.563e-06, eta: 3:25:59, time: 0.946, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2226, interm_loss_bbox: 0.1775, interm_loss_iou: 0.4101, loss_cls: 0.1845, loss_bbox: 0.1482, loss_iou: 0.3614, d0.loss_cls: 0.2367, d0.loss_bbox: 0.1524, d0.loss_iou: 0.3704, d1.loss_cls: 0.2068, d1.loss_bbox: 0.1514, d1.loss_iou: 0.3659, d2.loss_cls: 0.1945, d2.loss_bbox: 0.1478, d2.loss_iou: 0.3605, d3.loss_cls: 0.1876, d3.loss_bbox: 0.1483, d3.loss_iou: 0.3611, d4.loss_cls: 0.1848, d4.loss_bbox: 0.1482, d4.loss_iou: 0.3614, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2188, dn_loss_iou: 0.3638, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3217, d0.dn_loss_iou: 0.4800, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2398, d1.dn_loss_iou: 0.3868, d2.dn_loss_cls: 0.0301, d2.dn_loss_bbox: 0.2213, d2.dn_loss_iou: 0.3674, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2190, d3.dn_loss_iou: 0.3641, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2188, d4.dn_loss_iou: 0.3637, loss: 9.0543, grad_norm: 19.5327 2023-11-05 05:43:09,283 - mmdet - INFO - Epoch [9][1850/3665] lr: 5.563e-06, eta: 3:25:10, time: 0.954, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2240, interm_loss_bbox: 0.1735, interm_loss_iou: 0.4148, loss_cls: 0.1858, loss_bbox: 0.1459, loss_iou: 0.3657, d0.loss_cls: 0.2398, d0.loss_bbox: 0.1497, d0.loss_iou: 0.3739, d1.loss_cls: 0.2091, d1.loss_bbox: 0.1475, d1.loss_iou: 0.3682, d2.loss_cls: 0.1940, d2.loss_bbox: 0.1456, d2.loss_iou: 0.3664, d3.loss_cls: 0.1884, d3.loss_bbox: 0.1452, d3.loss_iou: 0.3655, d4.loss_cls: 0.1865, d4.loss_bbox: 0.1455, d4.loss_iou: 0.3652, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2263, dn_loss_iou: 0.3611, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3314, d0.dn_loss_iou: 0.4771, d1.dn_loss_cls: 0.0366, d1.dn_loss_bbox: 0.2472, d1.dn_loss_iou: 0.3840, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2290, d2.dn_loss_iou: 0.3645, d3.dn_loss_cls: 0.0275, d3.dn_loss_bbox: 0.2265, d3.dn_loss_iou: 0.3613, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2263, d4.dn_loss_iou: 0.3610, loss: 9.1048, grad_norm: 19.2948 2023-11-05 05:43:56,353 - mmdet - INFO - Epoch [9][1900/3665] lr: 5.563e-06, eta: 3:24:22, time: 0.941, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2248, interm_loss_bbox: 0.1713, interm_loss_iou: 0.4032, loss_cls: 0.1851, loss_bbox: 0.1441, loss_iou: 0.3562, d0.loss_cls: 0.2404, d0.loss_bbox: 0.1473, d0.loss_iou: 0.3642, d1.loss_cls: 0.2095, d1.loss_bbox: 0.1453, d1.loss_iou: 0.3592, d2.loss_cls: 0.1942, d2.loss_bbox: 0.1423, d2.loss_iou: 0.3554, d3.loss_cls: 0.1881, d3.loss_bbox: 0.1433, d3.loss_iou: 0.3552, d4.loss_cls: 0.1855, d4.loss_bbox: 0.1439, d4.loss_iou: 0.3561, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2306, dn_loss_iou: 0.3659, d0.dn_loss_cls: 0.0596, d0.dn_loss_bbox: 0.3361, d0.dn_loss_iou: 0.4821, d1.dn_loss_cls: 0.0362, d1.dn_loss_bbox: 0.2520, d1.dn_loss_iou: 0.3897, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2335, d2.dn_loss_iou: 0.3691, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2309, d3.dn_loss_iou: 0.3659, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2306, d4.dn_loss_iou: 0.3656, loss: 9.0733, grad_norm: 21.3896 2023-11-05 05:44:43,768 - mmdet - INFO - Epoch [9][1950/3665] lr: 5.563e-06, eta: 3:23:34, time: 0.948, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2296, interm_loss_bbox: 0.1796, interm_loss_iou: 0.4175, loss_cls: 0.1895, loss_bbox: 0.1523, loss_iou: 0.3695, d0.loss_cls: 0.2456, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3767, d1.loss_cls: 0.2125, d1.loss_bbox: 0.1539, d1.loss_iou: 0.3742, d2.loss_cls: 0.1974, d2.loss_bbox: 0.1528, d2.loss_iou: 0.3717, d3.loss_cls: 0.1927, d3.loss_bbox: 0.1519, d3.loss_iou: 0.3694, d4.loss_cls: 0.1897, d4.loss_bbox: 0.1526, d4.loss_iou: 0.3696, dn_loss_cls: 0.0268, dn_loss_bbox: 0.2232, dn_loss_iou: 0.3711, d0.dn_loss_cls: 0.0617, d0.dn_loss_bbox: 0.3269, d0.dn_loss_iou: 0.4932, d1.dn_loss_cls: 0.0369, d1.dn_loss_bbox: 0.2437, d1.dn_loss_iou: 0.3943, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2257, d2.dn_loss_iou: 0.3743, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2234, d3.dn_loss_iou: 0.3712, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2232, d4.dn_loss_iou: 0.3709, loss: 9.2536, grad_norm: 20.3791 2023-11-05 05:45:30,305 - mmdet - INFO - Epoch [9][2000/3665] lr: 5.563e-06, eta: 3:22:45, time: 0.931, data_time: 0.010, memory: 25310, interm_loss_cls: 0.2228, interm_loss_bbox: 0.1728, interm_loss_iou: 0.4117, loss_cls: 0.1822, loss_bbox: 0.1465, loss_iou: 0.3649, d0.loss_cls: 0.2410, d0.loss_bbox: 0.1489, d0.loss_iou: 0.3700, d1.loss_cls: 0.2064, d1.loss_bbox: 0.1487, d1.loss_iou: 0.3673, d2.loss_cls: 0.1920, d2.loss_bbox: 0.1460, d2.loss_iou: 0.3640, d3.loss_cls: 0.1857, d3.loss_bbox: 0.1456, d3.loss_iou: 0.3638, d4.loss_cls: 0.1823, d4.loss_bbox: 0.1465, d4.loss_iou: 0.3650, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2168, dn_loss_iou: 0.3630, d0.dn_loss_cls: 0.0610, d0.dn_loss_bbox: 0.3188, d0.dn_loss_iou: 0.4811, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2368, d1.dn_loss_iou: 0.3865, d2.dn_loss_cls: 0.0301, d2.dn_loss_bbox: 0.2193, d2.dn_loss_iou: 0.3665, d3.dn_loss_cls: 0.0275, d3.dn_loss_bbox: 0.2171, d3.dn_loss_iou: 0.3632, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2168, d4.dn_loss_iou: 0.3629, loss: 9.0312, grad_norm: 18.7263 2023-11-05 05:46:19,195 - mmdet - INFO - Epoch [9][2050/3665] lr: 5.563e-06, eta: 3:21:57, time: 0.978, data_time: 0.016, memory: 25310, interm_loss_cls: 0.2218, interm_loss_bbox: 0.1813, interm_loss_iou: 0.4032, loss_cls: 0.1752, loss_bbox: 0.1552, loss_iou: 0.3572, d0.loss_cls: 0.2380, d0.loss_bbox: 0.1565, d0.loss_iou: 0.3646, d1.loss_cls: 0.2014, d1.loss_bbox: 0.1563, d1.loss_iou: 0.3602, d2.loss_cls: 0.1861, d2.loss_bbox: 0.1534, d2.loss_iou: 0.3555, d3.loss_cls: 0.1781, d3.loss_bbox: 0.1549, d3.loss_iou: 0.3568, d4.loss_cls: 0.1758, d4.loss_bbox: 0.1554, d4.loss_iou: 0.3570, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2346, dn_loss_iou: 0.3578, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3452, d0.dn_loss_iou: 0.4763, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2570, d1.dn_loss_iou: 0.3824, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2376, d2.dn_loss_iou: 0.3615, d3.dn_loss_cls: 0.0258, d3.dn_loss_bbox: 0.2348, d3.dn_loss_iou: 0.3581, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2346, d4.dn_loss_iou: 0.3577, loss: 9.0794, grad_norm: 19.4864 2023-11-05 05:47:06,412 - mmdet - INFO - Epoch [9][2100/3665] lr: 5.563e-06, eta: 3:21:09, time: 0.944, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2271, interm_loss_bbox: 0.1811, interm_loss_iou: 0.4169, loss_cls: 0.1880, loss_bbox: 0.1505, loss_iou: 0.3641, d0.loss_cls: 0.2438, d0.loss_bbox: 0.1570, d0.loss_iou: 0.3785, d1.loss_cls: 0.2103, d1.loss_bbox: 0.1543, d1.loss_iou: 0.3705, d2.loss_cls: 0.1970, d2.loss_bbox: 0.1505, d2.loss_iou: 0.3640, d3.loss_cls: 0.1913, d3.loss_bbox: 0.1501, d3.loss_iou: 0.3635, d4.loss_cls: 0.1884, d4.loss_bbox: 0.1504, d4.loss_iou: 0.3640, dn_loss_cls: 0.0274, dn_loss_bbox: 0.2306, dn_loss_iou: 0.3696, d0.dn_loss_cls: 0.0610, d0.dn_loss_bbox: 0.3348, d0.dn_loss_iou: 0.4883, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2514, d1.dn_loss_iou: 0.3937, d2.dn_loss_cls: 0.0306, d2.dn_loss_bbox: 0.2336, d2.dn_loss_iou: 0.3737, d3.dn_loss_cls: 0.0280, d3.dn_loss_bbox: 0.2308, d3.dn_loss_iou: 0.3699, d4.dn_loss_cls: 0.0274, d4.dn_loss_bbox: 0.2306, d4.dn_loss_iou: 0.3694, loss: 9.2493, grad_norm: 18.2058 2023-11-05 05:47:53,711 - mmdet - INFO - Epoch [9][2150/3665] lr: 5.563e-06, eta: 3:20:21, time: 0.946, data_time: 0.010, memory: 25310, interm_loss_cls: 0.2225, interm_loss_bbox: 0.1759, interm_loss_iou: 0.4063, loss_cls: 0.1830, loss_bbox: 0.1469, loss_iou: 0.3569, d0.loss_cls: 0.2387, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3658, d1.loss_cls: 0.2064, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3600, d2.loss_cls: 0.1930, d2.loss_bbox: 0.1460, d2.loss_iou: 0.3558, d3.loss_cls: 0.1857, d3.loss_bbox: 0.1463, d3.loss_iou: 0.3560, d4.loss_cls: 0.1833, d4.loss_bbox: 0.1469, d4.loss_iou: 0.3570, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2269, dn_loss_iou: 0.3554, d0.dn_loss_cls: 0.0611, d0.dn_loss_bbox: 0.3379, d0.dn_loss_iou: 0.4784, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2497, d1.dn_loss_iou: 0.3810, d2.dn_loss_cls: 0.0306, d2.dn_loss_bbox: 0.2299, d2.dn_loss_iou: 0.3595, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2271, d3.dn_loss_iou: 0.3557, d4.dn_loss_cls: 0.0271, d4.dn_loss_bbox: 0.2269, d4.dn_loss_iou: 0.3553, loss: 9.0273, grad_norm: 19.4506 2023-11-05 05:48:41,158 - mmdet - INFO - Epoch [9][2200/3665] lr: 5.563e-06, eta: 3:19:32, time: 0.949, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2262, interm_loss_bbox: 0.1805, interm_loss_iou: 0.4087, loss_cls: 0.1873, loss_bbox: 0.1543, loss_iou: 0.3628, d0.loss_cls: 0.2424, d0.loss_bbox: 0.1585, d0.loss_iou: 0.3695, d1.loss_cls: 0.2108, d1.loss_bbox: 0.1569, d1.loss_iou: 0.3655, d2.loss_cls: 0.1954, d2.loss_bbox: 0.1547, d2.loss_iou: 0.3637, d3.loss_cls: 0.1903, d3.loss_bbox: 0.1543, d3.loss_iou: 0.3632, d4.loss_cls: 0.1882, d4.loss_bbox: 0.1545, d4.loss_iou: 0.3629, dn_loss_cls: 0.0257, dn_loss_bbox: 0.2313, dn_loss_iou: 0.3542, d0.dn_loss_cls: 0.0595, d0.dn_loss_bbox: 0.3394, d0.dn_loss_iou: 0.4718, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2536, d1.dn_loss_iou: 0.3783, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2342, d2.dn_loss_iou: 0.3577, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2315, d3.dn_loss_iou: 0.3546, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2314, d4.dn_loss_iou: 0.3542, loss: 9.1443, grad_norm: 17.5550 2023-11-05 05:49:28,701 - mmdet - INFO - Epoch [9][2250/3665] lr: 5.563e-06, eta: 3:18:44, time: 0.951, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2246, interm_loss_bbox: 0.1739, interm_loss_iou: 0.4083, loss_cls: 0.1856, loss_bbox: 0.1485, loss_iou: 0.3619, d0.loss_cls: 0.2398, d0.loss_bbox: 0.1522, d0.loss_iou: 0.3715, d1.loss_cls: 0.2100, d1.loss_bbox: 0.1508, d1.loss_iou: 0.3655, d2.loss_cls: 0.1947, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3628, d3.loss_cls: 0.1885, d3.loss_bbox: 0.1480, d3.loss_iou: 0.3618, d4.loss_cls: 0.1860, d4.loss_bbox: 0.1483, d4.loss_iou: 0.3616, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2145, dn_loss_iou: 0.3560, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3220, d0.dn_loss_iou: 0.4806, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2358, d1.dn_loss_iou: 0.3807, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2172, d2.dn_loss_iou: 0.3598, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2147, d3.dn_loss_iou: 0.3564, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2144, d4.dn_loss_iou: 0.3559, loss: 9.0098, grad_norm: 18.1468 2023-11-05 05:50:15,560 - mmdet - INFO - Epoch [9][2300/3665] lr: 5.563e-06, eta: 3:17:56, time: 0.937, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2249, interm_loss_bbox: 0.1744, interm_loss_iou: 0.4006, loss_cls: 0.1860, loss_bbox: 0.1452, loss_iou: 0.3531, d0.loss_cls: 0.2383, d0.loss_bbox: 0.1508, d0.loss_iou: 0.3611, d1.loss_cls: 0.2088, d1.loss_bbox: 0.1481, d1.loss_iou: 0.3565, d2.loss_cls: 0.1956, d2.loss_bbox: 0.1447, d2.loss_iou: 0.3521, d3.loss_cls: 0.1895, d3.loss_bbox: 0.1442, d3.loss_iou: 0.3526, d4.loss_cls: 0.1867, d4.loss_bbox: 0.1449, d4.loss_iou: 0.3531, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2197, dn_loss_iou: 0.3597, d0.dn_loss_cls: 0.0607, d0.dn_loss_bbox: 0.3243, d0.dn_loss_iou: 0.4795, d1.dn_loss_cls: 0.0363, d1.dn_loss_bbox: 0.2402, d1.dn_loss_iou: 0.3842, d2.dn_loss_cls: 0.0299, d2.dn_loss_bbox: 0.2227, d2.dn_loss_iou: 0.3633, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2199, d3.dn_loss_iou: 0.3601, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2197, d4.dn_loss_iou: 0.3596, loss: 8.9714, grad_norm: 17.6250 2023-11-05 05:51:02,954 - mmdet - INFO - Epoch [9][2350/3665] lr: 5.563e-06, eta: 3:17:07, time: 0.948, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2271, interm_loss_bbox: 0.1815, interm_loss_iou: 0.4056, loss_cls: 0.1859, loss_bbox: 0.1520, loss_iou: 0.3548, d0.loss_cls: 0.2409, d0.loss_bbox: 0.1556, d0.loss_iou: 0.3640, d1.loss_cls: 0.2081, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3589, d2.loss_cls: 0.1949, d2.loss_bbox: 0.1509, d2.loss_iou: 0.3543, d3.loss_cls: 0.1890, d3.loss_bbox: 0.1512, d3.loss_iou: 0.3546, d4.loss_cls: 0.1862, d4.loss_bbox: 0.1517, d4.loss_iou: 0.3545, dn_loss_cls: 0.0269, dn_loss_bbox: 0.2322, dn_loss_iou: 0.3585, d0.dn_loss_cls: 0.0606, d0.dn_loss_bbox: 0.3387, d0.dn_loss_iou: 0.4771, d1.dn_loss_cls: 0.0370, d1.dn_loss_bbox: 0.2536, d1.dn_loss_iou: 0.3821, d2.dn_loss_cls: 0.0306, d2.dn_loss_bbox: 0.2358, d2.dn_loss_iou: 0.3623, d3.dn_loss_cls: 0.0278, d3.dn_loss_bbox: 0.2325, d3.dn_loss_iou: 0.3589, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2322, d4.dn_loss_iou: 0.3584, loss: 9.1076, grad_norm: 16.7937 2023-11-05 05:51:52,795 - mmdet - INFO - Epoch [9][2400/3665] lr: 5.563e-06, eta: 3:16:20, time: 0.997, data_time: 0.018, memory: 25310, interm_loss_cls: 0.2276, interm_loss_bbox: 0.1785, interm_loss_iou: 0.4185, loss_cls: 0.1878, loss_bbox: 0.1506, loss_iou: 0.3709, d0.loss_cls: 0.2399, d0.loss_bbox: 0.1554, d0.loss_iou: 0.3799, d1.loss_cls: 0.2093, d1.loss_bbox: 0.1541, d1.loss_iou: 0.3753, d2.loss_cls: 0.1967, d2.loss_bbox: 0.1511, d2.loss_iou: 0.3714, d3.loss_cls: 0.1913, d3.loss_bbox: 0.1498, d3.loss_iou: 0.3701, d4.loss_cls: 0.1887, d4.loss_bbox: 0.1506, d4.loss_iou: 0.3707, dn_loss_cls: 0.0262, dn_loss_bbox: 0.2160, dn_loss_iou: 0.3699, d0.dn_loss_cls: 0.0597, d0.dn_loss_bbox: 0.3212, d0.dn_loss_iou: 0.4897, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2377, d1.dn_loss_iou: 0.3937, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2189, d2.dn_loss_iou: 0.3735, d3.dn_loss_cls: 0.0270, d3.dn_loss_bbox: 0.2163, d3.dn_loss_iou: 0.3702, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2160, d4.dn_loss_iou: 0.3697, loss: 9.1852, grad_norm: 17.5863 2023-11-05 05:52:39,224 - mmdet - INFO - Epoch [9][2450/3665] lr: 5.563e-06, eta: 3:15:31, time: 0.929, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2296, interm_loss_bbox: 0.1809, interm_loss_iou: 0.4024, loss_cls: 0.1914, loss_bbox: 0.1500, loss_iou: 0.3531, d0.loss_cls: 0.2453, d0.loss_bbox: 0.1560, d0.loss_iou: 0.3629, d1.loss_cls: 0.2159, d1.loss_bbox: 0.1519, d1.loss_iou: 0.3570, d2.loss_cls: 0.2018, d2.loss_bbox: 0.1501, d2.loss_iou: 0.3538, d3.loss_cls: 0.1945, d3.loss_bbox: 0.1499, d3.loss_iou: 0.3529, d4.loss_cls: 0.1918, d4.loss_bbox: 0.1502, d4.loss_iou: 0.3532, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2370, dn_loss_iou: 0.3653, d0.dn_loss_cls: 0.0626, d0.dn_loss_bbox: 0.3446, d0.dn_loss_iou: 0.4846, d1.dn_loss_cls: 0.0376, d1.dn_loss_bbox: 0.2593, d1.dn_loss_iou: 0.3904, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2405, d2.dn_loss_iou: 0.3695, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2374, d3.dn_loss_iou: 0.3658, d4.dn_loss_cls: 0.0283, d4.dn_loss_bbox: 0.2370, d4.dn_loss_iou: 0.3652, loss: 9.2085, grad_norm: 17.0549 2023-11-05 05:53:25,824 - mmdet - INFO - Epoch [9][2500/3665] lr: 5.563e-06, eta: 3:14:43, time: 0.932, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2277, interm_loss_bbox: 0.1761, interm_loss_iou: 0.4175, loss_cls: 0.1886, loss_bbox: 0.1488, loss_iou: 0.3679, d0.loss_cls: 0.2415, d0.loss_bbox: 0.1531, d0.loss_iou: 0.3772, d1.loss_cls: 0.2105, d1.loss_bbox: 0.1511, d1.loss_iou: 0.3718, d2.loss_cls: 0.1981, d2.loss_bbox: 0.1486, d2.loss_iou: 0.3682, d3.loss_cls: 0.1908, d3.loss_bbox: 0.1490, d3.loss_iou: 0.3677, d4.loss_cls: 0.1889, d4.loss_bbox: 0.1491, d4.loss_iou: 0.3682, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2269, dn_loss_iou: 0.3683, d0.dn_loss_cls: 0.0599, d0.dn_loss_bbox: 0.3287, d0.dn_loss_iou: 0.4851, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2454, d1.dn_loss_iou: 0.3906, d2.dn_loss_cls: 0.0299, d2.dn_loss_bbox: 0.2291, d2.dn_loss_iou: 0.3717, d3.dn_loss_cls: 0.0271, d3.dn_loss_bbox: 0.2269, d3.dn_loss_iou: 0.3685, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2269, d4.dn_loss_iou: 0.3682, loss: 9.2027, grad_norm: 18.3089 2023-11-05 05:54:12,559 - mmdet - INFO - Epoch [9][2550/3665] lr: 5.563e-06, eta: 3:13:54, time: 0.935, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2261, interm_loss_bbox: 0.1827, interm_loss_iou: 0.4074, loss_cls: 0.1850, loss_bbox: 0.1527, loss_iou: 0.3600, d0.loss_cls: 0.2422, d0.loss_bbox: 0.1551, d0.loss_iou: 0.3644, d1.loss_cls: 0.2091, d1.loss_bbox: 0.1540, d1.loss_iou: 0.3615, d2.loss_cls: 0.1948, d2.loss_bbox: 0.1525, d2.loss_iou: 0.3595, d3.loss_cls: 0.1892, d3.loss_bbox: 0.1515, d3.loss_iou: 0.3586, d4.loss_cls: 0.1855, d4.loss_bbox: 0.1525, d4.loss_iou: 0.3594, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2285, dn_loss_iou: 0.3599, d0.dn_loss_cls: 0.0616, d0.dn_loss_bbox: 0.3342, d0.dn_loss_iou: 0.4784, d1.dn_loss_cls: 0.0367, d1.dn_loss_bbox: 0.2498, d1.dn_loss_iou: 0.3832, d2.dn_loss_cls: 0.0310, d2.dn_loss_bbox: 0.2311, d2.dn_loss_iou: 0.3632, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2288, d3.dn_loss_iou: 0.3602, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2285, d4.dn_loss_iou: 0.3597, loss: 9.1222, grad_norm: 18.1192 2023-11-05 05:55:00,806 - mmdet - INFO - Epoch [9][2600/3665] lr: 5.563e-06, eta: 3:13:06, time: 0.965, data_time: 0.016, memory: 25310, interm_loss_cls: 0.2251, interm_loss_bbox: 0.1864, interm_loss_iou: 0.4198, loss_cls: 0.1827, loss_bbox: 0.1529, loss_iou: 0.3630, d0.loss_cls: 0.2397, d0.loss_bbox: 0.1549, d0.loss_iou: 0.3707, d1.loss_cls: 0.2082, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3646, d2.loss_cls: 0.1942, d2.loss_bbox: 0.1504, d2.loss_iou: 0.3615, d3.loss_cls: 0.1873, d3.loss_bbox: 0.1510, d3.loss_iou: 0.3615, d4.loss_cls: 0.1837, d4.loss_bbox: 0.1523, d4.loss_iou: 0.3625, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2257, dn_loss_iou: 0.3657, d0.dn_loss_cls: 0.0599, d0.dn_loss_bbox: 0.3318, d0.dn_loss_iou: 0.4835, d1.dn_loss_cls: 0.0362, d1.dn_loss_bbox: 0.2453, d1.dn_loss_iou: 0.3874, d2.dn_loss_cls: 0.0298, d2.dn_loss_bbox: 0.2284, d2.dn_loss_iou: 0.3691, d3.dn_loss_cls: 0.0271, d3.dn_loss_bbox: 0.2257, d3.dn_loss_iou: 0.3658, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2257, d4.dn_loss_iou: 0.3655, loss: 9.1510, grad_norm: 19.1489 2023-11-05 05:55:47,040 - mmdet - INFO - Epoch [9][2650/3665] lr: 5.563e-06, eta: 3:12:17, time: 0.925, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2209, interm_loss_bbox: 0.1836, interm_loss_iou: 0.4091, loss_cls: 0.1829, loss_bbox: 0.1483, loss_iou: 0.3520, d0.loss_cls: 0.2368, d0.loss_bbox: 0.1545, d0.loss_iou: 0.3622, d1.loss_cls: 0.2056, d1.loss_bbox: 0.1518, d1.loss_iou: 0.3577, d2.loss_cls: 0.1916, d2.loss_bbox: 0.1480, d2.loss_iou: 0.3516, d3.loss_cls: 0.1856, d3.loss_bbox: 0.1478, d3.loss_iou: 0.3519, d4.loss_cls: 0.1834, d4.loss_bbox: 0.1482, d4.loss_iou: 0.3524, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2286, dn_loss_iou: 0.3513, d0.dn_loss_cls: 0.0608, d0.dn_loss_bbox: 0.3330, d0.dn_loss_iou: 0.4693, d1.dn_loss_cls: 0.0358, d1.dn_loss_bbox: 0.2504, d1.dn_loss_iou: 0.3763, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2317, d2.dn_loss_iou: 0.3553, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2288, d3.dn_loss_iou: 0.3517, d4.dn_loss_cls: 0.0260, d4.dn_loss_bbox: 0.2286, d4.dn_loss_iou: 0.3512, loss: 8.9864, grad_norm: 17.2225 2023-11-05 05:56:33,811 - mmdet - INFO - Epoch [9][2700/3665] lr: 5.563e-06, eta: 3:11:29, time: 0.935, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2222, interm_loss_bbox: 0.1781, interm_loss_iou: 0.4179, loss_cls: 0.1840, loss_bbox: 0.1479, loss_iou: 0.3655, d0.loss_cls: 0.2390, d0.loss_bbox: 0.1503, d0.loss_iou: 0.3726, d1.loss_cls: 0.2061, d1.loss_bbox: 0.1492, d1.loss_iou: 0.3690, d2.loss_cls: 0.1914, d2.loss_bbox: 0.1486, d2.loss_iou: 0.3665, d3.loss_cls: 0.1868, d3.loss_bbox: 0.1473, d3.loss_iou: 0.3650, d4.loss_cls: 0.1840, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3655, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2204, dn_loss_iou: 0.3616, d0.dn_loss_cls: 0.0595, d0.dn_loss_bbox: 0.3287, d0.dn_loss_iou: 0.4802, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2431, d1.dn_loss_iou: 0.3862, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2235, d2.dn_loss_iou: 0.3656, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2208, d3.dn_loss_iou: 0.3619, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2204, d4.dn_loss_iou: 0.3615, loss: 9.0790, grad_norm: 18.2500 2023-11-05 05:57:22,699 - mmdet - INFO - Epoch [9][2750/3665] lr: 5.563e-06, eta: 3:10:41, time: 0.978, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2254, interm_loss_bbox: 0.1819, interm_loss_iou: 0.4169, loss_cls: 0.1875, loss_bbox: 0.1515, loss_iou: 0.3661, d0.loss_cls: 0.2416, d0.loss_bbox: 0.1551, d0.loss_iou: 0.3729, d1.loss_cls: 0.2105, d1.loss_bbox: 0.1550, d1.loss_iou: 0.3699, d2.loss_cls: 0.1970, d2.loss_bbox: 0.1519, d2.loss_iou: 0.3662, d3.loss_cls: 0.1905, d3.loss_bbox: 0.1516, d3.loss_iou: 0.3658, d4.loss_cls: 0.1882, d4.loss_bbox: 0.1514, d4.loss_iou: 0.3658, dn_loss_cls: 0.0261, dn_loss_bbox: 0.2359, dn_loss_iou: 0.3619, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3429, d0.dn_loss_iou: 0.4807, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2571, d1.dn_loss_iou: 0.3863, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2385, d2.dn_loss_iou: 0.3657, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2360, d3.dn_loss_iou: 0.3622, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2358, d4.dn_loss_iou: 0.3618, loss: 9.2310, grad_norm: 18.4602 2023-11-05 05:58:11,633 - mmdet - INFO - Epoch [9][2800/3665] lr: 5.563e-06, eta: 3:09:53, time: 0.979, data_time: 0.018, memory: 25310, interm_loss_cls: 0.2237, interm_loss_bbox: 0.1784, interm_loss_iou: 0.4082, loss_cls: 0.1863, loss_bbox: 0.1490, loss_iou: 0.3588, d0.loss_cls: 0.2416, d0.loss_bbox: 0.1530, d0.loss_iou: 0.3664, d1.loss_cls: 0.2092, d1.loss_bbox: 0.1510, d1.loss_iou: 0.3620, d2.loss_cls: 0.1957, d2.loss_bbox: 0.1487, d2.loss_iou: 0.3587, d3.loss_cls: 0.1888, d3.loss_bbox: 0.1492, d3.loss_iou: 0.3593, d4.loss_cls: 0.1870, d4.loss_bbox: 0.1487, d4.loss_iou: 0.3592, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2236, dn_loss_iou: 0.3622, d0.dn_loss_cls: 0.0601, d0.dn_loss_bbox: 0.3312, d0.dn_loss_iou: 0.4805, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2447, d1.dn_loss_iou: 0.3853, d2.dn_loss_cls: 0.0298, d2.dn_loss_bbox: 0.2264, d2.dn_loss_iou: 0.3659, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2238, d3.dn_loss_iou: 0.3625, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2235, d4.dn_loss_iou: 0.3620, loss: 9.0803, grad_norm: 17.1541 2023-11-05 05:59:03,565 - mmdet - INFO - Epoch [9][2850/3665] lr: 5.563e-06, eta: 3:09:07, time: 1.039, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2231, interm_loss_bbox: 0.1778, interm_loss_iou: 0.3983, loss_cls: 0.1836, loss_bbox: 0.1501, loss_iou: 0.3498, d0.loss_cls: 0.2379, d0.loss_bbox: 0.1541, d0.loss_iou: 0.3588, d1.loss_cls: 0.2064, d1.loss_bbox: 0.1529, d1.loss_iou: 0.3541, d2.loss_cls: 0.1942, d2.loss_bbox: 0.1489, d2.loss_iou: 0.3490, d3.loss_cls: 0.1863, d3.loss_bbox: 0.1498, d3.loss_iou: 0.3497, d4.loss_cls: 0.1840, d4.loss_bbox: 0.1496, d4.loss_iou: 0.3494, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2250, dn_loss_iou: 0.3537, d0.dn_loss_cls: 0.0600, d0.dn_loss_bbox: 0.3276, d0.dn_loss_iou: 0.4697, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2461, d1.dn_loss_iou: 0.3776, d2.dn_loss_cls: 0.0298, d2.dn_loss_bbox: 0.2281, d2.dn_loss_iou: 0.3576, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2253, d3.dn_loss_iou: 0.3540, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2250, d4.dn_loss_iou: 0.3536, loss: 8.9573, grad_norm: 17.1626 2023-11-05 05:59:50,430 - mmdet - INFO - Epoch [9][2900/3665] lr: 5.563e-06, eta: 3:08:18, time: 0.937, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2251, interm_loss_bbox: 0.1752, interm_loss_iou: 0.4140, loss_cls: 0.1889, loss_bbox: 0.1491, loss_iou: 0.3655, d0.loss_cls: 0.2424, d0.loss_bbox: 0.1517, d0.loss_iou: 0.3728, d1.loss_cls: 0.2090, d1.loss_bbox: 0.1515, d1.loss_iou: 0.3708, d2.loss_cls: 0.1989, d2.loss_bbox: 0.1475, d2.loss_iou: 0.3641, d3.loss_cls: 0.1917, d3.loss_bbox: 0.1483, d3.loss_iou: 0.3656, d4.loss_cls: 0.1884, d4.loss_bbox: 0.1492, d4.loss_iou: 0.3664, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2347, dn_loss_iou: 0.3704, d0.dn_loss_cls: 0.0621, d0.dn_loss_bbox: 0.3390, d0.dn_loss_iou: 0.4881, d1.dn_loss_cls: 0.0370, d1.dn_loss_bbox: 0.2547, d1.dn_loss_iou: 0.3936, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2372, d2.dn_loss_iou: 0.3742, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2349, d3.dn_loss_iou: 0.3707, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2347, d4.dn_loss_iou: 0.3703, loss: 9.2486, grad_norm: 17.2968 2023-11-05 06:00:37,800 - mmdet - INFO - Epoch [9][2950/3665] lr: 5.563e-06, eta: 3:07:30, time: 0.947, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2250, interm_loss_bbox: 0.1787, interm_loss_iou: 0.4112, loss_cls: 0.1857, loss_bbox: 0.1485, loss_iou: 0.3617, d0.loss_cls: 0.2413, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3673, d1.loss_cls: 0.2062, d1.loss_bbox: 0.1527, d1.loss_iou: 0.3659, d2.loss_cls: 0.1953, d2.loss_bbox: 0.1488, d2.loss_iou: 0.3604, d3.loss_cls: 0.1882, d3.loss_bbox: 0.1483, d3.loss_iou: 0.3611, d4.loss_cls: 0.1864, d4.loss_bbox: 0.1482, d4.loss_iou: 0.3612, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2298, dn_loss_iou: 0.3580, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3372, d0.dn_loss_iou: 0.4738, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2514, d1.dn_loss_iou: 0.3819, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2325, d2.dn_loss_iou: 0.3619, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2301, d3.dn_loss_iou: 0.3583, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2298, d4.dn_loss_iou: 0.3578, loss: 9.0963, grad_norm: 18.1144 2023-11-05 06:01:24,059 - mmdet - INFO - Epoch [9][3000/3665] lr: 5.563e-06, eta: 3:06:41, time: 0.925, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2231, interm_loss_bbox: 0.1820, interm_loss_iou: 0.4076, loss_cls: 0.1823, loss_bbox: 0.1482, loss_iou: 0.3547, d0.loss_cls: 0.2411, d0.loss_bbox: 0.1524, d0.loss_iou: 0.3618, d1.loss_cls: 0.2077, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3570, d2.loss_cls: 0.1932, d2.loss_bbox: 0.1472, d2.loss_iou: 0.3538, d3.loss_cls: 0.1865, d3.loss_bbox: 0.1477, d3.loss_iou: 0.3535, d4.loss_cls: 0.1829, d4.loss_bbox: 0.1481, d4.loss_iou: 0.3545, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2284, dn_loss_iou: 0.3530, d0.dn_loss_cls: 0.0606, d0.dn_loss_bbox: 0.3390, d0.dn_loss_iou: 0.4735, d1.dn_loss_cls: 0.0366, d1.dn_loss_bbox: 0.2508, d1.dn_loss_iou: 0.3773, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2318, d2.dn_loss_iou: 0.3571, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2288, d3.dn_loss_iou: 0.3533, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2284, d4.dn_loss_iou: 0.3528, loss: 9.0160, grad_norm: 19.2108 2023-11-05 06:02:13,367 - mmdet - INFO - Epoch [9][3050/3665] lr: 5.563e-06, eta: 3:05:54, time: 0.986, data_time: 0.016, memory: 25310, interm_loss_cls: 0.2272, interm_loss_bbox: 0.1818, interm_loss_iou: 0.4098, loss_cls: 0.1916, loss_bbox: 0.1488, loss_iou: 0.3575, d0.loss_cls: 0.2442, d0.loss_bbox: 0.1537, d0.loss_iou: 0.3647, d1.loss_cls: 0.2127, d1.loss_bbox: 0.1520, d1.loss_iou: 0.3613, d2.loss_cls: 0.2001, d2.loss_bbox: 0.1484, d2.loss_iou: 0.3579, d3.loss_cls: 0.1936, d3.loss_bbox: 0.1491, d3.loss_iou: 0.3578, d4.loss_cls: 0.1920, d4.loss_bbox: 0.1487, d4.loss_iou: 0.3577, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2329, dn_loss_iou: 0.3593, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3410, d0.dn_loss_iou: 0.4759, d1.dn_loss_cls: 0.0369, d1.dn_loss_bbox: 0.2550, d1.dn_loss_iou: 0.3831, d2.dn_loss_cls: 0.0307, d2.dn_loss_bbox: 0.2353, d2.dn_loss_iou: 0.3628, d3.dn_loss_cls: 0.0279, d3.dn_loss_bbox: 0.2330, d3.dn_loss_iou: 0.3596, d4.dn_loss_cls: 0.0271, d4.dn_loss_bbox: 0.2329, d4.dn_loss_iou: 0.3591, loss: 9.1510, grad_norm: 17.4377 2023-11-05 06:03:00,327 - mmdet - INFO - Epoch [9][3100/3665] lr: 5.563e-06, eta: 3:05:05, time: 0.939, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2316, interm_loss_bbox: 0.1798, interm_loss_iou: 0.4166, loss_cls: 0.1916, loss_bbox: 0.1521, loss_iou: 0.3700, d0.loss_cls: 0.2483, d0.loss_bbox: 0.1541, d0.loss_iou: 0.3738, d1.loss_cls: 0.2147, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3721, d2.loss_cls: 0.2003, d2.loss_bbox: 0.1523, d2.loss_iou: 0.3695, d3.loss_cls: 0.1954, d3.loss_bbox: 0.1507, d3.loss_iou: 0.3686, d4.loss_cls: 0.1921, d4.loss_bbox: 0.1518, d4.loss_iou: 0.3700, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2253, dn_loss_iou: 0.3693, d0.dn_loss_cls: 0.0621, d0.dn_loss_bbox: 0.3316, d0.dn_loss_iou: 0.4919, d1.dn_loss_cls: 0.0379, d1.dn_loss_bbox: 0.2465, d1.dn_loss_iou: 0.3938, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2283, d2.dn_loss_iou: 0.3734, d3.dn_loss_cls: 0.0285, d3.dn_loss_bbox: 0.2255, d3.dn_loss_iou: 0.3695, d4.dn_loss_cls: 0.0279, d4.dn_loss_bbox: 0.2253, d4.dn_loss_iou: 0.3691, loss: 9.2740, grad_norm: 19.0256 2023-11-05 06:03:46,956 - mmdet - INFO - Epoch [9][3150/3665] lr: 5.563e-06, eta: 3:04:17, time: 0.933, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2198, interm_loss_bbox: 0.1781, interm_loss_iou: 0.4067, loss_cls: 0.1794, loss_bbox: 0.1472, loss_iou: 0.3559, d0.loss_cls: 0.2350, d0.loss_bbox: 0.1528, d0.loss_iou: 0.3654, d1.loss_cls: 0.2018, d1.loss_bbox: 0.1508, d1.loss_iou: 0.3598, d2.loss_cls: 0.1888, d2.loss_bbox: 0.1471, d2.loss_iou: 0.3548, d3.loss_cls: 0.1819, d3.loss_bbox: 0.1470, d3.loss_iou: 0.3554, d4.loss_cls: 0.1799, d4.loss_bbox: 0.1470, d4.loss_iou: 0.3556, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2267, dn_loss_iou: 0.3605, d0.dn_loss_cls: 0.0601, d0.dn_loss_bbox: 0.3354, d0.dn_loss_iou: 0.4844, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2482, d1.dn_loss_iou: 0.3850, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2298, d2.dn_loss_iou: 0.3645, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2268, d3.dn_loss_iou: 0.3608, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2267, d4.dn_loss_iou: 0.3604, loss: 9.0226, grad_norm: 18.8691 2023-11-05 06:04:33,257 - mmdet - INFO - Epoch [9][3200/3665] lr: 5.563e-06, eta: 3:03:28, time: 0.926, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2223, interm_loss_bbox: 0.1757, interm_loss_iou: 0.4074, loss_cls: 0.1840, loss_bbox: 0.1460, loss_iou: 0.3575, d0.loss_cls: 0.2388, d0.loss_bbox: 0.1513, d0.loss_iou: 0.3680, d1.loss_cls: 0.2053, d1.loss_bbox: 0.1499, d1.loss_iou: 0.3623, d2.loss_cls: 0.1934, d2.loss_bbox: 0.1464, d2.loss_iou: 0.3565, d3.loss_cls: 0.1874, d3.loss_bbox: 0.1458, d3.loss_iou: 0.3566, d4.loss_cls: 0.1845, d4.loss_bbox: 0.1460, d4.loss_iou: 0.3571, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2185, dn_loss_iou: 0.3604, d0.dn_loss_cls: 0.0606, d0.dn_loss_bbox: 0.3247, d0.dn_loss_iou: 0.4810, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2388, d1.dn_loss_iou: 0.3843, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2212, d2.dn_loss_iou: 0.3642, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2187, d3.dn_loss_iou: 0.3607, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2185, d4.dn_loss_iou: 0.3603, loss: 8.9999, grad_norm: 20.0826 2023-11-05 06:05:22,973 - mmdet - INFO - Epoch [9][3250/3665] lr: 5.563e-06, eta: 3:02:41, time: 0.994, data_time: 0.018, memory: 25310, interm_loss_cls: 0.2229, interm_loss_bbox: 0.1743, interm_loss_iou: 0.4194, loss_cls: 0.1856, loss_bbox: 0.1445, loss_iou: 0.3692, d0.loss_cls: 0.2418, d0.loss_bbox: 0.1498, d0.loss_iou: 0.3782, d1.loss_cls: 0.2109, d1.loss_bbox: 0.1479, d1.loss_iou: 0.3724, d2.loss_cls: 0.1960, d2.loss_bbox: 0.1450, d2.loss_iou: 0.3685, d3.loss_cls: 0.1892, d3.loss_bbox: 0.1449, d3.loss_iou: 0.3685, d4.loss_cls: 0.1856, d4.loss_bbox: 0.1451, d4.loss_iou: 0.3694, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2155, dn_loss_iou: 0.3603, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3198, d0.dn_loss_iou: 0.4797, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2357, d1.dn_loss_iou: 0.3838, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2181, d2.dn_loss_iou: 0.3639, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2158, d3.dn_loss_iou: 0.3605, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2155, d4.dn_loss_iou: 0.3601, loss: 9.0572, grad_norm: 20.3105 2023-11-05 06:06:10,849 - mmdet - INFO - Epoch [9][3300/3665] lr: 5.563e-06, eta: 3:01:53, time: 0.958, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2267, interm_loss_bbox: 0.1806, interm_loss_iou: 0.4108, loss_cls: 0.1894, loss_bbox: 0.1484, loss_iou: 0.3575, d0.loss_cls: 0.2432, d0.loss_bbox: 0.1526, d0.loss_iou: 0.3672, d1.loss_cls: 0.2116, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3626, d2.loss_cls: 0.1971, d2.loss_bbox: 0.1493, d2.loss_iou: 0.3581, d3.loss_cls: 0.1918, d3.loss_bbox: 0.1477, d3.loss_iou: 0.3573, d4.loss_cls: 0.1899, d4.loss_bbox: 0.1480, d4.loss_iou: 0.3571, dn_loss_cls: 0.0264, dn_loss_bbox: 0.2256, dn_loss_iou: 0.3641, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3328, d0.dn_loss_iou: 0.4825, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2473, d1.dn_loss_iou: 0.3880, d2.dn_loss_cls: 0.0299, d2.dn_loss_bbox: 0.2285, d2.dn_loss_iou: 0.3676, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2259, d3.dn_loss_iou: 0.3644, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2256, d4.dn_loss_iou: 0.3640, loss: 9.1221, grad_norm: 18.4473 2023-11-05 06:06:57,736 - mmdet - INFO - Epoch [9][3350/3665] lr: 5.563e-06, eta: 3:01:04, time: 0.938, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2240, interm_loss_bbox: 0.1756, interm_loss_iou: 0.4002, loss_cls: 0.1834, loss_bbox: 0.1473, loss_iou: 0.3536, d0.loss_cls: 0.2382, d0.loss_bbox: 0.1513, d0.loss_iou: 0.3619, d1.loss_cls: 0.2080, d1.loss_bbox: 0.1493, d1.loss_iou: 0.3563, d2.loss_cls: 0.1934, d2.loss_bbox: 0.1476, d2.loss_iou: 0.3541, d3.loss_cls: 0.1870, d3.loss_bbox: 0.1462, d3.loss_iou: 0.3529, d4.loss_cls: 0.1844, d4.loss_bbox: 0.1468, d4.loss_iou: 0.3531, dn_loss_cls: 0.0258, dn_loss_bbox: 0.2292, dn_loss_iou: 0.3622, d0.dn_loss_cls: 0.0606, d0.dn_loss_bbox: 0.3323, d0.dn_loss_iou: 0.4817, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2503, d1.dn_loss_iou: 0.3861, d2.dn_loss_cls: 0.0297, d2.dn_loss_bbox: 0.2320, d2.dn_loss_iou: 0.3659, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2295, d3.dn_loss_iou: 0.3625, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2292, d4.dn_loss_iou: 0.3621, loss: 9.0427, grad_norm: 17.4039 2023-11-05 06:07:44,447 - mmdet - INFO - Epoch [9][3400/3665] lr: 5.563e-06, eta: 3:00:16, time: 0.934, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2265, interm_loss_bbox: 0.1802, interm_loss_iou: 0.4154, loss_cls: 0.1893, loss_bbox: 0.1493, loss_iou: 0.3634, d0.loss_cls: 0.2408, d0.loss_bbox: 0.1545, d0.loss_iou: 0.3730, d1.loss_cls: 0.2113, d1.loss_bbox: 0.1511, d1.loss_iou: 0.3685, d2.loss_cls: 0.1982, d2.loss_bbox: 0.1489, d2.loss_iou: 0.3637, d3.loss_cls: 0.1934, d3.loss_bbox: 0.1478, d3.loss_iou: 0.3623, d4.loss_cls: 0.1898, d4.loss_bbox: 0.1491, d4.loss_iou: 0.3636, dn_loss_cls: 0.0257, dn_loss_bbox: 0.2262, dn_loss_iou: 0.3614, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3311, d0.dn_loss_iou: 0.4800, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2464, d1.dn_loss_iou: 0.3846, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2289, d2.dn_loss_iou: 0.3648, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2264, d3.dn_loss_iou: 0.3617, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2262, d4.dn_loss_iou: 0.3613, loss: 9.1418, grad_norm: 18.2898 2023-11-05 06:08:31,543 - mmdet - INFO - Epoch [9][3450/3665] lr: 5.563e-06, eta: 2:59:27, time: 0.942, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2267, interm_loss_bbox: 0.1818, interm_loss_iou: 0.4185, loss_cls: 0.1908, loss_bbox: 0.1527, loss_iou: 0.3690, d0.loss_cls: 0.2411, d0.loss_bbox: 0.1582, d0.loss_iou: 