2023/02/28 07:29:30 - mmengine - INFO - ------------------------------------------------------------ System environment: sys.platform: linux Python: 3.8.13 | packaged by conda-forge | (default, Mar 25 2022, 06:04:10) [GCC 10.3.0] CUDA available: True numpy_random_seed: 935524128 GPU 0,1,2,3,4,5,6,7: NVIDIA A100-SXM4-80GB CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 11.7, V11.7.99 GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 PyTorch: 1.13.0a0+d321be6 PyTorch compiling details: PyTorch built with: - GCC 9.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.4 Product Build 20200917 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.6.0 (Git Hash N/A) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.7 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-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_86,code=compute_86 - CuDNN 8.5 - Magma 2.6.2 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.7, CUDNN_VERSION=8.5.0, CXX_COMPILER=/usr/bin/c++, CXX_FLAGS=-fno-gnu-unique -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-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=1.13.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, TorchVision: 0.14.0a0 OpenCV: 4.5.1 MMEngine: 0.6.0 Runtime environment: cudnn_benchmark: False mp_cfg: {'mp_start_method': 'fork', 'opencv_num_threads': 0} dist_cfg: {'backend': 'nccl'} seed: None Distributed launcher: pytorch Distributed training: True GPU number: 8 ------------------------------------------------------------ 2023/02/28 07:29:32 - mmengine - INFO - Config: default_scope = 'mmdet' default_hooks = dict( timer=dict(type='IterTimerHook', _scope_='mmdet'), logger=dict(type='LoggerHook', interval=50, _scope_='mmdet'), param_scheduler=dict(type='ParamSchedulerHook', _scope_='mmdet'), checkpoint=dict(type='CheckpointHook', interval=1, _scope_='mmdet'), sampler_seed=dict(type='DistSamplerSeedHook', _scope_='mmdet'), visualization=dict(type='DetVisualizationHook', _scope_='mmdet')) env_cfg = dict( cudnn_benchmark=False, mp_cfg=dict(mp_start_method='fork', opencv_num_threads=0), dist_cfg=dict(backend='nccl')) vis_backends = [dict(type='LocalVisBackend', _scope_='mmdet')] visualizer = dict( type='DetLocalVisualizer', vis_backends=[dict(type='LocalVisBackend')], name='visualizer', _scope_='mmdet') log_processor = dict( type='LogProcessor', window_size=50, by_epoch=True, _scope_='mmdet') log_level = 'INFO' load_from = None resume = False pretrained = 'https://github.com/SwinTransformer/storage/releases/download/v1.0.0/swin_large_patch4_window12_384_22k.pth' num_levels = 5 model = dict( type='DINO', num_queries=900, with_box_refine=True, as_two_stage=True, num_feature_levels=5, data_preprocessor=dict( type='DetDataPreprocessor', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], bgr_to_rgb=True, pad_size_divisor=1), backbone=dict( type='SwinTransformer', pretrain_img_size=384, embed_dims=192, depths=[2, 2, 18, 2], num_heads=[6, 12, 24, 48], window_size=12, mlp_ratio=4, qkv_bias=True, qk_scale=None, drop_rate=0.0, attn_drop_rate=0.0, drop_path_rate=0.2, patch_norm=True, out_indices=(0, 1, 2, 3), with_cp=True, convert_weights=True, init_cfg=dict( type='Pretrained', checkpoint= 'https://github.com/SwinTransformer/storage/releases/download/v1.0.0/swin_large_patch4_window12_384_22k.pth' )), neck=dict( type='ChannelMapper', in_channels=[192, 384, 768, 1536], kernel_size=1, out_channels=256, act_cfg=None, norm_cfg=dict(type='GN', num_groups=32), num_outs=5), encoder=dict( num_layers=6, layer_cfg=dict( self_attn_cfg=dict(embed_dims=256, num_levels=5, dropout=0.0), ffn_cfg=dict( embed_dims=256, feedforward_channels=2048, ffn_drop=0.0))), decoder=dict( num_layers=6, return_intermediate=True, layer_cfg=dict( self_attn_cfg=dict(embed_dims=256, num_heads=8, dropout=0.0), cross_attn_cfg=dict(embed_dims=256, num_levels=5, dropout=0.0), ffn_cfg=dict( embed_dims=256, feedforward_channels=2048, ffn_drop=0.0)), post_norm_cfg=None), positional_encoding=dict( num_feats=128, normalize=True, offset=0.0, temperature=20), bbox_head=dict( type='DINOHead', num_classes=80, sync_cls_avg_factor=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)), dn_cfg=dict( label_noise_scale=0.5, box_noise_scale=1.0, group_cfg=dict(dynamic=True, num_groups=None, num_dn_queries=100)), train_cfg=dict( assigner=dict( type='HungarianAssigner', match_costs=[ dict(type='FocalLossCost', weight=2.0), dict(type='BBoxL1Cost', weight=5.0, box_format='xywh'), dict(type='IoUCost', iou_mode='giou', weight=2.0) ])), test_cfg=dict(max_per_img=300)) dataset_type = 'CocoDataset' data_root = 'data/coco/' file_client_args = dict(backend='disk') train_pipeline = [ dict(type='LoadImageFromFile', file_client_args=dict(backend='disk')), dict(type='LoadAnnotations', with_bbox=True), dict(type='RandomFlip', prob=0.5), dict( type='RandomChoice', transforms=[[{ 'type': 'RandomChoiceResize', 'scales': [(480, 1333), (512, 1333), (544, 1333), (576, 1333), (608, 1333), (640, 1333), (672, 1333), (704, 1333), (736, 1333), (768, 1333), (800, 1333)], 'keep_ratio': True }], [{ 'type': 'RandomChoiceResize', 'scales': [(400, 4200), (500, 4200), (600, 4200)], 'keep_ratio': True }, { 'type': 'RandomCrop', 'crop_type': 'absolute_range', 'crop_size': (384, 600), 'allow_negative_crop': True }, { 'type': 'RandomChoiceResize', 'scales': [(480, 1333), (512, 1333), (544, 1333), (576, 1333), (608, 1333), (640, 1333), (672, 1333), (704, 1333), (736, 1333), (768, 1333), (800, 1333)], 'keep_ratio': True }]]), dict(type='PackDetInputs') ] test_pipeline = [ dict(type='LoadImageFromFile', file_client_args=dict(backend='disk')), dict(type='Resize', scale=(1333, 800), keep_ratio=True), dict(type='LoadAnnotations', with_bbox=True), dict( type='PackDetInputs', meta_keys=('img_id', 'img_path', 'ori_shape', 'img_shape', 'scale_factor')) ] train_dataloader = dict( batch_size=2, num_workers=4, persistent_workers=True, sampler=dict(type='DefaultSampler', shuffle=True), batch_sampler=dict(type='AspectRatioBatchSampler'), dataset=dict( type='CocoDataset', data_root='data/coco/', ann_file='annotations/instances_train2017.json', data_prefix=dict(img='train2017/'), filter_cfg=dict(filter_empty_gt=False, min_size=32), pipeline=[ dict( type='LoadImageFromFile', file_client_args=dict(backend='disk')), dict(type='LoadAnnotations', with_bbox=True), dict(type='RandomFlip', prob=0.5), dict( type='RandomChoice', transforms=[[{ 'type': 'RandomChoiceResize', 'scales': [(480, 1333), (512, 1333), (544, 1333), (576, 1333), (608, 1333), (640, 1333), (672, 1333), (704, 1333), (736, 1333), (768, 1333), (800, 1333)], 'keep_ratio': True }], [{ 'type': 'RandomChoiceResize', 'scales': [(400, 4200), (500, 4200), (600, 4200)], 'keep_ratio': True }, { 'type': 'RandomCrop', 'crop_type': 'absolute_range', 'crop_size': (384, 600), 'allow_negative_crop': True }, { 'type': 'RandomChoiceResize', 'scales': [(480, 1333), (512, 1333), (544, 1333), (576, 1333), (608, 1333), (640, 1333), (672, 1333), (704, 1333), (736, 1333), (768, 1333), (800, 1333)], 'keep_ratio': True }]]), dict(type='PackDetInputs') ])) val_dataloader = dict( batch_size=1, num_workers=2, persistent_workers=True, drop_last=False, sampler=dict(type='DefaultSampler', shuffle=False), dataset=dict( type='CocoDataset', data_root='data/coco/', ann_file='annotations/instances_val2017.json', data_prefix=dict(img='val2017/'), test_mode=True, pipeline=[ dict( type='LoadImageFromFile', file_client_args=dict(backend='disk')), dict(type='Resize', scale=(1333, 800), keep_ratio=True), dict(type='LoadAnnotations', with_bbox=True), dict( type='PackDetInputs', meta_keys=('img_id', 'img_path', 'ori_shape', 'img_shape', 'scale_factor')) ])) test_dataloader = dict( batch_size=1, num_workers=2, persistent_workers=True, drop_last=False, sampler=dict(type='DefaultSampler', shuffle=False), dataset=dict( type='CocoDataset', data_root='data/coco/', ann_file='annotations/instances_val2017.json', data_prefix=dict(img='val2017/'), test_mode=True, pipeline=[ dict( type='LoadImageFromFile', file_client_args=dict(backend='disk')), dict(type='Resize', scale=(1333, 800), keep_ratio=True), dict(type='LoadAnnotations', with_bbox=True), dict( type='PackDetInputs', meta_keys=('img_id', 'img_path', 'ori_shape', 'img_shape', 'scale_factor')) ])) val_evaluator = dict( type='CocoMetric', ann_file='data/coco/annotations/instances_val2017.json', metric='bbox', format_only=False) test_evaluator = dict( type='CocoMetric', ann_file='data/coco/annotations/instances_val2017.json', metric='bbox', format_only=False) optim_wrapper = dict( type='OptimWrapper', optimizer=dict(type='AdamW', lr=0.0001, weight_decay=0.0001), clip_grad=dict(max_norm=0.1, norm_type=2), paramwise_cfg=dict(custom_keys=dict(backbone=dict(lr_mult=0.1)))) max_epochs = 12 train_cfg = dict(type='EpochBasedTrainLoop', max_epochs=12, val_interval=1) val_cfg = dict(type='ValLoop') test_cfg = dict(type='TestLoop') param_scheduler = [ dict( type='MultiStepLR', begin=0, end=12, by_epoch=True, milestones=[11], gamma=0.1) ] auto_scale_lr = dict(enable=False, base_batch_size=16) custom_imports = dict(imports=['dethub'], allow_failed_imports=False) fp16 = dict(loss_scale=512.0) launcher = 'pytorch' work_dir = './work_dirs/dino-5scale_swin-l_coco' 2023/02/28 07:29:35 - mmengine - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) RuntimeInfoHook (BELOW_NORMAL) LoggerHook -------------------- before_train: (VERY_HIGH ) RuntimeInfoHook (NORMAL ) IterTimerHook (VERY_LOW ) CheckpointHook -------------------- before_train_epoch: (VERY_HIGH ) RuntimeInfoHook (NORMAL ) IterTimerHook (NORMAL ) DistSamplerSeedHook -------------------- before_train_iter: (VERY_HIGH ) RuntimeInfoHook (NORMAL ) IterTimerHook -------------------- after_train_iter: (VERY_HIGH ) RuntimeInfoHook (NORMAL ) IterTimerHook (BELOW_NORMAL) LoggerHook (LOW ) ParamSchedulerHook (VERY_LOW ) CheckpointHook -------------------- after_train_epoch: (NORMAL ) IterTimerHook (LOW ) ParamSchedulerHook (VERY_LOW ) CheckpointHook -------------------- before_val_epoch: (NORMAL ) IterTimerHook -------------------- before_val_iter: (NORMAL ) IterTimerHook -------------------- after_val_iter: (NORMAL ) IterTimerHook (NORMAL ) DetVisualizationHook (BELOW_NORMAL) LoggerHook -------------------- after_val_epoch: (VERY_HIGH ) RuntimeInfoHook (NORMAL ) IterTimerHook (BELOW_NORMAL) LoggerHook (LOW ) ParamSchedulerHook (VERY_LOW ) CheckpointHook -------------------- before_test_epoch: (NORMAL ) IterTimerHook -------------------- before_test_iter: (NORMAL ) IterTimerHook -------------------- after_test_iter: (NORMAL ) IterTimerHook (NORMAL ) DetVisualizationHook (BELOW_NORMAL) LoggerHook -------------------- after_test_epoch: (VERY_HIGH ) RuntimeInfoHook (NORMAL ) IterTimerHook (BELOW_NORMAL) LoggerHook -------------------- after_run: (BELOW_NORMAL) LoggerHook -------------------- 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.patch_embed.projection.weight:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.patch_embed.projection.weight:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.patch_embed.projection.weight:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.patch_embed.projection.bias:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.patch_embed.projection.bias:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.patch_embed.projection.bias:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.patch_embed.norm.weight:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.patch_embed.norm.weight:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.patch_embed.norm.weight:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.patch_embed.norm.bias:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.patch_embed.norm.bias:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.patch_embed.norm.bias:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.norm1.weight:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.norm1.weight:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.norm1.weight:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.norm1.bias:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.norm1.bias:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.norm1.bias:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.attn.w_msa.relative_position_bias_table:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.attn.w_msa.relative_position_bias_table:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.attn.w_msa.relative_position_bias_table:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.attn.w_msa.qkv.weight:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.attn.w_msa.qkv.weight:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.attn.w_msa.qkv.weight:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.attn.w_msa.qkv.bias:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.attn.w_msa.qkv.bias:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.attn.w_msa.qkv.bias:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.attn.w_msa.proj.weight:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.attn.w_msa.proj.weight:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.attn.w_msa.proj.weight:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.attn.w_msa.proj.bias:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.attn.w_msa.proj.bias:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.attn.w_msa.proj.bias:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.norm2.weight:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.norm2.weight:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.norm2.weight:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.norm2.bias:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.norm2.bias:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.norm2.bias:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.ffn.layers.0.0.weight:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.ffn.layers.0.0.weight:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.ffn.layers.0.0.weight:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.ffn.layers.0.0.bias:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.ffn.layers.0.0.bias:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.ffn.layers.0.0.bias:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.ffn.layers.1.weight:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.ffn.layers.1.weight:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.ffn.layers.1.weight:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.ffn.layers.1.bias:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.ffn.layers.1.bias:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.0.ffn.layers.1.bias:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.1.norm1.weight:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.1.norm1.weight:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.1.norm1.weight:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.1.norm1.bias:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.1.norm1.bias:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.1.norm1.bias:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.1.attn.w_msa.relative_position_bias_table:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.1.attn.w_msa.relative_position_bias_table:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.0.blocks.1.attn.w_msa.relative_position_bias_table:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- 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- mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.attn.w_msa.qkv.bias:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.attn.w_msa.proj.weight:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.attn.w_msa.proj.weight:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.attn.w_msa.proj.weight:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.attn.w_msa.proj.bias:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.attn.w_msa.proj.bias:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.attn.w_msa.proj.bias:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.norm2.weight:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.norm2.weight:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.norm2.weight:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.norm2.bias:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.norm2.bias:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.norm2.bias:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.ffn.layers.0.0.weight:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.ffn.layers.0.0.weight:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.ffn.layers.0.0.weight:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.ffn.layers.0.0.bias:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.ffn.layers.0.0.bias:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.ffn.layers.0.0.bias:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.ffn.layers.1.weight:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.ffn.layers.1.weight:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.ffn.layers.1.weight:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.ffn.layers.1.bias:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.ffn.layers.1.bias:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