0.3804, d1.loss_cls: 0.2118, d1.loss_bbox: 0.1559, d1.loss_iou: 0.3756, d2.loss_cls: 0.1984, d2.loss_bbox: 0.1534, d2.loss_iou: 0.3703, d3.loss_cls: 0.1925, d3.loss_bbox: 0.1531, d3.loss_iou: 0.3695, d4.loss_cls: 0.1912, d4.loss_bbox: 0.1526, d4.loss_iou: 0.3690, dn_loss_cls: 0.0264, dn_loss_bbox: 0.2237, dn_loss_iou: 0.3731, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3274, d0.dn_loss_iou: 0.4933, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2458, d1.dn_loss_iou: 0.3977, d2.dn_loss_cls: 0.0297, d2.dn_loss_bbox: 0.2270, d2.dn_loss_iou: 0.3775, d3.dn_loss_cls: 0.0271, d3.dn_loss_bbox: 0.2241, d3.dn_loss_iou: 0.3735, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2237, d4.dn_loss_iou: 0.3730, loss: 9.2774, grad_norm: 17.4500 2023-11-05 06:09:21,176 - mmdet - INFO - Epoch [9][3500/3665] lr: 5.563e-06, eta: 2:58:40, time: 0.993, data_time: 0.015, memory: 25310, interm_loss_cls: 0.2248, interm_loss_bbox: 0.1754, interm_loss_iou: 0.4078, loss_cls: 0.1856, loss_bbox: 0.1467, loss_iou: 0.3587, d0.loss_cls: 0.2401, d0.loss_bbox: 0.1505, d0.loss_iou: 0.3675, d1.loss_cls: 0.2099, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3621, d2.loss_cls: 0.1956, d2.loss_bbox: 0.1465, d2.loss_iou: 0.3575, d3.loss_cls: 0.1877, d3.loss_bbox: 0.1475, d3.loss_iou: 0.3589, d4.loss_cls: 0.1857, d4.loss_bbox: 0.1470, d4.loss_iou: 0.3588, dn_loss_cls: 0.0271, dn_loss_bbox: 0.2257, dn_loss_iou: 0.3559, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3334, d0.dn_loss_iou: 0.4742, d1.dn_loss_cls: 0.0369, d1.dn_loss_bbox: 0.2484, d1.dn_loss_iou: 0.3807, d2.dn_loss_cls: 0.0308, d2.dn_loss_bbox: 0.2288, d2.dn_loss_iou: 0.3597, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2259, d3.dn_loss_iou: 0.3562, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2257, d4.dn_loss_iou: 0.3558, loss: 9.0434, grad_norm: 16.6735 2023-11-05 06:10:08,873 - mmdet - INFO - Epoch [9][3550/3665] lr: 5.563e-06, eta: 2:57:52, time: 0.954, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2241, interm_loss_bbox: 0.1791, interm_loss_iou: 0.4099, loss_cls: 0.1888, loss_bbox: 0.1457, loss_iou: 0.3562, d0.loss_cls: 0.2402, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3648, d1.loss_cls: 0.2120, d1.loss_bbox: 0.1494, d1.loss_iou: 0.3628, d2.loss_cls: 0.1979, d2.loss_bbox: 0.1454, d2.loss_iou: 0.3560, d3.loss_cls: 0.1912, d3.loss_bbox: 0.1450, d3.loss_iou: 0.3556, d4.loss_cls: 0.1894, d4.loss_bbox: 0.1453, d4.loss_iou: 0.3564, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2217, dn_loss_iou: 0.3565, d0.dn_loss_cls: 0.0597, d0.dn_loss_bbox: 0.3279, d0.dn_loss_iou: 0.4783, d1.dn_loss_cls: 0.0362, d1.dn_loss_bbox: 0.2423, d1.dn_loss_iou: 0.3811, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2248, d2.dn_loss_iou: 0.3607, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2219, d3.dn_loss_iou: 0.3569, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2217, d4.dn_loss_iou: 0.3564, loss: 9.0221, grad_norm: 16.2644 2023-11-05 06:10:55,298 - mmdet - INFO - Epoch [9][3600/3665] lr: 5.563e-06, eta: 2:57:03, time: 0.929, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2233, interm_loss_bbox: 0.1770, interm_loss_iou: 0.4130, loss_cls: 0.1872, loss_bbox: 0.1496, loss_iou: 0.3649, d0.loss_cls: 0.2392, d0.loss_bbox: 0.1545, d0.loss_iou: 0.3748, d1.loss_cls: 0.2093, d1.loss_bbox: 0.1539, d1.loss_iou: 0.3708, d2.loss_cls: 0.1957, d2.loss_bbox: 0.1502, d2.loss_iou: 0.3653, d3.loss_cls: 0.1898, d3.loss_bbox: 0.1493, d3.loss_iou: 0.3642, d4.loss_cls: 0.1874, d4.loss_bbox: 0.1493, d4.loss_iou: 0.3646, dn_loss_cls: 0.0268, dn_loss_bbox: 0.2234, dn_loss_iou: 0.3612, d0.dn_loss_cls: 0.0605, d0.dn_loss_bbox: 0.3298, d0.dn_loss_iou: 0.4784, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2450, d1.dn_loss_iou: 0.3847, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2262, d2.dn_loss_iou: 0.3649, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2237, d3.dn_loss_iou: 0.3615, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2234, d4.dn_loss_iou: 0.3611, loss: 9.1247, grad_norm: 17.2030 2023-11-05 06:11:41,493 - mmdet - INFO - Epoch [9][3650/3665] lr: 5.563e-06, eta: 2:56:15, time: 0.924, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2233, interm_loss_bbox: 0.1753, interm_loss_iou: 0.4149, loss_cls: 0.1864, loss_bbox: 0.1485, loss_iou: 0.3692, d0.loss_cls: 0.2396, d0.loss_bbox: 0.1540, d0.loss_iou: 0.3761, d1.loss_cls: 0.2103, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3745, d2.loss_cls: 0.1967, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3686, d3.loss_cls: 0.1899, d3.loss_bbox: 0.1478, d3.loss_iou: 0.3683, d4.loss_cls: 0.1865, d4.loss_bbox: 0.1484, d4.loss_iou: 0.3691, dn_loss_cls: 0.0264, dn_loss_bbox: 0.2257, dn_loss_iou: 0.3683, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3277, d0.dn_loss_iou: 0.4842, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2457, d1.dn_loss_iou: 0.3919, d2.dn_loss_cls: 0.0298, d2.dn_loss_bbox: 0.2283, d2.dn_loss_iou: 0.3718, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2259, d3.dn_loss_iou: 0.3684, d4.dn_loss_cls: 0.0264, d4.dn_loss_bbox: 0.2257, d4.dn_loss_iou: 0.3681, loss: 9.1869, grad_norm: 19.2470 2023-11-05 06:11:55,678 - mmdet - INFO - Saving checkpoint at 9 epochs 2023-11-05 06:13:11,803 - mmdet - INFO - Evaluating bbox... 2023-11-05 06:15:44,503 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.538 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.726 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.588 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.378 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.580 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.693 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.740 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.744 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.744 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.587 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.788 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.900 2023-11-05 06:15:44,506 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.629 | bicycle | 0.423 | car | 0.539 | | motorcycle | 0.562 | airplane | 0.767 | bus | 0.757 | | train | 0.766 | truck | 0.477 | boat | 0.386 | | traffic light | 0.339 | fire hydrant | 0.770 | stop sign | 0.707 | | parking meter | 0.552 | bench | 0.348 | bird | 0.482 | | cat | 0.818 | dog | 0.777 | horse | 0.694 | | sheep | 0.658 | cow | 0.692 | elephant | 0.775 | | bear | 0.824 | zebra | 0.759 | giraffe | 0.782 | | backpack | 0.263 | umbrella | 0.524 | handbag | 0.279 | | tie | 0.465 | suitcase | 0.559 | frisbee | 0.761 | | skis | 0.349 | snowboard | 0.470 | sports ball | 0.555 | | kite | 0.536 | baseball bat | 0.484 | baseball glove | 0.470 | | skateboard | 0.634 | surfboard | 0.516 | tennis racket | 0.589 | | bottle | 0.482 | wine glass | 0.468 | cup | 0.556 | | fork | 0.555 | knife | 0.380 | spoon | 0.343 | | bowl | 0.523 | banana | 0.348 | apple | 0.306 | | sandwich | 0.536 | orange | 0.393 | broccoli | 0.303 | | carrot | 0.294 | hot dog | 0.499 | pizza | 0.623 | | donut | 0.584 | cake | 0.487 | chair | 0.412 | | couch | 0.523 | potted plant | 0.365 | bed | 0.532 | | dining table | 0.362 | toilet | 0.725 | tv | 0.674 | | laptop | 0.745 | mouse | 0.681 | remote | 0.481 | | keyboard | 0.628 | cell phone | 0.505 | microwave | 0.729 | | oven | 0.473 | toaster | 0.536 | sink | 0.484 | | refrigerator | 0.756 | book | 0.232 | clock | 0.583 | | vase | 0.481 | scissors | 0.507 | teddy bear | 0.605 | | hair drier | 0.230 | toothbrush | 0.418 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-05 06:15:47,764 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx/best_bbox_mAP_epoch_8.pth was removed 2023-11-05 06:15:51,863 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_9.pth. 2023-11-05 06:15:51,864 - mmdet - INFO - Best bbox_mAP is 0.5383 at 9 epoch. 2023-11-05 06:15:51,864 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx.py 2023-11-05 06:15:51,864 - mmdet - INFO - Epoch(val) [9][625] bbox_mAP: 0.5383, bbox_mAP_50: 0.7265, bbox_mAP_75: 0.5881, bbox_mAP_s: 0.3780, bbox_mAP_m: 0.5795, bbox_mAP_l: 0.6934, bbox_mAP_copypaste: 0.5383 0.7265 0.5881 0.3780 0.5795 0.6934 2023-11-05 06:16:40,994 - mmdet - INFO - Epoch [10][50/3665] lr: 5.563e-06, eta: 2:55:08, time: 0.982, data_time: 0.066, memory: 25310, interm_loss_cls: 0.2182, interm_loss_bbox: 0.1761, interm_loss_iou: 0.4136, loss_cls: 0.1785, loss_bbox: 0.1458, loss_iou: 0.3654, d0.loss_cls: 0.2334, d0.loss_bbox: 0.1505, d0.loss_iou: 0.3725, d1.loss_cls: 0.2019, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3678, d2.loss_cls: 0.1877, d2.loss_bbox: 0.1454, d2.loss_iou: 0.3652, d3.loss_cls: 0.1815, d3.loss_bbox: 0.1449, d3.loss_iou: 0.3643, d4.loss_cls: 0.1796, d4.loss_bbox: 0.1450, d4.loss_iou: 0.3649, dn_loss_cls: 0.0236, dn_loss_bbox: 0.2166, dn_loss_iou: 0.3559, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3239, d0.dn_loss_iou: 0.4732, d1.dn_loss_cls: 0.0336, d1.dn_loss_bbox: 0.2375, d1.dn_loss_iou: 0.3788, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2193, d2.dn_loss_iou: 0.3594, d3.dn_loss_cls: 0.0245, d3.dn_loss_bbox: 0.2169, d3.dn_loss_iou: 0.3563, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2165, d4.dn_loss_iou: 0.3558, loss: 8.9508, grad_norm: 20.7504 2023-11-05 06:17:27,020 - mmdet - INFO - Epoch [10][100/3665] lr: 5.563e-06, eta: 2:54:19, time: 0.921, data_time: 0.010, memory: 25310, interm_loss_cls: 0.2166, interm_loss_bbox: 0.1690, interm_loss_iou: 0.4136, loss_cls: 0.1794, loss_bbox: 0.1408, loss_iou: 0.3668, d0.loss_cls: 0.2303, d0.loss_bbox: 0.1463, d0.loss_iou: 0.3764, d1.loss_cls: 0.1997, d1.loss_bbox: 0.1443, d1.loss_iou: 0.3720, d2.loss_cls: 0.1870, d2.loss_bbox: 0.1412, d2.loss_iou: 0.3690, d3.loss_cls: 0.1830, d3.loss_bbox: 0.1402, d3.loss_iou: 0.3663, d4.loss_cls: 0.1802, d4.loss_bbox: 0.1405, d4.loss_iou: 0.3665, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2028, dn_loss_iou: 0.3592, d0.dn_loss_cls: 0.0589, d0.dn_loss_bbox: 0.3043, d0.dn_loss_iou: 0.4753, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2229, d1.dn_loss_iou: 0.3824, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2056, d2.dn_loss_iou: 0.3627, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2030, d3.dn_loss_iou: 0.3593, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2028, d4.dn_loss_iou: 0.3590, loss: 8.8680, grad_norm: 18.9921 2023-11-05 06:18:14,562 - mmdet - INFO - Epoch [10][150/3665] lr: 5.563e-06, eta: 2:53:31, time: 0.951, data_time: 0.010, memory: 25310, interm_loss_cls: 0.2255, interm_loss_bbox: 0.1738, interm_loss_iou: 0.4000, loss_cls: 0.1848, loss_bbox: 0.1469, loss_iou: 0.3558, d0.loss_cls: 0.2393, d0.loss_bbox: 0.1508, d0.loss_iou: 0.3628, d1.loss_cls: 0.2078, d1.loss_bbox: 0.1496, d1.loss_iou: 0.3586, d2.loss_cls: 0.1933, d2.loss_bbox: 0.1471, d2.loss_iou: 0.3556, d3.loss_cls: 0.1878, d3.loss_bbox: 0.1466, d3.loss_iou: 0.3553, d4.loss_cls: 0.1857, d4.loss_bbox: 0.1468, d4.loss_iou: 0.3553, dn_loss_cls: 0.0257, dn_loss_bbox: 0.2180, dn_loss_iou: 0.3642, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3189, d0.dn_loss_iou: 0.4816, d1.dn_loss_cls: 0.0353, d1.dn_loss_bbox: 0.2379, d1.dn_loss_iou: 0.3876, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2203, d2.dn_loss_iou: 0.3677, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2182, d3.dn_loss_iou: 0.3645, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2180, d4.dn_loss_iou: 0.3641, loss: 8.9930, grad_norm: 19.7256 2023-11-05 06:19:03,540 - mmdet - INFO - Epoch [10][200/3665] lr: 5.563e-06, eta: 2:52:43, time: 0.980, data_time: 0.016, memory: 25310, interm_loss_cls: 0.2197, interm_loss_bbox: 0.1755, interm_loss_iou: 0.4044, loss_cls: 0.1836, loss_bbox: 0.1452, loss_iou: 0.3533, d0.loss_cls: 0.2388, d0.loss_bbox: 0.1496, d0.loss_iou: 0.3604, d1.loss_cls: 0.2051, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3573, d2.loss_cls: 0.1925, d2.loss_bbox: 0.1460, d2.loss_iou: 0.3533, d3.loss_cls: 0.1855, d3.loss_bbox: 0.1452, d3.loss_iou: 0.3535, d4.loss_cls: 0.1845, d4.loss_bbox: 0.1447, d4.loss_iou: 0.3531, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2286, dn_loss_iou: 0.3597, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3330, d0.dn_loss_iou: 0.4774, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2492, d1.dn_loss_iou: 0.3840, d2.dn_loss_cls: 0.0296, d2.dn_loss_bbox: 0.2310, d2.dn_loss_iou: 0.3634, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2287, d3.dn_loss_iou: 0.3600, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2286, d4.dn_loss_iou: 0.3596, loss: 9.0076, grad_norm: 17.2495 2023-11-05 06:19:51,036 - mmdet - INFO - Epoch [10][250/3665] lr: 5.563e-06, eta: 2:51:55, time: 0.950, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2220, interm_loss_bbox: 0.1708, interm_loss_iou: 0.4140, loss_cls: 0.1846, loss_bbox: 0.1406, loss_iou: 0.3611, d0.loss_cls: 0.2389, d0.loss_bbox: 0.1457, d0.loss_iou: 0.3695, d1.loss_cls: 0.2070, d1.loss_bbox: 0.1442, d1.loss_iou: 0.3654, d2.loss_cls: 0.1933, d2.loss_bbox: 0.1409, d2.loss_iou: 0.3614, d3.loss_cls: 0.1871, d3.loss_bbox: 0.1406, d3.loss_iou: 0.3606, d4.loss_cls: 0.1849, d4.loss_bbox: 0.1406, d4.loss_iou: 0.3612, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2184, dn_loss_iou: 0.3615, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3236, d0.dn_loss_iou: 0.4812, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2388, d1.dn_loss_iou: 0.3845, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2214, d2.dn_loss_iou: 0.3651, d3.dn_loss_cls: 0.0260, d3.dn_loss_bbox: 0.2187, d3.dn_loss_iou: 0.3618, d4.dn_loss_cls: 0.0250, d4.dn_loss_bbox: 0.2184, d4.dn_loss_iou: 0.3613, loss: 8.9876, grad_norm: 18.7981 2023-11-05 06:20:40,892 - mmdet - INFO - Epoch [10][300/3665] lr: 5.563e-06, eta: 2:51:08, time: 0.997, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2199, interm_loss_bbox: 0.1717, interm_loss_iou: 0.4080, loss_cls: 0.1822, loss_bbox: 0.1413, loss_iou: 0.3567, d0.loss_cls: 0.2372, d0.loss_bbox: 0.1458, d0.loss_iou: 0.3655, d1.loss_cls: 0.2063, d1.loss_bbox: 0.1430, d1.loss_iou: 0.3603, d2.loss_cls: 0.1918, d2.loss_bbox: 0.1416, d2.loss_iou: 0.3572, d3.loss_cls: 0.1856, d3.loss_bbox: 0.1409, d3.loss_iou: 0.3562, d4.loss_cls: 0.1823, d4.loss_bbox: 0.1416, d4.loss_iou: 0.3572, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2094, dn_loss_iou: 0.3570, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3130, d0.dn_loss_iou: 0.4756, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2306, d1.dn_loss_iou: 0.3801, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2121, d2.dn_loss_iou: 0.3605, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2095, d3.dn_loss_iou: 0.3573, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2093, d4.dn_loss_iou: 0.3569, loss: 8.8643, grad_norm: 17.1832 2023-11-05 06:21:28,506 - mmdet - INFO - Epoch [10][350/3665] lr: 5.563e-06, eta: 2:50:20, time: 0.952, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2205, interm_loss_bbox: 0.1825, interm_loss_iou: 0.4068, loss_cls: 0.1831, loss_bbox: 0.1521, loss_iou: 0.3552, d0.loss_cls: 0.2369, d0.loss_bbox: 0.1565, d0.loss_iou: 0.3650, d1.loss_cls: 0.2077, d1.loss_bbox: 0.1548, d1.loss_iou: 0.3593, d2.loss_cls: 0.1910, d2.loss_bbox: 0.1541, d2.loss_iou: 0.3567, d3.loss_cls: 0.1863, d3.loss_bbox: 0.1517, d3.loss_iou: 0.3543, d4.loss_cls: 0.1841, d4.loss_bbox: 0.1519, d4.loss_iou: 0.3548, dn_loss_cls: 0.0247, dn_loss_bbox: 0.2257, dn_loss_iou: 0.3577, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3302, d0.dn_loss_iou: 0.4736, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2476, d1.dn_loss_iou: 0.3814, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2280, d2.dn_loss_iou: 0.3615, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2260, d3.dn_loss_iou: 0.3580, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2257, d4.dn_loss_iou: 0.3577, loss: 9.0356, grad_norm: 16.3746 2023-11-05 06:22:18,627 - mmdet - INFO - Epoch [10][400/3665] lr: 5.563e-06, eta: 2:49:32, time: 1.002, data_time: 0.018, memory: 25310, interm_loss_cls: 0.2209, interm_loss_bbox: 0.1781, interm_loss_iou: 0.4072, loss_cls: 0.1847, loss_bbox: 0.1488, loss_iou: 0.3571, d0.loss_cls: 0.2385, d0.loss_bbox: 0.1545, d0.loss_iou: 0.3666, d1.loss_cls: 0.2076, d1.loss_bbox: 0.1523, d1.loss_iou: 0.3629, d2.loss_cls: 0.1935, d2.loss_bbox: 0.1486, d2.loss_iou: 0.3584, d3.loss_cls: 0.1871, d3.loss_bbox: 0.1485, d3.loss_iou: 0.3577, d4.loss_cls: 0.1849, d4.loss_bbox: 0.1484, d4.loss_iou: 0.3570, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2204, dn_loss_iou: 0.3517, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3280, d0.dn_loss_iou: 0.4708, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2418, d1.dn_loss_iou: 0.3763, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2233, d2.dn_loss_iou: 0.3554, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2207, d3.dn_loss_iou: 0.3521, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2204, d4.dn_loss_iou: 0.3516, loss: 8.9738, grad_norm: 20.7307 2023-11-05 06:23:05,888 - mmdet - INFO - Epoch [10][450/3665] lr: 5.563e-06, eta: 2:48:44, time: 0.945, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2208, interm_loss_bbox: 0.1775, interm_loss_iou: 0.4162, loss_cls: 0.1821, loss_bbox: 0.1467, loss_iou: 0.3655, d0.loss_cls: 0.2369, d0.loss_bbox: 0.1505, d0.loss_iou: 0.3731, d1.loss_cls: 0.2046, d1.loss_bbox: 0.1487, d1.loss_iou: 0.3688, d2.loss_cls: 0.1906, d2.loss_bbox: 0.1467, d2.loss_iou: 0.3664, d3.loss_cls: 0.1853, d3.loss_bbox: 0.1465, d3.loss_iou: 0.3652, d4.loss_cls: 0.1824, d4.loss_bbox: 0.1468, d4.loss_iou: 0.3652, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2135, dn_loss_iou: 0.3565, d0.dn_loss_cls: 0.0573, d0.dn_loss_bbox: 0.3174, d0.dn_loss_iou: 0.4753, d1.dn_loss_cls: 0.0338, d1.dn_loss_bbox: 0.2342, d1.dn_loss_iou: 0.3803, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2161, d2.dn_loss_iou: 0.3599, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2137, d3.dn_loss_iou: 0.3565, d4.dn_loss_cls: 0.0240, d4.dn_loss_bbox: 0.2135, d4.dn_loss_iou: 0.3563, loss: 8.9710, grad_norm: 20.7970 2023-11-05 06:23:52,195 - mmdet - INFO - Epoch [10][500/3665] lr: 5.563e-06, eta: 2:47:55, time: 0.926, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2181, interm_loss_bbox: 0.1734, interm_loss_iou: 0.4131, loss_cls: 0.1803, loss_bbox: 0.1450, loss_iou: 0.3639, d0.loss_cls: 0.2324, d0.loss_bbox: 0.1504, d0.loss_iou: 0.3729, d1.loss_cls: 0.2034, d1.loss_bbox: 0.1473, d1.loss_iou: 0.3676, d2.loss_cls: 0.1888, d2.loss_bbox: 0.1461, d2.loss_iou: 0.3650, d3.loss_cls: 0.1828, d3.loss_bbox: 0.1455, d3.loss_iou: 0.3639, d4.loss_cls: 0.1799, d4.loss_bbox: 0.1459, d4.loss_iou: 0.3643, dn_loss_cls: 0.0261, dn_loss_bbox: 0.2233, dn_loss_iou: 0.3546, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3332, d0.dn_loss_iou: 0.4732, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2446, d1.dn_loss_iou: 0.3782, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2257, d2.dn_loss_iou: 0.3579, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2234, d3.dn_loss_iou: 0.3548, d4.dn_loss_cls: 0.0260, d4.dn_loss_bbox: 0.2233, d4.dn_loss_iou: 0.3545, loss: 8.9986, grad_norm: 17.0969 2023-11-05 06:24:41,067 - mmdet - INFO - Epoch [10][550/3665] lr: 5.563e-06, eta: 2:47:08, time: 0.978, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2211, interm_loss_bbox: 0.1770, interm_loss_iou: 0.4181, loss_cls: 0.1810, loss_bbox: 0.1491, loss_iou: 0.3719, d0.loss_cls: 0.2386, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3772, d1.loss_cls: 0.2061, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3720, d2.loss_cls: 0.1910, d2.loss_bbox: 0.1484, d2.loss_iou: 0.3692, d3.loss_cls: 0.1841, d3.loss_bbox: 0.1481, d3.loss_iou: 0.3700, d4.loss_cls: 0.1813, d4.loss_bbox: 0.1488, d4.loss_iou: 0.3715, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2143, dn_loss_iou: 0.3571, d0.dn_loss_cls: 0.0588, d0.dn_loss_bbox: 0.3165, d0.dn_loss_iou: 0.4747, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2336, d1.dn_loss_iou: 0.3799, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2168, d2.dn_loss_iou: 0.3605, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2145, d3.dn_loss_iou: 0.3572, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2142, d4.dn_loss_iou: 0.3569, loss: 9.0207, grad_norm: 19.1576 2023-11-05 06:25:30,776 - mmdet - INFO - Epoch [10][600/3665] lr: 5.563e-06, eta: 2:46:20, time: 0.994, data_time: 0.016, memory: 25310, interm_loss_cls: 0.2177, interm_loss_bbox: 0.1673, interm_loss_iou: 0.4081, loss_cls: 0.1814, loss_bbox: 0.1395, loss_iou: 0.3603, d0.loss_cls: 0.2334, d0.loss_bbox: 0.1454, d0.loss_iou: 0.3718, d1.loss_cls: 0.2049, d1.loss_bbox: 0.1418, d1.loss_iou: 0.3640, d2.loss_cls: 0.1898, d2.loss_bbox: 0.1395, d2.loss_iou: 0.3603, d3.loss_cls: 0.1831, d3.loss_bbox: 0.1393, d3.loss_iou: 0.3608, d4.loss_cls: 0.1817, d4.loss_bbox: 0.1393, d4.loss_iou: 0.3604, dn_loss_cls: 0.0243, dn_loss_bbox: 0.2096, dn_loss_iou: 0.3590, d0.dn_loss_cls: 0.0577, d0.dn_loss_bbox: 0.3121, d0.dn_loss_iou: 0.4766, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2296, d1.dn_loss_iou: 0.3820, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2122, d2.dn_loss_iou: 0.3625, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2098, d3.dn_loss_iou: 0.3592, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2096, d4.dn_loss_iou: 0.3588, loss: 8.8623, grad_norm: 19.1730 2023-11-05 06:26:18,613 - mmdet - INFO - Epoch [10][650/3665] lr: 5.563e-06, eta: 2:45:32, time: 0.957, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2188, interm_loss_bbox: 0.1771, interm_loss_iou: 0.4047, loss_cls: 0.1814, loss_bbox: 0.1497, loss_iou: 0.3569, d0.loss_cls: 0.2366, d0.loss_bbox: 0.1537, d0.loss_iou: 0.3652, d1.loss_cls: 0.2039, d1.loss_bbox: 0.1521, d1.loss_iou: 0.3623, d2.loss_cls: 0.1909, d2.loss_bbox: 0.1491, d2.loss_iou: 0.3569, d3.loss_cls: 0.1842, d3.loss_bbox: 0.1500, d3.loss_iou: 0.3568, d4.loss_cls: 0.1818, d4.loss_bbox: 0.1496, d4.loss_iou: 0.3567, dn_loss_cls: 0.0247, dn_loss_bbox: 0.2225, dn_loss_iou: 0.3573, d0.dn_loss_cls: 0.0596, d0.dn_loss_bbox: 0.3306, d0.dn_loss_iou: 0.4758, d1.dn_loss_cls: 0.0348, d1.dn_loss_bbox: 0.2440, d1.dn_loss_iou: 0.3815, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2254, d2.dn_loss_iou: 0.3611, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2227, d3.dn_loss_iou: 0.3576, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2225, d4.dn_loss_iou: 0.3572, loss: 8.9945, grad_norm: 18.9804 2023-11-05 06:27:05,763 - mmdet - INFO - Epoch [10][700/3665] lr: 5.563e-06, eta: 2:44:44, time: 0.943, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2212, interm_loss_bbox: 0.1769, interm_loss_iou: 0.4144, loss_cls: 0.1839, loss_bbox: 0.1481, loss_iou: 0.3652, d0.loss_cls: 0.2387, d0.loss_bbox: 0.1525, d0.loss_iou: 0.3743, d1.loss_cls: 0.2068, d1.loss_bbox: 0.1517, d1.loss_iou: 0.3700, d2.loss_cls: 0.1925, d2.loss_bbox: 0.1499, d2.loss_iou: 0.3662, d3.loss_cls: 0.1867, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3660, d4.loss_cls: 0.1838, d4.loss_bbox: 0.1488, d4.loss_iou: 0.3659, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2224, dn_loss_iou: 0.3565, d0.dn_loss_cls: 0.0606, d0.dn_loss_bbox: 0.3238, d0.dn_loss_iou: 0.4724, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2419, d1.dn_loss_iou: 0.3792, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2252, d2.dn_loss_iou: 0.3602, d3.dn_loss_cls: 0.0278, d3.dn_loss_bbox: 0.2227, d3.dn_loss_iou: 0.3568, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2224, d4.dn_loss_iou: 0.3564, loss: 9.0615, grad_norm: 18.9892 2023-11-05 06:27:52,708 - mmdet - INFO - Epoch [10][750/3665] lr: 5.563e-06, eta: 2:43:56, time: 0.939, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2149, interm_loss_bbox: 0.1751, interm_loss_iou: 0.3975, loss_cls: 0.1769, loss_bbox: 0.1455, loss_iou: 0.3490, d0.loss_cls: 0.2294, d0.loss_bbox: 0.1512, d0.loss_iou: 0.3585, d1.loss_cls: 0.1986, d1.loss_bbox: 0.1489, d1.loss_iou: 0.3535, d2.loss_cls: 0.1866, d2.loss_bbox: 0.1454, d2.loss_iou: 0.3479, d3.loss_cls: 0.1798, d3.loss_bbox: 0.1446, d3.loss_iou: 0.3479, d4.loss_cls: 0.1775, d4.loss_bbox: 0.1454, d4.loss_iou: 0.3485, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2193, dn_loss_iou: 0.3514, d0.dn_loss_cls: 0.0583, d0.dn_loss_bbox: 0.3265, d0.dn_loss_iou: 0.4718, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2394, d1.dn_loss_iou: 0.3764, d2.dn_loss_cls: 0.0282, d2.dn_loss_bbox: 0.2223, d2.dn_loss_iou: 0.3552, d3.dn_loss_cls: 0.0254, d3.dn_loss_bbox: 0.2195, d3.dn_loss_iou: 0.3516, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2192, d4.dn_loss_iou: 0.3513, loss: 8.8219, grad_norm: 18.9789 2023-11-05 06:28:41,371 - mmdet - INFO - Epoch [10][800/3665] lr: 5.563e-06, eta: 2:43:08, time: 0.973, data_time: 0.015, memory: 25310, interm_loss_cls: 0.2186, interm_loss_bbox: 0.1809, interm_loss_iou: 0.4132, loss_cls: 0.1809, loss_bbox: 0.1459, loss_iou: 0.3609, d0.loss_cls: 0.2345, d0.loss_bbox: 0.1500, d0.loss_iou: 0.3694, d1.loss_cls: 0.2049, d1.loss_bbox: 0.1468, d1.loss_iou: 0.3629, d2.loss_cls: 0.1903, d2.loss_bbox: 0.1455, d2.loss_iou: 0.3607, d3.loss_cls: 0.1845, d3.loss_bbox: 0.1450, d3.loss_iou: 0.3596, d4.loss_cls: 0.1815, d4.loss_bbox: 0.1457, d4.loss_iou: 0.3602, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2177, dn_loss_iou: 0.3548, d0.dn_loss_cls: 0.0588, d0.dn_loss_bbox: 0.3231, d0.dn_loss_iou: 0.4727, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2381, d1.dn_loss_iou: 0.3777, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2207, d2.dn_loss_iou: 0.3583, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2179, d3.dn_loss_iou: 0.3550, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2177, d4.dn_loss_iou: 0.3546, loss: 8.9495, grad_norm: 18.7465 2023-11-05 06:29:27,799 - mmdet - INFO - Epoch [10][850/3665] lr: 5.563e-06, eta: 2:42:19, time: 0.929, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2187, interm_loss_bbox: 0.1787, interm_loss_iou: 0.4117, loss_cls: 0.1806, loss_bbox: 0.1484, loss_iou: 0.3596, d0.loss_cls: 0.2348, d0.loss_bbox: 0.1529, d0.loss_iou: 0.3714, d1.loss_cls: 0.2029, d1.loss_bbox: 0.1500, d1.loss_iou: 0.3648, d2.loss_cls: 0.1903, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3593, d3.loss_cls: 0.1839, d3.loss_bbox: 0.1479, d3.loss_iou: 0.3594, d4.loss_cls: 0.1810, d4.loss_bbox: 0.1486, d4.loss_iou: 0.3598, dn_loss_cls: 0.0258, dn_loss_bbox: 0.2129, dn_loss_iou: 0.3590, d0.dn_loss_cls: 0.0588, d0.dn_loss_bbox: 0.3132, d0.dn_loss_iou: 0.4763, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2326, d1.dn_loss_iou: 0.3825, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2154, d2.dn_loss_iou: 0.3628, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2130, d3.dn_loss_iou: 0.3593, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2129, d4.dn_loss_iou: 0.3589, loss: 8.9516, grad_norm: 18.6936 2023-11-05 06:30:14,691 - mmdet - INFO - Epoch [10][900/3665] lr: 5.563e-06, eta: 2:41:31, time: 0.938, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2238, interm_loss_bbox: 0.1771, interm_loss_iou: 0.4154, loss_cls: 0.1852, loss_bbox: 0.1456, loss_iou: 0.3617, d0.loss_cls: 0.2395, d0.loss_bbox: 0.1503, d0.loss_iou: 0.3708, d1.loss_cls: 0.2090, d1.loss_bbox: 0.1493, d1.loss_iou: 0.3650, d2.loss_cls: 0.1955, d2.loss_bbox: 0.1451, d2.loss_iou: 0.3598, d3.loss_cls: 0.1883, d3.loss_bbox: 0.1456, d3.loss_iou: 0.3612, d4.loss_cls: 0.1854, d4.loss_bbox: 0.1458, d4.loss_iou: 0.3616, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2250, dn_loss_iou: 0.3528, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3285, d0.dn_loss_iou: 0.4700, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2452, d1.dn_loss_iou: 0.3761, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2281, d2.dn_loss_iou: 0.3566, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2253, d3.dn_loss_iou: 0.3531, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2250, d4.dn_loss_iou: 0.3526, loss: 9.0213, grad_norm: 17.4060 2023-11-05 06:31:03,113 - mmdet - INFO - Epoch [10][950/3665] lr: 5.563e-06, eta: 2:40:43, time: 0.968, data_time: 0.018, memory: 25310, interm_loss_cls: 0.2216, interm_loss_bbox: 0.1737, interm_loss_iou: 0.4077, loss_cls: 0.1845, loss_bbox: 0.1453, loss_iou: 0.3595, d0.loss_cls: 0.2384, d0.loss_bbox: 0.1489, d0.loss_iou: 0.3687, d1.loss_cls: 0.2077, d1.loss_bbox: 0.1465, d1.loss_iou: 0.3624, d2.loss_cls: 0.1946, d2.loss_bbox: 0.1452, d2.loss_iou: 0.3584, d3.loss_cls: 0.1876, d3.loss_bbox: 0.1451, d3.loss_iou: 0.3595, d4.loss_cls: 0.1853, d4.loss_bbox: 0.1448, d4.loss_iou: 0.3594, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2157, dn_loss_iou: 0.3574, d0.dn_loss_cls: 0.0594, d0.dn_loss_bbox: 0.3183, d0.dn_loss_iou: 0.4723, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2362, d1.dn_loss_iou: 0.3805, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2186, d2.dn_loss_iou: 0.3609, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2160, d3.dn_loss_iou: 0.3577, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2157, d4.dn_loss_iou: 0.3573, loss: 8.9549, grad_norm: 17.5040 2023-11-05 06:31:51,571 - mmdet - INFO - Epoch [10][1000/3665] lr: 5.563e-06, eta: 2:39:55, time: 0.969, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2161, interm_loss_bbox: 0.1731, interm_loss_iou: 0.4070, loss_cls: 0.1798, loss_bbox: 0.1465, loss_iou: 0.3606, d0.loss_cls: 0.2311, d0.loss_bbox: 0.1511, d0.loss_iou: 0.3692, d1.loss_cls: 0.1996, d1.loss_bbox: 0.1497, d1.loss_iou: 0.3640, d2.loss_cls: 0.1876, d2.loss_bbox: 0.1469, d2.loss_iou: 0.3605, d3.loss_cls: 0.1831, d3.loss_bbox: 0.1460, d3.loss_iou: 0.3596, d4.loss_cls: 0.1802, d4.loss_bbox: 0.1463, d4.loss_iou: 0.3604, dn_loss_cls: 0.0247, dn_loss_bbox: 0.2129, dn_loss_iou: 0.3533, d0.dn_loss_cls: 0.0580, d0.dn_loss_bbox: 0.3137, d0.dn_loss_iou: 0.4681, d1.dn_loss_cls: 0.0341, d1.dn_loss_bbox: 0.2319, d1.dn_loss_iou: 0.3752, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2154, d2.dn_loss_iou: 0.3566, d3.dn_loss_cls: 0.0255, d3.dn_loss_bbox: 0.2130, d3.dn_loss_iou: 0.3534, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2128, d4.dn_loss_iou: 0.3531, loss: 8.8731, grad_norm: 19.1544 2023-11-05 06:32:41,419 - mmdet - INFO - Epoch [10][1050/3665] lr: 5.563e-06, eta: 2:39:08, time: 0.997, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2197, interm_loss_bbox: 0.1805, interm_loss_iou: 0.4152, loss_cls: 0.1820, loss_bbox: 0.1496, loss_iou: 0.3637, d0.loss_cls: 0.2379, d0.loss_bbox: 0.1527, d0.loss_iou: 0.3712, d1.loss_cls: 0.2045, d1.loss_bbox: 0.1521, d1.loss_iou: 0.3673, d2.loss_cls: 0.1907, d2.loss_bbox: 0.1492, d2.loss_iou: 0.3642, d3.loss_cls: 0.1841, d3.loss_bbox: 0.1489, d3.loss_iou: 0.3634, d4.loss_cls: 0.1819, d4.loss_bbox: 0.1497, d4.loss_iou: 0.3639, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2225, dn_loss_iou: 0.3623, d0.dn_loss_cls: 0.0581, d0.dn_loss_bbox: 0.3281, d0.dn_loss_iou: 0.4808, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2438, d1.dn_loss_iou: 0.3859, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2255, d2.dn_loss_iou: 0.3658, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2228, d3.dn_loss_iou: 0.3627, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2225, d4.dn_loss_iou: 0.3622, loss: 9.0758, grad_norm: 19.8817 2023-11-05 06:33:28,885 - mmdet - INFO - Epoch [10][1100/3665] lr: 5.563e-06, eta: 2:38:20, time: 0.949, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2206, interm_loss_bbox: 0.1716, interm_loss_iou: 0.4141, loss_cls: 0.1834, loss_bbox: 0.1430, loss_iou: 0.3667, d0.loss_cls: 0.2380, d0.loss_bbox: 0.1462, d0.loss_iou: 0.3739, d1.loss_cls: 0.2069, d1.loss_bbox: 0.1451, d1.loss_iou: 0.3702, d2.loss_cls: 0.1925, d2.loss_bbox: 0.1430, d2.loss_iou: 0.3672, d3.loss_cls: 0.1854, d3.loss_bbox: 0.1436, d3.loss_iou: 0.3674, d4.loss_cls: 0.1835, d4.loss_bbox: 0.1432, d4.loss_iou: 0.3670, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2174, dn_loss_iou: 0.3654, d0.dn_loss_cls: 0.0602, d0.dn_loss_bbox: 0.3216, d0.dn_loss_iou: 0.4861, d1.dn_loss_cls: 0.0358, d1.dn_loss_bbox: 0.2382, d1.dn_loss_iou: 0.3889, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2204, d2.dn_loss_iou: 0.3689, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2177, d3.dn_loss_iou: 0.3657, d4.dn_loss_cls: 0.0260, d4.dn_loss_bbox: 0.2174, d4.dn_loss_iou: 0.3653, loss: 9.0497, grad_norm: 18.7839 2023-11-05 06:34:18,000 - mmdet - INFO - Epoch [10][1150/3665] lr: 5.563e-06, eta: 2:37:32, time: 0.982, data_time: 0.017, memory: 25310, interm_loss_cls: 0.2214, interm_loss_bbox: 0.1771, interm_loss_iou: 0.4020, loss_cls: 0.1825, loss_bbox: 0.1506, loss_iou: 0.3557, d0.loss_cls: 0.2365, d0.loss_bbox: 0.1532, d0.loss_iou: 0.3631, d1.loss_cls: 0.2058, d1.loss_bbox: 0.1517, d1.loss_iou: 0.3566, d2.loss_cls: 0.1929, d2.loss_bbox: 0.1493, d2.loss_iou: 0.3532, d3.loss_cls: 0.1858, d3.loss_bbox: 0.1505, d3.loss_iou: 0.3546, d4.loss_cls: 0.1826, d4.loss_bbox: 0.1509, d4.loss_iou: 0.3554, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2293, dn_loss_iou: 0.3521, d0.dn_loss_cls: 0.0596, d0.dn_loss_bbox: 0.3394, d0.dn_loss_iou: 0.4742, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2510, d1.dn_loss_iou: 0.3759, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2323, d2.dn_loss_iou: 0.3554, d3.dn_loss_cls: 0.0258, d3.dn_loss_bbox: 0.2295, d3.dn_loss_iou: 0.3521, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2293, d4.dn_loss_iou: 0.3519, loss: 9.0032, grad_norm: 20.5504 2023-11-05 06:35:04,704 - mmdet - INFO - Epoch [10][1200/3665] lr: 5.563e-06, eta: 2:36:44, time: 0.934, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2179, interm_loss_bbox: 0.1773, interm_loss_iou: 0.4108, loss_cls: 0.1800, loss_bbox: 0.1462, loss_iou: 0.3576, d0.loss_cls: 0.2329, d0.loss_bbox: 0.1525, d0.loss_iou: 0.3690, d1.loss_cls: 0.2021, d1.loss_bbox: 0.1510, d1.loss_iou: 0.3633, d2.loss_cls: 0.1898, d2.loss_bbox: 0.1465, d2.loss_iou: 0.3578, d3.loss_cls: 0.1827, d3.loss_bbox: 0.1466, d3.loss_iou: 0.3573, d4.loss_cls: 0.1802, d4.loss_bbox: 0.1465, d4.loss_iou: 0.3570, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2205, dn_loss_iou: 0.3533, d0.dn_loss_cls: 0.0601, d0.dn_loss_bbox: 0.3331, d0.dn_loss_iou: 0.4788, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2440, d1.dn_loss_iou: 0.3792, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2240, d2.dn_loss_iou: 0.3577, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2207, d3.dn_loss_iou: 0.3536, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2205, d4.dn_loss_iou: 0.3532, loss: 8.9657, grad_norm: 18.4279 2023-11-05 06:35:51,298 - mmdet - INFO - Epoch [10][1250/3665] lr: 5.563e-06, eta: 2:35:55, time: 0.932, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2170, interm_loss_bbox: 0.1734, interm_loss_iou: 0.3994, loss_cls: 0.1804, loss_bbox: 0.1433, loss_iou: 0.3496, d0.loss_cls: 0.2329, d0.loss_bbox: 0.1522, d0.loss_iou: 0.3623, d1.loss_cls: 0.2032, d1.loss_bbox: 0.1480, d1.loss_iou: 0.3541, d2.loss_cls: 0.1897, d2.loss_bbox: 0.1447, d2.loss_iou: 0.3502, d3.loss_cls: 0.1838, d3.loss_bbox: 0.1429, d3.loss_iou: 0.3489, d4.loss_cls: 0.1805, d4.loss_bbox: 0.1438, d4.loss_iou: 0.3498, dn_loss_cls: 0.0261, dn_loss_bbox: 0.2205, dn_loss_iou: 0.3486, d0.dn_loss_cls: 0.0594, d0.dn_loss_bbox: 0.3286, d0.dn_loss_iou: 0.4723, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2416, d1.dn_loss_iou: 0.3730, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2233, d2.dn_loss_iou: 0.3526, d3.dn_loss_cls: 0.0270, d3.dn_loss_bbox: 0.2207, d3.dn_loss_iou: 0.3489, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2205, d4.dn_loss_iou: 0.3485, loss: 8.8530, grad_norm: 20.5294 2023-11-05 06:36:37,535 - mmdet - INFO - Epoch [10][1300/3665] lr: 5.563e-06, eta: 2:35:07, time: 0.925, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2244, interm_loss_bbox: 0.1744, interm_loss_iou: 0.4101, loss_cls: 0.1852, loss_bbox: 0.1498, loss_iou: 0.3657, d0.loss_cls: 0.2405, d0.loss_bbox: 0.1522, d0.loss_iou: 0.3718, d1.loss_cls: 0.2083, d1.loss_bbox: 0.1517, d1.loss_iou: 0.3682, d2.loss_cls: 0.1949, d2.loss_bbox: 0.1498, d2.loss_iou: 0.3653, d3.loss_cls: 0.1894, d3.loss_bbox: 0.1489, d3.loss_iou: 0.3644, d4.loss_cls: 0.1857, d4.loss_bbox: 0.1497, d4.loss_iou: 0.3657, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2208, dn_loss_iou: 0.3575, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3262, d0.dn_loss_iou: 0.4783, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2418, d1.dn_loss_iou: 0.3813, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2234, d2.dn_loss_iou: 0.3607, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2208, d3.dn_loss_iou: 0.3574, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2207, d4.dn_loss_iou: 0.3573, loss: 9.0640, grad_norm: 21.0987 2023-11-05 06:37:26,661 - mmdet - INFO - Epoch [10][1350/3665] lr: 5.563e-06, eta: 2:34:19, time: 0.982, data_time: 0.018, memory: 25310, interm_loss_cls: 0.2190, interm_loss_bbox: 0.1754, interm_loss_iou: 0.4000, loss_cls: 0.1802, loss_bbox: 0.1488, loss_iou: 0.3515, d0.loss_cls: 0.2322, d0.loss_bbox: 0.1532, d0.loss_iou: 0.3627, d1.loss_cls: 0.2015, d1.loss_bbox: 0.1525, d1.loss_iou: 0.3574, d2.loss_cls: 0.1895, d2.loss_bbox: 0.1487, d2.loss_iou: 0.3516, d3.loss_cls: 0.1839, d3.loss_bbox: 0.1478, d3.loss_iou: 0.3504, d4.loss_cls: 0.1814, d4.loss_bbox: 0.1481, d4.loss_iou: 0.3508, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2174, dn_loss_iou: 0.3548, d0.dn_loss_cls: 0.0571, d0.dn_loss_bbox: 0.3205, d0.dn_loss_iou: 0.4737, d1.dn_loss_cls: 0.0336, d1.dn_loss_bbox: 0.2371, d1.dn_loss_iou: 0.3775, d2.dn_loss_cls: 0.0278, d2.dn_loss_bbox: 0.2199, d2.dn_loss_iou: 0.3582, d3.dn_loss_cls: 0.0253, d3.dn_loss_bbox: 0.2176, d3.dn_loss_iou: 0.3549, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2174, d4.dn_loss_iou: 0.3546, loss: 8.8828, grad_norm: 18.8570 2023-11-05 06:38:14,197 - mmdet - INFO - Epoch [10][1400/3665] lr: 5.563e-06, eta: 2:33:31, time: 0.951, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2242, interm_loss_bbox: 0.1761, interm_loss_iou: 0.4158, loss_cls: 0.1876, loss_bbox: 0.1461, loss_iou: 0.3678, d0.loss_cls: 0.2411, d0.loss_bbox: 0.1523, d0.loss_iou: 0.3783, d1.loss_cls: 0.2102, d1.loss_bbox: 0.1513, d1.loss_iou: 0.3735, d2.loss_cls: 0.1965, d2.loss_bbox: 0.1475, d2.loss_iou: 0.3695, d3.loss_cls: 0.1917, d3.loss_bbox: 0.1457, d3.loss_iou: 0.3669, d4.loss_cls: 0.1884, d4.loss_bbox: 0.1457, d4.loss_iou: 0.3677, dn_loss_cls: 0.0264, dn_loss_bbox: 0.2238, dn_loss_iou: 0.3674, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3212, d0.dn_loss_iou: 0.4829, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2425, d1.dn_loss_iou: 0.3906, d2.dn_loss_cls: 0.0301, d2.dn_loss_bbox: 0.2261, d2.dn_loss_iou: 0.3707, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2239, d3.dn_loss_iou: 0.3677, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2238, d4.dn_loss_iou: 0.3673, loss: 9.1596, grad_norm: 19.7340 2023-11-05 06:39:01,381 - mmdet - INFO - Epoch [10][1450/3665] lr: 5.563e-06, eta: 2:32:43, time: 0.944, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2234, interm_loss_bbox: 0.1748, interm_loss_iou: 0.4070, loss_cls: 0.1865, loss_bbox: 0.1463, loss_iou: 0.3583, d0.loss_cls: 0.2399, d0.loss_bbox: 0.1502, d0.loss_iou: 0.3669, d1.loss_cls: 0.2096, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3632, d2.loss_cls: 0.1955, d2.loss_bbox: 0.1469, d2.loss_iou: 0.3589, d3.loss_cls: 0.1898, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3579, d4.loss_cls: 0.1869, d4.loss_bbox: 0.1464, d4.loss_iou: 0.3584, dn_loss_cls: 0.0244, dn_loss_bbox: 0.2198, dn_loss_iou: 0.3598, d0.dn_loss_cls: 0.0589, d0.dn_loss_bbox: 0.3243, d0.dn_loss_iou: 0.4770, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2409, d1.dn_loss_iou: 0.3829, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2228, d2.dn_loss_iou: 0.3634, d3.dn_loss_cls: 0.0253, d3.dn_loss_bbox: 0.2200, d3.dn_loss_iou: 0.3599, d4.dn_loss_cls: 0.0245, d4.dn_loss_bbox: 0.2198, d4.dn_loss_iou: 0.3596, loss: 9.0076, grad_norm: 18.1502 2023-11-05 06:39:48,580 - mmdet - INFO - Epoch [10][1500/3665] lr: 5.563e-06, eta: 2:31:54, time: 0.944, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2180, interm_loss_bbox: 0.1706, interm_loss_iou: 0.3988, loss_cls: 0.1788, loss_bbox: 0.1447, loss_iou: 0.3516, d0.loss_cls: 0.2315, d0.loss_bbox: 0.1486, d0.loss_iou: 0.3601, d1.loss_cls: 0.2011, d1.loss_bbox: 0.1481, d1.loss_iou: 0.3570, d2.loss_cls: 0.1881, d2.loss_bbox: 0.1447, d2.loss_iou: 0.3511, d3.loss_cls: 0.1815, d3.loss_bbox: 0.1443, d3.loss_iou: 0.3511, d4.loss_cls: 0.1788, d4.loss_bbox: 0.1449, d4.loss_iou: 0.3521, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2056, dn_loss_iou: 0.3477, d0.dn_loss_cls: 0.0576, d0.dn_loss_bbox: 0.3104, d0.dn_loss_iou: 0.4650, d1.dn_loss_cls: 0.0327, d1.dn_loss_bbox: 0.2262, d1.dn_loss_iou: 0.3711, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2084, d2.dn_loss_iou: 0.3513, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2059, d3.dn_loss_iou: 0.3480, d4.dn_loss_cls: 0.0235, d4.dn_loss_bbox: 0.2056, d4.dn_loss_iou: 0.3476, loss: 8.7259, grad_norm: 17.8984 2023-11-05 06:40:35,697 - mmdet - INFO - Epoch [10][1550/3665] lr: 5.563e-06, eta: 2:31:06, time: 0.942, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2258, interm_loss_bbox: 0.1847, interm_loss_iou: 0.4089, loss_cls: 0.1878, loss_bbox: 0.1524, loss_iou: 0.3546, d0.loss_cls: 0.2443, d0.loss_bbox: 0.1559, d0.loss_iou: 0.3640, d1.loss_cls: 0.2122, d1.loss_bbox: 0.1549, d1.loss_iou: 0.3603, d2.loss_cls: 0.1971, d2.loss_bbox: 0.1525, d2.loss_iou: 0.3556, d3.loss_cls: 0.1908, d3.loss_bbox: 0.1523, d3.loss_iou: 0.3544, d4.loss_cls: 0.1881, d4.loss_bbox: 0.1523, d4.loss_iou: 0.3544, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2324, dn_loss_iou: 0.3611, d0.dn_loss_cls: 0.0611, d0.dn_loss_bbox: 0.3408, d0.dn_loss_iou: 0.4827, d1.dn_loss_cls: 0.0367, d1.dn_loss_bbox: 0.2547, d1.dn_loss_iou: 0.3860, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2358, d2.dn_loss_iou: 0.3651, d3.dn_loss_cls: 0.0278, d3.dn_loss_bbox: 0.2327, d3.dn_loss_iou: 0.3614, d4.dn_loss_cls: 0.0271, d4.dn_loss_bbox: 0.2324, d4.dn_loss_iou: 0.3610, loss: 9.1597, grad_norm: 18.2038 2023-11-05 06:41:24,056 - mmdet - INFO - Epoch [10][1600/3665] lr: 5.563e-06, eta: 2:30:18, time: 0.967, data_time: 0.018, memory: 25310, interm_loss_cls: 0.2232, interm_loss_bbox: 0.1754, interm_loss_iou: 0.4074, loss_cls: 0.1854, loss_bbox: 0.1478, loss_iou: 0.3596, d0.loss_cls: 0.2397, d0.loss_bbox: 0.1502, d0.loss_iou: 0.3673, d1.loss_cls: 0.2092, d1.loss_bbox: 0.1497, d1.loss_iou: 0.3631, d2.loss_cls: 0.1958, d2.loss_bbox: 0.1468, d2.loss_iou: 0.3597, d3.loss_cls: 0.1887, d3.loss_bbox: 0.1470, d3.loss_iou: 0.3595, d4.loss_cls: 0.1855, d4.loss_bbox: 0.1482, d4.loss_iou: 0.3600, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2259, dn_loss_iou: 0.3588, d0.dn_loss_cls: 0.0613, d0.dn_loss_bbox: 0.3321, d0.dn_loss_iou: 0.4792, d1.dn_loss_cls: 0.0366, d1.dn_loss_bbox: 0.2469, d1.dn_loss_iou: 0.3836, d2.dn_loss_cls: 0.0299, d2.dn_loss_bbox: 0.2290, d2.dn_loss_iou: 0.3628, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2261, d3.dn_loss_iou: 0.3590, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2259, d4.dn_loss_iou: 0.3587, loss: 9.0656, grad_norm: 18.9500 2023-11-05 06:42:10,672 - mmdet - INFO - Epoch [10][1650/3665] lr: 5.563e-06, eta: 2:29:30, time: 0.932, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2208, interm_loss_bbox: 0.1836, interm_loss_iou: 0.4108, loss_cls: 0.1817, loss_bbox: 0.1517, loss_iou: 0.3583, d0.loss_cls: 0.2356, d0.loss_bbox: 0.1568, d0.loss_iou: 0.3686, d1.loss_cls: 0.2064, d1.loss_bbox: 0.1536, d1.loss_iou: 0.3605, d2.loss_cls: 0.1929, d2.loss_bbox: 0.1511, d2.loss_iou: 0.3573, d3.loss_cls: 0.1852, d3.loss_bbox: 0.1506, d3.loss_iou: 0.3576, d4.loss_cls: 0.1823, d4.loss_bbox: 0.1512, d4.loss_iou: 0.3581, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2407, dn_loss_iou: 0.3554, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3553, d0.dn_loss_iou: 0.4751, d1.dn_loss_cls: 0.0353, d1.dn_loss_bbox: 0.2634, d1.dn_loss_iou: 0.3796, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2439, d2.dn_loss_iou: 0.3593, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2409, d3.dn_loss_iou: 0.3556, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2407, d4.dn_loss_iou: 0.3553, loss: 9.1416, grad_norm: 18.1334 2023-11-05 06:42:57,476 - mmdet - INFO - Epoch [10][1700/3665] lr: 5.563e-06, eta: 2:28:42, time: 0.936, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2213, interm_loss_bbox: 0.1714, interm_loss_iou: 0.4063, loss_cls: 0.1817, loss_bbox: 0.1443, loss_iou: 0.3598, d0.loss_cls: 0.2343, d0.loss_bbox: 0.1491, d0.loss_iou: 0.3689, d1.loss_cls: 0.2048, d1.loss_bbox: 0.1459, d1.loss_iou: 0.3641, d2.loss_cls: 0.1912, d2.loss_bbox: 0.1436, d2.loss_iou: 0.3600, d3.loss_cls: 0.1852, d3.loss_bbox: 0.1437, d3.loss_iou: 0.3592, d4.loss_cls: 0.1817, d4.loss_bbox: 0.1444, d4.loss_iou: 0.3604, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2078, dn_loss_iou: 0.3531, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3079, d0.dn_loss_iou: 0.4672, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2263, d1.dn_loss_iou: 0.3751, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2100, d2.dn_loss_iou: 0.3564, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2078, d3.dn_loss_iou: 0.3532, d4.dn_loss_cls: 0.0250, d4.dn_loss_bbox: 0.2078, d4.dn_loss_iou: 0.3530, loss: 8.8441, grad_norm: 19.0930 2023-11-05 06:43:44,802 - mmdet - INFO - Epoch [10][1750/3665] lr: 5.563e-06, eta: 2:27:53, time: 0.946, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2221, interm_loss_bbox: 0.1763, interm_loss_iou: 0.4133, loss_cls: 0.1826, loss_bbox: 0.1482, loss_iou: 0.3660, d0.loss_cls: 0.2349, d0.loss_bbox: 0.1524, d0.loss_iou: 0.3762, d1.loss_cls: 0.2030, d1.loss_bbox: 0.1521, d1.loss_iou: 0.3709, d2.loss_cls: 0.1915, d2.loss_bbox: 0.1481, d2.loss_iou: 0.3660, d3.loss_cls: 0.1855, d3.loss_bbox: 0.1483, d3.loss_iou: 0.3658, d4.loss_cls: 0.1839, d4.loss_bbox: 0.1481, d4.loss_iou: 0.3656, dn_loss_cls: 0.0244, dn_loss_bbox: 0.2210, dn_loss_iou: 0.3615, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3235, d0.dn_loss_iou: 0.4778, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2412, d1.dn_loss_iou: 0.3848, d2.dn_loss_cls: 0.0282, d2.dn_loss_bbox: 0.2239, d2.dn_loss_iou: 0.3655, d3.dn_loss_cls: 0.0253, d3.dn_loss_bbox: 0.2213, d3.dn_loss_iou: 0.3619, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2210, d4.dn_loss_iou: 0.3614, loss: 9.0616, grad_norm: 17.0735 2023-11-05 06:44:33,069 - mmdet - INFO - Epoch [10][1800/3665] lr: 5.563e-06, eta: 2:27:05, time: 0.965, data_time: 0.017, memory: 25310, interm_loss_cls: 0.2215, interm_loss_bbox: 0.1716, interm_loss_iou: 0.4126, loss_cls: 0.1816, loss_bbox: 0.1430, loss_iou: 0.3641, d0.loss_cls: 0.2348, d0.loss_bbox: 0.1467, d0.loss_iou: 0.3719, d1.loss_cls: 0.2036, d1.loss_bbox: 0.1457, d1.loss_iou: 0.3690, d2.loss_cls: 0.1904, d2.loss_bbox: 0.1429, d2.loss_iou: 0.3647, d3.loss_cls: 0.1845, d3.loss_bbox: 0.1433, d3.loss_iou: 0.3643, d4.loss_cls: 0.1819, d4.loss_bbox: 0.1433, d4.loss_iou: 0.3638, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2179, dn_loss_iou: 0.3492, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3213, d0.dn_loss_iou: 0.4667, d1.dn_loss_cls: 0.0339, d1.dn_loss_bbox: 0.2381, d1.dn_loss_iou: 0.3717, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2206, d2.dn_loss_iou: 0.3526, d3.dn_loss_cls: 0.0252, d3.dn_loss_bbox: 0.2182, d3.dn_loss_iou: 0.3493, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2179, d4.dn_loss_iou: 0.3490, loss: 8.9127, grad_norm: 20.6716 2023-11-05 06:45:20,494 - mmdet - INFO - Epoch [10][1850/3665] lr: 5.563e-06, eta: 2:26:17, time: 0.948, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2195, interm_loss_bbox: 0.1726, interm_loss_iou: 0.4043, loss_cls: 0.1802, loss_bbox: 0.1438, loss_iou: 0.3546, d0.loss_cls: 0.2315, d0.loss_bbox: 0.1487, d0.loss_iou: 0.3637, d1.loss_cls: 0.2021, d1.loss_bbox: 0.1469, d1.loss_iou: 0.3594, d2.loss_cls: 0.1883, d2.loss_bbox: 0.1440, d2.loss_iou: 0.3544, d3.loss_cls: 0.1824, d3.loss_bbox: 0.1435, d3.loss_iou: 0.3540, d4.loss_cls: 0.1808, d4.loss_bbox: 0.1436, d4.loss_iou: 0.3540, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2186, dn_loss_iou: 0.3589, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3218, d0.dn_loss_iou: 0.4777, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2377, d1.dn_loss_iou: 0.3825, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2211, d2.dn_loss_iou: 0.3624, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2188, d3.dn_loss_iou: 0.3591, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2185, d4.dn_loss_iou: 0.3588, loss: 8.9081, grad_norm: 18.3564 2023-11-05 06:46:07,528 - mmdet - INFO - Epoch [10][1900/3665] lr: 5.563e-06, eta: 2:25:29, time: 0.941, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2164, interm_loss_bbox: 0.1782, interm_loss_iou: 0.4108, loss_cls: 0.1766, loss_bbox: 0.1477, loss_iou: 0.3605, d0.loss_cls: 0.2314, d0.loss_bbox: 0.1524, d0.loss_iou: 0.3681, d1.loss_cls: 0.1985, d1.loss_bbox: 0.1514, d1.loss_iou: 0.3650, d2.loss_cls: 0.1845, d2.loss_bbox: 0.1479, d2.loss_iou: 0.3611, d3.loss_cls: 0.1794, d3.loss_bbox: 0.1474, d3.loss_iou: 0.3595, d4.loss_cls: 0.1777, d4.loss_bbox: 0.1473, d4.loss_iou: 0.3597, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2202, dn_loss_iou: 0.3554, d0.dn_loss_cls: 0.0580, d0.dn_loss_bbox: 0.3231, d0.dn_loss_iou: 0.4714, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2409, d1.dn_loss_iou: 0.3788, d2.dn_loss_cls: 0.0282, d2.dn_loss_bbox: 0.2231, d2.dn_loss_iou: 0.3589, d3.dn_loss_cls: 0.0258, d3.dn_loss_bbox: 0.2204, d3.dn_loss_iou: 0.3556, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2202, d4.dn_loss_iou: 0.3552, loss: 8.9409, grad_norm: 18.6888 2023-11-05 06:46:58,823 - mmdet - INFO - Epoch [10][1950/3665] lr: 5.563e-06, eta: 2:24:42, time: 1.026, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2169, interm_loss_bbox: 0.1735, interm_loss_iou: 0.4083, loss_cls: 0.1758, loss_bbox: 0.1467, loss_iou: 0.3620, d0.loss_cls: 0.2312, d0.loss_bbox: 0.1494, d0.loss_iou: 0.3683, d1.loss_cls: 0.1991, d1.loss_bbox: 0.1495, d1.loss_iou: 0.3652, d2.loss_cls: 0.1845, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3624, d3.loss_cls: 0.1782, d3.loss_bbox: 0.1471, d3.loss_iou: 0.3618, d4.loss_cls: 0.1759, d4.loss_bbox: 0.1471, d4.loss_iou: 0.3614, dn_loss_cls: 0.0247, dn_loss_bbox: 0.2177, dn_loss_iou: 0.3543, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3219, d0.dn_loss_iou: 0.4713, d1.dn_loss_cls: 0.0344, d1.dn_loss_bbox: 0.2377, d1.dn_loss_iou: 0.3774, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2205, d2.dn_loss_iou: 0.3577, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2180, d3.dn_loss_iou: 0.3547, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2177, d4.dn_loss_iou: 0.3542, loss: 8.9115, grad_norm: 19.6288 2023-11-05 06:47:46,413 - mmdet - INFO - Epoch [10][2000/3665] lr: 5.563e-06, eta: 2:23:54, time: 0.951, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2225, interm_loss_bbox: 0.1759, interm_loss_iou: 0.4184, loss_cls: 0.1844, loss_bbox: 0.1486, loss_iou: 0.3709, d0.loss_cls: 0.2351, d0.loss_bbox: 0.1532, d0.loss_iou: 0.3807, d1.loss_cls: 0.2041, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3757, d2.loss_cls: 0.1918, d2.loss_bbox: 0.1499, d2.loss_iou: 0.3714, d3.loss_cls: 0.1874, d3.loss_bbox: 0.1483, d3.loss_iou: 0.3702, d4.loss_cls: 0.1843, d4.loss_bbox: 0.1491, d4.loss_iou: 0.3715, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2168, dn_loss_iou: 0.3590, d0.dn_loss_cls: 0.0597, d0.dn_loss_bbox: 0.3206, d0.dn_loss_iou: 0.4749, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2367, d1.dn_loss_iou: 0.3821, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2194, d2.dn_loss_iou: 0.3625, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2170, d3.dn_loss_iou: 0.3591, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2168, d4.dn_loss_iou: 0.3588, loss: 9.0684, grad_norm: 18.1736 2023-11-05 06:48:35,327 - mmdet - INFO - Epoch [10][2050/3665] lr: 5.563e-06, eta: 2:23:06, time: 0.979, data_time: 0.017, memory: 25310, interm_loss_cls: 0.2164, interm_loss_bbox: 0.1682, interm_loss_iou: 0.4030, loss_cls: 0.1806, loss_bbox: 0.1413, loss_iou: 0.3544, d0.loss_cls: 0.2312, d0.loss_bbox: 0.1454, d0.loss_iou: 0.3634, d1.loss_cls: 0.1997, d1.loss_bbox: 0.1463, d1.loss_iou: 0.3613, d2.loss_cls: 0.1897, d2.loss_bbox: 0.1416, d2.loss_iou: 0.3541, d3.loss_cls: 0.1833, d3.loss_bbox: 0.1413, d3.loss_iou: 0.3542, d4.loss_cls: 0.1811, d4.loss_bbox: 0.1410, d4.loss_iou: 0.3542, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2134, dn_loss_iou: 0.3553, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3131, d0.dn_loss_iou: 0.4736, d1.dn_loss_cls: 0.0348, d1.dn_loss_bbox: 0.2329, d1.dn_loss_iou: 0.3786, d2.dn_loss_cls: 0.0282, d2.dn_loss_bbox: 0.2161, d2.dn_loss_iou: 0.3592, d3.dn_loss_cls: 0.0254, d3.dn_loss_bbox: 0.2136, d3.dn_loss_iou: 0.3556, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2134, d4.dn_loss_iou: 0.3552, loss: 8.8285, grad_norm: 17.7022 2023-11-05 06:49:22,436 - mmdet - INFO - Epoch [10][2100/3665] lr: 5.563e-06, eta: 2:22:18, time: 0.942, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2151, interm_loss_bbox: 0.1747, interm_loss_iou: 0.4035, loss_cls: 0.1773, loss_bbox: 0.1460, loss_iou: 0.3568, d0.loss_cls: 0.2291, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3643, d1.loss_cls: 0.1959, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3615, d2.loss_cls: 0.1850, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3569, d3.loss_cls: 0.1797, d3.loss_bbox: 0.1467, d3.loss_iou: 0.3568, d4.loss_cls: 0.1776, d4.loss_bbox: 0.1462, d4.loss_iou: 0.3567, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2172, dn_loss_iou: 0.3479, d0.dn_loss_cls: 0.0578, d0.dn_loss_bbox: 0.3256, d0.dn_loss_iou: 0.4681, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2389, d1.dn_loss_iou: 0.3717, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2203, d2.dn_loss_iou: 0.3517, d3.dn_loss_cls: 0.0245, d3.dn_loss_bbox: 0.2175, d3.dn_loss_iou: 0.3482, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2172, d4.dn_loss_iou: 0.3478, loss: 8.8404, grad_norm: 17.8575 2023-11-05 06:50:09,447 - mmdet - INFO - Epoch [10][2150/3665] lr: 5.563e-06, eta: 2:21:30, time: 0.940, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2183, interm_loss_bbox: 0.1678, interm_loss_iou: 0.4083, loss_cls: 0.1795, loss_bbox: 0.1424, loss_iou: 0.3615, d0.loss_cls: 0.2317, d0.loss_bbox: 0.1461, d0.loss_iou: 0.3707, d1.loss_cls: 0.2011, d1.loss_bbox: 0.1449, d1.loss_iou: 0.3652, d2.loss_cls: 0.1875, d2.loss_bbox: 0.1425, d2.loss_iou: 0.3625, d3.loss_cls: 0.1820, d3.loss_bbox: 0.1425, d3.loss_iou: 0.3617, d4.loss_cls: 0.1796, d4.loss_bbox: 0.1425, d4.loss_iou: 0.3618, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2091, dn_loss_iou: 0.3638, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3112, d0.dn_loss_iou: 0.4828, d1.dn_loss_cls: 0.0348, d1.dn_loss_bbox: 0.2285, d1.dn_loss_iou: 0.3863, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2117, d2.dn_loss_iou: 0.3674, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2093, d3.dn_loss_iou: 0.3639, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2091, d4.dn_loss_iou: 0.3636, loss: 8.9066, grad_norm: 19.0793 2023-11-05 06:50:57,695 - mmdet - INFO - Epoch [10][2200/3665] lr: 5.563e-06, eta: 2:20:42, time: 0.965, data_time: 0.015, memory: 25310, interm_loss_cls: 0.2159, interm_loss_bbox: 0.1723, interm_loss_iou: 0.4010, loss_cls: 0.1761, loss_bbox: 0.1480, loss_iou: 0.3569, d0.loss_cls: 0.2298, d0.loss_bbox: 0.1495, d0.loss_iou: 0.3625, d1.loss_cls: 0.1976, d1.loss_bbox: 0.1499, d1.loss_iou: 0.3595, d2.loss_cls: 0.1862, d2.loss_bbox: 0.1469, d2.loss_iou: 0.3550, d3.loss_cls: 0.1801, d3.loss_bbox: 0.1470, d3.loss_iou: 0.3559, d4.loss_cls: 0.1766, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3570, dn_loss_cls: 0.0262, dn_loss_bbox: 0.2195, dn_loss_iou: 0.3505, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3204, d0.dn_loss_iou: 0.4661, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2383, d1.dn_loss_iou: 0.3729, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2221, d2.dn_loss_iou: 0.3540, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2197, d3.dn_loss_iou: 0.3507, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2196, d4.dn_loss_iou: 0.3504, loss: 8.8566, grad_norm: 18.6206 2023-11-05 06:51:44,224 - mmdet - INFO - Epoch [10][2250/3665] lr: 5.563e-06, eta: 2:19:53, time: 0.931, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2155, interm_loss_bbox: 0.1734, interm_loss_iou: 0.3977, loss_cls: 0.1729, loss_bbox: 0.1471, loss_iou: 0.3514, d0.loss_cls: 0.2293, d0.loss_bbox: 0.1508, d0.loss_iou: 0.3596, d1.loss_cls: 0.1969, d1.loss_bbox: 0.1497, d1.loss_iou: 0.3540, d2.loss_cls: 0.1841, d2.loss_bbox: 0.1463, d2.loss_iou: 0.3500, d3.loss_cls: 0.1763, d3.loss_bbox: 0.1468, d3.loss_iou: 0.3514, d4.loss_cls: 0.1727, d4.loss_bbox: 0.1475, d4.loss_iou: 0.3521, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2121, dn_loss_iou: 0.3427, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3197, d0.dn_loss_iou: 0.4633, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2333, d1.dn_loss_iou: 0.3664, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2152, d2.dn_loss_iou: 0.3464, d3.dn_loss_cls: 0.0260, d3.dn_loss_bbox: 0.2125, d3.dn_loss_iou: 0.3429, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2121, d4.dn_loss_iou: 0.3425, loss: 8.7335, grad_norm: 20.6058 2023-11-05 06:52:34,302 - mmdet - INFO - Epoch [10][2300/3665] lr: 5.563e-06, eta: 2:19:06, time: 1.001, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2187, interm_loss_bbox: 0.1773, interm_loss_iou: 0.4138, loss_cls: 0.1804, loss_bbox: 0.1474, loss_iou: 0.3610, d0.loss_cls: 0.2346, d0.loss_bbox: 0.1529, d0.loss_iou: 0.3728, d1.loss_cls: 0.2042, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3677, d2.loss_cls: 0.1882, d2.loss_bbox: 0.1491, d2.loss_iou: 0.3634, d3.loss_cls: 0.1830, d3.loss_bbox: 0.1480, d3.loss_iou: 0.3615, d4.loss_cls: 0.1800, d4.loss_bbox: 0.1481, d4.loss_iou: 0.3618, dn_loss_cls: 0.0243, dn_loss_bbox: 0.2156, dn_loss_iou: 0.3511, d0.dn_loss_cls: 0.0584, d0.dn_loss_bbox: 0.3223, d0.dn_loss_iou: 0.4734, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2366, d1.dn_loss_iou: 0.3752, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2185, d2.dn_loss_iou: 0.3550, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2159, d3.dn_loss_iou: 0.3513, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2156, d4.dn_loss_iou: 0.3510, loss: 8.9387, grad_norm: 19.1091 2023-11-05 06:53:23,536 - mmdet - INFO - Epoch [10][2350/3665] lr: 5.563e-06, eta: 2:18:18, time: 0.985, data_time: 0.020, memory: 25310, interm_loss_cls: 0.2200, interm_loss_bbox: 0.1740, interm_loss_iou: 0.4191, loss_cls: 0.1822, loss_bbox: 0.1475, loss_iou: 0.3690, d0.loss_cls: 0.2352, d0.loss_bbox: 0.1513, d0.loss_iou: 0.3796, d1.loss_cls: 0.2052, d1.loss_bbox: 0.1498, d1.loss_iou: 0.3749, d2.loss_cls: 0.1925, d2.loss_bbox: 0.1467, d2.loss_iou: 0.3691, d3.loss_cls: 0.1855, d3.loss_bbox: 0.1473, d3.loss_iou: 0.3695, d4.loss_cls: 0.1832, d4.loss_bbox: 0.1474, d4.loss_iou: 0.3688, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2203, dn_loss_iou: 0.3661, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3170, d0.dn_loss_iou: 0.4786, d1.dn_loss_cls: 0.0355, d1.dn_loss_bbox: 0.2404, d1.dn_loss_iou: 0.3893, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2232, d2.dn_loss_iou: 0.3696, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2205, d3.dn_loss_iou: 0.3663, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2203, d4.dn_loss_iou: 0.3660, loss: 9.0968, grad_norm: 19.5377 2023-11-05 06:54:10,718 - mmdet - INFO - Epoch [10][2400/3665] lr: 5.563e-06, eta: 2:17:30, time: 0.944, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2228, interm_loss_bbox: 0.1766, interm_loss_iou: 0.4186, loss_cls: 0.1851, loss_bbox: 0.1470, loss_iou: 0.3646, d0.loss_cls: 0.2405, d0.loss_bbox: 0.1509, d0.loss_iou: 0.3732, d1.loss_cls: 0.2076, d1.loss_bbox: 0.1499, d1.loss_iou: 0.3717, d2.loss_cls: 0.1936, d2.loss_bbox: 0.1478, d2.loss_iou: 0.3660, d3.loss_cls: 0.1889, d3.loss_bbox: 0.1466, d3.loss_iou: 0.3637, d4.loss_cls: 0.1852, d4.loss_bbox: 0.1471, d4.loss_iou: 0.3647, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2155, dn_loss_iou: 0.3576, d0.dn_loss_cls: 0.0594, d0.dn_loss_bbox: 0.3211, d0.dn_loss_iou: 0.4736, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2351, d1.dn_loss_iou: 0.3803, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2181, d2.dn_loss_iou: 0.3607, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2157, d3.dn_loss_iou: 0.3578, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2155, d4.dn_loss_iou: 0.3575, loss: 9.0221, grad_norm: 19.4326 2023-11-05 06:54:57,207 - mmdet - INFO - Epoch [10][2450/3665] lr: 5.563e-06, eta: 2:16:42, time: 0.930, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2223, interm_loss_bbox: 0.1858, interm_loss_iou: 0.3979, loss_cls: 0.1842, loss_bbox: 0.1513, loss_iou: 0.3427, d0.loss_cls: 0.2399, d0.loss_bbox: 0.1586, d0.loss_iou: 0.3553, d1.loss_cls: 0.2080, d1.loss_bbox: 0.1545, d1.loss_iou: 0.3484, d2.loss_cls: 0.1926, d2.loss_bbox: 0.1518, d2.loss_iou: 0.3442, d3.loss_cls: 0.1870, d3.loss_bbox: 0.1508, d3.loss_iou: 0.3424, d4.loss_cls: 0.1847, d4.loss_bbox: 0.1512, d4.loss_iou: 0.3428, dn_loss_cls: 0.0257, dn_loss_bbox: 0.2270, dn_loss_iou: 0.3473, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3408, d0.dn_loss_iou: 0.4693, d1.dn_loss_cls: 0.0353, d1.dn_loss_bbox: 0.2500, d1.dn_loss_iou: 0.3719, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2302, d2.dn_loss_iou: 0.3513, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2273, d3.dn_loss_iou: 0.3476, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2270, d4.dn_loss_iou: 0.3471, loss: 8.9345, grad_norm: 20.3199 2023-11-05 06:55:44,757 - mmdet - INFO - Epoch [10][2500/3665] lr: 5.563e-06, eta: 2:15:54, time: 0.951, data_time: 0.017, memory: 25310, interm_loss_cls: 0.2219, interm_loss_bbox: 0.1809, interm_loss_iou: 0.4002, loss_cls: 0.1860, loss_bbox: 0.1521, loss_iou: 0.3523, d0.loss_cls: 0.2379, d0.loss_bbox: 0.1579, d0.loss_iou: 0.3613, d1.loss_cls: 0.2082, d1.loss_bbox: 0.1560, d1.loss_iou: 0.3568, d2.loss_cls: 0.1930, d2.loss_bbox: 0.1543, d2.loss_iou: 0.3531, d3.loss_cls: 0.1879, d3.loss_bbox: 0.1525, d3.loss_iou: 0.3524, d4.loss_cls: 0.1865, d4.loss_bbox: 0.1521, d4.loss_iou: 0.3521, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2248, dn_loss_iou: 0.3529, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3300, d0.dn_loss_iou: 0.4703, d1.dn_loss_cls: 0.0355, d1.dn_loss_bbox: 0.2464, d1.dn_loss_iou: 0.3771, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2276, d2.dn_loss_iou: 0.3567, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2250, d3.dn_loss_iou: 0.3531, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2248, d4.dn_loss_iou: 0.3528, loss: 8.9986, grad_norm: 18.0028 2023-11-05 06:56:33,564 - mmdet - INFO - Epoch [10][2550/3665] lr: 5.563e-06, eta: 2:15:06, time: 0.976, data_time: 0.015, memory: 25310, interm_loss_cls: 0.2204, interm_loss_bbox: 0.1806, interm_loss_iou: 0.3972, loss_cls: 0.1823, loss_bbox: 0.1483, loss_iou: 0.3435, d0.loss_cls: 0.2375, d0.loss_bbox: 0.1520, d0.loss_iou: 0.3528, d1.loss_cls: 0.2038, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3498, d2.loss_cls: 0.1898, d2.loss_bbox: 0.1489, d2.loss_iou: 0.3449, d3.loss_cls: 0.1840, d3.loss_bbox: 0.1489, d3.loss_iou: 0.3447, d4.loss_cls: 0.1828, d4.loss_bbox: 0.1482, d4.loss_iou: 0.3436, dn_loss_cls: 0.0247, dn_loss_bbox: 0.2259, dn_loss_iou: 0.3476, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3362, d0.dn_loss_iou: 0.4669, d1.dn_loss_cls: 0.0344, d1.dn_loss_bbox: 0.2478, d1.dn_loss_iou: 0.3717, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2291, d2.dn_loss_iou: 0.3516, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2262, d3.dn_loss_iou: 0.3480, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2259, d4.dn_loss_iou: 0.3475, loss: 8.8775, grad_norm: 17.9350 2023-11-05 06:57:20,512 - mmdet - INFO - Epoch [10][2600/3665] lr: 5.563e-06, eta: 2:14:17, time: 0.939, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2220, interm_loss_bbox: 0.1763, interm_loss_iou: 0.4019, loss_cls: 0.1856, loss_bbox: 0.1470, loss_iou: 0.3549, d0.loss_cls: 0.2388, d0.loss_bbox: 0.1515, d0.loss_iou: 0.3629, d1.loss_cls: 0.2064, d1.loss_bbox: 0.1507, d1.loss_iou: 0.3598, d2.loss_cls: 0.1934, d2.loss_bbox: 0.1484, d2.loss_iou: 0.3560, d3.loss_cls: 0.1871, d3.loss_bbox: 0.1482, d3.loss_iou: 0.3562, d4.loss_cls: 0.1859, d4.loss_bbox: 0.1472, d4.loss_iou: 0.3551, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2228, dn_loss_iou: 0.3564, d0.dn_loss_cls: 0.0589, d0.dn_loss_bbox: 0.3274, d0.dn_loss_iou: 0.4730, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2434, d1.dn_loss_iou: 0.3788, d2.dn_loss_cls: 0.0282, d2.dn_loss_bbox: 0.2260, d2.dn_loss_iou: 0.3595, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2230, d3.dn_loss_iou: 0.3565, d4.dn_loss_cls: 0.0247, d4.dn_loss_bbox: 0.2227, d4.dn_loss_iou: 0.3561, loss: 8.9772, grad_norm: 17.9259 2023-11-05 06:58:08,555 - mmdet - INFO - Epoch [10][2650/3665] lr: 5.563e-06, eta: 2:13:29, time: 0.961, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2211, interm_loss_bbox: 0.1758, interm_loss_iou: 0.3990, loss_cls: 0.1817, loss_bbox: 0.1471, loss_iou: 0.3514, d0.loss_cls: 0.2372, d0.loss_bbox: 0.1499, d0.loss_iou: 0.3574, d1.loss_cls: 0.2039, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3547, d2.loss_cls: 0.1903, d2.loss_bbox: 0.1470, d2.loss_iou: 0.3512, d3.loss_cls: 0.1841, d3.loss_bbox: 0.1470, d3.loss_iou: 0.3511, d4.loss_cls: 0.1818, d4.loss_bbox: 0.1476, d4.loss_iou: 0.3510, dn_loss_cls: 0.0258, dn_loss_bbox: 0.2268, dn_loss_iou: 0.3481, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3367, d0.dn_loss_iou: 0.4688, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2496, d1.dn_loss_iou: 0.3726, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2298, d2.dn_loss_iou: 0.3520, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2270, d3.dn_loss_iou: 0.3483, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2268, d4.dn_loss_iou: 0.3480, loss: 8.9149, grad_norm: 16.3098 2023-11-05 06:59:00,039 - mmdet - INFO - Epoch [10][2700/3665] lr: 5.563e-06, eta: 2:12:42, time: 1.029, data_time: 0.016, memory: 25310, interm_loss_cls: 0.2234, interm_loss_bbox: 0.1760, interm_loss_iou: 0.4156, loss_cls: 0.1850, loss_bbox: 0.1445, loss_iou: 0.3641, d0.loss_cls: 0.2409, d0.loss_bbox: 0.1489, d0.loss_iou: 0.3743, d1.loss_cls: 0.2101, d1.loss_bbox: 0.1466, d1.loss_iou: 0.3669, d2.loss_cls: 0.1940, d2.loss_bbox: 0.1445, d2.loss_iou: 0.3647, d3.loss_cls: 0.1885, d3.loss_bbox: 0.1442, d3.loss_iou: 0.3634, d4.loss_cls: 0.1859, d4.loss_bbox: 0.1443, d4.loss_iou: 0.3635, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2117, dn_loss_iou: 0.3620, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3134, d0.dn_loss_iou: 0.4816, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2327, d1.dn_loss_iou: 0.3867, d2.dn_loss_cls: 0.0282, d2.dn_loss_bbox: 0.2148, d2.dn_loss_iou: 0.3660, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2120, d3.dn_loss_iou: 0.3623, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2117, d4.dn_loss_iou: 0.3620, loss: 9.0036, grad_norm: 18.9167 2023-11-05 06:59:47,325 - mmdet - INFO - Epoch [10][2750/3665] lr: 5.563e-06, eta: 2:11:54, time: 0.946, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2198, interm_loss_bbox: 0.1737, interm_loss_iou: 0.4062, loss_cls: 0.1808, loss_bbox: 0.1474, loss_iou: 0.3598, d0.loss_cls: 0.2341, d0.loss_bbox: 0.1485, d0.loss_iou: 0.3653, d1.loss_cls: 0.2027, d1.loss_bbox: 0.1506, d1.loss_iou: 0.3659, d2.loss_cls: 0.1902, d2.loss_bbox: 0.1476, d2.loss_iou: 0.3599, d3.loss_cls: 0.1835, d3.loss_bbox: 0.1474, d3.loss_iou: 0.3596, d4.loss_cls: 0.1808, d4.loss_bbox: 0.1476, d4.loss_iou: 0.3602, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2185, dn_loss_iou: 0.3636, d0.dn_loss_cls: 0.0605, d0.dn_loss_bbox: 0.3183, d0.dn_loss_iou: 0.4821, d1.dn_loss_cls: 0.0366, d1.dn_loss_bbox: 0.2372, d1.dn_loss_iou: 0.3867, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2208, d2.dn_loss_iou: 0.3672, d3.dn_loss_cls: 0.0278, d3.dn_loss_bbox: 0.2187, d3.dn_loss_iou: 0.3638, d4.dn_loss_cls: 0.0271, d4.dn_loss_bbox: 0.2185, d4.dn_loss_iou: 0.3635, loss: 9.0002, grad_norm: 16.5654 2023-11-05 07:00:35,268 - mmdet - INFO - Epoch [10][2800/3665] lr: 5.563e-06, eta: 2:11:06, time: 0.959, data_time: 0.022, memory: 25310, interm_loss_cls: 0.2212, interm_loss_bbox: 0.1790, interm_loss_iou: 0.4006, loss_cls: 0.1834, loss_bbox: 0.1505, loss_iou: 0.3518, d0.loss_cls: 0.2367, d0.loss_bbox: 0.1531, d0.loss_iou: 0.3600, d1.loss_cls: 0.2079, d1.loss_bbox: 0.1513, d1.loss_iou: 0.3557, d2.loss_cls: 0.1949, d2.loss_bbox: 0.1482, d2.loss_iou: 0.3501, d3.loss_cls: 0.1877, d3.loss_bbox: 0.1494, d3.loss_iou: 0.3505, d4.loss_cls: 0.1842, d4.loss_bbox: 0.1502, d4.loss_iou: 0.3517, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2119, dn_loss_iou: 0.3435, d0.dn_loss_cls: 0.0577, d0.dn_loss_bbox: 0.3191, d0.dn_loss_iou: 0.4625, d1.dn_loss_cls: 0.0339, d1.dn_loss_bbox: 0.2333, d1.dn_loss_iou: 0.3677, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2152, d2.dn_loss_iou: 0.3477, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2122, d3.dn_loss_iou: 0.3438, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2119, d4.dn_loss_iou: 0.3434, loss: 8.8245, grad_norm: 18.0260 2023-11-05 07:01:22,538 - mmdet - INFO - Epoch [10][2850/3665] lr: 5.563e-06, eta: 2:10:18, time: 0.945, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2171, interm_loss_bbox: 0.1761, interm_loss_iou: 0.4018, loss_cls: 0.1807, loss_bbox: 0.1448, loss_iou: 0.3501, d0.loss_cls: 0.2314, d0.loss_bbox: 0.1492, d0.loss_iou: 0.3590, d1.loss_cls: 0.2032, d1.loss_bbox: 0.1472, d1.loss_iou: 0.3543, d2.loss_cls: 0.1908, d2.loss_bbox: 0.1443, d2.loss_iou: 0.3494, d3.loss_cls: 0.1833, d3.loss_bbox: 0.1445, d3.loss_iou: 0.3491, d4.loss_cls: 0.1810, d4.loss_bbox: 0.1446, d4.loss_iou: 0.3500, dn_loss_cls: 0.0231, dn_loss_bbox: 0.2168, dn_loss_iou: 0.3507, d0.dn_loss_cls: 0.0560, d0.dn_loss_bbox: 0.3224, d0.dn_loss_iou: 0.4699, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2391, d1.dn_loss_iou: 0.3749, d2.dn_loss_cls: 0.0264, d2.dn_loss_bbox: 0.2202, d2.dn_loss_iou: 0.3546, d3.dn_loss_cls: 0.0238, d3.dn_loss_bbox: 0.2172, d3.dn_loss_iou: 0.3511, d4.dn_loss_cls: 0.0232, d4.dn_loss_bbox: 0.2168, d4.dn_loss_iou: 0.3506, loss: 8.8208, grad_norm: 17.7460 2023-11-05 07:02:09,222 - mmdet - INFO - Epoch [10][2900/3665] lr: 5.563e-06, eta: 2:09:30, time: 0.934, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2228, interm_loss_bbox: 0.1717, interm_loss_iou: 0.4130, loss_cls: 0.1866, loss_bbox: 0.1464, loss_iou: 0.3666, d0.loss_cls: 0.2393, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3750, d1.loss_cls: 0.2092, d1.loss_bbox: 0.1483, d1.loss_iou: 0.3699, d2.loss_cls: 0.1971, d2.loss_bbox: 0.1444, d2.loss_iou: 0.3645, d3.loss_cls: 0.1898, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3660, d4.loss_cls: 0.1872, d4.loss_bbox: 0.1464, d4.loss_iou: 0.3664, dn_loss_cls: 0.0264, dn_loss_bbox: 0.2221, dn_loss_iou: 0.3667, d0.dn_loss_cls: 0.0602, d0.dn_loss_bbox: 0.3290, d0.dn_loss_iou: 0.4882, d1.dn_loss_cls: 0.0358, d1.dn_loss_bbox: 0.2431, d1.dn_loss_iou: 0.3906, d2.dn_loss_cls: 0.0297, d2.dn_loss_bbox: 0.2249, d2.dn_loss_iou: 0.3703, d3.dn_loss_cls: 0.0271, d3.dn_loss_bbox: 0.2224, d3.dn_loss_iou: 0.3669, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2221, d4.dn_loss_iou: 0.3665, loss: 9.1255, grad_norm: 23.1702 2023-11-05 07:02:58,247 - mmdet - INFO - Epoch [10][2950/3665] lr: 5.563e-06, eta: 2:08:42, time: 0.979, data_time: 0.015, memory: 25310, interm_loss_cls: 0.2174, interm_loss_bbox: 0.1735, interm_loss_iou: 0.4014, loss_cls: 0.1803, loss_bbox: 0.1464, loss_iou: 0.3546, d0.loss_cls: 0.2328, d0.loss_bbox: 0.1495, d0.loss_iou: 0.3627, d1.loss_cls: 0.2026, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3599, d2.loss_cls: 0.1893, d2.loss_bbox: 0.1460, d2.loss_iou: 0.3545, d3.loss_cls: 0.1836, d3.loss_bbox: 0.1458, d3.loss_iou: 0.3537, d4.loss_cls: 0.1813, d4.loss_bbox: 0.1457, d4.loss_iou: 0.3534, dn_loss_cls: 0.0248, dn_loss_bbox: 0.2199, dn_loss_iou: 0.3569, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3268, d0.dn_loss_iou: 0.4741, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2407, d1.dn_loss_iou: 0.3801, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2225, d2.dn_loss_iou: 