.stages.3.blocks.1.ffn.layers.1.bias:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm0.weight:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm0.weight:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm0.weight:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm0.bias:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm0.bias:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm0.bias:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm1.weight:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm1.weight:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm1.weight:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm1.bias:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm1.bias:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm1.bias:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm2.weight:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm2.weight:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm2.weight:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm2.bias:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm2.bias:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm2.bias:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm3.weight:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm3.weight:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm3.weight:lr_mult=0.1 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm3.bias:lr=1e-05 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm3.bias:weight_decay=0.0001 2023/02/28 07:29:57 - mmengine - INFO - paramwise_options -- backbone.norm3.bias:lr_mult=0.1 2023/02/28 07:30:01 - mmengine - INFO - Loads checkpoint by http backend from path: https://github.com/SwinTransformer/storage/releases/download/v1.0.0/swin_large_patch4_window12_384_22k.pth Name of parameter - Initialization information level_embed - torch.Size([5, 256]): The value is the same before and after calling `init_weights` of DINO backbone.patch_embed.projection.weight - torch.Size([192, 3, 4, 4]): Initialized by user-defined `init_weights` in SwinTransformer backbone.patch_embed.projection.bias - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.patch_embed.norm.weight - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.patch_embed.norm.bias - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.norm1.weight - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.norm1.bias - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.attn.w_msa.relative_position_bias_table - torch.Size([529, 6]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.attn.w_msa.qkv.weight - torch.Size([576, 192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.attn.w_msa.qkv.bias - torch.Size([576]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.attn.w_msa.proj.weight - torch.Size([192, 192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.attn.w_msa.proj.bias - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.norm2.weight - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.norm2.bias - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.ffn.layers.0.0.weight - torch.Size([768, 192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.ffn.layers.0.0.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.ffn.layers.1.weight - torch.Size([192, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.ffn.layers.1.bias - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.norm1.weight - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.norm1.bias - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.attn.w_msa.relative_position_bias_table - torch.Size([529, 6]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.attn.w_msa.qkv.weight - torch.Size([576, 192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.attn.w_msa.qkv.bias - torch.Size([576]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.attn.w_msa.proj.weight - torch.Size([192, 192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.attn.w_msa.proj.bias - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.norm2.weight - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.norm2.bias - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.ffn.layers.0.0.weight - torch.Size([768, 192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.ffn.layers.0.0.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.ffn.layers.1.weight - torch.Size([192, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.ffn.layers.1.bias - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.downsample.norm.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.downsample.norm.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.downsample.reduction.weight - torch.Size([384, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.norm1.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.norm1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.attn.w_msa.relative_position_bias_table - torch.Size([529, 12]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.attn.w_msa.qkv.weight - torch.Size([1152, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.attn.w_msa.qkv.bias - torch.Size([1152]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.attn.w_msa.proj.weight - torch.Size([384, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.attn.w_msa.proj.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.norm2.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.norm2.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.ffn.layers.0.0.weight - torch.Size([1536, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.ffn.layers.0.0.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.ffn.layers.1.weight - torch.Size([384, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.ffn.layers.1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.norm1.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.norm1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.attn.w_msa.relative_position_bias_table - torch.Size([529, 12]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.attn.w_msa.qkv.weight - torch.Size([1152, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.attn.w_msa.qkv.bias - torch.Size([1152]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.attn.w_msa.proj.weight - torch.Size([384, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.attn.w_msa.proj.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.norm2.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.norm2.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.ffn.layers.0.0.weight - torch.Size([1536, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.ffn.layers.0.0.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.ffn.layers.1.weight - torch.Size([384, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.ffn.layers.1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.downsample.norm.weight - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.downsample.norm.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.downsample.reduction.weight - torch.Size([768, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.norm1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.norm1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.attn.w_msa.relative_position_bias_table - torch.Size([529, 24]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.attn.w_msa.qkv.weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.attn.w_msa.qkv.bias - torch.Size([2304]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.attn.w_msa.proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.attn.w_msa.proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.norm2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.norm2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.ffn.layers.0.0.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.ffn.layers.0.0.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.ffn.layers.1.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.ffn.layers.1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.norm1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.norm1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.attn.w_msa.relative_position_bias_table - torch.Size([529, 24]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.attn.w_msa.qkv.weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.attn.w_msa.qkv.bias - torch.Size([2304]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.attn.w_msa.proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.attn.w_msa.proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.norm2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.norm2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.ffn.layers.0.0.