0.3604, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2201, d3.dn_loss_iou: 0.3572, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2198, d4.dn_loss_iou: 0.3568, loss: 8.9148, grad_norm: 16.7544 2023-11-05 07:03:46,215 - mmdet - INFO - Epoch [10][3000/3665] lr: 5.563e-06, eta: 2:07:54, time: 0.961, data_time: 0.017, memory: 25310, interm_loss_cls: 0.2165, interm_loss_bbox: 0.1794, interm_loss_iou: 0.4143, loss_cls: 0.1772, loss_bbox: 0.1502, loss_iou: 0.3655, d0.loss_cls: 0.2322, d0.loss_bbox: 0.1519, d0.loss_iou: 0.3713, d1.loss_cls: 0.1997, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3689, d2.loss_cls: 0.1873, d2.loss_bbox: 0.1484, d2.loss_iou: 0.3634, d3.loss_cls: 0.1806, d3.loss_bbox: 0.1488, d3.loss_iou: 0.3644, d4.loss_cls: 0.1779, d4.loss_bbox: 0.1498, d4.loss_iou: 0.3651, dn_loss_cls: 0.0248, dn_loss_bbox: 0.2188, dn_loss_iou: 0.3513, d0.dn_loss_cls: 0.0588, d0.dn_loss_bbox: 0.3245, d0.dn_loss_iou: 0.4689, d1.dn_loss_cls: 0.0344, d1.dn_loss_bbox: 0.2402, d1.dn_loss_iou: 0.3756, d2.dn_loss_cls: 0.0282, d2.dn_loss_bbox: 0.2220, d2.dn_loss_iou: 0.3554, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2190, d3.dn_loss_iou: 0.3516, d4.dn_loss_cls: 0.0250, d4.dn_loss_bbox: 0.2188, d4.dn_loss_iou: 0.3512, loss: 8.9592, grad_norm: 17.5422 2023-11-05 07:04:33,621 - mmdet - INFO - Epoch [10][3050/3665] lr: 5.563e-06, eta: 2:07:06, time: 0.948, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2231, interm_loss_bbox: 0.1725, interm_loss_iou: 0.4020, loss_cls: 0.1834, loss_bbox: 0.1430, loss_iou: 0.3553, d0.loss_cls: 0.2388, d0.loss_bbox: 0.1486, d0.loss_iou: 0.3615, d1.loss_cls: 0.2054, d1.loss_bbox: 0.1471, d1.loss_iou: 0.3594, d2.loss_cls: 0.1923, d2.loss_bbox: 0.1432, d2.loss_iou: 0.3548, d3.loss_cls: 0.1857, d3.loss_bbox: 0.1428, d3.loss_iou: 0.3550, d4.loss_cls: 0.1832, d4.loss_bbox: 0.1431, d4.loss_iou: 0.3553, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2194, dn_loss_iou: 0.3556, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3264, d0.dn_loss_iou: 0.4735, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2407, d1.dn_loss_iou: 0.3793, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2224, d2.dn_loss_iou: 0.3590, d3.dn_loss_cls: 0.0254, d3.dn_loss_bbox: 0.2197, d3.dn_loss_iou: 0.3559, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2194, d4.dn_loss_iou: 0.3555, loss: 8.9173, grad_norm: 17.8903 2023-11-05 07:05:21,932 - mmdet - INFO - Epoch [10][3100/3665] lr: 5.563e-06, eta: 2:06:18, time: 0.966, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2186, interm_loss_bbox: 0.1755, interm_loss_iou: 0.3920, loss_cls: 0.1814, loss_bbox: 0.1465, loss_iou: 0.3437, d0.loss_cls: 0.2346, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3513, d1.loss_cls: 0.2044, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3470, d2.loss_cls: 0.1911, d2.loss_bbox: 0.1461, d2.loss_iou: 0.3431, d3.loss_cls: 0.1843, d3.loss_bbox: 0.1459, d3.loss_iou: 0.3434, d4.loss_cls: 0.1817, d4.loss_bbox: 0.1462, d4.loss_iou: 0.3433, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2211, dn_loss_iou: 0.3444, d0.dn_loss_cls: 0.0572, d0.dn_loss_bbox: 0.3265, d0.dn_loss_iou: 0.4611, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2415, d1.dn_loss_iou: 0.3675, d2.dn_loss_cls: 0.0271, d2.dn_loss_bbox: 0.2236, d2.dn_loss_iou: 0.3479, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2213, d3.dn_loss_iou: 0.3447, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2211, d4.dn_loss_iou: 0.3443, loss: 8.7748, grad_norm: 15.8548 2023-11-05 07:06:10,946 - mmdet - INFO - Epoch [10][3150/3665] lr: 5.563e-06, eta: 2:05:30, time: 0.980, data_time: 0.017, memory: 25310, interm_loss_cls: 0.2153, interm_loss_bbox: 0.1758, interm_loss_iou: 0.4141, loss_cls: 0.1790, loss_bbox: 0.1459, loss_iou: 0.3638, d0.loss_cls: 0.2324, d0.loss_bbox: 0.1489, d0.loss_iou: 0.3710, d1.loss_cls: 0.2037, d1.loss_bbox: 0.1476, d1.loss_iou: 0.3658, d2.loss_cls: 0.1895, d2.loss_bbox: 0.1453, d2.loss_iou: 0.3619, d3.loss_cls: 0.1821, d3.loss_bbox: 0.1453, d3.loss_iou: 0.3631, d4.loss_cls: 0.1794, d4.loss_bbox: 0.1459, d4.loss_iou: 0.3635, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2135, dn_loss_iou: 0.3596, d0.dn_loss_cls: 0.0596, d0.dn_loss_bbox: 0.3087, d0.dn_loss_iou: 0.4717, d1.dn_loss_cls: 0.0355, d1.dn_loss_bbox: 0.2327, d1.dn_loss_iou: 0.3826, d2.dn_loss_cls: 0.0297, d2.dn_loss_bbox: 0.2164, d2.dn_loss_iou: 0.3635, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2137, d3.dn_loss_iou: 0.3600, d4.dn_loss_cls: 0.0260, d4.dn_loss_bbox: 0.2135, d4.dn_loss_iou: 0.3595, loss: 8.9383, grad_norm: 16.6516 2023-11-05 07:07:00,821 - mmdet - INFO - Epoch [10][3200/3665] lr: 5.563e-06, eta: 2:04:42, time: 0.998, data_time: 0.015, memory: 25310, interm_loss_cls: 0.2188, interm_loss_bbox: 0.1776, interm_loss_iou: 0.4009, loss_cls: 0.1793, loss_bbox: 0.1493, loss_iou: 0.3532, d0.loss_cls: 0.2328, d0.loss_bbox: 0.1512, d0.loss_iou: 0.3582, d1.loss_cls: 0.2032, d1.loss_bbox: 0.1498, d1.loss_iou: 0.3541, d2.loss_cls: 0.1893, d2.loss_bbox: 0.1483, d2.loss_iou: 0.3513, d3.loss_cls: 0.1825, d3.loss_bbox: 0.1490, d3.loss_iou: 0.3520, d4.loss_cls: 0.1793, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3531, dn_loss_cls: 0.0257, dn_loss_bbox: 0.2142, dn_loss_iou: 0.3471, d0.dn_loss_cls: 0.0589, d0.dn_loss_bbox: 0.3189, d0.dn_loss_iou: 0.4668, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2356, d1.dn_loss_iou: 0.3703, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2171, d2.dn_loss_iou: 0.3507, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2145, d3.dn_loss_iou: 0.3473, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2142, d4.dn_loss_iou: 0.3469, loss: 8.8260, grad_norm: 20.5059 2023-11-05 07:07:47,669 - mmdet - INFO - Epoch [10][3250/3665] lr: 5.563e-06, eta: 2:03:54, time: 0.937, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2233, interm_loss_bbox: 0.1777, interm_loss_iou: 0.4020, loss_cls: 0.1838, loss_bbox: 0.1486, loss_iou: 0.3561, d0.loss_cls: 0.2365, d0.loss_bbox: 0.1529, d0.loss_iou: 0.3636, d1.loss_cls: 0.2078, d1.loss_bbox: 0.1508, d1.loss_iou: 0.3594, d2.loss_cls: 0.1932, d2.loss_bbox: 0.1491, d2.loss_iou: 0.3564, d3.loss_cls: 0.1870, d3.loss_bbox: 0.1480, d3.loss_iou: 0.3552, d4.loss_cls: 0.1851, d4.loss_bbox: 0.1478, d4.loss_iou: 0.3553, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2261, dn_loss_iou: 0.3537, d0.dn_loss_cls: 0.0581, d0.dn_loss_bbox: 0.3295, d0.dn_loss_iou: 0.4733, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2460, d1.dn_loss_iou: 0.3775, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2288, d2.dn_loss_iou: 0.3577, d3.dn_loss_cls: 0.0260, d3.dn_loss_bbox: 0.2263, d3.dn_loss_iou: 0.3541, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2261, d4.dn_loss_iou: 0.3536, loss: 8.9900, grad_norm: 17.6824 2023-11-05 07:08:35,193 - mmdet - INFO - Epoch [10][3300/3665] lr: 5.563e-06, eta: 2:03:06, time: 0.950, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2132, interm_loss_bbox: 0.1700, interm_loss_iou: 0.4012, loss_cls: 0.1758, loss_bbox: 0.1423, loss_iou: 0.3551, d0.loss_cls: 0.2266, d0.loss_bbox: 0.1454, d0.loss_iou: 0.3613, d1.loss_cls: 0.1981, d1.loss_bbox: 0.1442, d1.loss_iou: 0.3586, d2.loss_cls: 0.1855, d2.loss_bbox: 0.1413, d2.loss_iou: 0.3539, d3.loss_cls: 0.1793, d3.loss_bbox: 0.1413, d3.loss_iou: 0.3545, d4.loss_cls: 0.1764, d4.loss_bbox: 0.1423, d4.loss_iou: 0.3550, dn_loss_cls: 0.0241, dn_loss_bbox: 0.2115, dn_loss_iou: 0.3501, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3147, d0.dn_loss_iou: 0.4654, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2328, d1.dn_loss_iou: 0.3735, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2143, d2.dn_loss_iou: 0.3535, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2117, d3.dn_loss_iou: 0.3503, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2115, d4.dn_loss_iou: 0.3499, loss: 8.7508, grad_norm: 19.5214 2023-11-05 07:09:23,059 - mmdet - INFO - Epoch [10][3350/3665] lr: 5.563e-06, eta: 2:02:18, time: 0.957, data_time: 0.017, memory: 25310, interm_loss_cls: 0.2182, interm_loss_bbox: 0.1742, interm_loss_iou: 0.3991, loss_cls: 0.1812, loss_bbox: 0.1442, loss_iou: 0.3508, d0.loss_cls: 0.2314, d0.loss_bbox: 0.1499, d0.loss_iou: 0.3621, d1.loss_cls: 0.2022, d1.loss_bbox: 0.1483, d1.loss_iou: 0.3563, d2.loss_cls: 0.1891, d2.loss_bbox: 0.1456, d2.loss_iou: 0.3525, d3.loss_cls: 0.1838, d3.loss_bbox: 0.1448, d3.loss_iou: 0.3508, d4.loss_cls: 0.1814, d4.loss_bbox: 0.1444, d4.loss_iou: 0.3511, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2217, dn_loss_iou: 0.3462, d0.dn_loss_cls: 0.0588, d0.dn_loss_bbox: 0.3302, d0.dn_loss_iou: 0.4645, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2437, d1.dn_loss_iou: 0.3709, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2246, d2.dn_loss_iou: 0.3501, d3.dn_loss_cls: 0.0249, d3.dn_loss_bbox: 0.2219, d3.dn_loss_iou: 0.3464, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2217, d4.dn_loss_iou: 0.3460, loss: 8.8424, grad_norm: 19.7648 2023-11-05 07:10:11,586 - mmdet - INFO - Epoch [10][3400/3665] lr: 5.563e-06, eta: 2:01:30, time: 0.971, data_time: 0.017, memory: 25310, interm_loss_cls: 0.2170, interm_loss_bbox: 0.1725, interm_loss_iou: 0.3994, loss_cls: 0.1761, loss_bbox: 0.1498, loss_iou: 0.3587, d0.loss_cls: 0.2288, d0.loss_bbox: 0.1508, d0.loss_iou: 0.3632, d1.loss_cls: 0.1981, d1.loss_bbox: 0.1507, d1.loss_iou: 0.3606, d2.loss_cls: 0.1870, d2.loss_bbox: 0.1476, d2.loss_iou: 0.3565, d3.loss_cls: 0.1801, d3.loss_bbox: 0.1491, d3.loss_iou: 0.3572, d4.loss_cls: 0.1759, d4.loss_bbox: 0.1500, d4.loss_iou: 0.3588, dn_loss_cls: 0.0244, dn_loss_bbox: 0.2228, dn_loss_iou: 0.3542, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3294, d0.dn_loss_iou: 0.4709, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2432, d1.dn_loss_iou: 0.3768, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2256, d2.dn_loss_iou: 0.3577, d3.dn_loss_cls: 0.0251, d3.dn_loss_bbox: 0.2230, d3.dn_loss_iou: 0.3544, d4.dn_loss_cls: 0.0244, d4.dn_loss_bbox: 0.2228, d4.dn_loss_iou: 0.3541, loss: 8.9142, grad_norm: 18.8978 2023-11-05 07:10:58,904 - mmdet - INFO - Epoch [10][3450/3665] lr: 5.563e-06, eta: 2:00:42, time: 0.946, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2199, interm_loss_bbox: 0.1742, interm_loss_iou: 0.3980, loss_cls: 0.1809, loss_bbox: 0.1468, loss_iou: 0.3497, d0.loss_cls: 0.2347, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3591, d1.loss_cls: 0.2054, d1.loss_bbox: 0.1497, d1.loss_iou: 0.3543, d2.loss_cls: 0.1902, d2.loss_bbox: 0.1471, d2.loss_iou: 0.3502, d3.loss_cls: 0.1844, d3.loss_bbox: 0.1457, d3.loss_iou: 0.3490, d4.loss_cls: 0.1818, d4.loss_bbox: 0.1464, d4.loss_iou: 0.3493, dn_loss_cls: 0.0247, dn_loss_bbox: 0.2197, dn_loss_iou: 0.3489, d0.dn_loss_cls: 0.0578, d0.dn_loss_bbox: 0.3261, d0.dn_loss_iou: 0.4681, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2421, d1.dn_loss_iou: 0.3731, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2230, d2.dn_loss_iou: 0.3526, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2201, d3.dn_loss_iou: 0.3492, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2197, d4.dn_loss_iou: 0.3488, loss: 8.8549, grad_norm: 18.6459 2023-11-05 07:11:46,698 - mmdet - INFO - Epoch [10][3500/3665] lr: 5.563e-06, eta: 1:59:54, time: 0.956, data_time: 0.017, memory: 25310, interm_loss_cls: 0.2233, interm_loss_bbox: 0.1748, interm_loss_iou: 0.4060, loss_cls: 0.1835, loss_bbox: 0.1495, loss_iou: 0.3595, d0.loss_cls: 0.2371, d0.loss_bbox: 0.1522, d0.loss_iou: 0.3649, d1.loss_cls: 0.2065, d1.loss_bbox: 0.1507, d1.loss_iou: 0.3631, d2.loss_cls: 0.1938, d2.loss_bbox: 0.1483, d2.loss_iou: 0.3592, d3.loss_cls: 0.1878, d3.loss_bbox: 0.1482, d3.loss_iou: 0.3583, d4.loss_cls: 0.1848, d4.loss_bbox: 0.1491, d4.loss_iou: 0.3585, dn_loss_cls: 0.0236, dn_loss_bbox: 0.2217, dn_loss_iou: 0.3544, d0.dn_loss_cls: 0.0576, d0.dn_loss_bbox: 0.3250, d0.dn_loss_iou: 0.4732, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2422, d1.dn_loss_iou: 0.3784, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2248, d2.dn_loss_iou: 0.3584, d3.dn_loss_cls: 0.0245, d3.dn_loss_bbox: 0.2221, d3.dn_loss_iou: 0.3548, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2217, d4.dn_loss_iou: 0.3544, loss: 8.9798, grad_norm: 16.1128 2023-11-05 07:12:35,198 - mmdet - INFO - Epoch [10][3550/3665] lr: 5.563e-06, eta: 1:59:06, time: 0.970, data_time: 0.015, memory: 25310, interm_loss_cls: 0.2131, interm_loss_bbox: 0.1811, interm_loss_iou: 0.4048, loss_cls: 0.1753, loss_bbox: 0.1475, loss_iou: 0.3528, d0.loss_cls: 0.2295, d0.loss_bbox: 0.1521, d0.loss_iou: 0.3614, d1.loss_cls: 0.1973, d1.loss_bbox: 0.1501, d1.loss_iou: 0.3571, d2.loss_cls: 0.1860, d2.loss_bbox: 0.1465, d2.loss_iou: 0.3516, d3.loss_cls: 0.1800, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3512, d4.loss_cls: 0.1758, d4.loss_bbox: 0.1475, d4.loss_iou: 0.3524, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2209, dn_loss_iou: 0.3495, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3327, d0.dn_loss_iou: 0.4706, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2427, d1.dn_loss_iou: 0.3734, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2237, d2.dn_loss_iou: 0.3534, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2211, d3.dn_loss_iou: 0.3498, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2209, d4.dn_loss_iou: 0.3494, loss: 8.8681, grad_norm: 16.8947 2023-11-05 07:13:22,103 - mmdet - INFO - Epoch [10][3600/3665] lr: 5.563e-06, eta: 1:58:18, time: 0.938, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2207, interm_loss_bbox: 0.1780, interm_loss_iou: 0.4036, loss_cls: 0.1831, loss_bbox: 0.1497, loss_iou: 0.3546, d0.loss_cls: 0.2339, d0.loss_bbox: 0.1552, d0.loss_iou: 0.3655, d1.loss_cls: 0.2059, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3599, d2.loss_cls: 0.1934, d2.loss_bbox: 0.1488, d2.loss_iou: 0.3535, d3.loss_cls: 0.1859, d3.loss_bbox: 0.1490, d3.loss_iou: 0.3541, d4.loss_cls: 0.1835, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3544, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2246, dn_loss_iou: 0.3577, d0.dn_loss_cls: 0.0596, d0.dn_loss_bbox: 0.3283, d0.dn_loss_iou: 0.4755, d1.dn_loss_cls: 0.0350, d1.dn_loss_bbox: 0.2459, d1.dn_loss_iou: 0.3826, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2278, d2.dn_loss_iou: 0.3617, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2249, d3.dn_loss_iou: 0.3580, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2246, d4.dn_loss_iou: 0.3576, loss: 9.0052, grad_norm: 17.6195 2023-11-05 07:14:11,631 - mmdet - INFO - Epoch [10][3650/3665] lr: 5.563e-06, eta: 1:57:30, time: 0.991, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2234, interm_loss_bbox: 0.1757, interm_loss_iou: 0.4089, loss_cls: 0.1864, loss_bbox: 0.1452, loss_iou: 0.3604, d0.loss_cls: 0.2398, d0.loss_bbox: 0.1493, d0.loss_iou: 0.3678, d1.loss_cls: 0.2123, d1.loss_bbox: 0.1459, d1.loss_iou: 0.3618, d2.loss_cls: 0.1973, d2.loss_bbox: 0.1441, d2.loss_iou: 0.3597, d3.loss_cls: 0.1895, d3.loss_bbox: 0.1447, d3.loss_iou: 0.3605, d4.loss_cls: 0.1873, d4.loss_bbox: 0.1448, d4.loss_iou: 0.3599, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2223, dn_loss_iou: 0.3524, d0.dn_loss_cls: 0.0602, d0.dn_loss_bbox: 0.3250, d0.dn_loss_iou: 0.4683, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2419, d1.dn_loss_iou: 0.3753, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2249, d2.dn_loss_iou: 0.3561, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2225, d3.dn_loss_iou: 0.3527, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2223, d4.dn_loss_iou: 0.3523, loss: 8.9820, grad_norm: 17.7316 2023-11-05 07:14:26,412 - mmdet - INFO - Saving checkpoint at 10 epochs 2023-11-05 07:15:40,896 - mmdet - INFO - Evaluating bbox... 2023-11-05 07:18:05,957 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.539 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.726 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.588 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.379 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.576 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.695 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.739 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.743 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.743 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.589 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.790 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.890 2023-11-05 07:18:05,959 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.634 | bicycle | 0.419 | car | 0.540 | | motorcycle | 0.557 | airplane | 0.777 | bus | 0.765 | | train | 0.776 | truck | 0.483 | boat | 0.382 | | traffic light | 0.345 | fire hydrant | 0.777 | stop sign | 0.716 | | parking meter | 0.561 | bench | 0.352 | bird | 0.489 | | cat | 0.830 | dog | 0.772 | horse | 0.708 | | sheep | 0.639 | cow | 0.685 | elephant | 0.765 | | bear | 0.815 | zebra | 0.766 | giraffe | 0.780 | | backpack | 0.271 | umbrella | 0.531 | handbag | 0.292 | | tie | 0.476 | suitcase | 0.551 | frisbee | 0.759 | | skis | 0.356 | snowboard | 0.505 | sports ball | 0.551 | | kite | 0.554 | baseball bat | 0.489 | baseball glove | 0.479 | | skateboard | 0.615 | surfboard | 0.506 | tennis racket | 0.602 | | bottle | 0.495 | wine glass | 0.474 | cup | 0.528 | | fork | 0.537 | knife | 0.375 | spoon | 0.359 | | bowl | 0.521 | banana | 0.336 | apple | 0.288 | | sandwich | 0.507 | orange | 0.388 | broccoli | 0.316 | | carrot | 0.287 | hot dog | 0.566 | pizza | 0.626 | | donut | 0.604 | cake | 0.495 | chair | 0.406 | | couch | 0.534 | potted plant | 0.388 | bed | 0.547 | | dining table | 0.364 | toilet | 0.728 | tv | 0.677 | | laptop | 0.723 | mouse | 0.685 | remote | 0.509 | | keyboard | 0.605 | cell phone | 0.497 | microwave | 0.711 | | oven | 0.473 | toaster | 0.461 | sink | 0.470 | | refrigerator | 0.737 | book | 0.230 | clock | 0.584 | | vase | 0.469 | scissors | 0.493 | teddy bear | 0.617 | | hair drier | 0.255 | toothbrush | 0.407 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-05 07:18:07,992 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx/best_bbox_mAP_epoch_9.pth was removed 2023-11-05 07:18:11,799 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_10.pth. 2023-11-05 07:18:11,800 - mmdet - INFO - Best bbox_mAP is 0.5389 at 10 epoch. 2023-11-05 07:18:11,800 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx.py 2023-11-05 07:18:11,800 - mmdet - INFO - Epoch(val) [10][625] bbox_mAP: 0.5389, bbox_mAP_50: 0.7260, bbox_mAP_75: 0.5883, bbox_mAP_s: 0.3787, bbox_mAP_m: 0.5762, bbox_mAP_l: 0.6952, bbox_mAP_copypaste: 0.5389 0.7260 0.5883 0.3787 0.5762 0.6952 2023-11-05 07:19:01,473 - mmdet - INFO - Epoch [11][50/3665] lr: 5.563e-06, eta: 1:56:25, time: 0.993, data_time: 0.067, memory: 25310, interm_loss_cls: 0.2167, interm_loss_bbox: 0.1702, interm_loss_iou: 0.3936, loss_cls: 0.1765, loss_bbox: 0.1440, loss_iou: 0.3487, d0.loss_cls: 0.2307, d0.loss_bbox: 0.1473, d0.loss_iou: 0.3565, d1.loss_cls: 0.2007, d1.loss_bbox: 0.1452, d1.loss_iou: 0.3516, d2.loss_cls: 0.1859, d2.loss_bbox: 0.1439, d2.loss_iou: 0.3488, d3.loss_cls: 0.1798, d3.loss_bbox: 0.1435, d3.loss_iou: 0.3483, d4.loss_cls: 0.1771, d4.loss_bbox: 0.1438, d4.loss_iou: 0.3484, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2179, dn_loss_iou: 0.3442, d0.dn_loss_cls: 0.0567, d0.dn_loss_bbox: 0.3241, d0.dn_loss_iou: 0.4616, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2389, d1.dn_loss_iou: 0.3670, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2210, d2.dn_loss_iou: 0.3480, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2182, d3.dn_loss_iou: 0.3446, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2179, d4.dn_loss_iou: 0.3442, loss: 8.7390, grad_norm: 17.2344 2023-11-05 07:19:48,147 - mmdet - INFO - Epoch [11][100/3665] lr: 5.563e-06, eta: 1:55:37, time: 0.933, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2164, interm_loss_bbox: 0.1735, interm_loss_iou: 0.4021, loss_cls: 0.1771, loss_bbox: 0.1459, loss_iou: 0.3563, d0.loss_cls: 0.2315, d0.loss_bbox: 0.1495, d0.loss_iou: 0.3619, d1.loss_cls: 0.2015, d1.loss_bbox: 0.1473, d1.loss_iou: 0.3585, d2.loss_cls: 0.1862, d2.loss_bbox: 0.1461, d2.loss_iou: 0.3560, d3.loss_cls: 0.1806, d3.loss_bbox: 0.1457, d3.loss_iou: 0.3558, d4.loss_cls: 0.1779, d4.loss_bbox: 0.1459, d4.loss_iou: 0.3562, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2115, dn_loss_iou: 0.3483, d0.dn_loss_cls: 0.0569, d0.dn_loss_bbox: 0.3115, d0.dn_loss_iou: 0.4633, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2308, d1.dn_loss_iou: 0.3703, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2143, d2.dn_loss_iou: 0.3518, d3.dn_loss_cls: 0.0242, d3.dn_loss_bbox: 0.2116, d3.dn_loss_iou: 0.3484, d4.dn_loss_cls: 0.0236, d4.dn_loss_bbox: 0.2115, d4.dn_loss_iou: 0.3481, loss: 8.7815, grad_norm: 16.5942 2023-11-05 07:20:35,286 - mmdet - INFO - Epoch [11][150/3665] lr: 5.563e-06, eta: 1:54:49, time: 0.943, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2163, interm_loss_bbox: 0.1737, interm_loss_iou: 0.3968, loss_cls: 0.1769, loss_bbox: 0.1463, loss_iou: 0.3526, d0.loss_cls: 0.2321, d0.loss_bbox: 0.1494, d0.loss_iou: 0.3570, d1.loss_cls: 0.2008, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3571, d2.loss_cls: 0.1868, d2.loss_bbox: 0.1459, d2.loss_iou: 0.3523, d3.loss_cls: 0.1801, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3521, d4.loss_cls: 0.1770, d4.loss_bbox: 0.1465, d4.loss_iou: 0.3528, dn_loss_cls: 0.0232, dn_loss_bbox: 0.2168, dn_loss_iou: 0.3398, d0.dn_loss_cls: 0.0560, d0.dn_loss_bbox: 0.3251, d0.dn_loss_iou: 0.4574, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2384, d1.dn_loss_iou: 0.3634, d2.dn_loss_cls: 0.0264, d2.dn_loss_bbox: 0.2198, d2.dn_loss_iou: 0.3434, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2170, d3.dn_loss_iou: 0.3401, d4.dn_loss_cls: 0.0233, d4.dn_loss_bbox: 0.2168, d4.dn_loss_iou: 0.3397, loss: 8.7508, grad_norm: 15.8881 2023-11-05 07:21:25,187 - mmdet - INFO - Epoch [11][200/3665] lr: 5.563e-06, eta: 1:54:01, time: 0.998, data_time: 0.019, memory: 25310, interm_loss_cls: 0.2133, interm_loss_bbox: 0.1742, interm_loss_iou: 0.4060, loss_cls: 0.1749, loss_bbox: 0.1469, loss_iou: 0.3605, d0.loss_cls: 0.2305, d0.loss_bbox: 0.1493, d0.loss_iou: 0.3655, d1.loss_cls: 0.1976, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3641, d2.loss_cls: 0.1836, d2.loss_bbox: 0.1465, d2.loss_iou: 0.3598, d3.loss_cls: 0.1780, d3.loss_bbox: 0.1459, d3.loss_iou: 0.3598, d4.loss_cls: 0.1751, d4.loss_bbox: 0.1472, d4.loss_iou: 0.3605, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2165, dn_loss_iou: 0.3529, d0.dn_loss_cls: 0.0579, d0.dn_loss_bbox: 0.3201, d0.dn_loss_iou: 0.4719, d1.dn_loss_cls: 0.0335, d1.dn_loss_bbox: 0.2372, d1.dn_loss_iou: 0.3770, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2193, d2.dn_loss_iou: 0.3569, d3.dn_loss_cls: 0.0245, d3.dn_loss_bbox: 0.2167, d3.dn_loss_iou: 0.3533, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2165, d4.dn_loss_iou: 0.3529, loss: 8.8691, grad_norm: 18.2059 2023-11-05 07:22:12,508 - mmdet - INFO - Epoch [11][250/3665] lr: 5.563e-06, eta: 1:53:13, time: 0.947, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2137, interm_loss_bbox: 0.1716, interm_loss_iou: 0.4021, loss_cls: 0.1756, loss_bbox: 0.1448, loss_iou: 0.3528, d0.loss_cls: 0.2302, d0.loss_bbox: 0.1470, d0.loss_iou: 0.3605, d1.loss_cls: 0.1989, d1.loss_bbox: 0.1476, d1.loss_iou: 0.3572, d2.loss_cls: 0.1861, d2.loss_bbox: 0.1431, d2.loss_iou: 0.3518, d3.loss_cls: 0.1796, d3.loss_bbox: 0.1440, d3.loss_iou: 0.3510, d4.loss_cls: 0.1764, d4.loss_bbox: 0.1446, d4.loss_iou: 0.3524, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2153, dn_loss_iou: 0.3474, d0.dn_loss_cls: 0.0564, d0.dn_loss_bbox: 0.3189, d0.dn_loss_iou: 0.4643, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2365, d1.dn_loss_iou: 0.3717, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2180, d2.dn_loss_iou: 0.3510, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2154, d3.dn_loss_iou: 0.3475, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2152, d4.dn_loss_iou: 0.3473, loss: 8.7694, grad_norm: 19.6203 2023-11-05 07:23:01,195 - mmdet - INFO - Epoch [11][300/3665] lr: 5.563e-06, eta: 1:52:25, time: 0.974, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2147, interm_loss_bbox: 0.1731, interm_loss_iou: 0.4074, loss_cls: 0.1791, loss_bbox: 0.1445, loss_iou: 0.3593, d0.loss_cls: 0.2277, d0.loss_bbox: 0.1511, d0.loss_iou: 0.3707, d1.loss_cls: 0.2016, d1.loss_bbox: 0.1480, d1.loss_iou: 0.3650, d2.loss_cls: 0.1885, d2.loss_bbox: 0.1448, d2.loss_iou: 0.3589, d3.loss_cls: 0.1826, d3.loss_bbox: 0.1440, d3.loss_iou: 0.3581, d4.loss_cls: 0.1790, d4.loss_bbox: 0.1451, d4.loss_iou: 0.3598, dn_loss_cls: 0.0229, dn_loss_bbox: 0.2132, dn_loss_iou: 0.3558, d0.dn_loss_cls: 0.0565, d0.dn_loss_bbox: 0.3107, d0.dn_loss_iou: 0.4703, d1.dn_loss_cls: 0.0327, d1.dn_loss_bbox: 0.2322, d1.dn_loss_iou: 0.3775, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2158, d2.dn_loss_iou: 0.3590, d3.dn_loss_cls: 0.0239, d3.dn_loss_bbox: 0.2134, d3.dn_loss_iou: 0.3558, d4.dn_loss_cls: 0.0231, d4.dn_loss_bbox: 0.2132, d4.dn_loss_iou: 0.3556, loss: 8.8614, grad_norm: 21.2142 2023-11-05 07:23:49,228 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx.py 2023-11-05 07:23:49,229 - mmdet - INFO - Epoch [11][350/3665] lr: 5.563e-06, eta: 1:51:37, time: 0.961, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2154, interm_loss_bbox: 0.1846, interm_loss_iou: 0.3993, loss_cls: 0.1752, loss_bbox: 0.1526, loss_iou: 0.3486, d0.loss_cls: 0.2310, d0.loss_bbox: 0.1576, d0.loss_iou: 0.3580, d1.loss_cls: 0.2001, d1.loss_bbox: 0.1559, d1.loss_iou: 0.3530, d2.loss_cls: 0.1868, d2.loss_bbox: 0.1521, d2.loss_iou: 0.3473, d3.loss_cls: 0.1787, d3.loss_bbox: 0.1522, d3.loss_iou: 0.3478, d4.loss_cls: 0.1755, d4.loss_bbox: 0.1527, d4.loss_iou: 0.3487, dn_loss_cls: 0.0236, dn_loss_bbox: 0.2239, dn_loss_iou: 0.3429, d0.dn_loss_cls: 0.0561, d0.dn_loss_bbox: 0.3300, d0.dn_loss_iou: 0.4567, d1.dn_loss_cls: 0.0329, d1.dn_loss_bbox: 0.2451, d1.dn_loss_iou: 0.3664, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2269, d2.dn_loss_iou: 0.3465, d3.dn_loss_cls: 0.0243, d3.dn_loss_bbox: 0.2241, d3.dn_loss_iou: 0.3431, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2239, d4.dn_loss_iou: 0.3428, loss: 8.8330, grad_norm: 18.2160 2023-11-05 07:24:37,825 - mmdet - INFO - Epoch [11][400/3665] lr: 5.563e-06, eta: 1:50:50, time: 0.972, data_time: 0.017, memory: 25310, interm_loss_cls: 0.2123, interm_loss_bbox: 0.1794, interm_loss_iou: 0.4135, loss_cls: 0.1749, loss_bbox: 0.1464, loss_iou: 0.3600, d0.loss_cls: 0.2269, d0.loss_bbox: 0.1502, d0.loss_iou: 0.3675, d1.loss_cls: 0.1976, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3634, d2.loss_cls: 0.1839, d2.loss_bbox: 0.1461, d2.loss_iou: 0.3605, d3.loss_cls: 0.1786, d3.loss_bbox: 0.1451, d3.loss_iou: 0.3587, d4.loss_cls: 0.1754, d4.loss_bbox: 0.1462, d4.loss_iou: 0.3598, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2093, dn_loss_iou: 0.3497, d0.dn_loss_cls: 0.0571, d0.dn_loss_bbox: 0.3163, d0.dn_loss_iou: 0.4715, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2298, d1.dn_loss_iou: 0.3734, d2.dn_loss_cls: 0.0271, d2.dn_loss_bbox: 0.2122, d2.dn_loss_iou: 0.3530, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2094, d3.dn_loss_iou: 0.3498, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2092, d4.dn_loss_iou: 0.3495, loss: 8.8173, grad_norm: 20.0482 2023-11-05 07:25:25,491 - mmdet - INFO - Epoch [11][450/3665] lr: 5.563e-06, eta: 1:50:02, time: 0.954, data_time: 0.015, memory: 25310, interm_loss_cls: 0.2151, interm_loss_bbox: 0.1705, interm_loss_iou: 0.4049, loss_cls: 0.1764, loss_bbox: 0.1441, loss_iou: 0.3545, d0.loss_cls: 0.2276, d0.loss_bbox: 0.1488, d0.loss_iou: 0.3653, d1.loss_cls: 0.2016, d1.loss_bbox: 0.1465, d1.loss_iou: 0.3579, d2.loss_cls: 0.1860, d2.loss_bbox: 0.1445, d2.loss_iou: 0.3548, d3.loss_cls: 0.1804, d3.loss_bbox: 0.1431, d3.loss_iou: 0.3537, d4.loss_cls: 0.1775, d4.loss_bbox: 0.1435, d4.loss_iou: 0.3537, dn_loss_cls: 0.0236, dn_loss_bbox: 0.2071, dn_loss_iou: 0.3521, d0.dn_loss_cls: 0.0570, d0.dn_loss_bbox: 0.3074, d0.dn_loss_iou: 0.4683, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2280, d1.dn_loss_iou: 0.3766, d2.dn_loss_cls: 0.0271, d2.dn_loss_bbox: 0.2104, d2.dn_loss_iou: 0.3564, d3.dn_loss_cls: 0.0245, d3.dn_loss_bbox: 0.2074, d3.dn_loss_iou: 0.3524, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2071, d4.dn_loss_iou: 0.3520, loss: 8.7653, grad_norm: 18.2305 2023-11-05 07:26:12,233 - mmdet - INFO - Epoch [11][500/3665] lr: 5.563e-06, eta: 1:49:13, time: 0.935, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2173, interm_loss_bbox: 0.1744, interm_loss_iou: 0.4048, loss_cls: 0.1835, loss_bbox: 0.1444, loss_iou: 0.3546, d0.loss_cls: 0.2345, d0.loss_bbox: 0.1501, d0.loss_iou: 0.3646, d1.loss_cls: 0.2038, d1.loss_bbox: 0.1477, d1.loss_iou: 0.3614, d2.loss_cls: 0.1923, d2.loss_bbox: 0.1446, d2.loss_iou: 0.3548, d3.loss_cls: 0.1860, d3.loss_bbox: 0.1443, d3.loss_iou: 0.3544, d4.loss_cls: 0.1840, d4.loss_bbox: 0.1445, d4.loss_iou: 0.3548, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2202, dn_loss_iou: 0.3519, d0.dn_loss_cls: 0.0581, d0.dn_loss_bbox: 0.3243, d0.dn_loss_iou: 0.4671, d1.dn_loss_cls: 0.0336, d1.dn_loss_bbox: 0.2404, d1.dn_loss_iou: 0.3740, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2230, d2.dn_loss_iou: 0.3552, d3.dn_loss_cls: 0.0252, d3.dn_loss_bbox: 0.2204, d3.dn_loss_iou: 0.3520, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2202, d4.dn_loss_iou: 0.3518, loss: 8.8949, grad_norm: 18.7501 2023-11-05 07:26:59,692 - mmdet - INFO - Epoch [11][550/3665] lr: 5.563e-06, eta: 1:48:25, time: 0.949, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2158, interm_loss_bbox: 0.1710, interm_loss_iou: 0.3856, loss_cls: 0.1752, loss_bbox: 0.1437, loss_iou: 0.3405, d0.loss_cls: 0.2290, d0.loss_bbox: 0.1464, d0.loss_iou: 0.3466, d1.loss_cls: 0.1977, d1.loss_bbox: 0.1465, d1.loss_iou: 0.3435, d2.loss_cls: 0.1848, d2.loss_bbox: 0.1437, d2.loss_iou: 0.3397, d3.loss_cls: 0.1765, d3.loss_bbox: 0.1451, d3.loss_iou: 0.3421, d4.loss_cls: 0.1749, d4.loss_bbox: 0.1441, d4.loss_iou: 0.3410, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2183, dn_loss_iou: 0.3325, d0.dn_loss_cls: 0.0582, d0.dn_loss_bbox: 0.3276, d0.dn_loss_iou: 0.4488, d1.dn_loss_cls: 0.0338, d1.dn_loss_bbox: 0.2403, d1.dn_loss_iou: 0.3562, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2212, d2.dn_loss_iou: 0.3362, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2184, d3.dn_loss_iou: 0.3327, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2183, d4.dn_loss_iou: 0.3324, loss: 8.6088, grad_norm: 17.8873 2023-11-05 07:27:48,856 - mmdet - INFO - Epoch [11][600/3665] lr: 5.563e-06, eta: 1:47:37, time: 0.983, data_time: 0.018, memory: 25310, interm_loss_cls: 0.2133, interm_loss_bbox: 0.1751, interm_loss_iou: 0.4084, loss_cls: 0.1765, loss_bbox: 0.1444, loss_iou: 0.3555, d0.loss_cls: 0.2284, d0.loss_bbox: 0.1495, d0.loss_iou: 0.3659, d1.loss_cls: 0.1983, d1.loss_bbox: 0.1479, d1.loss_iou: 0.3617, d2.loss_cls: 0.1859, d2.loss_bbox: 0.1450, d2.loss_iou: 0.3563, d3.loss_cls: 0.1787, d3.loss_bbox: 0.1455, d3.loss_iou: 0.3557, d4.loss_cls: 0.1766, d4.loss_bbox: 0.1451, d4.loss_iou: 0.3557, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2122, dn_loss_iou: 0.3487, d0.dn_loss_cls: 0.0569, d0.dn_loss_bbox: 0.3164, d0.dn_loss_iou: 0.4662, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2327, d1.dn_loss_iou: 0.3730, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2152, d2.dn_loss_iou: 0.3524, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2124, d3.dn_loss_iou: 0.3488, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2122, d4.dn_loss_iou: 0.3485, loss: 8.7973, grad_norm: 17.8721 2023-11-05 07:28:35,958 - mmdet - INFO - Epoch [11][650/3665] lr: 5.563e-06, eta: 1:46:49, time: 0.942, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2110, interm_loss_bbox: 0.1714, interm_loss_iou: 0.4059, loss_cls: 0.1721, loss_bbox: 0.1416, loss_iou: 0.3577, d0.loss_cls: 0.2280, d0.loss_bbox: 0.1461, d0.loss_iou: 0.3650, d1.loss_cls: 0.1985, d1.loss_bbox: 0.1431, d1.loss_iou: 0.3613, d2.loss_cls: 0.1822, d2.loss_bbox: 0.1416, d2.loss_iou: 0.3575, d3.loss_cls: 0.1741, d3.loss_bbox: 0.1425, d3.loss_iou: 0.3589, d4.loss_cls: 0.1724, d4.loss_bbox: 0.1419, d4.loss_iou: 0.3582, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2120, dn_loss_iou: 0.3420, d0.dn_loss_cls: 0.0556, d0.dn_loss_bbox: 0.3149, d0.dn_loss_iou: 0.4608, d1.dn_loss_cls: 0.0329, d1.dn_loss_bbox: 0.2327, d1.dn_loss_iou: 0.3657, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2150, d2.dn_loss_iou: 0.3459, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2122, d3.dn_loss_iou: 0.3423, d4.dn_loss_cls: 0.0233, d4.dn_loss_bbox: 0.2120, d4.dn_loss_iou: 0.3419, loss: 8.7142, grad_norm: 19.5759 2023-11-05 07:29:23,702 - mmdet - INFO - Epoch [11][700/3665] lr: 5.563e-06, eta: 1:46:01, time: 0.955, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2229, interm_loss_bbox: 0.1792, interm_loss_iou: 0.4020, loss_cls: 0.1817, loss_bbox: 0.1503, loss_iou: 0.3558, d0.loss_cls: 0.2415, d0.loss_bbox: 0.1545, d0.loss_iou: 0.3617, d1.loss_cls: 0.2104, d1.loss_bbox: 0.1516, d1.loss_iou: 0.3577, d2.loss_cls: 0.1932, d2.loss_bbox: 0.1501, d2.loss_iou: 0.3550, d3.loss_cls: 0.1849, d3.loss_bbox: 0.1509, d3.loss_iou: 0.3557, d4.loss_cls: 0.1823, d4.loss_bbox: 0.1509, d4.loss_iou: 0.3562, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2176, dn_loss_iou: 0.3549, d0.dn_loss_cls: 0.0595, d0.dn_loss_bbox: 0.3215, d0.dn_loss_iou: 0.4727, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2379, d1.dn_loss_iou: 0.3787, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2206, d2.dn_loss_iou: 0.3587, d3.dn_loss_cls: 0.0253, d3.dn_loss_bbox: 0.2179, d3.dn_loss_iou: 0.3552, d4.dn_loss_cls: 0.0244, d4.dn_loss_bbox: 0.2176, d4.dn_loss_iou: 0.3547, loss: 8.9526, grad_norm: 17.0079 2023-11-05 07:30:11,897 - mmdet - INFO - Epoch [11][750/3665] lr: 5.563e-06, eta: 1:45:13, time: 0.964, data_time: 0.016, memory: 25310, interm_loss_cls: 0.2137, interm_loss_bbox: 0.1682, interm_loss_iou: 0.4071, loss_cls: 0.1762, loss_bbox: 0.1427, loss_iou: 0.3626, d0.loss_cls: 0.2329, d0.loss_bbox: 0.1463, d0.loss_iou: 0.3689, d1.loss_cls: 0.1992, d1.loss_bbox: 0.1449, d1.loss_iou: 0.3662, d2.loss_cls: 0.1853, d2.loss_bbox: 0.1428, d2.loss_iou: 0.3630, d3.loss_cls: 0.1790, d3.loss_bbox: 0.1427, d3.loss_iou: 0.3626, d4.loss_cls: 0.1769, d4.loss_bbox: 0.1423, d4.loss_iou: 0.3621, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2133, dn_loss_iou: 0.3575, d0.dn_loss_cls: 0.0567, d0.dn_loss_bbox: 0.3097, d0.dn_loss_iou: 0.4715, d1.dn_loss_cls: 0.0335, d1.dn_loss_bbox: 0.2324, d1.dn_loss_iou: 0.3805, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2155, d2.dn_loss_iou: 0.3611, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2134, d3.dn_loss_iou: 0.3577, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2133, d4.dn_loss_iou: 0.3574, loss: 8.8600, grad_norm: 17.2180 2023-11-05 07:30:59,290 - mmdet - INFO - Epoch [11][800/3665] lr: 5.563e-06, eta: 1:44:25, time: 0.948, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2189, interm_loss_bbox: 0.1763, interm_loss_iou: 0.4083, loss_cls: 0.1801, loss_bbox: 0.1496, loss_iou: 0.3615, d0.loss_cls: 0.2351, d0.loss_bbox: 0.1537, d0.loss_iou: 0.3698, d1.loss_cls: 0.2053, d1.loss_bbox: 0.1513, d1.loss_iou: 0.3643, d2.loss_cls: 0.1908, d2.loss_bbox: 0.1489, d2.loss_iou: 0.3608, d3.loss_cls: 0.1841, d3.loss_bbox: 0.1482, d3.loss_iou: 0.3607, d4.loss_cls: 0.1815, d4.loss_bbox: 0.1485, d4.loss_iou: 0.3609, dn_loss_cls: 0.0241, dn_loss_bbox: 0.2139, dn_loss_iou: 0.3561, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3177, d0.dn_loss_iou: 0.4748, d1.dn_loss_cls: 0.0341, d1.dn_loss_bbox: 0.2349, d1.dn_loss_iou: 0.3799, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2169, d2.dn_loss_iou: 0.3601, d3.dn_loss_cls: 0.0251, d3.dn_loss_bbox: 0.2141, d3.dn_loss_iou: 0.3565, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2139, d4.dn_loss_iou: 0.3560, loss: 8.9472, grad_norm: 18.8567 2023-11-05 07:31:46,654 - mmdet - INFO - Epoch [11][850/3665] lr: 5.563e-06, eta: 1:43:37, time: 0.947, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2149, interm_loss_bbox: 0.1752, interm_loss_iou: 0.3960, loss_cls: 0.1780, loss_bbox: 0.1468, loss_iou: 0.3507, d0.loss_cls: 0.2311, d0.loss_bbox: 0.1513, d0.loss_iou: 0.3593, d1.loss_cls: 0.1991, d1.loss_bbox: 0.1494, d1.loss_iou: 0.3557, d2.loss_cls: 0.1863, d2.loss_bbox: 0.1466, d2.loss_iou: 0.3514, d3.loss_cls: 0.1802, d3.loss_bbox: 0.1474, d3.loss_iou: 0.3511, d4.loss_cls: 0.1779, d4.loss_bbox: 0.1468, d4.loss_iou: 0.3514, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2198, dn_loss_iou: 0.3475, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3257, d0.dn_loss_iou: 0.4646, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2411, d1.dn_loss_iou: 0.3716, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2229, d2.dn_loss_iou: 0.3515, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2200, d3.dn_loss_iou: 0.3478, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2197, d4.dn_loss_iou: 0.3474, loss: 8.8175, grad_norm: 17.4585 2023-11-05 07:32:40,400 - mmdet - INFO - Epoch [11][900/3665] lr: 5.563e-06, eta: 1:42:50, time: 1.075, data_time: 0.021, memory: 25310, interm_loss_cls: 0.2112, interm_loss_bbox: 0.1695, interm_loss_iou: 0.3957, loss_cls: 0.1751, loss_bbox: 0.1429, loss_iou: 0.3482, d0.loss_cls: 0.2281, d0.loss_bbox: 0.1457, d0.loss_iou: 0.3556, d1.loss_cls: 0.1979, d1.loss_bbox: 0.1438, d1.loss_iou: 0.3519, d2.loss_cls: 0.1843, d2.loss_bbox: 0.1426, d2.loss_iou: 0.3475, d3.loss_cls: 0.1787, d3.loss_bbox: 0.1427, d3.loss_iou: 0.3474, d4.loss_cls: 0.1757, d4.loss_bbox: 0.1427, d4.loss_iou: 0.3482, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2147, dn_loss_iou: 0.3486, d0.dn_loss_cls: 0.0567, d0.dn_loss_bbox: 0.3184, d0.dn_loss_iou: 0.4653, d1.dn_loss_cls: 0.0336, d1.dn_loss_bbox: 0.2357, d1.dn_loss_iou: 0.3723, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2177, d2.dn_loss_iou: 0.3525, d3.dn_loss_cls: 0.0255, d3.dn_loss_bbox: 0.2150, d3.dn_loss_iou: 0.3490, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2147, d4.dn_loss_iou: 0.3486, loss: 8.7218, grad_norm: 16.9669 2023-11-05 07:33:27,255 - mmdet - INFO - Epoch [11][950/3665] lr: 5.563e-06, eta: 1:42:02, time: 0.937, data_time: 0.015, memory: 25310, interm_loss_cls: 0.2138, interm_loss_bbox: 0.1728, interm_loss_iou: 0.3962, loss_cls: 0.1771, loss_bbox: 0.1475, loss_iou: 0.3524, d0.loss_cls: 0.2284, d0.loss_bbox: 0.1525, d0.loss_iou: 0.3619, d1.loss_cls: 0.1989, d1.loss_bbox: 0.1493, d1.loss_iou: 0.3562, d2.loss_cls: 0.1852, d2.loss_bbox: 0.1475, d2.loss_iou: 0.3524, d3.loss_cls: 0.1801, d3.loss_bbox: 0.1469, d3.loss_iou: 0.3517, d4.loss_cls: 0.1772, d4.loss_bbox: 0.1477, d4.loss_iou: 0.3522, dn_loss_cls: 0.0227, dn_loss_bbox: 0.2149, dn_loss_iou: 0.3448, d0.dn_loss_cls: 0.0551, d0.dn_loss_bbox: 0.3196, d0.dn_loss_iou: 0.4643, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2346, d1.dn_loss_iou: 0.3675, d2.dn_loss_cls: 0.0260, d2.dn_loss_bbox: 0.2177, d2.dn_loss_iou: 0.3483, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2152, d3.dn_loss_iou: 0.3450, d4.dn_loss_cls: 0.0227, d4.dn_loss_bbox: 0.2149, d4.dn_loss_iou: 0.3447, loss: 8.7614, grad_norm: 18.7098 2023-11-05 07:34:14,116 - mmdet - INFO - Epoch [11][1000/3665] lr: 5.563e-06, eta: 1:41:14, time: 0.937, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2193, interm_loss_bbox: 0.1734, interm_loss_iou: 0.4160, loss_cls: 0.1812, loss_bbox: 0.1457, loss_iou: 0.3664, d0.loss_cls: 0.2343, d0.loss_bbox: 0.1497, d0.loss_iou: 0.3759, d1.loss_cls: 0.2066, d1.loss_bbox: 0.1472, d1.loss_iou: 0.3692, d2.loss_cls: 0.1895, d2.loss_bbox: 0.1459, d2.loss_iou: 0.3660, d3.loss_cls: 0.1834, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3658, d4.loss_cls: 0.1821, d4.loss_bbox: 0.1459, d4.loss_iou: 0.3662, dn_loss_cls: 0.0248, dn_loss_bbox: 0.2148, dn_loss_iou: 0.3602, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3183, d0.dn_loss_iou: 0.4786, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2356, d1.dn_loss_iou: 0.3840, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2177, d2.dn_loss_iou: 0.3640, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2149, d3.dn_loss_iou: 0.3604, d4.dn_loss_cls: 0.0250, d4.dn_loss_bbox: 0.2147, d4.dn_loss_iou: 0.3601, loss: 8.9963, grad_norm: 19.7323 2023-11-05 07:35:03,528 - mmdet - INFO - Epoch [11][1050/3665] lr: 5.563e-06, eta: 1:40:26, time: 0.988, data_time: 0.019, memory: 25310, interm_loss_cls: 0.2123, interm_loss_bbox: 0.1741, interm_loss_iou: 0.3949, loss_cls: 0.1758, loss_bbox: 0.1431, loss_iou: 0.3429, d0.loss_cls: 0.2261, d0.loss_bbox: 0.1504, d0.loss_iou: 0.3547, d1.loss_cls: 0.1977, d1.loss_bbox: 0.1475, d1.loss_iou: 0.3482, d2.loss_cls: 0.1859, d2.loss_bbox: 0.1434, d2.loss_iou: 0.3431, d3.loss_cls: 0.1802, d3.loss_bbox: 0.1423, d3.loss_iou: 0.3413, d4.loss_cls: 0.1765, d4.loss_bbox: 0.1425, d4.loss_iou: 0.3424, dn_loss_cls: 0.0236, dn_loss_bbox: 0.2225, dn_loss_iou: 0.3397, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3306, d0.dn_loss_iou: 0.4575, d1.dn_loss_cls: 0.0330, d1.dn_loss_bbox: 0.2436, d1.dn_loss_iou: 0.3627, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2254, d2.dn_loss_iou: 0.3431, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2227, d3.dn_loss_iou: 0.3399, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2225, d4.dn_loss_iou: 0.3396, loss: 8.7043, grad_norm: 18.4188 2023-11-05 07:35:50,607 - mmdet - INFO - Epoch [11][1100/3665] lr: 5.563e-06, eta: 1:39:38, time: 0.942, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2160, interm_loss_bbox: 0.1736, interm_loss_iou: 0.4043, loss_cls: 0.1786, loss_bbox: 0.1451, loss_iou: 0.3576, d0.loss_cls: 0.2317, d0.loss_bbox: 0.1487, d0.loss_iou: 0.3641, d1.loss_cls: 0.2013, d1.loss_bbox: 0.1478, d1.loss_iou: 0.3608, d2.loss_cls: 0.1885, d2.loss_bbox: 0.1454, d2.loss_iou: 0.3564, d3.loss_cls: 0.1816, d3.loss_bbox: 0.1451, d3.loss_iou: 0.3567, d4.loss_cls: 0.1790, d4.loss_bbox: 0.1455, d4.loss_iou: 0.3576, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2115, dn_loss_iou: 0.3471, d0.dn_loss_cls: 0.0561, d0.dn_loss_bbox: 0.3112, d0.dn_loss_iou: 0.4625, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2315, d1.dn_loss_iou: 0.3705, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2145, d2.dn_loss_iou: 0.3511, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2117, d3.dn_loss_iou: 0.3473, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2115, d4.dn_loss_iou: 0.3469, loss: 8.7909, grad_norm: 17.8533 2023-11-05 07:36:38,349 - mmdet - INFO - Epoch [11][1150/3665] lr: 5.563e-06, eta: 1:38:50, time: 0.955, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2207, interm_loss_bbox: 0.1686, interm_loss_iou: 0.3860, loss_cls: 0.1795, loss_bbox: 0.1438, loss_iou: 0.3434, d0.loss_cls: 0.2346, d0.loss_bbox: 0.1454, d0.loss_iou: 0.3491, d1.loss_cls: 0.2039, d1.loss_bbox: 0.1453, d1.loss_iou: 0.3458, d2.loss_cls: 0.1886, d2.loss_bbox: 0.1437, d2.loss_iou: 0.3432, d3.loss_cls: 0.1827, d3.loss_bbox: 0.1434, d3.loss_iou: 0.3427, d4.loss_cls: 0.1799, d4.loss_bbox: 0.1435, d4.loss_iou: 0.3435, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2116, dn_loss_iou: 0.3396, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3158, d0.dn_loss_iou: 0.4541, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2323, d1.dn_loss_iou: 0.3628, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2149, d2.dn_loss_iou: 0.3438, d3.dn_loss_cls: 0.0251, d3.dn_loss_bbox: 0.2119, d3.dn_loss_iou: 0.3398, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2116, d4.dn_loss_iou: 0.3395, loss: 8.6474, grad_norm: 16.0576 2023-11-05 07:37:25,360 - mmdet - INFO - Epoch [11][1200/3665] lr: 5.563e-06, eta: 1:38:02, time: 0.940, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2198, interm_loss_bbox: 0.1725, interm_loss_iou: 0.4044, loss_cls: 0.1841, loss_bbox: 0.1427, loss_iou: 0.3555, d0.loss_cls: 0.2369, d0.loss_bbox: 0.1463, d0.loss_iou: 0.3635, d1.loss_cls: 0.2085, d1.loss_bbox: 0.1447, d1.loss_iou: 0.3594, d2.loss_cls: 0.1965, d2.loss_bbox: 0.1419, d2.loss_iou: 0.3550, d3.loss_cls: 0.1884, d3.loss_bbox: 0.1420, d3.loss_iou: 0.3547, d4.loss_cls: 0.1852, d4.loss_bbox: 0.1423, d4.loss_iou: 0.3552, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2137, dn_loss_iou: 0.3552, d0.dn_loss_cls: 0.0581, d0.dn_loss_bbox: 0.3129, d0.dn_loss_iou: 0.4707, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2322, d1.dn_loss_iou: 0.3778, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2161, d2.dn_loss_iou: 0.3585, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2139, d3.dn_loss_iou: 0.3554, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2137, d4.dn_loss_iou: 0.3551, loss: 8.8703, grad_norm: 16.3099 2023-11-05 07:38:13,841 - mmdet - INFO - Epoch [11][1250/3665] lr: 5.563e-06, eta: 1:37:14, time: 0.970, data_time: 0.017, memory: 25310, interm_loss_cls: 0.2184, interm_loss_bbox: 0.1728, interm_loss_iou: 0.4019, loss_cls: 0.1785, loss_bbox: 0.1457, loss_iou: 0.3561, d0.loss_cls: 0.2376, d0.loss_bbox: 0.1515, d0.loss_iou: 0.3641, d1.loss_cls: 0.2039, d1.loss_bbox: 0.1476, d1.loss_iou: 0.3591, d2.loss_cls: 0.1881, d2.loss_bbox: 0.1461, d2.loss_iou: 0.3563, d3.loss_cls: 0.1822, d3.loss_bbox: 0.1454, d3.loss_iou: 0.3550, d4.loss_cls: 0.1783, d4.loss_bbox: 0.1459, d4.loss_iou: 0.3566, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2099, dn_loss_iou: 0.3463, d0.dn_loss_cls: 0.0573, d0.dn_loss_bbox: 0.3160, d0.dn_loss_iou: 0.4637, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2321, d1.dn_loss_iou: 0.3706, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2131, d2.dn_loss_iou: 0.3502, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2102, d3.dn_loss_iou: 0.3465, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2099, d4.dn_loss_iou: 0.3461, loss: 8.7965, grad_norm: 19.7568 2023-11-05 07:39:01,731 - mmdet - INFO - Epoch [11][1300/3665] lr: 5.563e-06, eta: 1:36:26, time: 0.958, data_time: 0.016, memory: 25310, interm_loss_cls: 0.2167, interm_loss_bbox: 0.1707, interm_loss_iou: 0.3902, loss_cls: 0.1783, loss_bbox: 0.1431, loss_iou: 0.3444, d0.loss_cls: 0.2356, d0.loss_bbox: 0.1466, d0.loss_iou: 0.3517, d1.loss_cls: 0.2054, d1.loss_bbox: 0.1436, d1.loss_iou: 0.3457, d2.loss_cls: 0.1896, d2.loss_bbox: 0.1410, d2.loss_iou: 0.3429, d3.loss_cls: 0.1821, d3.loss_bbox: 0.1421, d3.loss_iou: 0.3438, d4.loss_cls: 0.1788, d4.loss_bbox: 0.1433, d4.loss_iou: 0.3447, dn_loss_cls: 0.0231, dn_loss_bbox: 0.2165, dn_loss_iou: 0.3392, d0.dn_loss_cls: 0.0570, d0.dn_loss_bbox: 0.3249, d0.dn_loss_iou: 0.4585, d1.dn_loss_cls: 0.0328, d1.dn_loss_bbox: 0.2375, d1.dn_loss_iou: 0.3623, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2196, d2.dn_loss_iou: 0.3431, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2168, d3.dn_loss_iou: 0.3394, d4.dn_loss_cls: 0.0233, d4.dn_loss_bbox: 0.2165, d4.dn_loss_iou: 0.3391, loss: 8.6805, grad_norm: 20.1518 2023-11-05 07:39:48,042 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx.py 2023-11-05 07:39:48,042 - mmdet - INFO - Epoch [11][1350/3665] lr: 5.563e-06, eta: 1:35:38, time: 0.926, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2212, interm_loss_bbox: 0.1707, interm_loss_iou: 0.4070, loss_cls: 0.1828, loss_bbox: 0.1472, loss_iou: 0.3617, d0.loss_cls: 0.2406, d0.loss_bbox: 0.1510, d0.loss_iou: 0.3702, d1.loss_cls: 0.2082, d1.loss_bbox: 0.1493, d1.loss_iou: 0.3654, d2.loss_cls: 0.1929, d2.loss_bbox: 0.1461, d2.loss_iou: 0.3608, d3.loss_cls: 0.1863, d3.loss_bbox: 0.1467, d3.loss_iou: 0.3613, d4.loss_cls: 0.1827, d4.loss_bbox: 0.1475, d4.loss_iou: 0.3625, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2270, dn_loss_iou: 0.3533, d0.dn_loss_cls: 0.0596, d0.dn_loss_bbox: 0.3279, d0.dn_loss_iou: 0.4700, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2465, d1.dn_loss_iou: 0.3772, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2297, d2.dn_loss_iou: 0.3569, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2272, d3.dn_loss_iou: 0.3536, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2270, d4.dn_loss_iou: 0.3532, loss: 9.0133, grad_norm: 19.7218 2023-11-05 07:40:35,690 - mmdet - INFO - Epoch [11][1400/3665] lr: 5.563e-06, eta: 1:34:50, time: 0.953, data_time: 0.016, memory: 25310, interm_loss_cls: 0.2177, interm_loss_bbox: 0.1717, interm_loss_iou: 0.3979, loss_cls: 0.1758, loss_bbox: 0.1471, loss_iou: 0.3570, d0.loss_cls: 0.2370, d0.loss_bbox: 0.1494, d0.loss_iou: 0.3615, d1.loss_cls: 0.2043, d1.loss_bbox: 0.1480, d1.loss_iou: 0.3592, d2.loss_cls: 0.1870, d2.loss_bbox: 0.1455, d2.loss_iou: 0.3553, d3.loss_cls: 0.1795, d3.loss_bbox: 0.1462, d3.loss_iou: 0.3560, d4.loss_cls: 0.1763, d4.loss_bbox: 0.1467, d4.loss_iou: 0.3568, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2123, dn_loss_iou: 0.3478, d0.dn_loss_cls: 0.0584, d0.dn_loss_bbox: 0.3128, d0.dn_loss_iou: 0.4627, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2312, d1.dn_loss_iou: 0.3703, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2150, d2.dn_loss_iou: 0.3514, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2125, d3.dn_loss_iou: 0.3480, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2123, d4.dn_loss_iou: 0.3476, loss: 8.7974, grad_norm: 17.2692 2023-11-05 07:41:25,506 - mmdet - INFO - Epoch [11][1450/3665] lr: 5.563e-06, eta: 1:34:02, time: 0.997, data_time: 0.019, memory: 25310, interm_loss_cls: 0.2168, interm_loss_bbox: 0.1717, interm_loss_iou: 0.4057, loss_cls: 0.1758, loss_bbox: 0.1473, loss_iou: 0.3644, d0.loss_cls: 0.2307, d0.loss_bbox: 0.1508, d0.loss_iou: 0.3694, d1.loss_cls: 0.2007, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3654, d2.loss_cls: 0.1871, d2.loss_bbox: 0.1452, d2.loss_iou: 0.3622, d3.loss_cls: 0.1803, d3.loss_bbox: 0.1455, d3.loss_iou: 0.3623, d4.loss_cls: 0.1767, d4.loss_bbox: 0.1469, d4.loss_iou: 0.3638, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2152, dn_loss_iou: 0.3609, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3097, d0.dn_loss_iou: 0.4728, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2334, d1.dn_loss_iou: 0.3828, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2179, d2.dn_loss_iou: 0.3645, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2155, d3.dn_loss_iou: 0.3612, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2152, d4.dn_loss_iou: 0.3608, loss: 8.9262, grad_norm: 18.7858 2023-11-05 07:42:15,096 - mmdet - INFO - Epoch [11][1500/3665] lr: 5.563e-06, eta: 1:33:14, time: 0.992, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2152, interm_loss_bbox: 0.1753, interm_loss_iou: 0.4081, loss_cls: 0.1754, loss_bbox: 0.1454, loss_iou: 0.3591, d0.loss_cls: 0.2305, d0.loss_bbox: 0.1515, d0.loss_iou: 0.3687, d1.loss_cls: 0.1986, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3635, d2.loss_cls: 0.1858, d2.loss_bbox: 0.1447, d2.loss_iou: 0.3593, d3.loss_cls: 0.1787, d3.loss_bbox: 0.1449, d3.loss_iou: 0.3588, d4.loss_cls: 0.1755, d4.loss_bbox: 0.1452, d4.loss_iou: 0.3594, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2073, dn_loss_iou: 0.3480, d0.dn_loss_cls: 0.0583, d0.dn_loss_bbox: 0.3078, d0.dn_loss_iou: 0.4645, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2268, d1.dn_loss_iou: 0.3715, d2.dn_loss_cls: 0.0271, d2.dn_loss_bbox: 0.2097, d2.dn_loss_iou: 0.3513, d3.dn_loss_cls: 0.0245, d3.dn_loss_bbox: 0.2074, d3.dn_loss_iou: 0.3481, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2073, d4.dn_loss_iou: 0.3478, loss: 8.7803, grad_norm: 18.7427 2023-11-05 07:43:05,002 - mmdet - INFO - Epoch [11][1550/3665] lr: 5.563e-06, eta: 1:32:27, time: 0.998, data_time: 0.020, memory: 25310, interm_loss_cls: 0.2160, interm_loss_bbox: 0.1693, interm_loss_iou: 0.4021, loss_cls: 0.1781, loss_bbox: 0.1420, loss_iou: 0.3561, d0.loss_cls: 0.2315, d0.loss_bbox: 0.1462, d0.loss_iou: 0.3627, d1.loss_cls: 0.2015, d1.loss_bbox: 0.1440, d1.loss_iou: 0.3597, d2.loss_cls: 0.1859, d2.loss_bbox: 0.1434, d2.loss_iou: 0.3574, d3.loss_cls: 0.1815, d3.loss_bbox: 0.1418, d3.loss_iou: 0.3555, d4.loss_cls: 0.1781, d4.loss_bbox: 0.1423, d4.loss_iou: 0.3565, dn_loss_cls: 0.0227, dn_loss_bbox: 0.2169, dn_loss_iou: 0.3426, d0.dn_loss_cls: 0.0560, d0.dn_loss_bbox: 0.3179, d0.dn_loss_iou: 0.4569, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2363, d1.dn_loss_iou: 0.3649, d2.dn_loss_cls: 0.0259, d2.dn_loss_bbox: 0.2197, d2.dn_loss_iou: 0.3460, d3.dn_loss_cls: 0.0235, d3.dn_loss_bbox: 0.2172, d3.dn_loss_iou: 0.3427, d4.dn_loss_cls: 0.0227, d4.dn_loss_bbox: 0.2169, d4.dn_loss_iou: 0.3424, loss: 8.7546, grad_norm: 19.0031 2023-11-05 07:43:52,224 - mmdet - INFO - Epoch [11][1600/3665] lr: 5.563e-06, eta: 1:31:38, time: 0.945, data_time: 0.016, memory: 25310, interm_loss_cls: 0.2075, interm_loss_bbox: 0.1673, interm_loss_iou: 0.3997, loss_cls: 0.1692, loss_bbox: 0.1420, loss_iou: 0.3531, d0.loss_cls: 0.2216, d0.loss_bbox: 0.1449, d0.loss_iou: 0.3618, d1.loss_cls: 0.1921, d1.loss_bbox: 0.1435, d1.loss_iou: 0.3564, d2.loss_cls: 0.1782, d2.loss_bbox: 0.1413, d2.loss_iou: 0.3529, d3.loss_cls: 0.1720, d3.loss_bbox: 0.1423, d3.loss_iou: 0.3533, d4.loss_cls: 0.1693, d4.loss_bbox: 0.1423, d4.loss_iou: 0.3531, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2034, dn_loss_iou: 0.3423, d0.dn_loss_cls: 0.0554, d0.dn_loss_bbox: 0.3040, d0.dn_loss_iou: 0.4577, d1.dn_loss_cls: 0.0323, d1.dn_loss_bbox: 0.2216, d1.dn_loss_iou: 0.3648, d2.dn_loss_cls: 0.0264, d2.dn_loss_bbox: 0.2058, d2.dn_loss_iou: 0.3457, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2035, d3.dn_loss_iou: 0.3425, d4.dn_loss_cls: 0.0234, d4.dn_loss_bbox: 0.2034, d4.dn_loss_iou: 0.3422, loss: 8.5860, grad_norm: 16.8812 2023-11-05 07:44:40,745 - mmdet - INFO - Epoch [11][1650/3665] lr: 5.563e-06, eta: 1:30:51, time: 0.970, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2187, interm_loss_bbox: 0.1712, interm_loss_iou: 0.3986, loss_cls: 0.1804, loss_bbox: 0.1436, loss_iou: 0.3541, d0.loss_cls: 0.2321, d0.loss_bbox: 0.1498, d0.loss_iou: 0.3626, d1.loss_cls: 0.2020, d1.loss_bbox: 0.1475, d1.loss_iou: 0.3585, d2.loss_cls: 0.1900, d2.loss_bbox: 0.1442, d2.loss_iou: 0.3539, d3.loss_cls: 0.1833, d3.loss_bbox: 0.1437, d3.loss_iou: 0.3537, d4.loss_cls: 0.1812, d4.loss_bbox: 0.1435, d4.loss_iou: 0.3535, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2094, dn_loss_iou: 0.3470, d0.dn_loss_cls: 0.0573, d0.dn_loss_bbox: 0.3122, d0.dn_loss_iou: 0.4621, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2291, d1.dn_loss_iou: 0.3703, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2120, d2.dn_loss_iou: 0.3508, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2096, d3.dn_loss_iou: 0.3473, d4.dn_loss_cls: 0.0240, d4.dn_loss_bbox: 0.2093, d4.dn_loss_iou: 0.3469, loss: 8.7627, grad_norm: 18.2891 2023-11-05 07:45:27,985 - mmdet - INFO - Epoch [11][1700/3665] lr: 5.563e-06, eta: 1:30:02, time: 0.945, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2135, interm_loss_bbox: 0.1725, interm_loss_iou: 0.4018, loss_cls: 0.1792, loss_bbox: 0.1437, loss_iou: 0.3527, d0.loss_cls: 0.2292, d0.loss_bbox: 0.1500, d0.loss_iou: 0.3631, d1.loss_cls: 0.2011, d1.loss_bbox: 0.1475, d1.loss_iou: 0.3576, d2.loss_cls: 0.1875, d2.loss_bbox: 0.1447, d2.loss_iou: 0.3541, d3.loss_cls: 0.1818, d3.loss_bbox: 0.1441, d3.loss_iou: 0.3537, d4.loss_cls: 0.1796, d4.loss_bbox: 0.1436, d4.loss_iou: 0.3529, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2157, dn_loss_iou: 0.3446, d0.dn_loss_cls: 0.0579, d0.dn_loss_bbox: 0.3182, d0.dn_loss_iou: 0.4608, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2366, d1.dn_loss_iou: 0.3680, d2.dn_loss_cls: 0.0271, d2.dn_loss_bbox: 0.2186, d2.dn_loss_iou: 0.3486, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2160, d3.dn_loss_iou: 0.3450, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2157, d4.dn_loss_iou: 0.3445, loss: 8.7765, grad_norm: 18.5422 2023-11-05 07:46:15,475 - mmdet - INFO - Epoch [11][1750/3665] lr: 5.563e-06, eta: 1:29:14, time: 0.949, data_time: 0.015, memory: 25310, interm_loss_cls: 0.2184, interm_loss_bbox: 0.1705, interm_loss_iou: 0.4037, loss_cls: 0.1799, loss_bbox: 0.1456, loss_iou: 0.3614, d0.loss_cls: 0.2344, d0.loss_bbox: 0.1498, d0.loss_iou: 0.3662, d1.loss_cls: 0.2016, d1.loss_bbox: 0.1478, d1.loss_iou: 0.3653, d2.loss_cls: 0.1895, d2.loss_bbox: 0.1449, d2.loss_iou: 0.3612, d3.loss_cls: 0.1834, d3.loss_bbox: 0.1447, d3.loss_iou: 0.3608, d4.loss_cls: 0.1809, d4.loss_bbox: 0.1449, d4.loss_iou: 0.3611, dn_loss_cls: 0.0241, dn_loss_bbox: 0.2096, dn_loss_iou: 0.3465, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3126, d0.dn_loss_iou: 0.4642, d1.dn_loss_cls: 0.0338, d1.dn_loss_bbox: 0.2294, d1.dn_loss_iou: 0.3702, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2127, d2.dn_loss_iou: 0.3506, d3.dn_loss_cls: 0.0249, d3.dn_loss_bbox: 0.2099, d3.dn_loss_iou: 0.3468, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2095, d4.dn_loss_iou: 0.3464, loss: 8.8169, grad_norm: 19.1512 2023-11-05 07:47:03,678 - mmdet - INFO - Epoch [11][1800/3665] lr: 5.563e-06, eta: 1:28:26, time: 0.965, data_time: 0.016, memory: 25310, interm_loss_cls: 0.2146, interm_loss_bbox: 0.1692, interm_loss_iou: 0.3933, loss_cls: 0.1769, loss_bbox: 0.1447, loss_iou: 0.3500, d0.loss_cls: 0.2280, d0.loss_bbox: 0.1485, d0.loss_iou: 0.3574, d1.loss_cls: 0.1995, d1.loss_bbox: 0.1466, d1.loss_iou: 0.3529, d2.loss_cls: 0.1859, d2.loss_bbox: 0.1437, d2.loss_iou: 0.3497, d3.loss_cls: 0.1797, d3.loss_bbox: 0.1434, d3.loss_iou: 0.3490, d4.loss_cls: 0.1770, d4.loss_bbox: 0.1443, d4.loss_iou: 0.3498, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2124, dn_loss_iou: 0.3483, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3150, d0.dn_loss_iou: 0.4674, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2319, d1.dn_loss_iou: 0.3702, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2150, d2.dn_loss_iou: 0.3512, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2126, d3.dn_loss_iou: 0.3483, d4.dn_loss_cls: 0.0240, d4.dn_loss_bbox: 0.2124, d4.dn_loss_iou: 0.3481, loss: 8.7275, grad_norm: 18.6547 2023-11-05 07:47:50,936 - mmdet - INFO - Epoch [11][1850/3665] lr: 5.563e-06, eta: 1:27:38, time: 0.945, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2170, interm_loss_bbox: 0.1729, interm_loss_iou: 0.3905, loss_cls: 0.1780, loss_bbox: 0.1450, loss_iou: 0.3444, d0.loss_cls: 0.2339, d0.loss_bbox: 0.1482, d0.loss_iou: 0.3500, d1.loss_cls: 0.2019, d1.loss_bbox: 0.1463, d1.loss_iou: 0.3479, d2.loss_cls: 0.1875, d2.loss_bbox: 0.1443, d2.loss_iou: 0.3450, d3.loss_cls: 0.1800, d3.loss_bbox: 0.1448, d3.loss_iou: 0.3451, d4.loss_cls: 0.1782, d4.loss_bbox: 0.1452, d4.loss_iou: 0.3448, dn_loss_cls: 0.0241, dn_loss_bbox: 0.2196, dn_loss_iou: 0.3402, d0.dn_loss_cls: 0.0580, d0.dn_loss_bbox: 0.3235, d0.dn_loss_iou: 0.4576, d1.dn_loss_cls: 0.0336, d1.dn_loss_bbox: 0.2400, d1.dn_loss_iou: 0.3635, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2225, d2.dn_loss_iou: 0.3443, d3.dn_loss_cls: 0.0249, d3.dn_loss_bbox: 0.2198, d3.dn_loss_iou: 0.3405, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2196, d4.dn_loss_iou: 0.3401, loss: 8.7144, grad_norm: 17.8504 2023-11-05 07:48:39,476 - mmdet - INFO - Epoch [11][1900/3665] lr: 5.563e-06, eta: 1:26:50, time: 0.970, data_time: 0.018, memory: 25310, interm_loss_cls: 0.2144, interm_loss_bbox: 0.1730, interm_loss_iou: 0.3965, loss_cls: 0.1751, loss_bbox: 0.1481, loss_iou: 0.3494, d0.loss_cls: 0.2305, d0.loss_bbox: 0.1534, d0.loss_iou: 0.3598, d1.loss_cls: 0.1981, d1.loss_bbox: 0.1506, d1.loss_iou: 0.3552, d2.loss_cls: 0.1853, d2.loss_bbox: 0.1474, d2.loss_iou: 0.3486, d3.loss_cls: 0.1788, d3.loss_bbox: 0.1472, d3.loss_iou: 0.3482, d4.loss_cls: 0.1755, d4.loss_bbox: 0.1483, d4.loss_iou: 0.3495, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2150, dn_loss_iou: 0.3468, d0.dn_loss_cls: 0.0572, d0.dn_loss_bbox: 0.3206, d0.dn_loss_iou: 0.4683, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2362, d1.dn_loss_iou: 0.3717, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2177, d2.dn_loss_iou: 0.3505, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2151, d3.dn_loss_iou: 0.3470, d4.dn_loss_cls: 0.0240, d4.dn_loss_bbox: 0.2150, d4.dn_loss_iou: 0.3466, loss: 8.7743, grad_norm: 20.0824 2023-11-05 07:49:26,756 - mmdet - INFO - Epoch [11][1950/3665] lr: 5.563e-06, eta: 1:26:02, time: 0.946, data_time: 0.015, memory: 25310, interm_loss_cls: 0.2211, interm_loss_bbox: 0.1724, interm_loss_iou: 0.4009, loss_cls: 0.1800, loss_bbox: 0.1466, loss_iou: 0.3527, d0.loss_cls: 0.2385, d0.loss_bbox: 0.1498, d0.loss_iou: 0.3609, d1.loss_cls: 0.2025, d1.loss_bbox: 0.1485, d1.loss_iou: 0.3575, d2.loss_cls: 0.1895, d2.loss_bbox: 0.1459, d2.loss_iou: 0.3524, d3.loss_cls: 0.1826, d3.loss_bbox: 0.1457, d3.loss_iou: 0.3523, d4.loss_cls: 0.1803, d4.loss_bbox: 0.1463, d4.loss_iou: 0.3531, dn_loss_cls: 0.0241, dn_loss_bbox: 0.2196, dn_loss_iou: 0.3497, d0.dn_loss_cls: 0.0584, d0.dn_loss_bbox: 0.3278, d0.dn_loss_iou: 0.4719, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2423, d1.dn_loss_iou: 0.3746, d2.dn_loss_cls: 0.0278, d2.dn_loss_bbox: 0.2224, d2.dn_loss_iou: 0.3537, d3.dn_loss_cls: 0.0251, d3.dn_loss_bbox: 0.2198, d3.dn_loss_iou: 0.3499, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2196, d4.dn_loss_iou: 0.3496, loss: 8.8743, grad_norm: 20.9604 2023-11-05 07:50:13,826 - mmdet - INFO - Epoch [11][2000/3665] lr: 5.563e-06, eta: 1:25:14, time: 0.941, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2155, interm_loss_bbox: 0.1704, interm_loss_iou: 0.4049, loss_cls: 0.1797, loss_bbox: 0.1417, loss_iou: 0.3566, d0.loss_cls: 0.2324, d0.loss_bbox: 0.1469, d0.loss_iou: 0.3649, d1.loss_cls: 0.2009, d1.loss_bbox: 0.1442, d1.loss_iou: 0.3596, d2.loss_cls: 0.1885, d2.loss_bbox: 0.1414, d2.loss_iou: 0.3563, d3.loss_cls: 0.1825, d3.loss_bbox: 0.1415, d3.loss_iou: 0.3559, d4.loss_cls: 0.1799, d4.loss_bbox: 0.1420, d4.loss_iou: 0.3568, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2028, dn_loss_iou: 0.3472, d0.dn_loss_cls: 0.0577, d0.dn_loss_bbox: 0.3064, d0.dn_loss_iou: 0.4679, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2226, d1.dn_loss_iou: 0.3699, d2.dn_loss_cls: 0.0271, d2.dn_loss_bbox: 0.2059, d2.dn_loss_iou: 0.3507, d3.dn_loss_cls: 0.0243, d3.dn_loss_bbox: 0.2031, d3.dn_loss_iou: 0.3472, d4.dn_loss_cls: 0.0235, d4.dn_loss_bbox: 0.2028, d4.dn_loss_iou: 0.3470, loss: 8.7250, grad_norm: 21.6843 2023-11-05 07:51:04,368 - mmdet - INFO - Epoch [11][2050/3665] lr: 5.563e-06, eta: 1:24:27, time: 1.011, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2154, interm_loss_bbox: 0.1714, interm_loss_iou: 0.4058, loss_cls: 0.1775, loss_bbox: 0.1449, loss_iou: 0.3591, d0.loss_cls: 0.2317, d0.loss_bbox: 0.1510, d0.loss_iou: 0.3686, d1.loss_cls: 0.1982, d1.loss_bbox: 0.1478, d1.loss_iou: 0.3645, d2.loss_cls: 0.1863, d2.loss_bbox: 0.1449, d2.loss_iou: 0.3583, d3.loss_cls: 0.1802, d3.loss_bbox: 0.1443, d3.loss_iou: 0.3589, d4.loss_cls: 0.1777, d4.loss_bbox: 0.1449, d4.loss_iou: 0.3593, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2144, dn_loss_iou: 0.3489, d0.dn_loss_cls: 0.0578, d0.dn_loss_bbox: 0.3146, d0.dn_loss_iou: 0.4644, d1.dn_loss_cls: 0.0336, d1.dn_loss_bbox: 0.2343, d1.dn_loss_iou: 0.3720, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2171, d2.dn_loss_iou: 0.3527, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2146, d3.dn_loss_iou: 0.3492, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2144, d4.dn_loss_iou: 0.3489, loss: 8.8269, grad_norm: 17.5883 2023-11-05 07:51:55,032 - mmdet - INFO - Epoch [11][2100/3665] lr: 5.563e-06, eta: 1:23:39, time: 1.012, data_time: 0.020, memory: 25310, interm_loss_cls: 0.2156, interm_loss_bbox: 0.1726, interm_loss_iou: 0.4024, loss_cls: 0.1748, loss_bbox: 0.1426, loss_iou: 0.3518, d0.loss_cls: 0.2311, d0.loss_bbox: 0.1463, d0.loss_iou: 0.3608, d1.loss_cls: 0.1972, d1.loss_bbox: 0.1462, d1.loss_iou: 0.3581, d2.loss_cls: 0.1840, d2.loss_bbox: 0.1433, d2.loss_iou: 0.3531, d3.loss_cls: 0.1768, d3.loss_bbox: 0.1430, d3.loss_iou: 0.3525, d4.loss_cls: 0.1745, d4.loss_bbox: 0.1430, d4.loss_iou: 0.3522, dn_loss_cls: 0.0231, dn_loss_bbox: 0.2154, dn_loss_iou: 0.3456, d0.dn_loss_cls: 0.0557, d0.dn_loss_bbox: 0.3218, d0.dn_loss_iou: 0.4663, d1.dn_loss_cls: 0.0327, d1.dn_loss_bbox: 0.2371, d1.dn_loss_iou: 0.3699, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2186, d2.dn_loss_iou: 0.3495, d3.dn_loss_cls: 0.0239, d3.dn_loss_bbox: 0.2157, d3.dn_loss_iou: 0.3459, d4.dn_loss_cls: 0.0231, d4.dn_loss_bbox: 0.2154, d4.dn_loss_iou: 0.3455, loss: 8.7540, grad_norm: 19.4631 2023-11-05 07:52:41,706 - mmdet - INFO - Epoch [11][2150/3665] lr: 5.563e-06, eta: 1:22:51, time: 0.934, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2145, interm_loss_bbox: 0.1708, interm_loss_iou: 0.4011, loss_cls: 0.1772, loss_bbox: 0.1441, loss_iou: 0.3565, d0.loss_cls: 0.2292, d0.loss_bbox: 0.1490, d0.loss_iou: 0.3656, d1.loss_cls: 0.1977, d1.loss_bbox: 0.1471, d1.loss_iou: 0.3611, d2.loss_cls: 0.1862, d2.loss_bbox: 0.1440, d2.loss_iou: 0.3570, d3.loss_cls: 0.1807, d3.loss_bbox: 0.1434, d3.loss_iou: 0.3562, d4.loss_cls: 0.1782, d4.loss_bbox: 0.1438, d4.loss_iou: 0.3564, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2139, dn_loss_iou: 0.3440, d0.dn_loss_cls: 0.0571, d0.dn_loss_bbox: 0.3166, d0.dn_loss_iou: 0.4610, d1.dn_loss_cls: 0.0329, d1.dn_loss_bbox: 0.2331, d1.dn_loss_iou: 0.3669, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2165, d2.dn_loss_iou: 0.3476, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2141, d3.dn_loss_iou: 0.3442, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2139, d4.dn_loss_iou: 0.3439, loss: 8.7651, grad_norm: 16.7971 2023-11-05 07:53:28,001 - mmdet - INFO - Epoch [11][2200/3665] lr: 5.563e-06, eta: 1:22:03, time: 0.926, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2208, interm_loss_bbox: 0.1781, interm_loss_iou: 0.4081, loss_cls: 0.1824, loss_bbox: 0.1447, loss_iou: 0.3543, d0.loss_cls: 0.2353, d0.loss_bbox: 0.1509, d0.loss_iou: 0.3641, d1.loss_cls: 0.2032, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3601, d2.loss_cls: 0.1901, d2.loss_bbox: 0.1450, d2.loss_iou: 0.3561, d3.loss_cls: 0.1850, d3.loss_bbox: 0.1441, d3.loss_iou: 0.3547, d4.loss_cls: 0.1824, d4.loss_bbox: 0.1446, d4.loss_iou: 0.3547, dn_loss_cls: 0.0228, dn_loss_bbox: 0.2072, dn_loss_iou: 0.3456, d0.dn_loss_cls: 0.0576, d0.dn_loss_bbox: 0.3167, d0.dn_loss_iou: 0.4695, d1.dn_loss_cls: 0.0325, d1.dn_loss_bbox: 0.2273, d1.dn_loss_iou: 0.3694, d2.dn_loss_cls: 0.0263, d2.dn_loss_bbox: 0.2099, d2.dn_loss_iou: 0.3493, d3.dn_loss_cls: 0.0237, d3.dn_loss_bbox: 0.2073, d3.dn_loss_iou: 0.3458, d4.dn_loss_cls: 0.0229, d4.dn_loss_bbox: 0.2071, d4.dn_loss_iou: 0.3455, loss: 8.7940, grad_norm: 19.7285 2023-11-05 07:54:15,885 - mmdet - INFO - Epoch [11][2250/3665] lr: 5.563e-06, eta: 1:21:15, time: 0.957, data_time: 0.017, memory: 25310, interm_loss_cls: 0.2103, interm_loss_bbox: 0.1706, interm_loss_iou: 0.4053, loss_cls: 0.1727, loss_bbox: 0.1415, loss_iou: 0.3546, d0.loss_cls: 0.2271, d0.loss_bbox: 0.1462, d0.loss_iou: 0.3643, d1.loss_cls: 0.1963, d1.loss_bbox: 0.1424, d1.loss_iou: 0.3584, d2.loss_cls: 0.1820, d2.loss_bbox: 0.1407, d2.loss_iou: 0.3556, d3.loss_cls: 0.1757, d3.loss_bbox: 0.1414, d3.loss_iou: 0.3541, d4.loss_cls: 0.1734, d4.loss_bbox: 0.1417, d4.loss_iou: 0.3542, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2078, dn_loss_iou: 0.3467, d0.dn_loss_cls: 0.0561, d0.dn_loss_bbox: 0.3095, d0.dn_loss_iou: 0.4648, d1.dn_loss_cls: 0.0325, d1.dn_loss_bbox: 0.2278, d1.dn_loss_iou: 0.3696, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2107, d2.dn_loss_iou: 0.3502, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2079, d3.dn_loss_iou: 0.3469, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2077, d4.dn_loss_iou: 0.3465, loss: 8.6926, grad_norm: 18.5127 2023-11-05 07:55:03,849 - mmdet - INFO - Epoch [11][2300/3665] lr: 5.563e-06, eta: 1:20:27, time: 0.960, data_time: 0.015, memory: 25310, interm_loss_cls: 0.2222, interm_loss_bbox: 0.1670, interm_loss_iou: 0.4060, loss_cls: 0.1840, loss_bbox: 0.1392, loss_iou: 0.3602, d0.loss_cls: 0.2381, d0.loss_bbox: 0.1439, d0.loss_iou: 0.3671, d1.loss_cls: 0.2096, d1.loss_bbox: 0.1407, d1.loss_iou: 0.3614, d2.loss_cls: 0.1939, d2.loss_bbox: 0.1399, d2.loss_iou: 0.3602, d3.loss_cls: 0.1873, d3.loss_bbox: 0.1388, d3.loss_iou: 0.3599, d4.loss_cls: 0.1848, d4.loss_bbox: 0.1387, d4.loss_iou: 0.3601, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2045, dn_loss_iou: 0.3464, d0.dn_loss_cls: 0.0576, d0.dn_loss_bbox: 0.3086, d0.dn_loss_iou: 0.4631, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2253, d1.dn_loss_iou: 0.3698, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2078, d2.dn_loss_iou: 0.3504, d3.dn_loss_cls: 0.0245, d3.dn_loss_bbox: 0.2048, d3.dn_loss_iou: 0.3466, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2045, d4.dn_loss_iou: 0.3463, loss: 8.7711, grad_norm: 17.1244 2023-11-05 07:55:51,213 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx.py 2023-11-05 07:55:51,213 - mmdet - INFO - Epoch [11][2350/3665] lr: 5.563e-06, eta: 1:19:39, time: 0.947, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2149, interm_loss_bbox: 0.1739, interm_loss_iou: 0.4016, loss_cls: 0.1770, loss_bbox: 0.1466, loss_iou: 0.3540, d0.loss_cls: 0.2314, d0.loss_bbox: 0.1508, d0.loss_iou: 0.3625, d1.loss_cls: 0.1997, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3569, d2.loss_cls: 0.1854, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3541, d3.loss_cls: 0.1797, d3.loss_bbox: 0.1466, d3.loss_iou: 0.3536, d4.loss_cls: 0.1774, d4.loss_bbox: 0.1467, d4.loss_iou: 0.3540, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2208, dn_loss_iou: 0.3466, d0.dn_loss_cls: 0.0570, d0.dn_loss_bbox: 0.3293, d0.dn_loss_iou: 0.4660, d1.dn_loss_cls: 0.0336, d1.dn_loss_bbox: 0.2425, d1.dn_loss_iou: 0.3705, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2238, d2.dn_loss_iou: 0.3505, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2211, d3.dn_loss_iou: 0.3469, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2208, d4.dn_loss_iou: 0.3465, loss: 8.8388, grad_norm: 17.1362 2023-11-05 07:56:39,229 - mmdet - INFO - Epoch [11][2400/3665] lr: 5.563e-06, eta: 1:18:51, time: 0.960, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2160, interm_loss_bbox: 0.1698, interm_loss_iou: 0.4095, loss_cls: 0.1757, loss_bbox: 0.1413, loss_iou: 0.3609, d0.loss_cls: 0.2303, d0.loss_bbox: 0.1464, d0.loss_iou: 0.3693, d1.loss_cls: 0.1988, d1.loss_bbox: 0.1447, d1.loss_iou: 0.3641, d2.loss_cls: 0.1848, d2.loss_bbox: 0.1420, d2.loss_iou: 0.3616, d3.loss_cls: 0.1789, d3.loss_bbox: 0.1414, d3.loss_iou: 0.3609, d4.loss_cls: 0.1762, d4.loss_bbox: 0.1410, d4.loss_iou: 0.3610, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2082, dn_loss_iou: 0.3511, d0.dn_loss_cls: 0.0569, d0.dn_loss_bbox: 0.3072, d0.dn_loss_iou: 0.4693, d1.dn_loss_cls: 0.0329, d1.dn_loss_bbox: 0.2279, d1.dn_loss_iou: 0.3749, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2105, d2.dn_loss_iou: 0.3547, d3.dn_loss_cls: 0.0245, d3.dn_loss_bbox: 0.2082, d3.dn_loss_iou: 0.3512, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2082, d4.dn_loss_iou: 0.3510, loss: 8.7856, grad_norm: 17.8555 2023-11-05 07:57:26,431 - mmdet - INFO - Epoch [11][2450/3665] lr: 5.563e-06, eta: 1:18:03, time: 0.944, data_time: 0.015, memory: 25310, interm_loss_cls: 0.2189, interm_loss_bbox: 0.1763, interm_loss_iou: 0.4049, loss_cls: 0.1801, loss_bbox: 0.1443, loss_iou: 0.3541, d0.loss_cls: 0.2341, d0.loss_bbox: 0.1481, d0.loss_iou: 0.3610, d1.loss_cls: 0.2019, d1.loss_bbox: 0.1468, d1.loss_iou: 0.3566, d2.loss_cls: 0.1882, d2.loss_bbox: 0.1452, d2.loss_iou: 0.3542, d3.loss_cls: 0.1823, d3.loss_bbox: 0.1445, d3.loss_iou: 0.3543, d4.loss_cls: 0.1804, d4.loss_bbox: 0.1445, d4.loss_iou: 0.3544, dn_loss_cls: 0.0243, dn_loss_bbox: 0.2159, dn_loss_iou: 0.3491, d0.dn_loss_cls: 0.0582, d0.dn_loss_bbox: 0.3205, d0.dn_loss_iou: 0.4666, d1.dn_loss_cls: 0.0339, d1.dn_loss_bbox: 0.2368, d1.dn_loss_iou: 0.3735, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2189, d2.dn_loss_iou: 0.3530, d3.dn_loss_cls: 0.0252, d3.dn_loss_bbox: 0.2162, d3.dn_loss_iou: 0.3495, d4.dn_loss_cls: 0.0245, d4.dn_loss_bbox: 0.2159, d4.dn_loss_iou: 0.3490, loss: 8.8341, grad_norm: 17.2108 2023-11-05 07:58:14,093 - mmdet - INFO - Epoch [11][2500/3665] lr: 5.563e-06, eta: 1:17:15, time: 0.953, data_time: 0.016, memory: 25310, interm_loss_cls: 0.2202, interm_loss_bbox: 0.1743, interm_loss_iou: 0.3958, loss_cls: 0.1807, loss_bbox: 0.1457, loss_iou: 0.3484, d0.loss_cls: 0.2380, d0.loss_bbox: 0.1509, d0.loss_iou: 0.3585, d1.loss_cls: 0.2051, d1.loss_bbox: 0.1480, d1.loss_iou: 0.3521, d2.loss_cls: 0.1909, d2.loss_bbox: 0.1454, d2.loss_iou: 