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.ffn.layers.0.0.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.ffn.layers.1.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.ffn.layers.1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.norm1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.norm1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.attn.w_msa.relative_position_bias_table - torch.Size([529, 24]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.attn.w_msa.qkv.weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.attn.w_msa.qkv.bias - torch.Size([2304]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.attn.w_msa.proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.attn.w_msa.proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.norm2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.norm2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.ffn.layers.0.0.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.ffn.layers.0.0.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.ffn.layers.1.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.ffn.layers.1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.norm1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.norm1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.attn.w_msa.relative_position_bias_table - torch.Size([529, 24]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.attn.w_msa.qkv.weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.attn.w_msa.qkv.bias - torch.Size([2304]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.attn.w_msa.proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.attn.w_msa.proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.norm2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.norm2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.ffn.layers.0.0.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.ffn.layers.0.0.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.ffn.layers.1.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.ffn.layers.1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.norm1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.norm1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.attn.w_msa.relative_position_bias_table - torch.Size([529, 24]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.attn.w_msa.qkv.weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.attn.w_msa.qkv.bias - torch.Size([2304]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.attn.w_msa.proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.attn.w_msa.proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.norm2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.norm2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.ffn.layers.0.0.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.ffn.layers.0.0.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.ffn.layers.1.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.ffn.layers.1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.norm1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.norm1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.attn.w_msa.relative_position_bias_table - torch.Size([529, 24]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.attn.w_msa.qkv.weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.attn.w_msa.qkv.bias - torch.Size([2304]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.attn.w_msa.proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.attn.w_msa.proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.norm2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.norm2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.ffn.layers.0.0.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.ffn.layers.0.0.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.ffn.layers.1.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.ffn.layers.1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.norm1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.norm1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.attn.w_msa.relative_position_bias_table - torch.Size([529, 24]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.attn.w_msa.qkv.weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.attn.w_msa.qkv.bias - torch.Size([2304]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.attn.w_msa.proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.attn.w_msa.proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.norm2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.norm2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.ffn.layers.0.0.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.ffn.layers.0.0.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.ffn.layers.1.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.ffn.layers.1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.norm1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.norm1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.attn.w_msa.relative_position_bias_table - torch.Size([529, 24]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.attn.w_msa.qkv.weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.attn.w_msa.qkv.bias - torch.Size([2304]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.attn.w_msa.proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.attn.w_msa.proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.norm2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.norm2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.ffn.layers.0.0.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.ffn.layers.0.0.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.ffn.layers.1.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.ffn.layers.1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.norm1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.norm1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.attn.w_msa.relative_position_bias_table - torch.Size([529, 24]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.attn.w_msa.qkv.weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.attn.w_msa.qkv.bias - torch.Size([2304]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.attn.w_msa.proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.attn.w_msa.proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.norm2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.norm2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.ffn.layers.0.0.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.ffn.layers.0.0.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.ffn.layers.1.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.ffn.layers.1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.norm1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.norm1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.attn.w_msa.relative_position_bias_table - torch.Size([529, 24]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.attn.w_msa.qkv.weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.attn.w_msa.qkv.bias - torch.Size([2304]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.attn.w_msa.proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.attn.w_msa.proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.norm2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.norm2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.ffn.layers.0.0.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.ffn.layers.0.0.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.ffn.layers.1.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.ffn.layers.1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.norm1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.norm1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.attn.w_msa.relative_position_bias_table - torch.Size([529, 24]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.attn.w_msa.qkv.weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.attn.w_msa.qkv.bias - torch.Size([2304]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.attn.w_msa.proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.attn.w_msa.proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.norm2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.norm2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.ffn.layers.0.0.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.ffn.layers.0.0.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.ffn.layers.1.