0.3486, d3.loss_cls: 0.1836, d3.loss_bbox: 0.1455, d3.loss_iou: 0.3483, d4.loss_cls: 0.1813, d4.loss_bbox: 0.1459, d4.loss_iou: 0.3483, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2079, dn_loss_iou: 0.3464, d0.dn_loss_cls: 0.0574, d0.dn_loss_bbox: 0.3080, d0.dn_loss_iou: 0.4645, d1.dn_loss_cls: 0.0341, d1.dn_loss_bbox: 0.2272, d1.dn_loss_iou: 0.3689, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2104, d2.dn_loss_iou: 0.3497, d3.dn_loss_cls: 0.0255, d3.dn_loss_bbox: 0.2081, d3.dn_loss_iou: 0.3465, d4.dn_loss_cls: 0.0247, d4.dn_loss_bbox: 0.2078, d4.dn_loss_iou: 0.3462, loss: 8.7412, grad_norm: 20.6464 2023-11-05 07:59:00,194 - mmdet - INFO - Epoch [11][2550/3665] lr: 5.563e-06, eta: 1:16:26, time: 0.922, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2146, interm_loss_bbox: 0.1705, interm_loss_iou: 0.3976, loss_cls: 0.1763, loss_bbox: 0.1442, loss_iou: 0.3513, d0.loss_cls: 0.2311, d0.loss_bbox: 0.1484, d0.loss_iou: 0.3601, d1.loss_cls: 0.1994, d1.loss_bbox: 0.1467, d1.loss_iou: 0.3558, d2.loss_cls: 0.1861, d2.loss_bbox: 0.1444, d2.loss_iou: 0.3509, d3.loss_cls: 0.1796, d3.loss_bbox: 0.1445, d3.loss_iou: 0.3513, d4.loss_cls: 0.1773, d4.loss_bbox: 0.1441, d4.loss_iou: 0.3509, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2067, dn_loss_iou: 0.3459, d0.dn_loss_cls: 0.0564, d0.dn_loss_bbox: 0.3111, d0.dn_loss_iou: 0.4627, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2274, d1.dn_loss_iou: 0.3701, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2095, d2.dn_loss_iou: 0.3498, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2068, d3.dn_loss_iou: 0.3462, d4.dn_loss_cls: 0.0235, d4.dn_loss_bbox: 0.2067, d4.dn_loss_iou: 0.3458, loss: 8.7002, grad_norm: 18.5555 2023-11-05 07:59:49,021 - mmdet - INFO - Epoch [11][2600/3665] lr: 5.563e-06, eta: 1:15:38, time: 0.976, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2176, interm_loss_bbox: 0.1723, interm_loss_iou: 0.4076, loss_cls: 0.1794, loss_bbox: 0.1438, loss_iou: 0.3581, d0.loss_cls: 0.2321, d0.loss_bbox: 0.1489, d0.loss_iou: 0.3674, d1.loss_cls: 0.2024, d1.loss_bbox: 0.1460, d1.loss_iou: 0.3613, d2.loss_cls: 0.1882, d2.loss_bbox: 0.1436, d2.loss_iou: 0.3579, d3.loss_cls: 0.1819, d3.loss_bbox: 0.1441, d3.loss_iou: 0.3581, d4.loss_cls: 0.1793, d4.loss_bbox: 0.1443, d4.loss_iou: 0.3586, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2099, dn_loss_iou: 0.3513, d0.dn_loss_cls: 0.0562, d0.dn_loss_bbox: 0.3111, d0.dn_loss_iou: 0.4692, d1.dn_loss_cls: 0.0327, d1.dn_loss_bbox: 0.2293, d1.dn_loss_iou: 0.3748, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2125, d2.dn_loss_iou: 0.3552, d3.dn_loss_cls: 0.0244, d3.dn_loss_bbox: 0.2101, d3.dn_loss_iou: 0.3516, d4.dn_loss_cls: 0.0236, d4.dn_loss_bbox: 0.2099, d4.dn_loss_iou: 0.3512, loss: 8.8165, grad_norm: 18.1207 2023-11-05 08:00:37,549 - mmdet - INFO - Epoch [11][2650/3665] lr: 5.563e-06, eta: 1:14:51, time: 0.971, data_time: 0.018, memory: 25310, interm_loss_cls: 0.2160, interm_loss_bbox: 0.1752, interm_loss_iou: 0.4075, loss_cls: 0.1779, loss_bbox: 0.1469, loss_iou: 0.3597, d0.loss_cls: 0.2288, d0.loss_bbox: 0.1531, d0.loss_iou: 0.3716, d1.loss_cls: 0.2014, d1.loss_bbox: 0.1492, d1.loss_iou: 0.3632, d2.loss_cls: 0.1876, d2.loss_bbox: 0.1464, d2.loss_iou: 0.3597, d3.loss_cls: 0.1814, d3.loss_bbox: 0.1465, d3.loss_iou: 0.3594, d4.loss_cls: 0.1787, d4.loss_bbox: 0.1466, d4.loss_iou: 0.3588, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2157, dn_loss_iou: 0.3495, d0.dn_loss_cls: 0.0580, d0.dn_loss_bbox: 0.3171, d0.dn_loss_iou: 0.4667, d1.dn_loss_cls: 0.0335, d1.dn_loss_bbox: 0.2357, d1.dn_loss_iou: 0.3731, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2181, d2.dn_loss_iou: 0.3531, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2158, d3.dn_loss_iou: 0.3498, d4.dn_loss_cls: 0.0240, d4.dn_loss_bbox: 0.2157, d4.dn_loss_iou: 0.3494, loss: 8.8667, grad_norm: 17.1763 2023-11-05 08:01:24,653 - mmdet - INFO - Epoch [11][2700/3665] lr: 5.563e-06, eta: 1:14:02, time: 0.942, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2106, interm_loss_bbox: 0.1645, interm_loss_iou: 0.3968, loss_cls: 0.1736, loss_bbox: 0.1400, loss_iou: 0.3515, d0.loss_cls: 0.2278, d0.loss_bbox: 0.1421, d0.loss_iou: 0.3591, d1.loss_cls: 0.1959, d1.loss_bbox: 0.1418, d1.loss_iou: 0.3554, d2.loss_cls: 0.1820, d2.loss_bbox: 0.1397, d2.loss_iou: 0.3522, d3.loss_cls: 0.1760, d3.loss_bbox: 0.1399, d3.loss_iou: 0.3515, d4.loss_cls: 0.1735, d4.loss_bbox: 0.1400, d4.loss_iou: 0.3517, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2095, dn_loss_iou: 0.3460, d0.dn_loss_cls: 0.0570, d0.dn_loss_bbox: 0.3096, d0.dn_loss_iou: 0.4612, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2296, d1.dn_loss_iou: 0.3695, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2127, d2.dn_loss_iou: 0.3501, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2098, d3.dn_loss_iou: 0.3463, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2095, d4.dn_loss_iou: 0.3459, loss: 8.6549, grad_norm: 17.7680 2023-11-05 08:02:11,327 - mmdet - INFO - Epoch [11][2750/3665] lr: 5.563e-06, eta: 1:13:14, time: 0.933, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2167, interm_loss_bbox: 0.1743, interm_loss_iou: 0.4020, loss_cls: 0.1787, loss_bbox: 0.1457, loss_iou: 0.3573, d0.loss_cls: 0.2299, d0.loss_bbox: 0.1514, d0.loss_iou: 0.3663, d1.loss_cls: 0.2027, d1.loss_bbox: 0.1483, d1.loss_iou: 0.3603, d2.loss_cls: 0.1883, d2.loss_bbox: 0.1468, d2.loss_iou: 0.3578, d3.loss_cls: 0.1825, d3.loss_bbox: 0.1452, d3.loss_iou: 0.3562, d4.loss_cls: 0.1788, d4.loss_bbox: 0.1458, d4.loss_iou: 0.3575, dn_loss_cls: 0.0241, dn_loss_bbox: 0.2129, dn_loss_iou: 0.3493, d0.dn_loss_cls: 0.0573, d0.dn_loss_bbox: 0.3129, d0.dn_loss_iou: 0.4640, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2331, d1.dn_loss_iou: 0.3734, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2160, d2.dn_loss_iou: 0.3534, d3.dn_loss_cls: 0.0249, d3.dn_loss_bbox: 0.2132, d3.dn_loss_iou: 0.3497, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2129, d4.dn_loss_iou: 0.3492, loss: 8.8235, grad_norm: 16.7573 2023-11-05 08:02:58,099 - mmdet - INFO - Epoch [11][2800/3665] lr: 5.563e-06, eta: 1:12:26, time: 0.935, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2143, interm_loss_bbox: 0.1768, interm_loss_iou: 0.4040, loss_cls: 0.1761, loss_bbox: 0.1482, loss_iou: 0.3580, d0.loss_cls: 0.2291, d0.loss_bbox: 0.1536, d0.loss_iou: 0.3654, d1.loss_cls: 0.1977, d1.loss_bbox: 0.1510, d1.loss_iou: 0.3612, d2.loss_cls: 0.1841, d2.loss_bbox: 0.1484, d2.loss_iou: 0.3588, d3.loss_cls: 0.1785, d3.loss_bbox: 0.1482, d3.loss_iou: 0.3578, d4.loss_cls: 0.1763, d4.loss_bbox: 0.1486, d4.loss_iou: 0.3582, dn_loss_cls: 0.0226, dn_loss_bbox: 0.2180, dn_loss_iou: 0.3453, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3246, d0.dn_loss_iou: 0.4601, d1.dn_loss_cls: 0.0324, d1.dn_loss_bbox: 0.2388, d1.dn_loss_iou: 0.3673, d2.dn_loss_cls: 0.0261, d2.dn_loss_bbox: 0.2208, d2.dn_loss_iou: 0.3487, d3.dn_loss_cls: 0.0236, d3.dn_loss_bbox: 0.2181, d3.dn_loss_iou: 0.3454, d4.dn_loss_cls: 0.0227, d4.dn_loss_bbox: 0.2180, d4.dn_loss_iou: 0.3452, loss: 8.8286, grad_norm: 17.4981 2023-11-05 08:03:46,335 - mmdet - INFO - Epoch [11][2850/3665] lr: 5.563e-06, eta: 1:11:38, time: 0.965, data_time: 0.018, memory: 25310, interm_loss_cls: 0.2215, interm_loss_bbox: 0.1656, interm_loss_iou: 0.4083, loss_cls: 0.1813, loss_bbox: 0.1400, loss_iou: 0.3634, d0.loss_cls: 0.2333, d0.loss_bbox: 0.1454, d0.loss_iou: 0.3727, d1.loss_cls: 0.2047, d1.loss_bbox: 0.1408, d1.loss_iou: 0.3661, d2.loss_cls: 0.1909, d2.loss_bbox: 0.1398, d2.loss_iou: 0.3624, d3.loss_cls: 0.1847, d3.loss_bbox: 0.1394, d3.loss_iou: 0.3623, d4.loss_cls: 0.1819, d4.loss_bbox: 0.1395, d4.loss_iou: 0.3628, dn_loss_cls: 0.0228, dn_loss_bbox: 0.2040, dn_loss_iou: 0.3447, d0.dn_loss_cls: 0.0565, d0.dn_loss_bbox: 0.3033, d0.dn_loss_iou: 0.4598, d1.dn_loss_cls: 0.0316, d1.dn_loss_bbox: 0.2228, d1.dn_loss_iou: 0.3673, d2.dn_loss_cls: 0.0258, d2.dn_loss_bbox: 0.2066, d2.dn_loss_iou: 0.3481, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2041, d3.dn_loss_iou: 0.3447, d4.dn_loss_cls: 0.0228, d4.dn_loss_bbox: 0.2040, d4.dn_loss_iou: 0.3445, loss: 8.7435, grad_norm: 19.2123 2023-11-05 08:04:33,931 - mmdet - INFO - Epoch [11][2900/3665] lr: 5.563e-06, eta: 1:10:50, time: 0.952, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2102, interm_loss_bbox: 0.1715, interm_loss_iou: 0.3832, loss_cls: 0.1700, loss_bbox: 0.1454, loss_iou: 0.3383, d0.loss_cls: 0.2248, d0.loss_bbox: 0.1477, d0.loss_iou: 0.3449, d1.loss_cls: 0.1944, d1.loss_bbox: 0.1461, d1.loss_iou: 0.3407, d2.loss_cls: 0.1795, d2.loss_bbox: 0.1454, d2.loss_iou: 0.3384, d3.loss_cls: 0.1731, d3.loss_bbox: 0.1447, d3.loss_iou: 0.3377, d4.loss_cls: 0.1708, d4.loss_bbox: 0.1451, d4.loss_iou: 0.3381, dn_loss_cls: 0.0222, dn_loss_bbox: 0.2125, dn_loss_iou: 0.3324, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3160, d0.dn_loss_iou: 0.4481, d1.dn_loss_cls: 0.0315, d1.dn_loss_bbox: 0.2321, d1.dn_loss_iou: 0.3549, d2.dn_loss_cls: 0.0256, d2.dn_loss_bbox: 0.2152, d2.dn_loss_iou: 0.3359, d3.dn_loss_cls: 0.0230, d3.dn_loss_bbox: 0.2127, d3.dn_loss_iou: 0.3327, d4.dn_loss_cls: 0.0223, d4.dn_loss_bbox: 0.2125, d4.dn_loss_iou: 0.3324, loss: 8.5079, grad_norm: 17.9092 2023-11-05 08:05:21,684 - mmdet - INFO - Epoch [11][2950/3665] lr: 5.563e-06, eta: 1:10:02, time: 0.955, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2175, interm_loss_bbox: 0.1687, interm_loss_iou: 0.4034, loss_cls: 0.1779, loss_bbox: 0.1432, loss_iou: 0.3601, d0.loss_cls: 0.2296, d0.loss_bbox: 0.1477, d0.loss_iou: 0.3681, d1.loss_cls: 0.2013, d1.loss_bbox: 0.1449, d1.loss_iou: 0.3615, d2.loss_cls: 0.1865, d2.loss_bbox: 0.1429, d2.loss_iou: 0.3605, d3.loss_cls: 0.1809, d3.loss_bbox: 0.1424, d3.loss_iou: 0.3591, d4.loss_cls: 0.1786, d4.loss_bbox: 0.1432, d4.loss_iou: 0.3600, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2036, dn_loss_iou: 0.3500, d0.dn_loss_cls: 0.0569, d0.dn_loss_bbox: 0.3042, d0.dn_loss_iou: 0.4681, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2236, d1.dn_loss_iou: 0.3730, d2.dn_loss_cls: 0.0264, d2.dn_loss_bbox: 0.2062, d2.dn_loss_iou: 0.3537, d3.dn_loss_cls: 0.0238, d3.dn_loss_bbox: 0.2038, d3.dn_loss_iou: 0.3502, d4.dn_loss_cls: 0.0232, d4.dn_loss_bbox: 0.2036, d4.dn_loss_iou: 0.3498, loss: 8.7535, grad_norm: 18.6063 2023-11-05 08:06:10,089 - mmdet - INFO - Epoch [11][3000/3665] lr: 5.563e-06, eta: 1:09:14, time: 0.968, data_time: 0.020, memory: 25310, interm_loss_cls: 0.2126, interm_loss_bbox: 0.1742, interm_loss_iou: 0.3993, loss_cls: 0.1766, loss_bbox: 0.1446, loss_iou: 0.3494, d0.loss_cls: 0.2274, d0.loss_bbox: 0.1503, d0.loss_iou: 0.3602, d1.loss_cls: 0.1988, d1.loss_bbox: 0.1458, d1.loss_iou: 0.3532, d2.loss_cls: 0.1848, d2.loss_bbox: 0.1443, d2.loss_iou: 0.3503, d3.loss_cls: 0.1803, d3.loss_bbox: 0.1434, d3.loss_iou: 0.3486, d4.loss_cls: 0.1775, d4.loss_bbox: 0.1443, d4.loss_iou: 0.3492, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2130, dn_loss_iou: 0.3492, d0.dn_loss_cls: 0.0572, d0.dn_loss_bbox: 0.3133, d0.dn_loss_iou: 0.4658, d1.dn_loss_cls: 0.0330, d1.dn_loss_bbox: 0.2337, d1.dn_loss_iou: 0.3727, d2.dn_loss_cls: 0.0271, d2.dn_loss_bbox: 0.2161, d2.dn_loss_iou: 0.3532, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2133, d3.dn_loss_iou: 0.3496, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2130, d4.dn_loss_iou: 0.3491, loss: 8.7466, grad_norm: 17.7864 2023-11-05 08:06:58,159 - mmdet - INFO - Epoch [11][3050/3665] lr: 5.563e-06, eta: 1:08:26, time: 0.962, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2160, interm_loss_bbox: 0.1702, interm_loss_iou: 0.4036, loss_cls: 0.1777, loss_bbox: 0.1450, loss_iou: 0.3572, d0.loss_cls: 0.2309, d0.loss_bbox: 0.1493, d0.loss_iou: 0.3672, d1.loss_cls: 0.2004, d1.loss_bbox: 0.1463, d1.loss_iou: 0.3609, d2.loss_cls: 0.1862, d2.loss_bbox: 0.1446, d2.loss_iou: 0.3576, d3.loss_cls: 0.1800, d3.loss_bbox: 0.1449, d3.loss_iou: 0.3578, d4.loss_cls: 0.1779, d4.loss_bbox: 0.1452, d4.loss_iou: 0.3576, dn_loss_cls: 0.0241, dn_loss_bbox: 0.2192, dn_loss_iou: 0.3500, d0.dn_loss_cls: 0.0565, d0.dn_loss_bbox: 0.3234, d0.dn_loss_iou: 0.4696, d1.dn_loss_cls: 0.0327, d1.dn_loss_bbox: 0.2382, d1.dn_loss_iou: 0.3738, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2218, d2.dn_loss_iou: 0.3538, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2193, d3.dn_loss_iou: 0.3502, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2192, d4.dn_loss_iou: 0.3498, loss: 8.8536, grad_norm: 19.2744 2023-11-05 08:07:44,308 - mmdet - INFO - Epoch [11][3100/3665] lr: 5.563e-06, eta: 1:07:38, time: 0.923, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2122, interm_loss_bbox: 0.1770, interm_loss_iou: 0.3978, loss_cls: 0.1764, loss_bbox: 0.1472, loss_iou: 0.3489, d0.loss_cls: 0.2283, d0.loss_bbox: 0.1535, d0.loss_iou: 0.3594, d1.loss_cls: 0.1977, d1.loss_bbox: 0.1504, d1.loss_iou: 0.3541, d2.loss_cls: 0.1862, d2.loss_bbox: 0.1474, d2.loss_iou: 0.3489, d3.loss_cls: 0.1803, d3.loss_bbox: 0.1462, d3.loss_iou: 0.3483, d4.loss_cls: 0.1771, d4.loss_bbox: 0.1469, d4.loss_iou: 0.3493, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2173, dn_loss_iou: 0.3486, d0.dn_loss_cls: 0.0566, d0.dn_loss_bbox: 0.3225, d0.dn_loss_iou: 0.4664, d1.dn_loss_cls: 0.0330, d1.dn_loss_bbox: 0.2384, d1.dn_loss_iou: 0.3721, d2.dn_loss_cls: 0.0267, d2.dn_loss_bbox: 0.2203, d2.dn_loss_iou: 0.3525, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2176, d3.dn_loss_iou: 0.3490, d4.dn_loss_cls: 0.0234, d4.dn_loss_bbox: 0.2174, d4.dn_loss_iou: 0.3485, loss: 8.7912, grad_norm: 18.0533 2023-11-05 08:08:30,905 - mmdet - INFO - Epoch [11][3150/3665] lr: 5.563e-06, eta: 1:06:50, time: 0.932, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2119, interm_loss_bbox: 0.1751, interm_loss_iou: 0.3907, loss_cls: 0.1737, loss_bbox: 0.1476, loss_iou: 0.3425, d0.loss_cls: 0.2257, d0.loss_bbox: 0.1537, d0.loss_iou: 0.3546, d1.loss_cls: 0.1944, d1.loss_bbox: 0.1512, d1.loss_iou: 0.3475, d2.loss_cls: 0.1824, d2.loss_bbox: 0.1476, d2.loss_iou: 0.3427, d3.loss_cls: 0.1763, d3.loss_bbox: 0.1473, d3.loss_iou: 0.3425, d4.loss_cls: 0.1739, d4.loss_bbox: 0.1474, d4.loss_iou: 0.3423, dn_loss_cls: 0.0227, dn_loss_bbox: 0.2208, dn_loss_iou: 0.3459, d0.dn_loss_cls: 0.0563, d0.dn_loss_bbox: 0.3258, d0.dn_loss_iou: 0.4641, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2420, d1.dn_loss_iou: 0.3707, d2.dn_loss_cls: 0.0262, d2.dn_loss_bbox: 0.2238, d2.dn_loss_iou: 0.3503, d3.dn_loss_cls: 0.0235, d3.dn_loss_bbox: 0.2211, d3.dn_loss_iou: 0.3464, d4.dn_loss_cls: 0.0227, d4.dn_loss_bbox: 0.2208, d4.dn_loss_iou: 0.3459, loss: 8.7321, grad_norm: 16.8807 2023-11-05 08:09:19,498 - mmdet - INFO - Epoch [11][3200/3665] lr: 5.563e-06, eta: 1:06:02, time: 0.972, data_time: 0.019, memory: 25310, interm_loss_cls: 0.2143, interm_loss_bbox: 0.1751, interm_loss_iou: 0.3967, loss_cls: 0.1785, loss_bbox: 0.1456, loss_iou: 0.3504, d0.loss_cls: 0.2296, d0.loss_bbox: 0.1540, d0.loss_iou: 0.3614, d1.loss_cls: 0.1989, d1.loss_bbox: 0.1499, d1.loss_iou: 0.3562, d2.loss_cls: 0.1872, d2.loss_bbox: 0.1459, d2.loss_iou: 0.3509, d3.loss_cls: 0.1806, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3508, d4.loss_cls: 0.1787, d4.loss_bbox: 0.1460, d4.loss_iou: 0.3505, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2183, dn_loss_iou: 0.3448, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3256, d0.dn_loss_iou: 0.4637, d1.dn_loss_cls: 0.0329, d1.dn_loss_bbox: 0.2399, d1.dn_loss_iou: 0.3679, d2.dn_loss_cls: 0.0268, d2.dn_loss_bbox: 0.2213, d2.dn_loss_iou: 0.3485, d3.dn_loss_cls: 0.0242, d3.dn_loss_bbox: 0.2185, d3.dn_loss_iou: 0.3450, d4.dn_loss_cls: 0.0236, d4.dn_loss_bbox: 0.2183, d4.dn_loss_iou: 0.3447, loss: 8.7917, grad_norm: 19.2218 2023-11-05 08:10:07,313 - mmdet - INFO - Epoch [11][3250/3665] lr: 5.563e-06, eta: 1:05:14, time: 0.957, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2087, interm_loss_bbox: 0.1681, interm_loss_iou: 0.3922, loss_cls: 0.1700, loss_bbox: 0.1420, loss_iou: 0.3484, d0.loss_cls: 0.2216, d0.loss_bbox: 0.1463, d0.loss_iou: 0.3558, d1.loss_cls: 0.1924, d1.loss_bbox: 0.1438, d1.loss_iou: 0.3511, d2.loss_cls: 0.1805, d2.loss_bbox: 0.1408, d2.loss_iou: 0.3467, d3.loss_cls: 0.1727, d3.loss_bbox: 0.1417, d3.loss_iou: 0.3479, d4.loss_cls: 0.1705, d4.loss_bbox: 0.1416, d4.loss_iou: 0.3479, dn_loss_cls: 0.0227, dn_loss_bbox: 0.2017, dn_loss_iou: 0.3373, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3073, d0.dn_loss_iou: 0.4578, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2221, d1.dn_loss_iou: 0.3619, d2.dn_loss_cls: 0.0260, d2.dn_loss_bbox: 0.2043, d2.dn_loss_iou: 0.3412, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2019, d3.dn_loss_iou: 0.3375, d4.dn_loss_cls: 0.0227, d4.dn_loss_bbox: 0.2017, d4.dn_loss_iou: 0.3372, loss: 8.5252, grad_norm: 16.5590 2023-11-05 08:10:55,185 - mmdet - INFO - Epoch [11][3300/3665] lr: 5.563e-06, eta: 1:04:26, time: 0.957, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2194, interm_loss_bbox: 0.1740, interm_loss_iou: 0.3945, loss_cls: 0.1813, loss_bbox: 0.1448, loss_iou: 0.3450, d0.loss_cls: 0.2349, d0.loss_bbox: 0.1508, d0.loss_iou: 0.3580, d1.loss_cls: 0.2030, d1.loss_bbox: 0.1486, d1.loss_iou: 0.3523, d2.loss_cls: 0.1898, d2.loss_bbox: 0.1459, d2.loss_iou: 0.3465, d3.loss_cls: 0.1840, d3.loss_bbox: 0.1452, d3.loss_iou: 0.3456, d4.loss_cls: 0.1813, d4.loss_bbox: 0.1455, d4.loss_iou: 0.3453, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2193, dn_loss_iou: 0.3472, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3238, d0.dn_loss_iou: 0.4638, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2393, d1.dn_loss_iou: 0.3712, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2222, d2.dn_loss_iou: 0.3511, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2194, d3.dn_loss_iou: 0.3474, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2193, d4.dn_loss_iou: 0.3470, loss: 8.8072, grad_norm: 17.5918 2023-11-05 08:11:42,668 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx.py 2023-11-05 08:11:42,668 - mmdet - INFO - Epoch [11][3350/3665] lr: 5.563e-06, eta: 1:03:38, time: 0.950, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2135, interm_loss_bbox: 0.1762, interm_loss_iou: 0.4033, loss_cls: 0.1761, loss_bbox: 0.1476, loss_iou: 0.3554, d0.loss_cls: 0.2346, d0.loss_bbox: 0.1547, d0.loss_iou: 0.3684, d1.loss_cls: 0.2022, d1.loss_bbox: 0.1494, d1.loss_iou: 0.3588, d2.loss_cls: 0.1866, d2.loss_bbox: 0.1468, d2.loss_iou: 0.3549, d3.loss_cls: 0.1789, d3.loss_bbox: 0.1480, d3.loss_iou: 0.3556, d4.loss_cls: 0.1768, d4.loss_bbox: 0.1477, d4.loss_iou: 0.3553, dn_loss_cls: 0.0231, dn_loss_bbox: 0.2161, dn_loss_iou: 0.3439, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3198, d0.dn_loss_iou: 0.4624, d1.dn_loss_cls: 0.0325, d1.dn_loss_bbox: 0.2377, d1.dn_loss_iou: 0.3680, d2.dn_loss_cls: 0.0264, d2.dn_loss_bbox: 0.2192, d2.dn_loss_iou: 0.3479, d3.dn_loss_cls: 0.0239, d3.dn_loss_bbox: 0.2163, d3.dn_loss_iou: 0.3442, d4.dn_loss_cls: 0.0231, d4.dn_loss_bbox: 0.2161, d4.dn_loss_iou: 0.3438, loss: 8.8123, grad_norm: 19.0517 2023-11-05 08:12:29,586 - mmdet - INFO - Epoch [11][3400/3665] lr: 5.563e-06, eta: 1:02:50, time: 0.938, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2191, interm_loss_bbox: 0.1734, interm_loss_iou: 0.4073, loss_cls: 0.1823, loss_bbox: 0.1463, loss_iou: 0.3638, d0.loss_cls: 0.2374, d0.loss_bbox: 0.1518, d0.loss_iou: 0.3729, d1.loss_cls: 0.2055, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3673, d2.loss_cls: 0.1922, d2.loss_bbox: 0.1462, d2.loss_iou: 0.3630, d3.loss_cls: 0.1854, d3.loss_bbox: 0.1456, d3.loss_iou: 0.3629, d4.loss_cls: 0.1824, d4.loss_bbox: 0.1464, d4.loss_iou: 0.3633, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2174, dn_loss_iou: 0.3624, d0.dn_loss_cls: 0.0580, d0.dn_loss_bbox: 0.3149, d0.dn_loss_iou: 0.4769, d1.dn_loss_cls: 0.0344, d1.dn_loss_bbox: 0.2356, d1.dn_loss_iou: 0.3849, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2196, d2.dn_loss_iou: 0.3659, d3.dn_loss_cls: 0.0253, d3.dn_loss_bbox: 0.2175, d3.dn_loss_iou: 0.3626, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2174, d4.dn_loss_iou: 0.3623, loss: 8.9962, grad_norm: 17.5198 2023-11-05 08:13:18,862 - mmdet - INFO - Epoch [11][3450/3665] lr: 5.563e-06, eta: 1:02:02, time: 0.985, data_time: 0.020, memory: 25310, interm_loss_cls: 0.2162, interm_loss_bbox: 0.1651, interm_loss_iou: 0.3971, loss_cls: 0.1769, loss_bbox: 0.1400, loss_iou: 0.3535, d0.loss_cls: 0.2349, d0.loss_bbox: 0.1445, d0.loss_iou: 0.3622, d1.loss_cls: 0.2037, d1.loss_bbox: 0.1432, d1.loss_iou: 0.3577, d2.loss_cls: 0.1887, d2.loss_bbox: 0.1399, d2.loss_iou: 0.3519, d3.loss_cls: 0.1803, d3.loss_bbox: 0.1400, d3.loss_iou: 0.3531, d4.loss_cls: 0.1772, d4.loss_bbox: 0.1403, d4.loss_iou: 0.3534, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2101, dn_loss_iou: 0.3517, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3110, d0.dn_loss_iou: 0.4694, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2310, d1.dn_loss_iou: 0.3761, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2134, d2.dn_loss_iou: 0.3558, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2103, d3.dn_loss_iou: 0.3521, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2101, d4.dn_loss_iou: 0.3516, loss: 8.7627, grad_norm: 18.2904 2023-11-05 08:14:05,743 - mmdet - INFO - Epoch [11][3500/3665] lr: 5.563e-06, eta: 1:01:14, time: 0.938, data_time: 0.015, memory: 25310, interm_loss_cls: 0.2171, interm_loss_bbox: 0.1732, interm_loss_iou: 0.3992, loss_cls: 0.1808, loss_bbox: 0.1435, loss_iou: 0.3539, d0.loss_cls: 0.2332, d0.loss_bbox: 0.1503, d0.loss_iou: 0.3642, d1.loss_cls: 0.2040, d1.loss_bbox: 0.1458, d1.loss_iou: 0.3570, d2.loss_cls: 0.1898, d2.loss_bbox: 0.1435, d2.loss_iou: 0.3541, d3.loss_cls: 0.1836, d3.loss_bbox: 0.1436, d3.loss_iou: 0.3536, d4.loss_cls: 0.1811, d4.loss_bbox: 0.1436, d4.loss_iou: 0.3535, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2143, dn_loss_iou: 0.3580, d0.dn_loss_cls: 0.0570, d0.dn_loss_bbox: 0.3141, d0.dn_loss_iou: 0.4765, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2341, d1.dn_loss_iou: 0.3821, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2171, d2.dn_loss_iou: 0.3619, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2145, d3.dn_loss_iou: 0.3584, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2143, d4.dn_loss_iou: 0.3580, loss: 8.8630, grad_norm: 17.3219 2023-11-05 08:14:52,441 - mmdet - INFO - Epoch [11][3550/3665] lr: 5.563e-06, eta: 1:00:26, time: 0.934, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2105, interm_loss_bbox: 0.1711, interm_loss_iou: 0.3956, loss_cls: 0.1718, loss_bbox: 0.1448, loss_iou: 0.3519, d0.loss_cls: 0.2268, d0.loss_bbox: 0.1489, d0.loss_iou: 0.3608, d1.loss_cls: 0.1965, d1.loss_bbox: 0.1467, d1.loss_iou: 0.3555, d2.loss_cls: 0.1830, d2.loss_bbox: 0.1435, d2.loss_iou: 0.3511, d3.loss_cls: 0.1749, d3.loss_bbox: 0.1442, d3.loss_iou: 0.3522, d4.loss_cls: 0.1724, d4.loss_bbox: 0.1446, d4.loss_iou: 0.3515, dn_loss_cls: 0.0227, dn_loss_bbox: 0.2041, dn_loss_iou: 0.3426, d0.dn_loss_cls: 0.0553, d0.dn_loss_bbox: 0.3033, d0.dn_loss_iou: 0.4600, d1.dn_loss_cls: 0.0318, d1.dn_loss_bbox: 0.2225, d1.dn_loss_iou: 0.3650, d2.dn_loss_cls: 0.0261, d2.dn_loss_bbox: 0.2062, d2.dn_loss_iou: 0.3461, d3.dn_loss_cls: 0.0236, d3.dn_loss_bbox: 0.2042, d3.dn_loss_iou: 0.3427, d4.dn_loss_cls: 0.0227, d4.dn_loss_bbox: 0.2041, d4.dn_loss_iou: 0.3425, loss: 8.6241, grad_norm: 18.1608 2023-11-05 08:15:39,211 - mmdet - INFO - Epoch [11][3600/3665] lr: 5.563e-06, eta: 0:59:38, time: 0.935, data_time: 0.013, memory: 25310, interm_loss_cls: 0.2181, interm_loss_bbox: 0.1742, interm_loss_iou: 0.4097, loss_cls: 0.1828, loss_bbox: 0.1442, loss_iou: 0.3604, d0.loss_cls: 0.2356, d0.loss_bbox: 0.1476, d0.loss_iou: 0.3674, d1.loss_cls: 0.2045, d1.loss_bbox: 0.1458, d1.loss_iou: 0.3636, d2.loss_cls: 0.1899, d2.loss_bbox: 0.1451, d2.loss_iou: 0.3616, d3.loss_cls: 0.1850, d3.loss_bbox: 0.1440, d3.loss_iou: 0.3602, d4.loss_cls: 0.1834, d4.loss_bbox: 0.1442, d4.loss_iou: 0.3599, dn_loss_cls: 0.0257, dn_loss_bbox: 0.2146, dn_loss_iou: 0.3545, d0.dn_loss_cls: 0.0601, d0.dn_loss_bbox: 0.3169, d0.dn_loss_iou: 0.4731, d1.dn_loss_cls: 0.0355, d1.dn_loss_bbox: 0.2342, d1.dn_loss_iou: 0.3777, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2169, d2.dn_loss_iou: 0.3580, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2146, d3.dn_loss_iou: 0.3546, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2146, d4.dn_loss_iou: 0.3543, loss: 8.9139, grad_norm: 17.4664 2023-11-05 08:16:28,390 - mmdet - INFO - Epoch [11][3650/3665] lr: 5.563e-06, eta: 0:58:50, time: 0.983, data_time: 0.017, memory: 25310, interm_loss_cls: 0.2194, interm_loss_bbox: 0.1717, interm_loss_iou: 0.4090, loss_cls: 0.1777, loss_bbox: 0.1470, loss_iou: 0.3655, d0.loss_cls: 0.2339, d0.loss_bbox: 0.1497, d0.loss_iou: 0.3708, d1.loss_cls: 0.2008, d1.loss_bbox: 0.1485, d1.loss_iou: 0.3676, d2.loss_cls: 0.1871, d2.loss_bbox: 0.1475, d2.loss_iou: 0.3657, d3.loss_cls: 0.1812, d3.loss_bbox: 0.1472, d3.loss_iou: 0.3649, d4.loss_cls: 0.1784, d4.loss_bbox: 0.1475, d4.loss_iou: 0.3652, dn_loss_cls: 0.0228, dn_loss_bbox: 0.2104, dn_loss_iou: 0.3502, d0.dn_loss_cls: 0.0566, d0.dn_loss_bbox: 0.3093, d0.dn_loss_iou: 0.4678, d1.dn_loss_cls: 0.0328, d1.dn_loss_bbox: 0.2297, d1.dn_loss_iou: 0.3733, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2133, d2.dn_loss_iou: 0.3536, d3.dn_loss_cls: 0.0238, d3.dn_loss_bbox: 0.2107, d3.dn_loss_iou: 0.3506, d4.dn_loss_cls: 0.0229, d4.dn_loss_bbox: 0.2104, d4.dn_loss_iou: 0.3501, loss: 8.8611, grad_norm: 17.2716 2023-11-05 08:16:43,169 - mmdet - INFO - Saving checkpoint at 11 epochs 2023-11-05 08:18:01,247 - mmdet - INFO - Evaluating bbox... 2023-11-05 08:20:21,698 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.544 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.733 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.594 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.386 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.695 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.747 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.751 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.751 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.604 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.796 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.896 2023-11-05 08:20:21,700 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.637 | bicycle | 0.444 | car | 0.528 | | motorcycle | 0.558 | airplane | 0.776 | bus | 0.757 | | train | 0.753 | truck | 0.493 | boat | 0.387 | | traffic light | 0.342 | fire hydrant | 0.774 | stop sign | 0.722 | | parking meter | 0.530 | bench | 0.359 | bird | 0.486 | | cat | 0.817 | dog | 0.760 | horse | 0.706 | | sheep | 0.653 | cow | 0.692 | elephant | 0.752 | | bear | 0.838 | zebra | 0.768 | giraffe | 0.778 | | backpack | 0.259 | umbrella | 0.527 | handbag | 0.283 | | tie | 0.472 | suitcase | 0.554 | frisbee | 0.765 | | skis | 0.364 | snowboard | 0.507 | sports ball | 0.549 | | kite | 0.538 | baseball bat | 0.518 | baseball glove | 0.485 | | skateboard | 0.637 | surfboard | 0.507 | tennis racket | 0.638 | | bottle | 0.508 | wine glass | 0.476 | cup | 0.550 | | fork | 0.545 | knife | 0.375 | spoon | 0.365 | | bowl | 0.532 | banana | 0.347 | apple | 0.304 | | sandwich | 0.528 | orange | 0.401 | broccoli | 0.320 | | carrot | 0.294 | hot dog | 0.558 | pizza | 0.642 | | donut | 0.614 | cake | 0.489 | chair | 0.413 | | couch | 0.553 | potted plant | 0.387 | bed | 0.555 | | dining table | 0.374 | toilet | 0.733 | tv | 0.666 | | laptop | 0.760 | mouse | 0.693 | remote | 0.512 | | keyboard | 0.616 | cell phone | 0.515 | microwave | 0.725 | | oven | 0.468 | toaster | 0.486 | sink | 0.477 | | refrigerator | 0.739 | book | 0.236 | clock | 0.592 | | vase | 0.473 | scissors | 0.504 | teddy bear | 0.603 | | hair drier | 0.265 | toothbrush | 0.428 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-05 08:20:23,676 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx/best_bbox_mAP_epoch_10.pth was removed 2023-11-05 08:20:27,414 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_11.pth. 2023-11-05 08:20:27,415 - mmdet - INFO - Best bbox_mAP is 0.5439 at 11 epoch. 2023-11-05 08:20:27,415 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx.py 2023-11-05 08:20:27,415 - mmdet - INFO - Epoch(val) [11][625] bbox_mAP: 0.5439, bbox_mAP_50: 0.7328, bbox_mAP_75: 0.5940, bbox_mAP_s: 0.3863, bbox_mAP_m: 0.5818, bbox_mAP_l: 0.6946, bbox_mAP_copypaste: 0.5439 0.7328 0.5940 0.3863 0.5818 0.6946 2023-11-05 08:21:17,874 - mmdet - INFO - Epoch [12][50/3665] lr: 5.563e-07, eta: 0:57:47, time: 1.009, data_time: 0.067, memory: 25310, interm_loss_cls: 0.2101, interm_loss_bbox: 0.1618, interm_loss_iou: 0.3899, loss_cls: 0.1701, loss_bbox: 0.1393, loss_iou: 0.3501, d0.loss_cls: 0.2233, d0.loss_bbox: 0.1447, d0.loss_iou: 0.3592, d1.loss_cls: 0.1963, d1.loss_bbox: 0.1415, d1.loss_iou: 0.3526, d2.loss_cls: 0.1817, d2.loss_bbox: 0.1384, d2.loss_iou: 0.3494, d3.loss_cls: 0.1743, d3.loss_bbox: 0.1387, d3.loss_iou: 0.3491, d4.loss_cls: 0.1703, d4.loss_bbox: 0.1395, d4.loss_iou: 0.3502, dn_loss_cls: 0.0220, dn_loss_bbox: 0.1947, dn_loss_iou: 0.3370, d0.dn_loss_cls: 0.0553, d0.dn_loss_bbox: 0.2878, d0.dn_loss_iou: 0.4440, d1.dn_loss_cls: 0.0310, d1.dn_loss_bbox: 0.2131, d1.dn_loss_iou: 0.3588, d2.dn_loss_cls: 0.0253, d2.dn_loss_bbox: 0.1975, d2.dn_loss_iou: 0.3407, d3.dn_loss_cls: 0.0228, d3.dn_loss_bbox: 0.1949, d3.dn_loss_iou: 0.3372, d4.dn_loss_cls: 0.0221, d4.dn_loss_bbox: 0.1947, d4.dn_loss_iou: 0.3369, loss: 8.4464, grad_norm: 15.5865 2023-11-05 08:22:08,591 - mmdet - INFO - Epoch [12][100/3665] lr: 5.563e-07, eta: 0:56:59, time: 1.014, data_time: 0.016, memory: 25310, interm_loss_cls: 0.2079, interm_loss_bbox: 0.1617, interm_loss_iou: 0.3726, loss_cls: 0.1676, loss_bbox: 0.1439, loss_iou: 0.3391, d0.loss_cls: 0.2222, d0.loss_bbox: 0.1459, d0.loss_iou: 0.3445, d1.loss_cls: 0.1922, d1.loss_bbox: 0.1443, d1.loss_iou: 0.3415, d2.loss_cls: 0.1786, d2.loss_bbox: 0.1424, d2.loss_iou: 0.3378, d3.loss_cls: 0.1715, d3.loss_bbox: 0.1428, d3.loss_iou: 0.3382, d4.loss_cls: 0.1684, d4.loss_bbox: 0.1434, d4.loss_iou: 0.3391, dn_loss_cls: 0.0204, dn_loss_bbox: 0.1994, dn_loss_iou: 0.3216, d0.dn_loss_cls: 0.0542, d0.dn_loss_bbox: 0.2954, d0.dn_loss_iou: 0.4266, d1.dn_loss_cls: 0.0299, d1.dn_loss_bbox: 0.2187, d1.dn_loss_iou: 0.3429, d2.dn_loss_cls: 0.0242, d2.dn_loss_bbox: 0.2022, d2.dn_loss_iou: 0.3254, d3.dn_loss_cls: 0.0214, d3.dn_loss_bbox: 0.1997, d3.dn_loss_iou: 0.3220, d4.dn_loss_cls: 0.0206, d4.dn_loss_bbox: 0.1994, d4.dn_loss_iou: 0.3216, loss: 8.2913, grad_norm: 13.0220 2023-11-05 08:22:56,363 - mmdet - INFO - Epoch [12][150/3665] lr: 5.563e-07, eta: 0:56:11, time: 0.955, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2049, interm_loss_bbox: 0.1663, interm_loss_iou: 0.3733, loss_cls: 0.1655, loss_bbox: 0.1460, loss_iou: 0.3377, d0.loss_cls: 0.2195, d0.loss_bbox: 0.1485, d0.loss_iou: 0.3436, d1.loss_cls: 0.1870, d1.loss_bbox: 0.1471, d1.loss_iou: 0.3393, d2.loss_cls: 0.1754, d2.loss_bbox: 0.1447, d2.loss_iou: 0.3368, d3.loss_cls: 0.1689, d3.loss_bbox: 0.1458, d3.loss_iou: 0.3369, d4.loss_cls: 0.1664, d4.loss_bbox: 0.1459, d4.loss_iou: 0.3377, dn_loss_cls: 0.0194, dn_loss_bbox: 0.2023, dn_loss_iou: 0.3222, d0.dn_loss_cls: 0.0537, d0.dn_loss_bbox: 0.3059, d0.dn_loss_iou: 0.4296, d1.dn_loss_cls: 0.0288, d1.dn_loss_bbox: 0.2222, d1.dn_loss_iou: 0.3441, d2.dn_loss_cls: 0.0230, d2.dn_loss_bbox: 0.2052, d2.dn_loss_iou: 0.3261, d3.dn_loss_cls: 0.0204, d3.dn_loss_bbox: 0.2026, d3.dn_loss_iou: 0.3227, d4.dn_loss_cls: 0.0196, d4.dn_loss_bbox: 0.2023, d4.dn_loss_iou: 0.3222, loss: 8.3098, grad_norm: 13.5554 2023-11-05 08:23:43,759 - mmdet - INFO - Epoch [12][200/3665] lr: 5.563e-07, eta: 0:55:23, time: 0.948, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2055, interm_loss_bbox: 0.1589, interm_loss_iou: 0.3782, loss_cls: 0.1665, loss_bbox: 0.1400, loss_iou: 0.3447, d0.loss_cls: 0.2188, d0.loss_bbox: 0.1419, d0.loss_iou: 0.3494, d1.loss_cls: 0.1867, d1.loss_bbox: 0.1425, d1.loss_iou: 0.3476, d2.loss_cls: 0.1754, d2.loss_bbox: 0.1394, d2.loss_iou: 0.3445, d3.loss_cls: 0.1697, d3.loss_bbox: 0.1395, d3.loss_iou: 0.3441, d4.loss_cls: 0.1673, d4.loss_bbox: 0.1399, d4.loss_iou: 0.3446, dn_loss_cls: 0.0213, dn_loss_bbox: 0.2001, dn_loss_iou: 0.3375, d0.dn_loss_cls: 0.0542, d0.dn_loss_bbox: 0.2938, d0.dn_loss_iou: 0.4428, d1.dn_loss_cls: 0.0308, d1.dn_loss_bbox: 0.2189, d1.dn_loss_iou: 0.3583, d2.dn_loss_cls: 0.0250, d2.dn_loss_bbox: 0.2028, d2.dn_loss_iou: 0.3413, d3.dn_loss_cls: 0.0222, d3.dn_loss_bbox: 0.2003, d3.dn_loss_iou: 0.3378, d4.dn_loss_cls: 0.0215, d4.dn_loss_bbox: 0.2001, d4.dn_loss_iou: 0.3374, loss: 8.3912, grad_norm: 14.1593 2023-11-05 08:24:31,093 - mmdet - INFO - Epoch [12][250/3665] lr: 5.563e-07, eta: 0:54:35, time: 0.947, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2000, interm_loss_bbox: 0.1595, interm_loss_iou: 0.3695, loss_cls: 0.1634, loss_bbox: 0.1378, loss_iou: 0.3340, d0.loss_cls: 0.2134, d0.loss_bbox: 0.1415, d0.loss_iou: 0.3411, d1.loss_cls: 0.1825, d1.loss_bbox: 0.1398, d1.loss_iou: 0.3380, d2.loss_cls: 0.1719, d2.loss_bbox: 0.1371, d2.loss_iou: 0.3342, d3.loss_cls: 0.1660, d3.loss_bbox: 0.1379, d3.loss_iou: 0.3338, d4.loss_cls: 0.1634, d4.loss_bbox: 0.1384, d4.loss_iou: 0.3343, dn_loss_cls: 0.0199, dn_loss_bbox: 0.1973, dn_loss_iou: 0.3242, d0.dn_loss_cls: 0.0527, d0.dn_loss_bbox: 0.2939, d0.dn_loss_iou: 0.4285, d1.dn_loss_cls: 0.0288, d1.dn_loss_bbox: 0.2160, d1.dn_loss_iou: 0.3455, d2.dn_loss_cls: 0.0232, d2.dn_loss_bbox: 0.1999, d2.dn_loss_iou: 0.3279, d3.dn_loss_cls: 0.0208, d3.dn_loss_bbox: 0.1975, d3.dn_loss_iou: 0.3247, d4.dn_loss_cls: 0.0200, d4.dn_loss_bbox: 0.1973, d4.dn_loss_iou: 0.3242, loss: 8.1797, grad_norm: 14.3425 2023-11-05 08:25:21,086 - mmdet - INFO - Epoch [12][300/3665] lr: 5.563e-07, eta: 0:53:47, time: 1.000, data_time: 0.017, memory: 25310, interm_loss_cls: 0.2045, interm_loss_bbox: 0.1550, interm_loss_iou: 0.3665, loss_cls: 0.1645, loss_bbox: 0.1367, loss_iou: 0.3355, d0.loss_cls: 0.2166, d0.loss_bbox: 0.1389, d0.loss_iou: 0.3404, d1.loss_cls: 0.1841, d1.loss_bbox: 0.1380, d1.loss_iou: 0.3390, d2.loss_cls: 0.1728, d2.loss_bbox: 0.1356, d2.loss_iou: 0.3355, d3.loss_cls: 0.1677, d3.loss_bbox: 0.1357, d3.loss_iou: 0.3347, d4.loss_cls: 0.1650, d4.loss_bbox: 0.1369, d4.loss_iou: 0.3357, dn_loss_cls: 0.0202, dn_loss_bbox: 0.1918, dn_loss_iou: 0.3215, d0.dn_loss_cls: 0.0533, d0.dn_loss_bbox: 0.2803, d0.dn_loss_iou: 0.4241, d1.dn_loss_cls: 0.0296, d1.dn_loss_bbox: 0.2088, d1.dn_loss_iou: 0.3419, d2.dn_loss_cls: 0.0237, d2.dn_loss_bbox: 0.1943, d2.dn_loss_iou: 0.3251, d3.dn_loss_cls: 0.0210, d3.dn_loss_bbox: 0.1921, d3.dn_loss_iou: 0.3220, d4.dn_loss_cls: 0.0204, d4.dn_loss_bbox: 0.1918, d4.dn_loss_iou: 0.3215, loss: 8.1228, grad_norm: 13.3870 2023-11-05 08:26:08,191 - mmdet - INFO - Epoch [12][350/3665] lr: 5.563e-07, eta: 0:52:59, time: 0.942, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2068, interm_loss_bbox: 0.1558, interm_loss_iou: 0.3865, loss_cls: 0.1685, loss_bbox: 0.1386, loss_iou: 0.3532, d0.loss_cls: 0.2204, d0.loss_bbox: 0.1414, d0.loss_iou: 0.3595, d1.loss_cls: 0.1885, d1.loss_bbox: 0.1405, d1.loss_iou: 0.3579, d2.loss_cls: 0.1777, d2.loss_bbox: 0.1373, d2.loss_iou: 0.3524, d3.loss_cls: 0.1720, d3.loss_bbox: 0.1377, d3.loss_iou: 0.3523, d4.loss_cls: 0.1693, d4.loss_bbox: 0.1383, d4.loss_iou: 0.3529, dn_loss_cls: 0.0212, dn_loss_bbox: 0.1986, dn_loss_iou: 0.3395, d0.dn_loss_cls: 0.0541, d0.dn_loss_bbox: 0.2873, d0.dn_loss_iou: 0.4423, d1.dn_loss_cls: 0.0305, d1.dn_loss_bbox: 0.2159, d1.dn_loss_iou: 0.3606, d2.dn_loss_cls: 0.0246, d2.dn_loss_bbox: 0.2012, d2.dn_loss_iou: 0.3433, d3.dn_loss_cls: 0.0221, d3.dn_loss_bbox: 0.1989, d3.dn_loss_iou: 0.3400, d4.dn_loss_cls: 0.0213, d4.dn_loss_bbox: 0.1986, d4.dn_loss_iou: 0.3395, loss: 8.4474, grad_norm: 15.0327 2023-11-05 08:26:54,511 - mmdet - INFO - Epoch [12][400/3665] lr: 5.563e-07, eta: 0:52:11, time: 0.926, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2004, interm_loss_bbox: 0.1557, interm_loss_iou: 0.3711, loss_cls: 0.1607, loss_bbox: 0.1381, loss_iou: 0.3390, d0.loss_cls: 0.2120, d0.loss_bbox: 0.1401, d0.loss_iou: 0.3441, d1.loss_cls: 0.1819, d1.loss_bbox: 0.1392, d1.loss_iou: 0.3405, d2.loss_cls: 0.1707, d2.loss_bbox: 0.1377, d2.loss_iou: 0.3376, d3.loss_cls: 0.1642, d3.loss_bbox: 0.1378, d3.loss_iou: 0.3389, d4.loss_cls: 0.1617, d4.loss_bbox: 0.1379, d4.loss_iou: 0.3389, dn_loss_cls: 0.0187, dn_loss_bbox: 0.1984, dn_loss_iou: 0.3229, d0.dn_loss_cls: 0.0515, d0.dn_loss_bbox: 0.2907, d0.dn_loss_iou: 0.4268, d1.dn_loss_cls: 0.0280, d1.dn_loss_bbox: 0.2162, d1.dn_loss_iou: 0.3440, d2.dn_loss_cls: 0.0224, d2.dn_loss_bbox: 0.2011, d2.dn_loss_iou: 0.3268, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.1986, d3.dn_loss_iou: 0.3233, d4.dn_loss_cls: 0.0189, d4.dn_loss_bbox: 0.1984, d4.dn_loss_iou: 0.3228, loss: 8.1773, grad_norm: 14.3175 2023-11-05 08:27:46,384 - mmdet - INFO - Epoch [12][450/3665] lr: 5.563e-07, eta: 0:51:23, time: 1.037, data_time: 0.010, memory: 25310, interm_loss_cls: 0.1989, interm_loss_bbox: 0.1599, interm_loss_iou: 0.3659, loss_cls: 0.1617, loss_bbox: 0.1404, loss_iou: 0.3316, d0.loss_cls: 0.2123, d0.loss_bbox: 0.1429, d0.loss_iou: 0.3369, d1.loss_cls: 0.1809, d1.loss_bbox: 0.1420, d1.loss_iou: 0.3341, d2.loss_cls: 0.1693, d2.loss_bbox: 0.1400, d2.loss_iou: 0.3312, d3.loss_cls: 0.1643, d3.loss_bbox: 0.1401, d3.loss_iou: 0.3310, d4.loss_cls: 0.1621, d4.loss_bbox: 0.1404, d4.loss_iou: 0.3311, dn_loss_cls: 0.0191, dn_loss_bbox: 0.2048, dn_loss_iou: 0.3169, d0.dn_loss_cls: 0.0526, d0.dn_loss_bbox: 0.3018, d0.dn_loss_iou: 0.4219, d1.dn_loss_cls: 0.0286, d1.dn_loss_bbox: 0.2246, d1.dn_loss_iou: 0.3388, d2.dn_loss_cls: 0.0229, d2.dn_loss_bbox: 0.2077, d2.dn_loss_iou: 0.3207, d3.dn_loss_cls: 0.0202, d3.dn_loss_bbox: 0.2051, d3.dn_loss_iou: 0.3174, d4.dn_loss_cls: 0.0193, d4.dn_loss_bbox: 0.2048, d4.dn_loss_iou: 0.3169, loss: 8.1612, grad_norm: 13.2208 2023-11-05 08:28:37,340 - mmdet - INFO - Epoch [12][500/3665] lr: 5.563e-07, eta: 0:50:36, time: 1.019, data_time: 0.015, memory: 25310, interm_loss_cls: 0.2022, interm_loss_bbox: 0.1565, interm_loss_iou: 0.3782, loss_cls: 0.1644, loss_bbox: 0.1375, loss_iou: 0.3456, d0.loss_cls: 0.2162, d0.loss_bbox: 0.1399, d0.loss_iou: 0.3513, d1.loss_cls: 0.1842, d1.loss_bbox: 0.1408, d1.loss_iou: 0.3495, d2.loss_cls: 0.1736, d2.loss_bbox: 0.1376, d2.loss_iou: 0.3459, d3.loss_cls: 0.1683, d3.loss_bbox: 0.1366, d3.loss_iou: 0.3452, d4.loss_cls: 0.1650, d4.loss_bbox: 0.1376, d4.loss_iou: 0.3460, dn_loss_cls: 0.0218, dn_loss_bbox: 0.1982, dn_loss_iou: 0.3292, d0.dn_loss_cls: 0.0540, d0.dn_loss_bbox: 0.2902, d0.dn_loss_iou: 0.4304, d1.dn_loss_cls: 0.0310, d1.dn_loss_bbox: 0.2150, d1.dn_loss_iou: 0.3495, d2.dn_loss_cls: 0.0254, d2.dn_loss_bbox: 0.2006, d2.dn_loss_iou: 0.3327, d3.dn_loss_cls: 0.0228, d3.dn_loss_bbox: 0.1985, d3.dn_loss_iou: 0.3296, d4.dn_loss_cls: 0.0221, d4.dn_loss_bbox: 0.1982, d4.dn_loss_iou: 0.3292, loss: 8.3008, grad_norm: 15.0326 2023-11-05 08:29:24,091 - mmdet - INFO - Epoch [12][550/3665] lr: 5.563e-07, eta: 0:49:48, time: 0.935, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2045, interm_loss_bbox: 0.1592, interm_loss_iou: 0.3766, loss_cls: 0.1654, loss_bbox: 0.1412, loss_iou: 0.3440, d0.loss_cls: 0.2157, d0.loss_bbox: 0.1440, d0.loss_iou: 0.3497, d1.loss_cls: 0.1868, d1.loss_bbox: 0.1416, d1.loss_iou: 0.3454, d2.loss_cls: 0.1746, d2.loss_bbox: 0.1402, d2.loss_iou: 0.3429, d3.loss_cls: 0.1693, d3.loss_bbox: 0.1404, d3.loss_iou: 0.3430, d4.loss_cls: 0.1663, d4.loss_bbox: 0.1411, d4.loss_iou: 0.3439, dn_loss_cls: 0.0200, dn_loss_bbox: 0.1936, dn_loss_iou: 0.3294, d0.dn_loss_cls: 0.0526, d0.dn_loss_bbox: 0.2838, d0.dn_loss_iou: 0.4331, d1.dn_loss_cls: 0.0288, d1.dn_loss_bbox: 0.2128, d1.dn_loss_iou: 0.3509, d2.dn_loss_cls: 0.0231, d2.dn_loss_bbox: 0.1966, d2.dn_loss_iou: 0.3332, d3.dn_loss_cls: 0.0209, d3.dn_loss_bbox: 0.1939, d3.dn_loss_iou: 0.3299, d4.dn_loss_cls: 0.0202, d4.dn_loss_bbox: 0.1936, d4.dn_loss_iou: 0.3294, loss: 8.2817, grad_norm: 13.3723 2023-11-05 08:30:14,030 - mmdet - INFO - Epoch [12][600/3665] lr: 5.563e-07, eta: 0:49:00, time: 0.999, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2056, interm_loss_bbox: 0.1566, interm_loss_iou: 0.3719, loss_cls: 0.1660, loss_bbox: 0.1370, loss_iou: 0.3381, d0.loss_cls: 0.2154, d0.loss_bbox: 0.1408, d0.loss_iou: 0.3455, d1.loss_cls: 0.1856, d1.loss_bbox: 0.1391, d1.loss_iou: 0.3419, d2.loss_cls: 0.1747, d2.loss_bbox: 0.1365, d2.loss_iou: 0.3375, d3.loss_cls: 0.1696, d3.loss_bbox: 0.1361, d3.loss_iou: 0.3372, d4.loss_cls: 0.1669, d4.loss_bbox: 0.1367, d4.loss_iou: 0.3379, dn_loss_cls: 0.0198, dn_loss_bbox: 0.1962, dn_loss_iou: 0.3251, d0.dn_loss_cls: 0.0525, d0.dn_loss_bbox: 0.2912, d0.dn_loss_iou: 0.4301, d1.dn_loss_cls: 0.0288, d1.dn_loss_bbox: 0.2151, d1.dn_loss_iou: 0.3469, d2.dn_loss_cls: 0.0234, d2.dn_loss_bbox: 0.1990, d2.dn_loss_iou: 0.3289, d3.dn_loss_cls: 0.0207, d3.dn_loss_bbox: 0.1965, d3.dn_loss_iou: 0.3256, d4.dn_loss_cls: 0.0200, d4.dn_loss_bbox: 0.1962, d4.dn_loss_iou: 0.3251, loss: 8.2175, grad_norm: 14.2381 2023-11-05 08:31:02,966 - mmdet - INFO - Epoch [12][650/3665] lr: 5.563e-07, eta: 0:48:12, time: 0.979, data_time: 0.018, memory: 25310, interm_loss_cls: 0.2049, interm_loss_bbox: 0.1554, interm_loss_iou: 0.3797, loss_cls: 0.1652, loss_bbox: 0.1360, loss_iou: 0.3452, d0.loss_cls: 0.2162, d0.loss_bbox: 0.1394, d0.loss_iou: 0.3522, d1.loss_cls: 0.1855, d1.loss_bbox: 0.1390, d1.loss_iou: 0.3491, d2.loss_cls: 0.1745, d2.loss_bbox: 0.1357, d2.loss_iou: 0.3448, d3.loss_cls: 0.1686, d3.loss_bbox: 0.1362, d3.loss_iou: 0.3443, d4.loss_cls: 0.1659, d4.loss_bbox: 0.1363, d4.loss_iou: 0.3448, dn_loss_cls: 0.0194, dn_loss_bbox: 0.1916, dn_loss_iou: 0.3346, d0.dn_loss_cls: 0.0521, d0.dn_loss_bbox: 0.2816, d0.dn_loss_iou: 0.4396, d1.dn_loss_cls: 0.0285, d1.dn_loss_bbox: 0.2093, d1.dn_loss_iou: 0.3564, d2.dn_loss_cls: 0.0228, d2.dn_loss_bbox: 0.1937, d2.dn_loss_iou: 0.3385, d3.dn_loss_cls: 0.0202, d3.dn_loss_bbox: 0.1918, d3.dn_loss_iou: 0.3350, d4.dn_loss_cls: 0.0194, d4.dn_loss_bbox: 0.1916, d4.dn_loss_iou: 0.3346, loss: 8.2797, grad_norm: 13.7022 2023-11-05 08:31:49,983 - mmdet - INFO - Epoch [12][700/3665] lr: 5.563e-07, eta: 0:47:24, time: 0.940, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2055, interm_loss_bbox: 0.1585, interm_loss_iou: 0.3722, loss_cls: 0.1663, loss_bbox: 0.1394, loss_iou: 0.3396, d0.loss_cls: 0.2178, d0.loss_bbox: 0.1420, d0.loss_iou: 0.3430, d1.loss_cls: 0.1863, d1.loss_bbox: 0.1412, d1.loss_iou: 0.3411, d2.loss_cls: 0.1750, d2.loss_bbox: 0.1391, d2.loss_iou: 0.3392, d3.loss_cls: 0.1697, d3.loss_bbox: 0.1386, d3.loss_iou: 0.3385, d4.loss_cls: 0.1668, d4.loss_bbox: 0.1395, d4.loss_iou: 0.3396, dn_loss_cls: 0.0198, dn_loss_bbox: 0.2004, dn_loss_iou: 0.3194, d0.dn_loss_cls: 0.0519, d0.dn_loss_bbox: 0.2899, d0.dn_loss_iou: 0.4198, d1.dn_loss_cls: 0.0289, d1.dn_loss_bbox: 0.2174, d1.dn_loss_iou: 0.3401, d2.dn_loss_cls: 0.0232, d2.dn_loss_bbox: 0.2027, d2.dn_loss_iou: 0.3228, d3.dn_loss_cls: 0.0207, d3.dn_loss_bbox: 0.2005, d3.dn_loss_iou: 0.3198, d4.dn_loss_cls: 0.0200, d4.dn_loss_bbox: 0.2004, d4.dn_loss_iou: 0.3194, loss: 8.2161, grad_norm: 13.4891 2023-11-05 08:32:37,082 - mmdet - INFO - Epoch [12][750/3665] lr: 5.563e-07, eta: 0:46:36, time: 0.942, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2052, interm_loss_bbox: 0.1578, interm_loss_iou: 0.3788, loss_cls: 0.1661, loss_bbox: 0.1392, loss_iou: 0.3457, d0.loss_cls: 0.2166, d0.loss_bbox: 0.1426, d0.loss_iou: 0.3523, d1.loss_cls: 0.1844, d1.loss_bbox: 0.1433, d1.loss_iou: 0.3507, d2.loss_cls: 0.1746, d2.loss_bbox: 0.1390, d2.loss_iou: 0.3454, d3.loss_cls: 0.1692, d3.loss_bbox: 0.1388, d3.loss_iou: 0.3454, d4.loss_cls: 0.1666, d4.loss_bbox: 0.1392, d4.loss_iou: 0.3457, dn_loss_cls: 0.0201, dn_loss_bbox: 0.1969, dn_loss_iou: 0.3313, d0.dn_loss_cls: 0.0525, d0.dn_loss_bbox: 0.2862, d0.dn_loss_iou: 0.4328, d1.dn_loss_cls: 0.0288, d1.dn_loss_bbox: 0.2136, d1.dn_loss_iou: 0.3514, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.1991, d2.dn_loss_iou: 0.3347, d3.dn_loss_cls: 0.0209, d3.dn_loss_bbox: 0.1971, d3.dn_loss_iou: 0.3316, d4.dn_loss_cls: 0.0202, d4.dn_loss_bbox: 0.1969, d4.dn_loss_iou: 0.3312, loss: 8.3153, grad_norm: 14.0033 2023-11-05 08:33:26,102 - mmdet - INFO - Epoch [12][800/3665] lr: 5.563e-07, eta: 0:45:48, time: 0.980, data_time: 0.019, memory: 25310, interm_loss_cls: 0.1983, interm_loss_bbox: 0.1557, interm_loss_iou: 0.3691, loss_cls: 0.1599, loss_bbox: 0.1374, loss_iou: 0.3354, d0.loss_cls: 0.2093, d0.loss_bbox: 0.1405, d0.loss_iou: 0.3426, d1.loss_cls: 0.1792, d1.loss_bbox: 0.1403, d1.loss_iou: 0.3397, d2.loss_cls: 0.1700, d2.loss_bbox: 0.1362, d2.loss_iou: 0.3343, d3.loss_cls: 0.1632, d3.loss_bbox: 0.1373, d3.loss_iou: 0.3348, d4.loss_cls: 0.1608, d4.loss_bbox: 0.1371, d4.loss_iou: 0.3352, dn_loss_cls: 0.0199, dn_loss_bbox: 0.2032, dn_loss_iou: 0.3287, d0.dn_loss_cls: 0.0533, d0.dn_loss_bbox: 0.2955, d0.dn_loss_iou: 0.4344, d1.dn_loss_cls: 0.0293, d1.dn_loss_bbox: 0.2212, d1.dn_loss_iou: 0.3504, d2.dn_loss_cls: 0.0234, d2.dn_loss_bbox: 0.2058, d2.dn_loss_iou: 0.3326, d3.dn_loss_cls: 0.0209, d3.dn_loss_bbox: 0.2034, d3.dn_loss_iou: 0.3292, d4.dn_loss_cls: 0.0201, d4.dn_loss_bbox: 0.2032, d4.dn_loss_iou: 0.3287, loss: 8.2195, grad_norm: 13.7682 2023-11-05 08:34:12,735 - mmdet - INFO - Epoch [12][850/3665] lr: 5.563e-07, eta: 0:45:00, time: 0.933, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2051, interm_loss_bbox: 0.1569, interm_loss_iou: 0.3668, loss_cls: 0.1648, loss_bbox: 0.1387, loss_iou: 0.3334, d0.loss_cls: 0.2157, d0.loss_bbox: 0.1412, d0.loss_iou: 0.3403, d1.loss_cls: 0.1846, d1.loss_bbox: 0.1409, d1.loss_iou: 0.3370, d2.loss_cls: 0.1736, d2.loss_bbox: 0.1389, d2.loss_iou: 0.3333, d3.loss_cls: 0.1680, d3.loss_bbox: 0.1382, d3.loss_iou: 0.3330, d4.loss_cls: 0.1655, d4.loss_bbox: 0.1380, d4.loss_iou: 0.3332, dn_loss_cls: 0.0207, dn_loss_bbox: 0.1970, dn_loss_iou: 0.3222, d0.dn_loss_cls: 0.0541, d0.dn_loss_bbox: 0.2907, d0.dn_loss_iou: 0.4273, d1.dn_loss_cls: 0.0297, d1.dn_loss_bbox: 0.2155, d1.dn_loss_iou: 0.3437, d2.dn_loss_cls: 0.0243, d2.dn_loss_bbox: 0.1998, d2.dn_loss_iou: 0.3260, d3.dn_loss_cls: 0.0215, d3.dn_loss_bbox: 0.1973, d3.dn_loss_iou: 0.3227, d4.dn_loss_cls: 0.0209, d4.dn_loss_bbox: 0.1970, d4.dn_loss_iou: 0.3222, loss: 8.1798, grad_norm: 13.4708 2023-11-05 08:34:59,298 - mmdet - INFO - Epoch [12][900/3665] lr: 5.563e-07, eta: 0:44:12, time: 0.931, data_time: 0.010, memory: 25310, interm_loss_cls: 0.1993, interm_loss_bbox: 0.1560, interm_loss_iou: 0.3696, loss_cls: 0.1598, loss_bbox: 0.1378, loss_iou: 0.3367, d0.loss_cls: 0.2092, d0.loss_bbox: 0.1418, d0.loss_iou: 0.3449, d1.loss_cls: 0.1776, d1.loss_bbox: 0.1409, d1.loss_iou: 0.3419, d2.loss_cls: 0.1678, d2.loss_bbox: 0.1379, d2.loss_iou: 0.3376, d3.loss_cls: 0.1624, d3.loss_bbox: 0.1380, d3.loss_iou: 0.3374, d4.loss_cls: 0.1607, d4.loss_bbox: 0.1376, d4.loss_iou: 0.3366, dn_loss_cls: 0.0200, dn_loss_bbox: 0.1933, dn_loss_iou: 0.3191, d0.dn_loss_cls: 0.0530, d0.dn_loss_bbox: 0.2841, d0.dn_loss_iou: 0.4214, d1.dn_loss_cls: 0.0292, d1.dn_loss_bbox: 0.2112, d1.dn_loss_iou: 0.3400, d2.dn_loss_cls: 0.0234, d2.dn_loss_bbox: 0.1959, d2.dn_loss_iou: 0.3229, d3.dn_loss_cls: 0.0210, d3.dn_loss_bbox: 0.1935, d3.dn_loss_iou: 0.3195, d4.dn_loss_cls: 0.0202, d4.dn_loss_bbox: 0.1933, d4.dn_loss_iou: 0.3191, loss: 8.1115, grad_norm: 12.8627 2023-11-05 08:35:49,261 - mmdet - INFO - Epoch [12][950/3665] lr: 5.563e-07, eta: 0:43:24, time: 0.999, data_time: 0.017, memory: 25310, interm_loss_cls: 0.1985, interm_loss_bbox: 0.1542, interm_loss_iou: 0.3701, loss_cls: 0.1621, loss_bbox: 0.1345, loss_iou: 0.3355, d0.loss_cls: 0.2097, d0.loss_bbox: 0.1389, d0.loss_iou: 0.3444, d1.loss_cls: 0.1803, d1.loss_bbox: 0.1375, d1.loss_iou: 0.3407, d2.loss_cls: 0.1709, d2.loss_bbox: 0.1339, d2.loss_iou: 0.3353, d3.loss_cls: 0.1660, d3.loss_bbox: 0.1335, d3.loss_iou: 0.3345, d4.loss_cls: 0.1629, d4.loss_bbox: 0.1342, d4.loss_iou: 0.3351, dn_loss_cls: 0.0186, dn_loss_bbox: 0.1909, dn_loss_iou: 0.3222, d0.dn_loss_cls: 0.0514, d0.dn_loss_bbox: 0.2837, d0.dn_loss_iou: 0.4253, d1.dn_loss_cls: 0.0276, d1.dn_loss_bbox: 0.2094, d1.dn_loss_iou: 0.3431, d2.dn_loss_cls: 0.0224, d2.dn_loss_bbox: 0.1933, d2.dn_loss_iou: 0.3259, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.1911, d3.dn_loss_iou: 0.3226, d4.dn_loss_cls: 0.0189, d4.dn_loss_bbox: 0.1909, d4.dn_loss_iou: 0.3222, loss: 8.0920, grad_norm: 14.2827 2023-11-05 08:36:38,193 - mmdet - INFO - Epoch [12][1000/3665] lr: 5.563e-07, eta: 0:42:36, time: 0.979, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2040, interm_loss_bbox: 0.1556, interm_loss_iou: 0.3800, loss_cls: 0.1659, loss_bbox: 0.1368, loss_iou: 0.3448, d0.loss_cls: 0.2142, d0.loss_bbox: 0.1411, d0.loss_iou: 0.3538, d1.loss_cls: 0.1848, d1.loss_bbox: 0.1381, d1.loss_iou: 0.3482, d2.loss_cls: 0.1747, d2.loss_bbox: 0.1357, d2.loss_iou: 0.3444, d3.loss_cls: 0.1695, d3.loss_bbox: 0.1359, d3.loss_iou: 0.3432, d4.loss_cls: 0.1671, d4.loss_bbox: 0.1363, d4.loss_iou: 0.3438, dn_loss_cls: 0.0197, dn_loss_bbox: 0.1949, dn_loss_iou: 0.3313, d0.dn_loss_cls: 0.0525, d0.dn_loss_bbox: 0.2823, d0.dn_loss_iou: 0.4326, d1.dn_loss_cls: 0.0286, d1.dn_loss_bbox: 0.2106, d1.dn_loss_iou: 0.3514, d2.dn_loss_cls: 0.0231, d2.dn_loss_bbox: 0.1969, d2.dn_loss_iou: 0.3346, d3.dn_loss_cls: 0.0206, d3.dn_loss_bbox: 0.1951, d3.dn_loss_iou: 0.3317, d4.dn_loss_cls: 0.0199, d4.dn_loss_bbox: 0.1949, d4.dn_loss_iou: 0.3313, loss: 8.2699, grad_norm: 13.6817 2023-11-05 08:37:24,856 - mmdet - INFO - Epoch [12][1050/3665] lr: 5.563e-07, eta: 0:41:48, time: 0.933, data_time: 0.011, memory: 25310, interm_loss_cls: 0.1973, interm_loss_bbox: 0.1544, interm_loss_iou: 0.3702, loss_cls: 0.1595, loss_bbox: 0.1344, loss_iou: 0.3356, d0.loss_cls: 0.2081, d0.loss_bbox: 0.1384, d0.loss_iou: 0.3442, d1.loss_cls: 0.1778, d1.loss_bbox: 0.1370, d1.loss_iou: 0.3408, d2.loss_cls: 0.1669, d2.loss_bbox: 0.1345, d2.loss_iou: 0.3369, d3.loss_cls: 0.1630, d3.loss_bbox: 0.1335, d3.loss_iou: 0.3351, d4.loss_cls: 0.1603, d4.loss_bbox: 0.1343, d4.loss_iou: 0.3355, dn_loss_cls: 0.0183, dn_loss_bbox: 0.1919, dn_loss_iou: 0.3222, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.2830, d0.dn_loss_iou: 0.4261, d1.dn_loss_cls: 0.0275, d1.dn_loss_bbox: 0.2098, d1.dn_loss_iou: 0.3435, d2.dn_loss_cls: 0.0217, d2.dn_loss_bbox: 0.1943, d2.dn_loss_iou: 0.3259, d3.dn_loss_cls: 0.0193, d3.dn_loss_bbox: 0.1920, d3.dn_loss_iou: 0.3226, d4.dn_loss_cls: 0.0185, d4.dn_loss_bbox: 0.1919, d4.dn_loss_iou: 0.3222, loss: 8.0796, grad_norm: 13.4397 2023-11-05 08:38:11,958 - mmdet - INFO - Epoch [12][1100/3665] lr: 5.563e-07, eta: 0:41:00, time: 0.942, data_time: 0.010, memory: 25310, interm_loss_cls: 0.1974, interm_loss_bbox: 0.1481, interm_loss_iou: 0.3855, loss_cls: 0.1609, loss_bbox: 0.1321, loss_iou: 0.3545, d0.loss_cls: 0.2099, d0.loss_bbox: 0.1340, d0.loss_iou: 0.3585, d1.loss_cls: 0.1786, d1.loss_bbox: 0.1337, d1.loss_iou: 0.3572, d2.loss_cls: 0.1684, d2.loss_bbox: 0.1320, d2.loss_iou: 0.3551, d3.loss_cls: 0.1635, d3.loss_bbox: 0.1311, d3.loss_iou: 0.3543, d4.loss_cls: 0.1617, d4.loss_bbox: 0.1316, d4.loss_iou: 0.3541, dn_loss_cls: 0.0193, dn_loss_bbox: 0.1900, dn_loss_iou: 0.3312, d0.dn_loss_cls: 0.0514, d0.dn_loss_bbox: 0.2726, d0.dn_loss_iou: 0.4302, d1.dn_loss_cls: 0.0280, d1.dn_loss_bbox: 0.2053, d1.dn_loss_iou: 0.3510, d2.dn_loss_cls: 0.0223, d2.dn_loss_bbox: 0.1921, d2.dn_loss_iou: 0.3345, d3.dn_loss_cls: 0.0200, d3.dn_loss_bbox: 0.1901, d3.dn_loss_iou: 0.3316, d4.dn_loss_cls: 0.0194, d4.dn_loss_bbox: 0.1900, d4.dn_loss_iou: 0.3312, loss: 8.2123, grad_norm: 14.4370 2023-11-05 08:39:01,506 - mmdet - INFO - Epoch [12][1150/3665] lr: 5.563e-07, eta: 0:40:12, time: 0.991, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2012, interm_loss_bbox: 0.1590, interm_loss_iou: 0.3721, loss_cls: 0.1628, loss_bbox: 0.1396, loss_iou: 0.3387, d0.loss_cls: 0.2123, d0.loss_bbox: 0.1435, d0.loss_iou: 0.3464, d1.loss_cls: 0.1806, d1.loss_bbox: 0.1435, d1.loss_iou: 0.3453, d2.loss_cls: 0.1711, d2.loss_bbox: 0.1398, d2.loss_iou: 0.3392, d3.loss_cls: 0.1659, d3.loss_bbox: 0.1396, d3.loss_iou: 0.3381, d4.loss_cls: 0.1631, d4.loss_bbox: 0.1398, d4.loss_iou: 0.3387, dn_loss_cls: 0.0185, dn_loss_bbox: 0.1911, dn_loss_iou: 0.3232, d0.dn_loss_cls: 0.0514, d0.dn_loss_bbox: 0.2834, d0.dn_loss_iou: 0.4256, d1.dn_loss_cls: 0.0274, d1.dn_loss_bbox: 0.2082, d1.dn_loss_iou: 0.3434, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.1932, d2.dn_loss_iou: 0.3263, d3.dn_loss_cls: 0.0193, d3.dn_loss_bbox: 0.1913, d3.dn_loss_iou: 0.3236, d4.dn_loss_cls: 0.0187, d4.dn_loss_bbox: 0.1911, d4.dn_loss_iou: 0.3232, loss: 8.1612, grad_norm: 13.6649 2023-11-05 08:39:48,726 - mmdet - INFO - Epoch [12][1200/3665] lr: 5.563e-07, eta: 0:39:24, time: 0.944, data_time: 0.012, memory: 25310, interm_loss_cls: 0.1986, interm_loss_bbox: 0.1539, interm_loss_iou: 0.3777, loss_cls: 0.1614, loss_bbox: 0.1339, loss_iou: 0.3447, d0.loss_cls: 0.2091, d0.loss_bbox: 0.1381, d0.loss_iou: 0.3511, d1.loss_cls: 0.1799, d1.loss_bbox: 0.1370, d1.loss_iou: 0.3492, d2.loss_cls: 0.1698, d2.loss_bbox: 0.1341, d2.loss_iou: 0.3449, d3.loss_cls: 0.1638, d3.loss_bbox: 0.1340, d3.loss_iou: 0.3451, d4.loss_cls: 0.1621, d4.loss_bbox: 0.1337, d4.loss_iou: 0.3446, dn_loss_cls: 0.0184, dn_loss_bbox: 0.1880, dn_loss_iou: 0.3235, d0.dn_loss_cls: 0.0514, d0.dn_loss_bbox: 0.2818, d0.dn_loss_iou: 0.4288, d1.dn_loss_cls: 0.0275, d1.dn_loss_bbox: 0.2063, d1.dn_loss_iou: 0.3451, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.1907, d2.dn_loss_iou: 0.3272, d3.dn_loss_cls: 0.0193, d3.dn_loss_bbox: 0.1883, d3.dn_loss_iou: 0.3238, d4.dn_loss_cls: 0.0186, d4.dn_loss_bbox: 0.1880, d4.dn_loss_iou: 0.3234, loss: 8.1387, grad_norm: 14.0019 2023-11-05 08:40:36,168 - mmdet - INFO - Epoch [12][1250/3665] lr: 5.563e-07, eta: 0:38:36, time: 0.949, data_time: 0.011, memory: 25310, interm_loss_cls: 0.1990, interm_loss_bbox: 0.1549, interm_loss_iou: 0.3727, loss_cls: 0.1626, loss_bbox: 0.1364, loss_iou: 0.3397, d0.loss_cls: 0.2107, d0.loss_bbox: 0.1401, d0.loss_iou: 0.3467, d1.loss_cls: 0.1808, d1.loss_bbox: 0.1390, d1.loss_iou: 0.3431, d2.loss_cls: 0.1717, d2.loss_bbox: 0.1359, d2.loss_iou: 0.3391, d3.loss_cls: 0.1657, d3.loss_bbox: 0.1361, d3.loss_iou: 0.3396, d4.loss_cls: 0.1632, d4.loss_bbox: 0.1364, d4.loss_iou: 0.3397, dn_loss_cls: 0.0197, dn_loss_bbox: 0.1915, dn_loss_iou: 0.3306, d0.dn_loss_cls: 0.0529, d0.dn_loss_bbox: 0.2830, d0.dn_loss_iou: 0.4355, d1.dn_loss_cls: 0.0291, d1.dn_loss_bbox: 0.2099, d1.dn_loss_iou: 0.3530, d2.dn_loss_cls: 0.0234, d2.dn_loss_bbox: 0.1942, d2.dn_loss_iou: 0.3349, d3.dn_loss_cls: 0.0207, d3.dn_loss_bbox: 0.1917, d3.dn_loss_iou: 0.3310, d4.dn_loss_cls: 0.0199, d4.dn_loss_bbox: 0.1916, d4.dn_loss_iou: 0.3306, loss: 8.1963, grad_norm: 14.0147 2023-11-05 08:41:23,041 - mmdet - INFO - Epoch [12][1300/3665] lr: 5.563e-07, eta: 0:37:48, time: 0.937, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2048, interm_loss_bbox: 0.1532, interm_loss_iou: 0.3692, loss_cls: 0.1652, loss_bbox: 0.1351, loss_iou: 0.3366, d0.loss_cls: 0.2164, d0.loss_bbox: 0.1378, d0.loss_iou: 0.3420, d1.loss_cls: 0.1848, d1.loss_bbox: 0.1369, d1.loss_iou: 0.3408, d2.loss_cls: 0.1758, d2.loss_bbox: 0.1335, d2.loss_iou: 0.3354, d3.loss_cls: 0.1687, d3.loss_bbox: 0.1349, d3.loss_iou: 0.3363, d4.loss_cls: 0.1656, d4.loss_bbox: 0.1352, d4.loss_iou: 0.3369, dn_loss_cls: 0.0200, dn_loss_bbox: 0.1918, dn_loss_iou: 0.3272, d0.dn_loss_cls: 0.0528, d0.dn_loss_bbox: 0.2839, d0.dn_loss_iou: 0.4328, d1.dn_loss_cls: 0.0293, d1.dn_loss_bbox: 0.2094, d1.dn_loss_iou: 0.3490, d2.dn_loss_cls: 0.0234, d2.dn_loss_bbox: 0.1939, d2.dn_loss_iou: 0.3308, d3.dn_loss_cls: 0.0209, d3.dn_loss_bbox: 0.1919, d3.dn_loss_iou: 0.3275, d4.dn_loss_cls: 0.0201, d4.dn_loss_bbox: 0.1918, d4.dn_loss_iou: 0.3271, loss: 8.1688, grad_norm: 15.1441 2023-11-05 08:42:11,548 - mmdet - INFO - Epoch [12][1350/3665] lr: 5.563e-07, eta: 0:37:00, time: 0.970, data_time: 0.015, memory: 25310, interm_loss_cls: 0.2006, interm_loss_bbox: 0.1574, interm_loss_iou: 0.3630, loss_cls: 0.1610, loss_bbox: 0.1382, loss_iou: 0.3324, d0.loss_cls: 0.2122, d0.loss_bbox: 0.1410, d0.loss_iou: 0.3366, d1.loss_cls: 0.1813, d1.loss_bbox: 0.1397, d1.loss_iou: 0.3344, d2.loss_cls: 0.1706, d2.loss_bbox: 0.1376, d2.loss_iou: 0.3309, d3.loss_cls: 0.1643, d3.loss_bbox: 0.1379, d3.loss_iou: 0.3320, d4.loss_cls: 0.1615, d4.loss_bbox: 0.1382, d4.loss_iou: 0.3325, dn_loss_cls: 0.0188, dn_loss_bbox: 0.1975, dn_loss_iou: 0.3258, d0.dn_loss_cls: 0.0507, d0.dn_loss_bbox: 0.2899, d0.dn_loss_iou: 0.4288, d1.dn_loss_cls: 0.0278, d1.dn_loss_bbox: 0.2160, d1.dn_loss_iou: 0.3473, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.2003, d2.dn_loss_iou: 0.3296, d3.dn_loss_cls: 0.0196, d3.dn_loss_bbox: 0.1977, d3.dn_loss_iou: 0.3261, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.1975, d4.dn_loss_iou: 0.3258, loss: 8.1439, grad_norm: 15.0223 2023-11-05 08:42:58,243 - mmdet - INFO - Epoch [12][1400/3665] lr: 5.563e-07, eta: 0:36:12, time: 0.934, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2063, interm_loss_bbox: 0.1570, interm_loss_iou: 0.3716, loss_cls: 0.1670, loss_bbox: 0.1405, loss_iou: 0.3408, d0.loss_cls: 0.2167, d0.loss_bbox: 0.1425, d0.loss_iou: 0.3470, d1.loss_cls: 0.1872, d1.loss_bbox: 0.1421, d1.loss_iou: 0.3437, d2.loss_cls: 0.1759, d2.loss_bbox: 0.1394, d2.loss_iou: 0.3399, d3.loss_cls: 0.1703, d3.loss_bbox: 0.1394, d3.loss_iou: 0.3401, d4.loss_cls: 0.1681, d4.loss_bbox: 0.1399, d4.loss_iou: 0.3402, dn_loss_cls: 0.0194, dn_loss_bbox: 0.1963, dn_loss_iou: 0.3244, d0.dn_loss_cls: 0.0528, d0.dn_loss_bbox: 0.2904, d0.dn_loss_iou: 0.4296, d1.dn_loss_cls: 0.0287, d1.dn_loss_bbox: 0.2146, d1.dn_loss_iou: 0.3463, d2.dn_loss_cls: 0.0229, d2.dn_loss_bbox: 0.1987, d2.dn_loss_iou: 0.3280, d3.dn_loss_cls: 0.0203, d3.dn_loss_bbox: 0.1964, d3.dn_loss_iou: 0.3248, d4.dn_loss_cls: 0.0196, d4.dn_loss_bbox: 0.1963, d4.dn_loss_iou: 0.3244, loss: 8.2494, grad_norm: 12.9414 2023-11-05 08:43:45,460 - mmdet - INFO - Epoch [12][1450/3665] lr: 5.563e-07, eta: 0:35:24, time: 0.944, data_time: 0.011, memory: 25310, interm_loss_cls: 0.1971, interm_loss_bbox: 0.1586, interm_loss_iou: 0.3642, loss_cls: 0.1583, loss_bbox: 0.1401, loss_iou: 0.3327, d0.loss_cls: 0.2086, d0.loss_bbox: 0.1423, d0.loss_iou: 0.3388, d1.loss_cls: 0.1775, d1.loss_bbox: 0.1418, d1.loss_iou: 0.3365, d2.loss_cls: 0.1670, d2.loss_bbox: 0.1406, d2.loss_iou: 0.3332, d3.loss_cls: 0.1610, d3.loss_bbox: 0.1406, d3.loss_iou: 0.3331, d4.loss_cls: 0.1583, d4.loss_bbox: 0.1403, d4.loss_iou: 0.3333, dn_loss_cls: 0.0189, dn_loss_bbox: 0.1954, dn_loss_iou: 0.3179, d0.dn_loss_cls: 0.0515, d0.dn_loss_bbox: 0.2898, d0.dn_loss_iou: 0.4199, d1.dn_loss_cls: 0.0282, d1.dn_loss_bbox: 0.2131, d1.dn_loss_iou: 0.3386, d2.dn_loss_cls: 0.0226, d2.dn_loss_bbox: 0.1979, d2.dn_loss_iou: 0.3215, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.1955, d3.dn_loss_iou: 0.3183, d4.dn_loss_cls: 0.0191, d4.dn_loss_bbox: 0.1954, d4.dn_loss_iou: 0.3179, loss: 8.0851, grad_norm: 13.8514 2023-11-05 08:44:31,851 - mmdet - INFO - Epoch [12][1500/3665] lr: 5.563e-07, eta: 0:34:36, time: 0.927, data_time: 0.012, memory: 25310, interm_loss_cls: 0.1979, interm_loss_bbox: 0.1528, interm_loss_iou: 0.3690, loss_cls: 0.1595, loss_bbox: 0.1381, loss_iou: 0.3388, d0.loss_cls: 0.2092, d0.loss_bbox: 0.1388, d0.loss_iou: 0.3424, d1.loss_cls: 0.1788, d1.loss_bbox: 0.1384, d1.loss_iou: 0.3404, d2.loss_cls: 0.1680, d2.loss_bbox: 0.1376, d2.loss_iou: 0.3387, d3.loss_cls: 0.1627, d3.loss_bbox: 0.1375, d3.loss_iou: 0.3384, d4.loss_cls: 0.1604, d4.loss_bbox: 0.1376, d4.loss_iou: 0.3384, dn_loss_cls: 0.0195, dn_loss_bbox: 0.1941, dn_loss_iou: 0.3279, d0.dn_loss_cls: 0.0529, d0.dn_loss_bbox: 0.2834, d0.dn_loss_iou: 0.4315, d1.dn_loss_cls: 0.0287, d1.dn_loss_bbox: 0.2112, d1.dn_loss_iou: 0.3486, d2.dn_loss_cls: 0.0228, d2.dn_loss_bbox: 0.1967, d2.dn_loss_iou: 0.3315, d3.dn_loss_cls: 0.0203, d3.dn_loss_bbox: 0.1944, d3.dn_loss_iou: 0.3284, d4.dn_loss_cls: 0.0196, d4.dn_loss_bbox: 0.1941, d4.dn_loss_iou: 0.3279, loss: 8.1573, grad_norm: 13.8955 2023-11-05 08:45:20,607 - mmdet - INFO - Epoch [12][1550/3665] lr: 5.563e-07, eta: 0:33:48, time: 0.976, data_time: 0.015, memory: 25310, interm_loss_cls: 0.2016, interm_loss_bbox: 0.1530, interm_loss_iou: 0.3768, loss_cls: 0.1637, loss_bbox: 0.1347, loss_iou: 0.3447, d0.loss_cls: 0.2118, d0.loss_bbox: 0.1370, d0.loss_iou: 0.3524, d1.loss_cls: 0.1830, d1.loss_bbox: 0.1359, d1.loss_iou: 0.3484, d2.loss_cls: 0.1722, d2.loss_bbox: 0.1341, d2.loss_iou: 0.3446, d3.loss_cls: 0.1669, d3.loss_bbox: 0.1342, d3.loss_iou: 0.3438, d4.loss_cls: 0.1642, d4.loss_bbox: 0.1346, d4.loss_iou: 0.3446, dn_loss_cls: 0.0184, dn_loss_bbox: 0.1858, dn_loss_iou: 0.3224, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.2771, d0.dn_loss_iou: 0.4250, d1.dn_loss_cls: 0.0276, d1.dn_loss_bbox: 0.2043, d1.dn_loss_iou: 0.3438, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.1883, d2.dn_loss_iou: 0.3260, d3.dn_loss_cls: 0.0194, d3.dn_loss_bbox: 0.1860, d3.dn_loss_iou: 0.3228, d4.dn_loss_cls: 0.0187, d4.dn_loss_bbox: 0.1858, d4.dn_loss_iou: 0.3224, loss: 8.1288, grad_norm: 15.1368 2023-11-05 08:46:09,949 - mmdet - INFO - Epoch [12][1600/3665] lr: 5.563e-07, eta: 0:33:00, time: 0.987, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2036, interm_loss_bbox: 0.1540, interm_loss_iou: 0.3742, loss_cls: 0.1653, loss_bbox: 0.1351, loss_iou: 0.3438, d0.loss_cls: 0.2135, d0.loss_bbox: 0.1388, d0.loss_iou: 0.3490, d1.loss_cls: 0.1840, d1.loss_bbox: 0.1376, d1.loss_iou: 0.3465, d2.loss_cls: 0.1743, d2.loss_bbox: 0.1348, d2.loss_iou: 0.3430, d3.loss_cls: 0.1686, d3.loss_bbox: 0.1345, d3.loss_iou: 0.3433, d4.loss_cls: 0.1664, d4.loss_bbox: 0.1347, d4.loss_iou: 0.3436, dn_loss_cls: 0.0198, dn_loss_bbox: 0.1937, dn_loss_iou: 0.3320, d0.dn_loss_cls: 0.0533, d0.dn_loss_bbox: 0.2861, d0.dn_loss_iou: 0.4358, d1.dn_loss_cls: 0.0297, d1.dn_loss_bbox: 0.2120, d1.dn_loss_iou: 0.3532, d2.dn_loss_cls: 0.0237, d2.dn_loss_bbox: 0.1963, d2.dn_loss_iou: 0.3359, d3.dn_loss_cls: 0.0211, d3.dn_loss_bbox: 0.1939, d3.dn_loss_iou: 0.3325, d4.dn_loss_cls: 0.0201, d4.dn_loss_bbox: 0.1937, d4.dn_loss_iou: 0.3320, loss: 8.2532, grad_norm: 13.0468 2023-11-05 08:46:57,029 - mmdet - INFO - Epoch [12][1650/3665] lr: 5.563e-07, eta: 0:32:12, time: 0.942, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2011, interm_loss_bbox: 0.1538, interm_loss_iou: 0.3720, loss_cls: 0.1630, loss_bbox: 0.1342, loss_iou: 0.3391, d0.loss_cls: 0.2112, d0.loss_bbox: 0.1389, d0.loss_iou: 0.3470, d1.loss_cls: 0.1818, d1.loss_bbox: 0.1378, d1.loss_iou: 0.3430, d2.loss_cls: 0.1729, d2.loss_bbox: 0.1334, d2.loss_iou: 0.3381, d3.loss_cls: 0.1669, d3.loss_bbox: 0.1333, d3.loss_iou: 0.3387, d4.loss_cls: 0.1639, d4.loss_bbox: 0.1339, d4.loss_iou: 0.3387, dn_loss_cls: 0.0196, dn_loss_bbox: 0.1921, dn_loss_iou: 0.3254, d0.dn_loss_cls: 0.0531, d0.dn_loss_bbox: 0.2834, d0.dn_loss_iou: 0.4287, d1.dn_loss_cls: 0.0294, d1.dn_loss_bbox: 0.2098, d1.dn_loss_iou: 0.3468, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.1947, d2.dn_loss_iou: 0.3292, d3.dn_loss_cls: 0.0207, d3.dn_loss_bbox: 0.1922, d3.dn_loss_iou: 0.3257, d4.dn_loss_cls: 0.0199, d4.dn_loss_bbox: 0.1921, d4.dn_loss_iou: 0.3253, loss: 8.1539, grad_norm: 14.1602 2023-11-05 08:47:43,892 - mmdet - INFO - Epoch [12][1700/3665] lr: 5.563e-07, eta: 0:31:24, time: 0.937, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2020, interm_loss_bbox: 0.1492, interm_loss_iou: 0.3810, loss_cls: 0.1656, loss_bbox: 0.1294, loss_iou: 0.3476, d0.loss_cls: 0.2128, d0.loss_bbox: 0.1334, d0.loss_iou: 0.3544, d1.loss_cls: 0.1831, d1.loss_bbox: 0.1323, d1.loss_iou: 0.3520, d2.loss_cls: 0.1734, d2.loss_bbox: 0.1302, d2.loss_iou: 0.3485, d3.loss_cls: 0.1682, d3.loss_bbox: 0.1298, d3.loss_iou: 0.3480, d4.loss_cls: 0.1657, d4.loss_bbox: 0.1297, d4.loss_iou: 0.3482, dn_loss_cls: 0.0191, dn_loss_bbox: 0.1860, dn_loss_iou: 0.3306, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.2746, d0.dn_loss_iou: 0.4317, d1.dn_loss_cls: 0.0277, d1.dn_loss_bbox: 0.2040, d1.dn_loss_iou: 0.3511, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.1885, d2.dn_loss_iou: 0.3341, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.1862, d3.dn_loss_iou: 0.3310, d4.dn_loss_cls: 0.0192, d4.dn_loss_bbox: 0.1860, d4.dn_loss_iou: 0.3306, loss: 8.1778, grad_norm: 14.3597 2023-11-05 08:48:31,473 - mmdet - INFO - Epoch [12][1750/3665] lr: 5.563e-07, eta: 0:30:36, time: 0.952, data_time: 0.012, memory: 25310, interm_loss_cls: 0.2010, interm_loss_bbox: 0.1558, interm_loss_iou: 0.3618, loss_cls: 0.1613, loss_bbox: 0.1377, loss_iou: 0.3316, d0.loss_cls: 0.2106, d0.loss_bbox: 0.1417, d0.loss_iou: 0.3374, d1.loss_cls: 0.1809, d1.loss_bbox: 0.1403, d1.loss_iou: 0.3342, d2.loss_cls: 0.1697, d2.loss_bbox: 0.1377, d2.loss_iou: 0.3317, d3.loss_cls: 0.1651, d3.loss_bbox: 0.1371, d3.loss_iou: 0.3309, d4.loss_cls: 0.1624, d4.loss_bbox: 0.1370, d4.loss_iou: 0.3312, dn_loss_cls: 0.0191, dn_loss_bbox: 0.1911, dn_loss_iou: 0.3152, d0.dn_loss_cls: 0.0516, d0.dn_loss_bbox: 0.2878, d0.dn_loss_iou: 0.4197, d1.dn_loss_cls: 0.0280, d1.dn_loss_bbox: 0.2103, d1.dn_loss_iou: 0.3364, d2.dn_loss_cls: 0.0223, d2.dn_loss_bbox: 0.1932, d2.dn_loss_iou: 0.3188, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.1913, d3.dn_loss_iou: 0.3156, d4.dn_loss_cls: 0.0192, d4.dn_loss_bbox: 0.1911, d4.dn_loss_iou: 0.3152, loss: 8.0426, grad_norm: 13.0768 2023-11-05 08:49:19,914 - mmdet - INFO - Epoch [12][1800/3665] lr: 5.563e-07, eta: 0:29:48, time: 0.969, data_time: 0.014, memory: 25310, interm_loss_cls: 0.1988, interm_loss_bbox: 0.1565, interm_loss_iou: 0.3691, loss_cls: 0.1618, loss_bbox: 0.1390, loss_iou: 0.3369, d0.loss_cls: 0.2095, d0.loss_bbox: 0.1409, d0.loss_iou: 0.3428, d1.loss_cls: 0.1804, d1.loss_bbox: 0.1413, d1.loss_iou: 0.3409, d2.loss_cls: 0.1695, d2.loss_bbox: 0.1396, d2.loss_iou: 0.3380, d3.loss_cls: 0.1646, d3.loss_bbox: 0.1394, d3.loss_iou: 0.3372, d4.loss_cls: 0.1624, d4.loss_bbox: 0.1390, d4.loss_iou: 0.3372, dn_loss_cls: 0.0188, dn_loss_bbox: 0.1946, dn_loss_iou: 0.3232, d0.dn_loss_cls: 0.0504, d0.dn_loss_bbox: 0.2836, d0.dn_loss_iou: 0.4251, d1.dn_loss_cls: 0.0273, d1.dn_loss_bbox: 0.2119, d1.dn_loss_iou: 0.3436, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.1969, d2.dn_loss_iou: 0.3270, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.1948, d3.dn_loss_iou: 0.3237, d4.dn_loss_cls: 0.0189, d4.dn_loss_bbox: 0.1946, d4.dn_loss_iou: 0.3232, loss: 8.1442, grad_norm: 14.4083 2023-11-05 08:50:07,286 - mmdet - INFO - Epoch [12][1850/3665] lr: 5.563e-07, eta: 0:29:00, time: 0.947, data_time: 0.012, memory: 25310, interm_loss_cls: 0.1966, interm_loss_bbox: 0.1527, interm_loss_iou: 0.3641, loss_cls: 0.1587, loss_bbox: 0.1346, loss_iou: 0.3327, d0.loss_cls: 0.2054, d0.loss_bbox: 0.1395, d0.loss_iou: 0.3413, d1.loss_cls: 0.1765, d1.loss_bbox: 0.1377, d1.loss_iou: 0.3370, d2.loss_cls: 0.1662, d2.loss_bbox: 0.1349, d2.loss_iou: 0.3333, d3.loss_cls: 0.1616, d3.loss_bbox: 0.1342, d3.loss_iou: 0.3322, d4.loss_cls: 0.1592, d4.loss_bbox: 0.1344, d4.loss_iou: 0.3322, dn_loss_cls: 0.0197, dn_loss_bbox: 0.1893, dn_loss_iou: 0.3239, d0.dn_loss_cls: 0.0527, d0.dn_loss_bbox: 0.2793, d0.dn_loss_iou: 0.4280, d1.dn_loss_cls: 0.0288, d1.dn_loss_bbox: 0.2070, d1.dn_loss_iou: 0.3448, d2.dn_loss_cls: 0.0228, d2.dn_loss_bbox: 0.1920, d2.dn_loss_iou: 0.3275, d3.dn_loss_cls: 0.0203, d3.dn_loss_bbox: 0.1895, d3.dn_loss_iou: 0.3243, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.1893, d4.dn_loss_iou: 0.3239, loss: 8.0477, grad_norm: 12.9977 2023-11-05 08:50:55,008 - mmdet - INFO - Epoch [12][1900/3665] lr: 5.563e-07, eta: 0:28:12, time: 0.954, data_time: 0.012, memory: 25310, interm_loss_cls: 0.1999, interm_loss_bbox: 0.1577, interm_loss_iou: 0.3661, loss_cls: 0.1622, loss_bbox: 0.1382, loss_iou: 0.3337, d0.loss_cls: 0.2119, d0.loss_bbox: 0.1422, d0.loss_iou: 0.3406, d1.loss_cls: 0.1819, d1.loss_bbox: 0.1406, d1.loss_iou: 0.3368, d2.loss_cls: 0.1710, d2.loss_bbox: 0.1379, d2.loss_iou: 0.3329, d3.loss_cls: 0.1661, d3.loss_bbox: 0.1375, d3.loss_iou: 0.3326, d4.loss_cls: 0.1631, d4.loss_bbox: 0.1382, d4.loss_iou: 0.3332, dn_loss_cls: 0.0199, dn_loss_bbox: 0.1961, dn_loss_iou: 0.3260, d0.dn_loss_cls: 0.0532, d0.dn_loss_bbox: 0.2880, d0.dn_loss_iou: 0.4295, d1.dn_loss_cls: 0.0290, d1.dn_loss_bbox: 0.2137, d1.dn_loss_iou: 0.3467, d2.dn_loss_cls: 0.0234, d2.dn_loss_bbox: 0.1985, d2.dn_loss_iou: 0.3296, d3.dn_loss_cls: 0.0209, d3.dn_loss_bbox: 0.1962, d3.dn_loss_iou: 0.3264, d4.dn_loss_cls: 0.0201, d4.dn_loss_bbox: 0.1961, d4.dn_loss_iou: 0.3260, loss: 8.1636, grad_norm: 12.7638 2023-11-05 08:51:42,450 - mmdet - INFO - Epoch [12][1950/3665] lr: 5.563e-07, eta: 0:27:24, time: 0.949, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2012, interm_loss_bbox: 0.1517, interm_loss_iou: 0.3681, loss_cls: 0.1628, loss_bbox: 0.1344, loss_iou: 0.3383, d0.loss_cls: 0.2119, d0.loss_bbox: 0.1365, d0.loss_iou: 0.3432, d1.loss_cls: 0.1822, d1.loss_bbox: 0.1355, d1.loss_iou: 0.3411, d2.loss_cls: 0.1724, d2.loss_bbox: 0.1334, d2.loss_iou: 0.3384, d3.loss_cls: 0.1663, d3.loss_bbox: 0.1338, d3.loss_iou: 0.3378, d4.loss_cls: 0.1629, d4.loss_bbox: 0.1348, d4.loss_iou: 0.3386, dn_loss_cls: 0.0191, dn_loss_bbox: 0.1877, dn_loss_iou: 0.3235, d0.dn_loss_cls: 0.0521, d0.dn_loss_bbox: 0.2805, d0.dn_loss_iou: 0.4280, d1.dn_loss_cls: 0.0282, d1.dn_loss_bbox: 0.2051, d1.dn_loss_iou: 0.3447, d2.dn_loss_cls: 0.0225, d2.dn_loss_bbox: 0.1900, d2.dn_loss_iou: 0.3271, d3.dn_loss_cls: 0.0200, d3.dn_loss_bbox: 0.1879, d3.dn_loss_iou: 0.3239, d4.dn_loss_cls: 0.0193, d4.dn_loss_bbox: 0.1877, d4.dn_loss_iou: 0.3235, loss: 8.0955, grad_norm: 12.7331 2023-11-05 08:52:30,746 - mmdet - INFO - Epoch [12][2000/3665] lr: 5.563e-07, eta: 0:26:37, time: 0.966, data_time: 0.016, memory: 25310, interm_loss_cls: 0.1995, interm_loss_bbox: 0.1520, interm_loss_iou: 0.3711, loss_cls: 0.1602, loss_bbox: 0.1339, loss_iou: 0.3386, d0.loss_cls: 0.2088, d0.loss_bbox: 0.1375, d0.loss_iou: 0.3465, d1.loss_cls: 0.1785, d1.loss_bbox: 0.1361, d1.loss_iou: 0.3430, d2.loss_cls: 0.1689, d2.loss_bbox: 0.1332, d2.loss_iou: 0.3384, d3.loss_cls: 0.1639, d3.loss_bbox: 0.1331, d3.loss_iou: 0.3380, d4.loss_cls: 0.1613, d4.loss_bbox: 0.1336, d4.loss_iou: 0.3382, dn_loss_cls: 0.0181, dn_loss_bbox: 0.1878, dn_loss_iou: 0.3199, d0.dn_loss_cls: 0.0510, d0.dn_loss_bbox: 0.2834, d0.dn_loss_iou: 0.4257, d1.dn_loss_cls: 0.0270, d1.dn_loss_bbox: 0.2074, d1.dn_loss_iou: 0.3420, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.1908, d2.dn_loss_iou: 0.3239, d3.dn_loss_cls: 0.0189, d3.dn_loss_bbox: 0.1880, d3.dn_loss_iou: 0.3203, d4.dn_loss_cls: 0.0182, d4.dn_loss_bbox: 0.1878, d4.dn_loss_iou: 0.3199, loss: 8.0660, grad_norm: 13.8859 2023-11-05 08:53:18,903 - mmdet - INFO - Epoch [12][2050/3665] lr: 5.563e-07, eta: 0:25:49, time: 0.963, data_time: 0.013, memory: 25310, interm_loss_cls: 0.1950, interm_loss_bbox: 0.1533, interm_loss_iou: 0.3677, loss_cls: 0.1568, loss_bbox: 0.1346, loss_iou: 0.3365, d0.loss_cls: 0.2063, d0.loss_bbox: 0.1378, d0.loss_iou: 0.3442, d1.loss_cls: 0.1738, d1.loss_bbox: 0.1381, d1.loss_iou: 0.3414, d2.loss_cls: 0.1650, d2.loss_bbox: 0.1348, d2.loss_iou: 0.3372, d3.loss_cls: 0.1606, d3.loss_bbox: 0.1342, d3.loss_iou: 0.3360, d4.loss_cls: 0.1576, d4.loss_bbox: 0.1343, d4.loss_iou: 0.3362, dn_loss_cls: 0.0181, dn_loss_bbox: 0.1885, dn_loss_iou: 0.3204, d0.dn_loss_cls: 0.0503, d0.dn_loss_bbox: 0.2765, d0.dn_loss_iou: 0.4200, d1.dn_loss_cls: 0.0271, d1.dn_loss_bbox: 0.2056, d1.dn_loss_iou: 0.3400, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.1907, d2.dn_loss_iou: 0.3236, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.1886, d3.dn_loss_iou: 0.3207, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.1885, d4.dn_loss_iou: 0.3203, loss: 8.0192, grad_norm: 13.4465 2023-11-05 08:54:06,190 - mmdet - INFO - Epoch [12][2100/3665] lr: 5.563e-07, eta: 0:25:01, time: 0.946, data_time: 0.013, memory: 25310, interm_loss_cls: 0.1941, interm_loss_bbox: 0.1583, interm_loss_iou: 0.3664, loss_cls: 0.1570, loss_bbox: 0.1405, loss_iou: 0.3321, d0.loss_cls: 0.2040, d0.loss_bbox: 0.1444, d0.loss_iou: 0.3410, d1.loss_cls: 0.1746, d1.loss_bbox: 0.1428, d1.loss_iou: 0.3368, d2.loss_cls: 0.1655, d2.loss_bbox: 0.1398, d2.loss_iou: 0.3321, d3.loss_cls: 0.1595, d3.loss_bbox: 0.1402, d3.loss_iou: 0.3323, d4.loss_cls: 0.1573, d4.loss_bbox: 0.1403, d4.loss_iou: 0.3320, dn_loss_cls: 0.0184, dn_loss_bbox: 0.1905, dn_loss_iou: 0.3197, d0.dn_loss_cls: 0.0505, d0.dn_loss_bbox: 0.2813, d0.dn_loss_iou: 0.4212, d1.dn_loss_cls: 0.0271, d1.dn_loss_bbox: 0.2077, d1.dn_loss_iou: 0.3402, d2.dn_loss_cls: 