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.ffn.layers.1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.norm1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.norm1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.attn.w_msa.relative_position_bias_table - torch.Size([529, 24]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.attn.w_msa.qkv.weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.attn.w_msa.qkv.bias - torch.Size([2304]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.attn.w_msa.proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.attn.w_msa.proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.norm2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.norm2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.ffn.layers.0.0.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.ffn.layers.0.0.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.ffn.layers.1.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.ffn.layers.1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.norm1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.norm1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.attn.w_msa.relative_position_bias_table - torch.Size([529, 24]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.attn.w_msa.qkv.weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.attn.w_msa.qkv.bias - torch.Size([2304]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.attn.w_msa.proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.attn.w_msa.proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.norm2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.norm2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.ffn.layers.0.0.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.ffn.layers.0.0.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.ffn.layers.1.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.ffn.layers.1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.norm1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.norm1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.attn.w_msa.relative_position_bias_table - torch.Size([529, 24]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.attn.w_msa.qkv.weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.attn.w_msa.qkv.bias - torch.Size([2304]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.attn.w_msa.proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.attn.w_msa.proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.norm2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.norm2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.ffn.layers.0.0.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.ffn.layers.0.0.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.ffn.layers.1.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.ffn.layers.1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.norm1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.norm1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.attn.w_msa.relative_position_bias_table - torch.Size([529, 24]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.attn.w_msa.qkv.weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.attn.w_msa.qkv.bias - torch.Size([2304]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.attn.w_msa.proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.attn.w_msa.proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.norm2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.norm2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.ffn.layers.0.0.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.ffn.layers.0.0.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.ffn.layers.1.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.ffn.layers.1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.norm1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.norm1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.attn.w_msa.relative_position_bias_table - torch.Size([529, 24]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.attn.w_msa.qkv.weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.attn.w_msa.qkv.bias - torch.Size([2304]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.attn.w_msa.proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.attn.w_msa.proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.norm2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.norm2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.ffn.layers.0.0.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.ffn.layers.0.0.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.ffn.layers.1.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.ffn.layers.1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.norm1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.norm1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.attn.w_msa.relative_position_bias_table - torch.Size([529, 24]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.attn.w_msa.qkv.weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.attn.w_msa.qkv.bias - torch.Size([2304]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.attn.w_msa.proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.attn.w_msa.proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.norm2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.norm2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.ffn.layers.0.0.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.ffn.layers.0.0.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.ffn.layers.1.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.ffn.layers.1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.norm1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.norm1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.attn.w_msa.relative_position_bias_table - torch.Size([529, 24]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.attn.w_msa.qkv.weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.attn.w_msa.qkv.bias - torch.Size([2304]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.attn.w_msa.proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.attn.w_msa.proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.norm2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.norm2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.ffn.layers.0.0.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.ffn.layers.0.0.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.ffn.layers.1.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.ffn.layers.1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.downsample.norm.weight - torch.Size([3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.downsample.norm.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.downsample.reduction.weight - torch.Size([1536, 3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.norm1.weight - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.norm1.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.attn.w_msa.relative_position_bias_table - torch.Size([529, 48]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.attn.w_msa.qkv.weight - torch.Size([4608, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.attn.w_msa.qkv.bias - torch.Size([4608]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.attn.w_msa.proj.weight - torch.Size([1536, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.attn.w_msa.proj.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.norm2.weight - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.norm2.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.ffn.layers.0.0.weight - torch.Size([6144, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.ffn.layers.0.0.bias - torch.Size([6144]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.ffn.layers.1.weight - torch.Size([1536, 6144]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.ffn.layers.1.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.norm1.weight - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.norm1.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.attn.w_msa.relative_position_bias_table - torch.Size([529, 48]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.attn.w_msa.qkv.weight - torch.Size([4608, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.attn.w_msa.qkv.bias - torch.Size([4608]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.attn.w_msa.proj.weight - torch.Size([1536, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.attn.w_msa.proj.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.norm2.weight - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.norm2.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.ffn.layers.0.0.weight - torch.Size([6144, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.ffn.layers.0.0.bias - torch.Size([6144]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.ffn.layers.1.weight - torch.Size([1536, 6144]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.ffn.layers.1.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.norm0.weight - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.norm0.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.norm1.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.norm1.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.norm2.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.norm2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.norm3.weight - torch.Size([1536]): The value is the same before and after calling `init_weights` of DINO backbone.norm3.bias - torch.Size([1536]): The value is the same before and after calling `init_weights` of DINO neck.convs.0.conv.weight - torch.Size([256, 192, 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, 384, 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, 768, 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.convs.3.conv.weight - torch.Size([256, 1536, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.convs.3.gn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO neck.convs.3.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, 1536, 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.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 encoder.layers.0.self_attn.sampling_offsets.weight - torch.Size([320, 256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.0.self_attn.sampling_offsets.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO encoder.layers.0.self_attn.attention_weights.weight - torch.Size([160, 256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.0.self_attn.attention_weights.bias - torch.Size([160]): The value is the same before and after calling `init_weights` of DINO encoder.layers.0.self_attn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention encoder.layers.0.self_attn.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.0.self_attn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention encoder.layers.0.self_attn.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.0.ffn.layers.0.0.weight - torch.Size([2048, 256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.0.ffn.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO encoder.layers.0.ffn.layers.1.weight - torch.Size([256, 2048]): The value is the same before and after calling `init_weights` of DINO encoder.layers.0.ffn.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.0.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.0.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.0.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.0.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.1.self_attn.sampling_offsets.weight - torch.Size([320, 256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.1.self_attn.sampling_offsets.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO encoder.layers.1.self_attn.attention_weights.weight - torch.Size([160, 256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.1.self_attn.attention_weights.bias - torch.Size([160]): The value is the same before and after calling `init_weights` of DINO encoder.layers.1.self_attn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention encoder.layers.1.self_attn.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.1.self_attn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention encoder.layers.1.self_attn.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.1.ffn.layers.0.0.weight - torch.Size([2048, 256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.1.ffn.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO encoder.layers.1.ffn.layers.1.weight - torch.Size([256, 2048]): The value is the same before and after calling `init_weights` of DINO encoder.layers.1.ffn.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.1.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.1.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.1.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.1.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.2.self_attn.sampling_offsets.weight - torch.Size([320, 256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.2.self_attn.sampling_offsets.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO encoder.layers.2.self_attn.attention_weights.weight - torch.Size([160, 256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.2.self_attn.attention_weights.bias - torch.Size([160]): The value is the same before and after calling `init_weights` of DINO encoder.layers.2.self_attn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention encoder.layers.2.self_attn.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.2.self_attn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention encoder.layers.2.self_attn.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.2.ffn.layers.0.0.weight - torch.Size([2048, 256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.2.ffn.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO encoder.layers.2.ffn.layers.1.weight - torch.Size([256, 2048]): The value is the same before and after calling `init_weights` of DINO encoder.layers.2.ffn.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.2.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.2.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.2.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.2.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.3.self_attn.sampling_offsets.weight - torch.Size([320, 256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.3.self_attn.sampling_offsets.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO encoder.layers.3.self_attn.attention_weights.weight - torch.Size([160, 256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.3.self_attn.attention_weights.bias - torch.Size([160]): The value is the same before and after calling `init_weights` of DINO encoder.layers.3.self_attn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention encoder.layers.3.self_attn.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.3.self_attn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention encoder.layers.3.self_attn.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.3.ffn.layers.0.0.weight - torch.Size([2048, 256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.3.ffn.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO encoder.layers.3.ffn.layers.1.weight - torch.Size([256, 2048]): The value is the same before and after calling `init_weights` of DINO encoder.layers.3.ffn.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.3.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.3.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.3.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.3.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.4.self_attn.sampling_offsets.weight - torch.Size([320, 256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.4.self_attn.sampling_offsets.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO encoder.layers.4.self_attn.attention_weights.weight - torch.Size([160, 256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.4.self_attn.attention_weights.bias - torch.Size([160]): The value is the same before and after calling `init_weights` of DINO encoder.layers.4.self_attn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention encoder.layers.4.self_attn.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.4.self_attn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention encoder.layers.4.self_attn.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.4.ffn.layers.0.0.weight - torch.Size([2048, 256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.4.ffn.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO encoder.layers.4.ffn.layers.1.weight - torch.Size([256, 2048]): The value is the same before and after calling `init_weights` of DINO encoder.layers.4.ffn.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.4.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.4.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.4.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.4.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.5.self_attn.sampling_offsets.weight - torch.Size([320, 256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.5.self_attn.sampling_offsets.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO encoder.layers.5.self_attn.attention_weights.weight - torch.Size([160, 256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.5.self_attn.attention_weights.bias - torch.Size([160]): The value is the same before and after calling `init_weights` of DINO encoder.layers.5.self_attn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention encoder.layers.5.self_attn.