0.0217, d2.dn_loss_bbox: 0.1930, d2.dn_loss_iou: 0.3233, d3.dn_loss_cls: 0.0194, d3.dn_loss_bbox: 0.1907, d3.dn_loss_iou: 0.3201, d4.dn_loss_cls: 0.0186, d4.dn_loss_bbox: 0.1905, d4.dn_loss_iou: 0.3196, loss: 8.0446, grad_norm: 13.9867 2023-11-05 08:54:56,088 - mmdet - INFO - Epoch [12][2150/3665] lr: 5.563e-07, eta: 0:24:13, time: 0.998, data_time: 0.019, memory: 25310, interm_loss_cls: 0.1995, interm_loss_bbox: 0.1521, interm_loss_iou: 0.3675, loss_cls: 0.1623, loss_bbox: 0.1332, loss_iou: 0.3353, d0.loss_cls: 0.2109, d0.loss_bbox: 0.1366, d0.loss_iou: 0.3413, d1.loss_cls: 0.1810, d1.loss_bbox: 0.1356, d1.loss_iou: 0.3387, d2.loss_cls: 0.1701, d2.loss_bbox: 0.1331, d2.loss_iou: 0.3354, d3.loss_cls: 0.1653, d3.loss_bbox: 0.1330, d3.loss_iou: 0.3357, d4.loss_cls: 0.1630, d4.loss_bbox: 0.1331, d4.loss_iou: 0.3353, dn_loss_cls: 0.0184, dn_loss_bbox: 0.1850, dn_loss_iou: 0.3226, d0.dn_loss_cls: 0.0516, d0.dn_loss_bbox: 0.2774, d0.dn_loss_iou: 0.4271, d1.dn_loss_cls: 0.0275, d1.dn_loss_bbox: 0.2036, d1.dn_loss_iou: 0.3442, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.1874, d2.dn_loss_iou: 0.3260, d3.dn_loss_cls: 0.0193, d3.dn_loss_bbox: 0.1851, d3.dn_loss_iou: 0.3230, d4.dn_loss_cls: 0.0186, d4.dn_loss_bbox: 0.1850, d4.dn_loss_iou: 0.3226, loss: 8.0443, grad_norm: 13.7354 2023-11-05 08:55:42,738 - mmdet - INFO - Epoch [12][2200/3665] lr: 5.563e-07, eta: 0:23:25, time: 0.933, data_time: 0.012, memory: 25310, interm_loss_cls: 0.1996, interm_loss_bbox: 0.1556, interm_loss_iou: 0.3718, loss_cls: 0.1630, loss_bbox: 0.1359, loss_iou: 0.3403, d0.loss_cls: 0.2116, d0.loss_bbox: 0.1396, d0.loss_iou: 0.3463, d1.loss_cls: 0.1817, d1.loss_bbox: 0.1384, d1.loss_iou: 0.3440, d2.loss_cls: 0.1716, d2.loss_bbox: 0.1359, d2.loss_iou: 0.3397, d3.loss_cls: 0.1662, d3.loss_bbox: 0.1360, d3.loss_iou: 0.3400, d4.loss_cls: 0.1633, d4.loss_bbox: 0.1364, d4.loss_iou: 0.3403, dn_loss_cls: 0.0189, dn_loss_bbox: 0.1921, dn_loss_iou: 0.3138, d0.dn_loss_cls: 0.0508, d0.dn_loss_bbox: 0.2824, d0.dn_loss_iou: 0.4155, d1.dn_loss_cls: 0.0276, d1.dn_loss_bbox: 0.2082, d1.dn_loss_iou: 0.3340, d2.dn_loss_cls: 0.0220, d2.dn_loss_bbox: 0.1939, d2.dn_loss_iou: 0.3172, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.1922, d3.dn_loss_iou: 0.3141, d4.dn_loss_cls: 0.0191, d4.dn_loss_bbox: 0.1921, d4.dn_loss_iou: 0.3138, loss: 8.0846, grad_norm: 13.9324 2023-11-05 08:56:31,283 - mmdet - INFO - Epoch [12][2250/3665] lr: 5.563e-07, eta: 0:22:37, time: 0.971, data_time: 0.011, memory: 25310, interm_loss_cls: 0.1960, interm_loss_bbox: 0.1501, interm_loss_iou: 0.3665, loss_cls: 0.1580, loss_bbox: 0.1333, loss_iou: 0.3351, d0.loss_cls: 0.2062, d0.loss_bbox: 0.1359, d0.loss_iou: 0.3411, d1.loss_cls: 0.1758, d1.loss_bbox: 0.1345, d1.loss_iou: 0.3376, d2.loss_cls: 0.1661, d2.loss_bbox: 0.1327, d2.loss_iou: 0.3345, d3.loss_cls: 0.1609, d3.loss_bbox: 0.1330, d3.loss_iou: 0.3347, d4.loss_cls: 0.1588, d4.loss_bbox: 0.1331, d4.loss_iou: 0.3347, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1891, dn_loss_iou: 0.3143, d0.dn_loss_cls: 0.0487, d0.dn_loss_bbox: 0.2774, d0.dn_loss_iou: 0.4153, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2053, d1.dn_loss_iou: 0.3340, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.1912, d2.dn_loss_iou: 0.3175, d3.dn_loss_cls: 0.0177, d3.dn_loss_bbox: 0.1892, d3.dn_loss_iou: 0.3146, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1891, d4.dn_loss_iou: 0.3142, loss: 7.9559, grad_norm: 14.0836 2023-11-05 08:57:19,686 - mmdet - INFO - Epoch [12][2300/3665] lr: 5.563e-07, eta: 0:21:49, time: 0.968, data_time: 0.011, memory: 25310, interm_loss_cls: 0.1996, interm_loss_bbox: 0.1551, interm_loss_iou: 0.3585, loss_cls: 0.1614, loss_bbox: 0.1370, loss_iou: 0.3254, d0.loss_cls: 0.2086, d0.loss_bbox: 0.1413, d0.loss_iou: 0.3333, d1.loss_cls: 0.1792, d1.loss_bbox: 0.1388, d1.loss_iou: 0.3295, d2.loss_cls: 0.1686, d2.loss_bbox: 0.1374, d2.loss_iou: 0.3260, d3.loss_cls: 0.1638, d3.loss_bbox: 0.1372, d3.loss_iou: 0.3254, d4.loss_cls: 0.1620, d4.loss_bbox: 0.1371, d4.loss_iou: 0.3253, dn_loss_cls: 0.0184, dn_loss_bbox: 0.1908, dn_loss_iou: 0.3135, d0.dn_loss_cls: 0.0501, d0.dn_loss_bbox: 0.2863, d0.dn_loss_iou: 0.4181, d1.dn_loss_cls: 0.0270, d1.dn_loss_bbox: 0.2104, d1.dn_loss_iou: 0.3358, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.1937, d2.dn_loss_iou: 0.3173, d3.dn_loss_cls: 0.0191, d3.dn_loss_bbox: 0.1912, d3.dn_loss_iou: 0.3140, d4.dn_loss_cls: 0.0185, d4.dn_loss_bbox: 0.1908, d4.dn_loss_iou: 0.3135, loss: 7.9803, grad_norm: 13.4872 2023-11-05 08:58:06,062 - mmdet - INFO - Epoch [12][2350/3665] lr: 5.563e-07, eta: 0:21:01, time: 0.928, data_time: 0.010, memory: 25310, interm_loss_cls: 0.1953, interm_loss_bbox: 0.1503, interm_loss_iou: 0.3743, loss_cls: 0.1614, loss_bbox: 0.1309, loss_iou: 0.3400, d0.loss_cls: 0.2067, d0.loss_bbox: 0.1350, d0.loss_iou: 0.3475, d1.loss_cls: 0.1779, d1.loss_bbox: 0.1334, d1.loss_iou: 0.3454, d2.loss_cls: 0.1687, d2.loss_bbox: 0.1307, d2.loss_iou: 0.3407, d3.loss_cls: 0.1639, d3.loss_bbox: 0.1308, d3.loss_iou: 0.3403, d4.loss_cls: 0.1621, d4.loss_bbox: 0.1306, d4.loss_iou: 0.3398, dn_loss_cls: 0.0181, dn_loss_bbox: 0.1831, dn_loss_iou: 0.3222, d0.dn_loss_cls: 0.0499, d0.dn_loss_bbox: 0.2715, d0.dn_loss_iou: 0.4217, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.2002, d1.dn_loss_iou: 0.3419, d2.dn_loss_cls: 0.0213, d2.dn_loss_bbox: 0.1852, d2.dn_loss_iou: 0.3254, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.1832, d3.dn_loss_iou: 0.3226, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.1831, d4.dn_loss_iou: 0.3222, loss: 8.0212, grad_norm: 12.8109 2023-11-05 08:58:53,923 - mmdet - INFO - Epoch [12][2400/3665] lr: 5.563e-07, eta: 0:20:13, time: 0.957, data_time: 0.014, memory: 25310, interm_loss_cls: 0.2008, interm_loss_bbox: 0.1587, interm_loss_iou: 0.3554, loss_cls: 0.1632, loss_bbox: 0.1407, loss_iou: 0.3251, d0.loss_cls: 0.2120, d0.loss_bbox: 0.1432, d0.loss_iou: 0.3325, d1.loss_cls: 0.1833, d1.loss_bbox: 0.1410, d1.loss_iou: 0.3280, d2.loss_cls: 0.1722, d2.loss_bbox: 0.1396, d2.loss_iou: 0.3246, d3.loss_cls: 0.1668, d3.loss_bbox: 0.1400, d3.loss_iou: 0.3248, d4.loss_cls: 0.1639, d4.loss_bbox: 0.1403, d4.loss_iou: 0.3247, dn_loss_cls: 0.0190, dn_loss_bbox: 0.2102, dn_loss_iou: 0.3210, d0.dn_loss_cls: 0.0512, d0.dn_loss_bbox: 0.3033, d0.dn_loss_iou: 0.4254, d1.dn_loss_cls: 0.0278, d1.dn_loss_bbox: 0.2275, d1.dn_loss_iou: 0.3425, d2.dn_loss_cls: 0.0223, d2.dn_loss_bbox: 0.2124, d2.dn_loss_iou: 0.3247, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.2104, d3.dn_loss_iou: 0.3214, d4.dn_loss_cls: 0.0192, d4.dn_loss_bbox: 0.2103, d4.dn_loss_iou: 0.3210, loss: 8.1706, grad_norm: 13.2887 2023-11-05 08:59:42,125 - mmdet - INFO - Epoch [12][2450/3665] lr: 5.563e-07, eta: 0:19:25, time: 0.965, data_time: 0.014, memory: 25310, interm_loss_cls: 0.1985, interm_loss_bbox: 0.1531, interm_loss_iou: 0.3626, loss_cls: 0.1612, loss_bbox: 0.1339, loss_iou: 0.3278, d0.loss_cls: 0.2096, d0.loss_bbox: 0.1367, d0.loss_iou: 0.3363, d1.loss_cls: 0.1789, d1.loss_bbox: 0.1371, d1.loss_iou: 0.3325, d2.loss_cls: 0.1691, d2.loss_bbox: 0.1341, d2.loss_iou: 0.3284, d3.loss_cls: 0.1650, d3.loss_bbox: 0.1333, d3.loss_iou: 0.3267, d4.loss_cls: 0.1619, d4.loss_bbox: 0.1338, d4.loss_iou: 0.3275, dn_loss_cls: 0.0188, dn_loss_bbox: 0.1887, dn_loss_iou: 0.3153, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.2781, d0.dn_loss_iou: 0.4174, d1.dn_loss_cls: 0.0277, d1.dn_loss_bbox: 0.2054, d1.dn_loss_iou: 0.3359, d2.dn_loss_cls: 0.0221, d2.dn_loss_bbox: 0.1908, d2.dn_loss_iou: 0.3186, d3.dn_loss_cls: 0.0196, d3.dn_loss_bbox: 0.1889, d3.dn_loss_iou: 0.3158, d4.dn_loss_cls: 0.0189, d4.dn_loss_bbox: 0.1887, d4.dn_loss_iou: 0.3153, loss: 7.9652, grad_norm: 13.4649 2023-11-05 09:00:29,269 - mmdet - INFO - Epoch [12][2500/3665] lr: 5.563e-07, eta: 0:18:37, time: 0.943, data_time: 0.012, memory: 25310, interm_loss_cls: 0.1997, interm_loss_bbox: 0.1551, interm_loss_iou: 0.3663, loss_cls: 0.1612, loss_bbox: 0.1358, loss_iou: 0.3308, d0.loss_cls: 0.2103, d0.loss_bbox: 0.1392, d0.loss_iou: 0.3398, d1.loss_cls: 0.1798, d1.loss_bbox: 0.1385, d1.loss_iou: 0.3360, d2.loss_cls: 0.1698, d2.loss_bbox: 0.1361, d2.loss_iou: 0.3311, d3.loss_cls: 0.1652, d3.loss_bbox: 0.1351, d3.loss_iou: 0.3301, d4.loss_cls: 0.1616, d4.loss_bbox: 0.1359, d4.loss_iou: 0.3310, dn_loss_cls: 0.0178, dn_loss_bbox: 0.1928, dn_loss_iou: 0.3170, d0.dn_loss_cls: 0.0501, d0.dn_loss_bbox: 0.2808, d0.dn_loss_iou: 0.4179, d1.dn_loss_cls: 0.0270, d1.dn_loss_bbox: 0.2091, d1.dn_loss_iou: 0.3371, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.1949, d2.dn_loss_iou: 0.3203, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.1930, d3.dn_loss_iou: 0.3174, d4.dn_loss_cls: 0.0180, d4.dn_loss_bbox: 0.1928, d4.dn_loss_iou: 0.3170, loss: 8.0312, grad_norm: 14.8754 2023-11-05 09:01:16,189 - mmdet - INFO - Epoch [12][2550/3665] lr: 5.563e-07, eta: 0:17:49, time: 0.938, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2017, interm_loss_bbox: 0.1597, interm_loss_iou: 0.3700, loss_cls: 0.1675, loss_bbox: 0.1388, loss_iou: 0.3340, d0.loss_cls: 0.2147, d0.loss_bbox: 0.1431, d0.loss_iou: 0.3422, d1.loss_cls: 0.1843, d1.loss_bbox: 0.1417, d1.loss_iou: 0.3392, d2.loss_cls: 0.1757, d2.loss_bbox: 0.1385, d2.loss_iou: 0.3338, d3.loss_cls: 0.1703, d3.loss_bbox: 0.1384, d3.loss_iou: 0.3339, d4.loss_cls: 0.1675, d4.loss_bbox: 0.1391, d4.loss_iou: 0.3344, dn_loss_cls: 0.0190, dn_loss_bbox: 0.1962, dn_loss_iou: 0.3243, d0.dn_loss_cls: 0.0515, d0.dn_loss_bbox: 0.2839, d0.dn_loss_iou: 0.4267, d1.dn_loss_cls: 0.0280, d1.dn_loss_bbox: 0.2129, d1.dn_loss_iou: 0.3452, d2.dn_loss_cls: 0.0224, d2.dn_loss_bbox: 0.1987, d2.dn_loss_iou: 0.3281, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.1964, d3.dn_loss_iou: 0.3247, d4.dn_loss_cls: 0.0192, d4.dn_loss_bbox: 0.1962, d4.dn_loss_iou: 0.3243, loss: 8.1860, grad_norm: 13.4479 2023-11-05 09:02:04,984 - mmdet - INFO - Epoch [12][2600/3665] lr: 5.563e-07, eta: 0:17:01, time: 0.976, data_time: 0.017, memory: 25310, interm_loss_cls: 0.1992, interm_loss_bbox: 0.1539, interm_loss_iou: 0.3673, loss_cls: 0.1622, loss_bbox: 0.1380, loss_iou: 0.3363, d0.loss_cls: 0.2088, d0.loss_bbox: 0.1400, d0.loss_iou: 0.3425, d1.loss_cls: 0.1801, d1.loss_bbox: 0.1397, d1.loss_iou: 0.3397, d2.loss_cls: 0.1704, d2.loss_bbox: 0.1374, d2.loss_iou: 0.3370, d3.loss_cls: 0.1658, d3.loss_bbox: 0.1373, d3.loss_iou: 0.3361, d4.loss_cls: 0.1628, d4.loss_bbox: 0.1377, d4.loss_iou: 0.3363, dn_loss_cls: 0.0184, dn_loss_bbox: 0.1943, dn_loss_iou: 0.3245, d0.dn_loss_cls: 0.0510, d0.dn_loss_bbox: 0.2819, d0.dn_loss_iou: 0.4243, d1.dn_loss_cls: 0.0275, d1.dn_loss_bbox: 0.2101, d1.dn_loss_iou: 0.3447, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.1964, d2.dn_loss_iou: 0.3279, d3.dn_loss_cls: 0.0194, d3.dn_loss_bbox: 0.1945, d3.dn_loss_iou: 0.3249, d4.dn_loss_cls: 0.0186, d4.dn_loss_bbox: 0.1943, d4.dn_loss_iou: 0.3245, loss: 8.1276, grad_norm: 13.7679 2023-11-05 09:02:51,795 - mmdet - INFO - Epoch [12][2650/3665] lr: 5.563e-07, eta: 0:16:13, time: 0.936, data_time: 0.011, memory: 25310, interm_loss_cls: 0.1964, interm_loss_bbox: 0.1513, interm_loss_iou: 0.3681, loss_cls: 0.1619, loss_bbox: 0.1320, loss_iou: 0.3356, d0.loss_cls: 0.2073, d0.loss_bbox: 0.1362, d0.loss_iou: 0.3420, d1.loss_cls: 0.1780, d1.loss_bbox: 0.1361, d1.loss_iou: 0.3408, d2.loss_cls: 0.1698, d2.loss_bbox: 0.1324, d2.loss_iou: 0.3364, d3.loss_cls: 0.1650, d3.loss_bbox: 0.1319, d3.loss_iou: 0.3354, d4.loss_cls: 0.1623, d4.loss_bbox: 0.1318, d4.loss_iou: 0.3358, dn_loss_cls: 0.0178, dn_loss_bbox: 0.1848, dn_loss_iou: 0.3199, d0.dn_loss_cls: 0.0502, d0.dn_loss_bbox: 0.2763, d0.dn_loss_iou: 0.4226, d1.dn_loss_cls: 0.0265, d1.dn_loss_bbox: 0.2027, d1.dn_loss_iou: 0.3404, d2.dn_loss_cls: 0.0210, d2.dn_loss_bbox: 0.1873, d2.dn_loss_iou: 0.3234, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.1850, d3.dn_loss_iou: 0.3203, d4.dn_loss_cls: 0.0179, d4.dn_loss_bbox: 0.1848, d4.dn_loss_iou: 0.3198, loss: 8.0062, grad_norm: 15.1783 2023-11-05 09:03:37,937 - mmdet - INFO - Epoch [12][2700/3665] lr: 5.563e-07, eta: 0:15:25, time: 0.923, data_time: 0.011, memory: 25310, interm_loss_cls: 0.1946, interm_loss_bbox: 0.1513, interm_loss_iou: 0.3687, loss_cls: 0.1595, loss_bbox: 0.1329, loss_iou: 0.3362, d0.loss_cls: 0.2056, d0.loss_bbox: 0.1367, d0.loss_iou: 0.3424, d1.loss_cls: 0.1758, d1.loss_bbox: 0.1369, d1.loss_iou: 0.3398, d2.loss_cls: 0.1673, d2.loss_bbox: 0.1331, d2.loss_iou: 0.3360, d3.loss_cls: 0.1627, d3.loss_bbox: 0.1324, d3.loss_iou: 0.3359, d4.loss_cls: 0.1601, d4.loss_bbox: 0.1326, d4.loss_iou: 0.3361, dn_loss_cls: 0.0178, dn_loss_bbox: 0.1871, dn_loss_iou: 0.3168, d0.dn_loss_cls: 0.0508, d0.dn_loss_bbox: 0.2748, d0.dn_loss_iou: 0.4175, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2038, d1.dn_loss_iou: 0.3375, d2.dn_loss_cls: 0.0211, d2.dn_loss_bbox: 0.1893, d2.dn_loss_iou: 0.3203, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.1873, d3.dn_loss_iou: 0.3172, d4.dn_loss_cls: 0.0180, d4.dn_loss_bbox: 0.1871, d4.dn_loss_iou: 0.3168, loss: 7.9854, grad_norm: 13.0765 2023-11-05 09:04:26,303 - mmdet - INFO - Epoch [12][2750/3665] lr: 5.563e-07, eta: 0:14:37, time: 0.967, data_time: 0.015, memory: 25310, interm_loss_cls: 0.1995, interm_loss_bbox: 0.1496, interm_loss_iou: 0.3689, loss_cls: 0.1607, loss_bbox: 0.1324, loss_iou: 0.3377, d0.loss_cls: 0.2093, d0.loss_bbox: 0.1359, d0.loss_iou: 0.3441, d1.loss_cls: 0.1787, d1.loss_bbox: 0.1349, d1.loss_iou: 0.3409, d2.loss_cls: 0.1694, d2.loss_bbox: 0.1322, d2.loss_iou: 0.3373, d3.loss_cls: 0.1638, d3.loss_bbox: 0.1322, d3.loss_iou: 0.3373, d4.loss_cls: 0.1616, d4.loss_bbox: 0.1322, d4.loss_iou: 0.3373, dn_loss_cls: 0.0189, dn_loss_bbox: 0.1871, dn_loss_iou: 0.3248, d0.dn_loss_cls: 0.0507, d0.dn_loss_bbox: 0.2725, d0.dn_loss_iou: 0.4265, d1.dn_loss_cls: 0.0277, d1.dn_loss_bbox: 0.2032, d1.dn_loss_iou: 0.3460, d2.dn_loss_cls: 0.0221, d2.dn_loss_bbox: 0.1893, d2.dn_loss_iou: 0.3285, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.1873, d3.dn_loss_iou: 0.3252, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.1872, d4.dn_loss_iou: 0.3248, loss: 8.0567, grad_norm: 13.6593 2023-11-05 09:05:13,891 - mmdet - INFO - Epoch [12][2800/3665] lr: 5.563e-07, eta: 0:13:49, time: 0.952, data_time: 0.014, memory: 25310, interm_loss_cls: 0.1991, interm_loss_bbox: 0.1518, interm_loss_iou: 0.3730, loss_cls: 0.1625, loss_bbox: 0.1358, loss_iou: 0.3426, d0.loss_cls: 0.2090, d0.loss_bbox: 0.1380, d0.loss_iou: 0.3489, d1.loss_cls: 0.1810, d1.loss_bbox: 0.1368, d1.loss_iou: 0.3453, d2.loss_cls: 0.1710, d2.loss_bbox: 0.1355, d2.loss_iou: 0.3425, d3.loss_cls: 0.1656, d3.loss_bbox: 0.1352, d3.loss_iou: 0.3423, d4.loss_cls: 0.1631, d4.loss_bbox: 0.1354, d4.loss_iou: 0.3424, dn_loss_cls: 0.0180, dn_loss_bbox: 0.1891, dn_loss_iou: 0.3254, d0.dn_loss_cls: 0.0505, d0.dn_loss_bbox: 0.2766, d0.dn_loss_iou: 0.4277, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2057, d1.dn_loss_iou: 0.3463, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.1912, d2.dn_loss_iou: 0.3289, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.1892, d3.dn_loss_iou: 0.3258, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.1891, d4.dn_loss_iou: 0.3254, loss: 8.1314, grad_norm: 13.4336 2023-11-05 09:06:00,711 - mmdet - INFO - Epoch [12][2850/3665] lr: 5.563e-07, eta: 0:13:01, time: 0.937, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2020, interm_loss_bbox: 0.1598, interm_loss_iou: 0.3732, loss_cls: 0.1674, loss_bbox: 0.1414, loss_iou: 0.3412, d0.loss_cls: 0.2134, d0.loss_bbox: 0.1453, d0.loss_iou: 0.3481, d1.loss_cls: 0.1852, d1.loss_bbox: 0.1441, d1.loss_iou: 0.3454, d2.loss_cls: 0.1742, d2.loss_bbox: 0.1422, d2.loss_iou: 0.3427, d3.loss_cls: 0.1700, d3.loss_bbox: 0.1414, d3.loss_iou: 0.3411, d4.loss_cls: 0.1679, d4.loss_bbox: 0.1412, d4.loss_iou: 0.3410, dn_loss_cls: 0.0182, dn_loss_bbox: 0.1979, dn_loss_iou: 0.3248, d0.dn_loss_cls: 0.0512, d0.dn_loss_bbox: 0.2892, d0.dn_loss_iou: 0.4263, d1.dn_loss_cls: 0.0271, d1.dn_loss_bbox: 0.2155, d1.dn_loss_iou: 0.3459, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.2003, d2.dn_loss_iou: 0.3286, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.1981, d3.dn_loss_iou: 0.3252, d4.dn_loss_cls: 0.0184, d4.dn_loss_bbox: 0.1979, d4.dn_loss_iou: 0.3247, loss: 8.2579, grad_norm: 13.8427 2023-11-05 09:06:48,455 - mmdet - INFO - Epoch [12][2900/3665] lr: 5.563e-07, eta: 0:12:13, time: 0.955, data_time: 0.011, memory: 25310, interm_loss_cls: 0.1989, interm_loss_bbox: 0.1494, interm_loss_iou: 0.3585, loss_cls: 0.1621, loss_bbox: 0.1302, loss_iou: 0.3261, d0.loss_cls: 0.2085, d0.loss_bbox: 0.1348, d0.loss_iou: 0.3329, d1.loss_cls: 0.1801, d1.loss_bbox: 0.1332, d1.loss_iou: 0.3294, d2.loss_cls: 0.1694, d2.loss_bbox: 0.1309, d2.loss_iou: 0.3279, d3.loss_cls: 0.1650, d3.loss_bbox: 0.1304, d3.loss_iou: 0.3262, d4.loss_cls: 0.1624, d4.loss_bbox: 0.1305, d4.loss_iou: 0.3266, dn_loss_cls: 0.0195, dn_loss_bbox: 0.1916, dn_loss_iou: 0.3239, d0.dn_loss_cls: 0.0520, d0.dn_loss_bbox: 0.2810, d0.dn_loss_iou: 0.4262, d1.dn_loss_cls: 0.0285, d1.dn_loss_bbox: 0.2092, d1.dn_loss_iou: 0.3449, d2.dn_loss_cls: 0.0229, d2.dn_loss_bbox: 0.1940, d2.dn_loss_iou: 0.3276, d3.dn_loss_cls: 0.0205, d3.dn_loss_bbox: 0.1918, d3.dn_loss_iou: 0.3243, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.1916, d4.dn_loss_iou: 0.3239, loss: 8.0064, grad_norm: 15.0269 2023-11-05 09:07:36,028 - mmdet - INFO - Epoch [12][2950/3665] lr: 5.563e-07, eta: 0:11:25, time: 0.951, data_time: 0.014, memory: 25310, interm_loss_cls: 0.1988, interm_loss_bbox: 0.1556, interm_loss_iou: 0.3694, loss_cls: 0.1612, loss_bbox: 0.1378, loss_iou: 0.3393, d0.loss_cls: 0.2085, d0.loss_bbox: 0.1413, d0.loss_iou: 0.3449, d1.loss_cls: 0.1791, d1.loss_bbox: 0.1411, d1.loss_iou: 0.3442, d2.loss_cls: 0.1694, d2.loss_bbox: 0.1381, d2.loss_iou: 0.3397, d3.loss_cls: 0.1645, d3.loss_bbox: 0.1371, d3.loss_iou: 0.3388, d4.loss_cls: 0.1620, d4.loss_bbox: 0.1373, d4.loss_iou: 0.3389, dn_loss_cls: 0.0186, dn_loss_bbox: 0.1942, dn_loss_iou: 0.3222, d0.dn_loss_cls: 0.0512, d0.dn_loss_bbox: 0.2880, d0.dn_loss_iou: 0.4272, d1.dn_loss_cls: 0.0276, d1.dn_loss_bbox: 0.2122, d1.dn_loss_iou: 0.3438, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.1971, d2.dn_loss_iou: 0.3261, d3.dn_loss_cls: 0.0196, d3.dn_loss_bbox: 0.1944, d3.dn_loss_iou: 0.3226, d4.dn_loss_cls: 0.0189, d4.dn_loss_bbox: 0.1942, d4.dn_loss_iou: 0.3222, loss: 8.1492, grad_norm: 14.0414 2023-11-05 09:08:25,165 - mmdet - INFO - Epoch [12][3000/3665] lr: 5.563e-07, eta: 0:10:37, time: 0.983, data_time: 0.017, memory: 25310, interm_loss_cls: 0.2006, interm_loss_bbox: 0.1570, interm_loss_iou: 0.3706, loss_cls: 0.1650, loss_bbox: 0.1389, loss_iou: 0.3377, d0.loss_cls: 0.2122, d0.loss_bbox: 0.1414, d0.loss_iou: 0.3425, d1.loss_cls: 0.1819, d1.loss_bbox: 0.1422, d1.loss_iou: 0.3426, d2.loss_cls: 0.1730, d2.loss_bbox: 0.1387, d2.loss_iou: 0.3382, d3.loss_cls: 0.1680, d3.loss_bbox: 0.1387, d3.loss_iou: 0.3375, d4.loss_cls: 0.1657, d4.loss_bbox: 0.1390, d4.loss_iou: 0.3375, dn_loss_cls: 0.0181, dn_loss_bbox: 0.1952, dn_loss_iou: 0.3236, d0.dn_loss_cls: 0.0499, d0.dn_loss_bbox: 0.2847, d0.dn_loss_iou: 0.4262, d1.dn_loss_cls: 0.0266, d1.dn_loss_bbox: 0.2116, d1.dn_loss_iou: 0.3439, d2.dn_loss_cls: 0.0213, d2.dn_loss_bbox: 0.1973, d2.dn_loss_iou: 0.3271, d3.dn_loss_cls: 0.0189, d3.dn_loss_bbox: 0.1953, d3.dn_loss_iou: 0.3240, d4.dn_loss_cls: 0.0182, d4.dn_loss_bbox: 0.1952, d4.dn_loss_iou: 0.3236, loss: 8.1695, grad_norm: 13.5847 2023-11-05 09:09:11,407 - mmdet - INFO - Epoch [12][3050/3665] lr: 5.563e-07, eta: 0:09:49, time: 0.925, data_time: 0.011, memory: 25310, interm_loss_cls: 0.1982, interm_loss_bbox: 0.1571, interm_loss_iou: 0.3630, loss_cls: 0.1613, loss_bbox: 0.1397, loss_iou: 0.3324, d0.loss_cls: 0.2101, d0.loss_bbox: 0.1417, d0.loss_iou: 0.3375, d1.loss_cls: 0.1793, d1.loss_bbox: 0.1414, d1.loss_iou: 0.3349, d2.loss_cls: 0.1690, d2.loss_bbox: 0.1395, d2.loss_iou: 0.3319, d3.loss_cls: 0.1645, d3.loss_bbox: 0.1391, d3.loss_iou: 0.3313, d4.loss_cls: 0.1613, d4.loss_bbox: 0.1403, d4.loss_iou: 0.3325, dn_loss_cls: 0.0185, dn_loss_bbox: 0.1894, dn_loss_iou: 0.3130, d0.dn_loss_cls: 0.0504, d0.dn_loss_bbox: 0.2809, d0.dn_loss_iou: 0.4153, d1.dn_loss_cls: 0.0272, d1.dn_loss_bbox: 0.2070, d1.dn_loss_iou: 0.3341, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.1917, d2.dn_loss_iou: 0.3168, d3.dn_loss_cls: 0.0194, d3.dn_loss_bbox: 0.1895, d3.dn_loss_iou: 0.3135, d4.dn_loss_cls: 0.0187, d4.dn_loss_bbox: 0.1894, d4.dn_loss_iou: 0.3130, loss: 8.0156, grad_norm: 13.1529 2023-11-05 09:09:59,022 - mmdet - INFO - Epoch [12][3100/3665] lr: 5.563e-07, eta: 0:09:01, time: 0.952, data_time: 0.012, memory: 25310, interm_loss_cls: 0.1958, interm_loss_bbox: 0.1499, interm_loss_iou: 0.3615, loss_cls: 0.1589, loss_bbox: 0.1313, loss_iou: 0.3299, d0.loss_cls: 0.2060, d0.loss_bbox: 0.1349, d0.loss_iou: 0.3356, d1.loss_cls: 0.1763, d1.loss_bbox: 0.1347, d1.loss_iou: 0.3344, d2.loss_cls: 0.1671, d2.loss_bbox: 0.1312, d2.loss_iou: 0.3311, d3.loss_cls: 0.1625, d3.loss_bbox: 0.1306, d3.loss_iou: 0.3297, d4.loss_cls: 0.1599, d4.loss_bbox: 0.1308, d4.loss_iou: 0.3297, dn_loss_cls: 0.0183, dn_loss_bbox: 0.1824, dn_loss_iou: 0.3151, d0.dn_loss_cls: 0.0501, d0.dn_loss_bbox: 0.2693, d0.dn_loss_iou: 0.4163, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.1987, d1.dn_loss_iou: 0.3349, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.1845, d2.dn_loss_iou: 0.3183, d3.dn_loss_cls: 0.0191, d3.dn_loss_bbox: 0.1825, d3.dn_loss_iou: 0.3154, d4.dn_loss_cls: 0.0184, d4.dn_loss_bbox: 0.1824, d4.dn_loss_iou: 0.3151, loss: 7.8907, grad_norm: 13.4032 2023-11-05 09:10:46,053 - mmdet - INFO - Epoch [12][3150/3665] lr: 5.563e-07, eta: 0:08:13, time: 0.941, data_time: 0.011, memory: 25310, interm_loss_cls: 0.1998, interm_loss_bbox: 0.1546, interm_loss_iou: 0.3657, loss_cls: 0.1621, loss_bbox: 0.1372, loss_iou: 0.3327, d0.loss_cls: 0.2110, d0.loss_bbox: 0.1394, d0.loss_iou: 0.3398, d1.loss_cls: 0.1799, d1.loss_bbox: 0.1393, d1.loss_iou: 0.3373, d2.loss_cls: 0.1701, d2.loss_bbox: 0.1365, d2.loss_iou: 0.3335, d3.loss_cls: 0.1644, d3.loss_bbox: 0.1370, d3.loss_iou: 0.3333, d4.loss_cls: 0.1627, d4.loss_bbox: 0.1369, d4.loss_iou: 0.3331, dn_loss_cls: 0.0185, dn_loss_bbox: 0.1906, dn_loss_iou: 0.3228, d0.dn_loss_cls: 0.0511, d0.dn_loss_bbox: 0.2818, d0.dn_loss_iou: 0.4263, d1.dn_loss_cls: 0.0276, d1.dn_loss_bbox: 0.2080, d1.dn_loss_iou: 0.3439, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.1927, d2.dn_loss_iou: 0.3260, d3.dn_loss_cls: 0.0194, d3.dn_loss_bbox: 0.1907, d3.dn_loss_iou: 0.3232, d4.dn_loss_cls: 0.0186, d4.dn_loss_bbox: 0.1906, d4.dn_loss_iou: 0.3228, loss: 8.0825, grad_norm: 14.9310 2023-11-05 09:11:34,855 - mmdet - INFO - Epoch [12][3200/3665] lr: 5.563e-07, eta: 0:07:25, time: 0.976, data_time: 0.017, memory: 25310, interm_loss_cls: 0.1965, interm_loss_bbox: 0.1503, interm_loss_iou: 0.3605, loss_cls: 0.1588, loss_bbox: 0.1345, loss_iou: 0.3311, d0.loss_cls: 0.2072, d0.loss_bbox: 0.1373, d0.loss_iou: 0.3382, d1.loss_cls: 0.1766, d1.loss_bbox: 0.1367, d1.loss_iou: 0.3349, d2.loss_cls: 0.1671, d2.loss_bbox: 0.1343, d2.loss_iou: 0.3308, d3.loss_cls: 0.1622, d3.loss_bbox: 0.1336, d3.loss_iou: 0.3302, d4.loss_cls: 0.1603, d4.loss_bbox: 0.1337, d4.loss_iou: 0.3305, dn_loss_cls: 0.0184, dn_loss_bbox: 0.1828, dn_loss_iou: 0.3157, d0.dn_loss_cls: 0.0501, d0.dn_loss_bbox: 0.2726, d0.dn_loss_iou: 0.4181, d1.dn_loss_cls: 0.0270, d1.dn_loss_bbox: 0.2001, d1.dn_loss_iou: 0.3368, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.1851, d2.dn_loss_iou: 0.3192, d3.dn_loss_cls: 0.0193, d3.dn_loss_bbox: 0.1830, d3.dn_loss_iou: 0.3161, d4.dn_loss_cls: 0.0186, d4.dn_loss_bbox: 0.1828, d4.dn_loss_iou: 0.3156, loss: 7.9282, grad_norm: 13.4264 2023-11-05 09:12:22,185 - mmdet - INFO - Epoch [12][3250/3665] lr: 5.563e-07, eta: 0:06:37, time: 0.946, data_time: 0.011, memory: 25310, interm_loss_cls: 0.2002, interm_loss_bbox: 0.1522, interm_loss_iou: 0.3696, loss_cls: 0.1649, loss_bbox: 0.1332, loss_iou: 0.3367, d0.loss_cls: 0.2115, d0.loss_bbox: 0.1358, d0.loss_iou: 0.3428, d1.loss_cls: 0.1826, d1.loss_bbox: 0.1352, d1.loss_iou: 0.3398, d2.loss_cls: 0.1725, d2.loss_bbox: 0.1322, d2.loss_iou: 0.3362, d3.loss_cls: 0.1684, d3.loss_bbox: 0.1322, d3.loss_iou: 0.3353, d4.loss_cls: 0.1656, d4.loss_bbox: 0.1326, d4.loss_iou: 0.3362, dn_loss_cls: 0.0186, dn_loss_bbox: 0.1939, dn_loss_iou: 0.3235, d0.dn_loss_cls: 0.0511, d0.dn_loss_bbox: 0.2863, d0.dn_loss_iou: 0.4266, d1.dn_loss_cls: 0.0275, d1.dn_loss_bbox: 0.2123, d1.dn_loss_iou: 0.3444, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.1963, d2.dn_loss_iou: 0.3272, d3.dn_loss_cls: 0.0194, d3.dn_loss_bbox: 0.1941, d3.dn_loss_iou: 0.3239, d4.dn_loss_cls: 0.0187, d4.dn_loss_bbox: 0.1939, d4.dn_loss_iou: 0.3235, loss: 8.1188, grad_norm: 13.8029 2023-11-05 09:13:09,362 - mmdet - INFO - Epoch [12][3300/3665] lr: 5.563e-07, eta: 0:05:50, time: 0.944, data_time: 0.011, memory: 25310, interm_loss_cls: 0.1937, interm_loss_bbox: 0.1539, interm_loss_iou: 0.3689, loss_cls: 0.1587, loss_bbox: 0.1343, loss_iou: 0.3359, d0.loss_cls: 0.2043, d0.loss_bbox: 0.1391, d0.loss_iou: 0.3437, d1.loss_cls: 0.1757, d1.loss_bbox: 0.1375, d1.loss_iou: 0.3407, d2.loss_cls: 0.1659, d2.loss_bbox: 0.1347, d2.loss_iou: 0.3370, d3.loss_cls: 0.1616, d3.loss_bbox: 0.1339, d3.loss_iou: 0.3359, d4.loss_cls: 0.1590, d4.loss_bbox: 0.1344, d4.loss_iou: 0.3358, dn_loss_cls: 0.0181, dn_loss_bbox: 0.1884, dn_loss_iou: 0.3163, d0.dn_loss_cls: 0.0497, d0.dn_loss_bbox: 0.2775, d0.dn_loss_iou: 0.4164, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2052, d1.dn_loss_iou: 0.3362, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.1910, d2.dn_loss_iou: 0.3200, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.1886, d3.dn_loss_iou: 0.3168, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.1884, d4.dn_loss_iou: 0.3163, loss: 7.9990, grad_norm: 13.4509 2023-11-05 09:13:58,822 - mmdet - INFO - Epoch [12][3350/3665] lr: 5.563e-07, eta: 0:05:02, time: 0.989, data_time: 0.015, memory: 25310, interm_loss_cls: 0.1977, interm_loss_bbox: 0.1548, interm_loss_iou: 0.3678, loss_cls: 0.1628, loss_bbox: 0.1346, loss_iou: 0.3344, d0.loss_cls: 0.2074, d0.loss_bbox: 0.1399, d0.loss_iou: 0.3423, d1.loss_cls: 0.1783, d1.loss_bbox: 0.1401, d1.loss_iou: 0.3400, d2.loss_cls: 0.1696, d2.loss_bbox: 0.1364, d2.loss_iou: 0.3357, d3.loss_cls: 0.1656, d3.loss_bbox: 0.1350, d3.loss_iou: 0.3342, d4.loss_cls: 0.1634, d4.loss_bbox: 0.1346, d4.loss_iou: 0.3343, dn_loss_cls: 0.0184, dn_loss_bbox: 0.1924, dn_loss_iou: 0.3217, d0.dn_loss_cls: 0.0505, d0.dn_loss_bbox: 0.2783, d0.dn_loss_iou: 0.4211, d1.dn_loss_cls: 0.0272, d1.dn_loss_bbox: 0.2084, d1.dn_loss_iou: 0.3418, d2.dn_loss_cls: 0.0217, d2.dn_loss_bbox: 0.1943, d2.dn_loss_iou: 0.3251, d3.dn_loss_cls: 0.0191, d3.dn_loss_bbox: 0.1924, d3.dn_loss_iou: 0.3221, d4.dn_loss_cls: 0.0185, d4.dn_loss_bbox: 0.1924, d4.dn_loss_iou: 0.3217, loss: 8.0757, grad_norm: 14.3650 2023-11-05 09:14:45,513 - mmdet - INFO - Epoch [12][3400/3665] lr: 5.563e-07, eta: 0:04:14, time: 0.934, data_time: 0.012, memory: 25310, interm_loss_cls: 0.1977, interm_loss_bbox: 0.1542, interm_loss_iou: 0.3726, loss_cls: 0.1620, loss_bbox: 0.1367, loss_iou: 0.3401, d0.loss_cls: 0.2082, d0.loss_bbox: 0.1386, d0.loss_iou: 0.3461, d1.loss_cls: 0.1798, d1.loss_bbox: 0.1381, d1.loss_iou: 0.3426, d2.loss_cls: 0.1692, d2.loss_bbox: 0.1364, d2.loss_iou: 0.3407, d3.loss_cls: 0.1644, d3.loss_bbox: 0.1363, d3.loss_iou: 0.3402, d4.loss_cls: 0.1626, d4.loss_bbox: 0.1360, d4.loss_iou: 0.3397, dn_loss_cls: 0.0186, dn_loss_bbox: 0.1931, dn_loss_iou: 0.3251, d0.dn_loss_cls: 0.0508, d0.dn_loss_bbox: 0.2807, d0.dn_loss_iou: 0.4258, d1.dn_loss_cls: 0.0273, d1.dn_loss_bbox: 0.2103, d1.dn_loss_iou: 0.3458, d2.dn_loss_cls: 0.0217, d2.dn_loss_bbox: 0.1954, d2.dn_loss_iou: 0.3288, d3.dn_loss_cls: 0.0195, d3.dn_loss_bbox: 0.1933, d3.dn_loss_iou: 0.3255, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.1931, d4.dn_loss_iou: 0.3250, loss: 8.1406, grad_norm: 14.1009 2023-11-05 09:15:33,005 - mmdet - INFO - Epoch [12][3450/3665] lr: 5.563e-07, eta: 0:03:26, time: 0.950, data_time: 0.011, memory: 25310, interm_loss_cls: 0.1985, interm_loss_bbox: 0.1528, interm_loss_iou: 0.3705, loss_cls: 0.1614, loss_bbox: 0.1347, loss_iou: 0.3376, d0.loss_cls: 0.2087, d0.loss_bbox: 0.1380, d0.loss_iou: 0.3445, d1.loss_cls: 0.1797, d1.loss_bbox: 0.1363, d1.loss_iou: 0.3414, d2.loss_cls: 0.1692, d2.loss_bbox: 0.1346, d2.loss_iou: 0.3379, d3.loss_cls: 0.1642, d3.loss_bbox: 0.1346, d3.loss_iou: 0.3377, d4.loss_cls: 0.1619, d4.loss_bbox: 0.1346, d4.loss_iou: 0.3373, dn_loss_cls: 0.0182, dn_loss_bbox: 0.1894, dn_loss_iou: 0.3212, d0.dn_loss_cls: 0.0514, d0.dn_loss_bbox: 0.2793, d0.dn_loss_iou: 0.4233, d1.dn_loss_cls: 0.0271, d1.dn_loss_bbox: 0.2063, d1.dn_loss_iou: 0.3416, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.1918, d2.dn_loss_iou: 0.3248, d3.dn_loss_cls: 0.0191, d3.dn_loss_bbox: 0.1895, d3.dn_loss_iou: 0.3216, d4.dn_loss_cls: 0.0184, d4.dn_loss_bbox: 0.1894, d4.dn_loss_iou: 0.3212, loss: 8.0710, grad_norm: 13.7638 2023-11-05 09:16:21,079 - mmdet - INFO - Epoch [12][3500/3665] lr: 5.563e-07, eta: 0:02:38, time: 0.961, data_time: 0.014, memory: 25310, interm_loss_cls: 0.1953, interm_loss_bbox: 0.1537, interm_loss_iou: 0.3625, loss_cls: 0.1598, loss_bbox: 0.1342, loss_iou: 0.3299, d0.loss_cls: 0.2056, d0.loss_bbox: 0.1379, d0.loss_iou: 0.3361, d1.loss_cls: 0.1762, d1.loss_bbox: 0.1378, d1.loss_iou: 0.3334, d2.loss_cls: 0.1676, d2.loss_bbox: 0.1339, d2.loss_iou: 0.3304, d3.loss_cls: 0.1627, d3.loss_bbox: 0.1339, d3.loss_iou: 0.3301, d4.loss_cls: 0.1600, d4.loss_bbox: 0.1340, d4.loss_iou: 0.3303, dn_loss_cls: 0.0169, dn_loss_bbox: 0.1865, dn_loss_iou: 0.3175, d0.dn_loss_cls: 0.0481, d0.dn_loss_bbox: 0.2766, d0.dn_loss_iou: 0.4176, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2043, d1.dn_loss_iou: 0.3381, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.1889, d2.dn_loss_iou: 0.3209, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1867, d3.dn_loss_iou: 0.3178, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1865, d4.dn_loss_iou: 0.3174, loss: 7.9494, grad_norm: 13.1966 2023-11-05 09:17:13,769 - mmdet - INFO - Epoch [12][3550/3665] lr: 5.563e-07, eta: 0:01:50, time: 1.054, data_time: 0.011, memory: 25310, interm_loss_cls: 0.1966, interm_loss_bbox: 0.1568, interm_loss_iou: 0.3591, loss_cls: 0.1587, loss_bbox: 0.1401, loss_iou: 0.3302, d0.loss_cls: 0.2059, d0.loss_bbox: 0.1423, d0.loss_iou: 0.3356, d1.loss_cls: 0.1781, d1.loss_bbox: 0.1405, d1.loss_iou: 0.3310, d2.loss_cls: 0.1673, d2.loss_bbox: 0.1389, d2.loss_iou: 0.3290, d3.loss_cls: 0.1625, d3.loss_bbox: 0.1392, d3.loss_iou: 0.3290, d4.loss_cls: 0.1599, d4.loss_bbox: 0.1393, d4.loss_iou: 0.3297, dn_loss_cls: 0.0177, dn_loss_bbox: 0.1934, dn_loss_iou: 0.3180, d0.dn_loss_cls: 0.0510, d0.dn_loss_bbox: 0.2853, d0.dn_loss_iou: 0.4204, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2112, d1.dn_loss_iou: 0.3389, d2.dn_loss_cls: 0.0211, d2.dn_loss_bbox: 0.1962, d2.dn_loss_iou: 0.3217, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.1935, d3.dn_loss_iou: 0.3184, d4.dn_loss_cls: 0.0180, d4.dn_loss_bbox: 0.1934, d4.dn_loss_iou: 0.3180, loss: 8.0313, grad_norm: 13.7506 2023-11-05 09:18:00,222 - mmdet - INFO - Epoch [12][3600/3665] lr: 5.563e-07, eta: 0:01:02, time: 0.929, data_time: 0.011, memory: 25310, interm_loss_cls: 0.1960, interm_loss_bbox: 0.1529, interm_loss_iou: 0.3673, loss_cls: 0.1574, loss_bbox: 0.1345, loss_iou: 0.3359, d0.loss_cls: 0.2061, d0.loss_bbox: 0.1389, d0.loss_iou: 0.3431, d1.loss_cls: 0.1763, d1.loss_bbox: 0.1370, d1.loss_iou: 0.3397, d2.loss_cls: 0.1655, d2.loss_bbox: 0.1349, d2.loss_iou: 0.3359, d3.loss_cls: 0.1613, d3.loss_bbox: 0.1337, d3.loss_iou: 0.3348, d4.loss_cls: 0.1581, d4.loss_bbox: 0.1345, d4.loss_iou: 0.3357, dn_loss_cls: 0.0184, dn_loss_bbox: 0.1932, dn_loss_iou: 0.3194, d0.dn_loss_cls: 0.0507, d0.dn_loss_bbox: 0.2804, d0.dn_loss_iou: 0.4188, d1.dn_loss_cls: 0.0272, d1.dn_loss_bbox: 0.2092, d1.dn_loss_iou: 0.3392, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.1950, d2.dn_loss_iou: 0.3226, d3.dn_loss_cls: 0.0192, d3.dn_loss_bbox: 0.1932, d3.dn_loss_iou: 0.3197, d4.dn_loss_cls: 0.0185, d4.dn_loss_bbox: 0.1932, d4.dn_loss_iou: 0.3194, loss: 8.0384, grad_norm: 13.6668 2023-11-05 09:18:47,531 - mmdet - INFO - Epoch [12][3650/3665] lr: 5.563e-07, eta: 0:00:14, time: 0.946, data_time: 0.011, memory: 25310, interm_loss_cls: 0.1949, interm_loss_bbox: 0.1542, interm_loss_iou: 0.3636, loss_cls: 0.1577, loss_bbox: 0.1357, loss_iou: 0.3304, d0.loss_cls: 0.2061, d0.loss_bbox: 0.1370, d0.loss_iou: 0.3353, d1.loss_cls: 0.1761, d1.loss_bbox: 0.1369, d1.loss_iou: 0.3324, d2.loss_cls: 0.1658, d2.loss_bbox: 0.1353, d2.loss_iou: 0.3307, d3.loss_cls: 0.1606, d3.loss_bbox: 0.1357, d3.loss_iou: 0.3301, d4.loss_cls: 0.1577, d4.loss_bbox: 0.1361, d4.loss_iou: 0.3309, dn_loss_cls: 0.0176, dn_loss_bbox: 0.1898, dn_loss_iou: 0.3131, d0.dn_loss_cls: 0.0499, d0.dn_loss_bbox: 0.2773, d0.dn_loss_iou: 0.4130, d1.dn_loss_cls: 0.0260, d1.dn_loss_bbox: 0.2057, d1.dn_loss_iou: 0.3329, d2.dn_loss_cls: 0.0207, d2.dn_loss_bbox: 0.1920, d2.dn_loss_iou: 0.3166, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.1900, d3.dn_loss_iou: 0.3135, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.1898, d4.dn_loss_iou: 0.3131, loss: 7.9403, grad_norm: 13.7955 2023-11-05 09:19:01,813 - mmdet - INFO - Saving checkpoint at 12 epochs 2023-11-05 09:20:17,958 - mmdet - INFO - Evaluating bbox... 2023-11-05 09:22:41,003 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.560 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.746 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.611 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.412 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.598 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.712 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.761 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.761 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.614 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.806 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.905 2023-11-05 09:22:41,006 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.650 | bicycle | 0.457 | car | 0.555 | | motorcycle | 0.585 | airplane | 0.783 | bus | 0.770 | | train | 0.775 | truck | 0.507 | boat | 0.395 | | traffic light | 0.352 | fire hydrant | 0.775 | stop sign | 0.734 | | parking meter | 0.536 | bench | 0.376 | bird | 0.499 | | cat | 0.831 | dog | 0.780 | horse | 0.718 | | sheep | 0.673 | cow | 0.705 | elephant | 0.773 | | bear | 0.834 | zebra | 0.776 | giraffe | 0.793 | | backpack | 0.283 | umbrella | 0.549 | handbag | 0.310 | | tie | 0.490 | suitcase | 0.576 | frisbee | 0.773 | | skis | 0.383 | snowboard | 0.520 | sports ball | 0.574 | | kite | 0.575 | baseball bat | 0.541 | baseball glove | 0.494 | | skateboard | 0.644 | surfboard | 0.529 | tennis racket | 0.647 | | bottle | 0.524 | wine glass | 0.486 | cup | 0.574 | | fork | 0.585 | knife | 0.392 | spoon | 0.396 | | bowl | 0.548 | banana | 0.368 | apple | 0.319 | | sandwich | 0.553 | orange | 0.418 | broccoli | 0.318 | | carrot | 0.317 | hot dog | 0.553 | pizza | 0.641 | | donut | 0.632 | cake | 0.517 | chair | 0.433 | | couch | 0.557 | potted plant | 0.400 | bed | 0.556 | | dining table | 0.390 | toilet | 0.759 | tv | 0.679 | | laptop | 0.777 | mouse | 0.705 | remote | 0.524 | | keyboard | 0.630 | cell phone | 0.534 | microwave | 0.729 | | oven | 0.487 | toaster | 0.478 | sink | 0.498 | | refrigerator | 0.752 | book | 0.257 | clock | 0.599 | | vase | 0.482 | scissors | 0.519 | teddy bear | 0.636 | | hair drier | 0.328 | toothbrush | 0.460 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-05 09:22:43,231 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx/best_bbox_mAP_epoch_11.pth was removed 2023-11-05 09:22:49,377 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_12.pth. 2023-11-05 09:22:49,378 - mmdet - INFO - Best bbox_mAP is 0.5601 at 12 epoch. 2023-11-05 09:22:49,379 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_b_1x_coco_lw_4x4_nsmx.py 2023-11-05 09:22:49,379 - mmdet - INFO - Epoch(val) [12][625] bbox_mAP: 0.5601, bbox_mAP_50: 0.7464, bbox_mAP_75: 0.6110, bbox_mAP_s: 0.4117, bbox_mAP_m: 0.5984, bbox_mAP_l: 0.7118, bbox_mAP_copypaste: 0.5601 0.7464 0.6110 0.4117 0.5984 0.7118