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.5.self_attn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention encoder.layers.5.self_attn.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.5.ffn.layers.0.0.weight - torch.Size([2048, 256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.5.ffn.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO encoder.layers.5.ffn.layers.1.weight - torch.Size([256, 2048]): The value is the same before and after calling `init_weights` of DINO encoder.layers.5.ffn.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.5.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.5.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.5.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO encoder.layers.5.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.0.self_attn.attn.in_proj_weight - torch.Size([768, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.0.self_attn.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO decoder.layers.0.self_attn.attn.out_proj.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.0.self_attn.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.0.cross_attn.sampling_offsets.weight - torch.Size([320, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.0.cross_attn.sampling_offsets.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO decoder.layers.0.cross_attn.attention_weights.weight - torch.Size([160, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.0.cross_attn.attention_weights.bias - torch.Size([160]): The value is the same before and after calling `init_weights` of DINO decoder.layers.0.cross_attn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention decoder.layers.0.cross_attn.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.0.cross_attn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention decoder.layers.0.cross_attn.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.0.ffn.layers.0.0.weight - torch.Size([2048, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.0.ffn.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO decoder.layers.0.ffn.layers.1.weight - torch.Size([256, 2048]): The value is the same before and after calling `init_weights` of DINO decoder.layers.0.ffn.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.0.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.0.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.0.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.0.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.0.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.0.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.1.self_attn.attn.in_proj_weight - torch.Size([768, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.1.self_attn.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO decoder.layers.1.self_attn.attn.out_proj.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.1.self_attn.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.1.cross_attn.sampling_offsets.weight - torch.Size([320, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.1.cross_attn.sampling_offsets.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO decoder.layers.1.cross_attn.attention_weights.weight - torch.Size([160, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.1.cross_attn.attention_weights.bias - torch.Size([160]): The value is the same before and after calling `init_weights` of DINO decoder.layers.1.cross_attn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention decoder.layers.1.cross_attn.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.1.cross_attn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention decoder.layers.1.cross_attn.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.1.ffn.layers.0.0.weight - torch.Size([2048, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.1.ffn.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO decoder.layers.1.ffn.layers.1.weight - torch.Size([256, 2048]): The value is the same before and after calling `init_weights` of DINO decoder.layers.1.ffn.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.1.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.1.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.1.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.1.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.1.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.1.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.2.self_attn.attn.in_proj_weight - torch.Size([768, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.2.self_attn.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO decoder.layers.2.self_attn.attn.out_proj.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.2.self_attn.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.2.cross_attn.sampling_offsets.weight - torch.Size([320, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.2.cross_attn.sampling_offsets.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO decoder.layers.2.cross_attn.attention_weights.weight - torch.Size([160, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.2.cross_attn.attention_weights.bias - torch.Size([160]): The value is the same before and after calling `init_weights` of DINO decoder.layers.2.cross_attn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention decoder.layers.2.cross_attn.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.2.cross_attn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention decoder.layers.2.cross_attn.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.2.ffn.layers.0.0.weight - torch.Size([2048, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.2.ffn.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO decoder.layers.2.ffn.layers.1.weight - torch.Size([256, 2048]): The value is the same before and after calling `init_weights` of DINO decoder.layers.2.ffn.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.2.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.2.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.2.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.2.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.2.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.2.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.3.self_attn.attn.in_proj_weight - torch.Size([768, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.3.self_attn.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO decoder.layers.3.self_attn.attn.out_proj.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.3.self_attn.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.3.cross_attn.sampling_offsets.weight - torch.Size([320, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.3.cross_attn.sampling_offsets.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO decoder.layers.3.cross_attn.attention_weights.weight - torch.Size([160, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.3.cross_attn.attention_weights.bias - torch.Size([160]): The value is the same before and after calling `init_weights` of DINO decoder.layers.3.cross_attn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention decoder.layers.3.cross_attn.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.3.cross_attn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention decoder.layers.3.cross_attn.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.3.ffn.layers.0.0.weight - torch.Size([2048, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.3.ffn.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO decoder.layers.3.ffn.layers.1.weight - torch.Size([256, 2048]): The value is the same before and after calling `init_weights` of DINO decoder.layers.3.ffn.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.3.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.3.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.3.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.3.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.3.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.3.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.4.self_attn.attn.in_proj_weight - torch.Size([768, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.4.self_attn.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO decoder.layers.4.self_attn.attn.out_proj.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.4.self_attn.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.4.cross_attn.sampling_offsets.weight - torch.Size([320, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.4.cross_attn.sampling_offsets.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO decoder.layers.4.cross_attn.attention_weights.weight - torch.Size([160, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.4.cross_attn.attention_weights.bias - torch.Size([160]): The value is the same before and after calling `init_weights` of DINO decoder.layers.4.cross_attn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention decoder.layers.4.cross_attn.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.4.cross_attn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention decoder.layers.4.cross_attn.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.4.ffn.layers.0.0.weight - torch.Size([2048, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.4.ffn.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO decoder.layers.4.ffn.layers.1.weight - torch.Size([256, 2048]): The value is the same before and after calling `init_weights` of DINO decoder.layers.4.ffn.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.4.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.4.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.4.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.4.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.4.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.4.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.5.self_attn.attn.in_proj_weight - torch.Size([768, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.5.self_attn.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO decoder.layers.5.self_attn.attn.out_proj.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.5.self_attn.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.5.cross_attn.sampling_offsets.weight - torch.Size([320, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.5.cross_attn.sampling_offsets.bias - torch.Size([320]): The value is the same before and after calling `init_weights` of DINO decoder.layers.5.cross_attn.attention_weights.weight - torch.Size([160, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.5.cross_attn.attention_weights.bias - torch.Size([160]): The value is the same before and after calling `init_weights` of DINO decoder.layers.5.cross_attn.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention decoder.layers.5.cross_attn.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.5.cross_attn.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in MultiScaleDeformableAttention decoder.layers.5.cross_attn.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.5.ffn.layers.0.0.weight - torch.Size([2048, 256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.5.ffn.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO decoder.layers.5.ffn.layers.1.weight - torch.Size([256, 2048]): The value is the same before and after calling `init_weights` of DINO decoder.layers.5.ffn.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.5.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.5.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.5.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.5.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.5.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.layers.5.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.ref_point_head.layers.0.weight - torch.Size([256, 512]): The value is the same before and after calling `init_weights` of DINO decoder.ref_point_head.layers.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.ref_point_head.layers.1.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO decoder.ref_point_head.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.norm.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO decoder.norm.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO query_embedding.weight - torch.Size([900, 256]): The value is the same before and after calling `init_weights` of DINO memory_trans_fc.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO memory_trans_fc.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO memory_trans_norm.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO memory_trans_norm.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO dn_query_generator.label_embedding.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO 2023/02/28 07:30:02 - mmengine - INFO - Checkpoints will be saved to /workspace/work_dirs/dino-5scale_swin-l_coco. 2023/02/28 07:30:50 - mmengine - INFO - Epoch(train) [1][ 50/7393] lr: 1.0000e-04 eta: 23:40:29 time: 0.9612 data_time: 0.0095 memory: 25983 grad_norm: 22.3929 loss: 53.5680 loss_cls: 1.0304 loss_bbox: 1.7232 loss_iou: 1.9415 d0.loss_cls: 0.9580 d0.loss_bbox: 1.7798 d0.loss_iou: 1.9876 d1.loss_cls: 1.0000 d1.loss_bbox: 1.7430 d1.loss_iou: 1.9577 d2.loss_cls: 1.0275 d2.loss_bbox: 1.7276 d2.loss_iou: 1.9473 d3.loss_cls: 1.0841 d3.loss_bbox: 1.7229 d3.loss_iou: 1.9422 d4.loss_cls: 1.0314 d4.loss_bbox: 1.7219 d4.loss_iou: 1.9416 enc_loss_cls: 1.0229 enc_loss_bbox: 1.7278 enc_loss_iou: 1.9584 dn_loss_cls: 0.8417 dn_loss_bbox: 1.3287 dn_loss_iou: 1.2871 d0.dn_loss_cls: 0.8097 d0.dn_loss_bbox: 1.3232 d0.dn_loss_iou: 1.2810 d1.dn_loss_cls: 0.7779 d1.dn_loss_bbox: 1.3241 d1.dn_loss_iou: 1.2813 d2.dn_loss_cls: 0.8189 d2.dn_loss_bbox: 1.3253 d2.dn_loss_iou: 1.2827 d3.dn_loss_cls: 0.8470 d3.dn_loss_bbox: 1.3263 d3.dn_loss_iou: 1.2837 d4.dn_loss_cls: 0.8403 d4.dn_loss_bbox: 1.3273 d4.dn_loss_iou: 1.2849 2023/02/28 07:31:34 - mmengine - INFO - Epoch(train) [1][ 100/7393] lr: 1.0000e-04 eta: 22:42:34 time: 0.8839 data_time: 0.0043 memory: 28246 grad_norm: 14.8543 loss: 53.5625 loss_cls: 1.0048 loss_bbox: 1.8657 loss_iou: 2.0904 d0.loss_cls: 0.9285 d0.loss_bbox: 1.9298 d0.loss_iou: 2.1335 d1.loss_cls: 0.9448 d1.loss_bbox: 1.9082 d1.loss_iou: 2.1154 d2.loss_cls: 0.9685 d2.loss_bbox: 1.8878 d2.loss_iou: 2.1105 d3.loss_cls: 0.9763 d3.loss_bbox: 1.8742 d3.loss_iou: 2.0995 d4.loss_cls: 0.9955 d4.loss_bbox: 1.8712 d4.loss_iou: 2.0903 enc_loss_cls: 0.9852 enc_loss_bbox: 1.8548 enc_loss_iou: 2.0938 dn_loss_cls: 0.7086 dn_loss_bbox: 1.2532 dn_loss_iou: 1.3101 d0.dn_loss_cls: 0.5027 d0.dn_loss_bbox: 1.2493 d0.dn_loss_iou: 1.3098 d1.dn_loss_cls: 0.4912 d1.dn_loss_bbox: 1.2499 d1.dn_loss_iou: 1.3082 d2.dn_loss_cls: 0.5268 d2.dn_loss_bbox: 1.2507 d2.dn_loss_iou: 1.3081 d3.dn_loss_cls: 0.5858 d3.dn_loss_bbox: 1.2515 d3.dn_loss_iou: 1.3084 d4.dn_loss_cls: 0.6581 d4.dn_loss_bbox: 1.2525 d4.dn_loss_iou: 1.3090 2023/02/28 07:32:17 - mmengine - INFO - Epoch(train) [1][ 150/7393] lr: 1.0000e-04 eta: 22:10:29 time: 0.8589 data_time: 0.0042 memory: 27688 grad_norm: 20.2265 loss: 42.3141 loss_cls: 0.7499 loss_bbox: 1.3114 loss_iou: 1.3155 d0.loss_cls: 0.6872 d0.loss_bbox: 1.3877 d0.loss_iou: 1.3742 d1.loss_cls: 0.6885 d1.loss_bbox: 1.3634 d1.loss_iou: 1.3600 d2.loss_cls: 0.6947 d2.loss_bbox: 1.3537 d2.loss_iou: 1.3408 d3.loss_cls: 0.7177 d3.loss_bbox: 1.3364 d3.loss_iou: 1.3313 d4.loss_cls: 0.7377 d4.loss_bbox: 1.3296 d4.loss_iou: 1.3194 enc_loss_cls: 0.7506 enc_loss_bbox: 1.3259 enc_loss_iou: 1.3257 dn_loss_cls: 0.5030 dn_loss_bbox: 1.4157 dn_loss_iou: 1.2703 d0.dn_loss_cls: 0.3757 d0.dn_loss_bbox: 1.4260 d0.dn_loss_iou: 1.2635 d1.dn_loss_cls: 0.3481 d1.dn_loss_bbox: 1.4208 d1.dn_loss_iou: 1.2626 d2.dn_loss_cls: 0.3505 d2.dn_loss_bbox: 1.4180 d2.dn_loss_iou: 1.2660 d3.dn_loss_cls: 0.3831 d3.dn_loss_bbox: 1.4166 d3.dn_loss_iou: 1.2694 d4.dn_loss_cls: 0.4390 d4.dn_loss_bbox: 1.4158 d4.dn_loss_iou: 1.2687 2023/02/28 07:33:01 - mmengine - INFO - Epoch(train) [1][ 200/7393] lr: 1.0000e-04 eta: 21:58:58 time: 0.8722 data_time: 0.0040 memory: 26308 grad_norm: 19.8759 loss: 49.6823 loss_cls: 0.8667 loss_bbox: 1.6845 loss_iou: 2.0191 d0.loss_cls: 0.8447 d0.loss_bbox: 1.7679 d0.loss_iou: 2.0952 d1.loss_cls: 0.8409 d1.loss_bbox: 1.7412 d1.loss_iou: 2.0686 d2.loss_cls: 0.8308 d2.loss_bbox: 1.7228 d2.loss_iou: 2.0549 d3.loss_cls: 0.8381 d3.loss_bbox: 1.7125 d3.loss_iou: 2.0454 d4.loss_cls: 0.8549 d4.loss_bbox: 1.7025 d4.loss_iou: 2.0294 enc_loss_cls: 0.9720 enc_loss_bbox: 1.6925 enc_loss_iou: 2.0347 dn_loss_cls: 0.3815 dn_loss_bbox: 1.1919 dn_loss_iou: 1.3642 d0.dn_loss_cls: 0.3197 d0.dn_loss_bbox: 1.2053 d0.dn_loss_iou: 1.3526 d1.dn_loss_cls: 0.2977 d1.dn_loss_bbox: 1.2032 d1.dn_loss_iou: 1.3527 d2.dn_loss_cls: 0.2958 d2.dn_loss_bbox: 1.1981 d2.dn_loss_iou: 1.3544 d3.dn_loss_cls: 0.3080 d3.dn_loss_bbox: 1.1939 d3.dn_loss_iou: 1.3565 d4.dn_loss_cls: 0.3357 d4.dn_loss_bbox: 1.1920 d4.dn_loss_iou: 1.3601 2023/02/28 07:33:43 - mmengine - INFO - Epoch(train) [1][ 250/7393] lr: 1.0000e-04 eta: 21:45:46 time: 0.8518 data_time: 0.0036 memory: 26725 grad_norm: 23.7842 loss: 40.9778 loss_cls: 0.7020 loss_bbox: 1.2314 loss_iou: 1.4727 d0.loss_cls: 0.6781 d0.loss_bbox: 1.3352 d0.loss_iou: 1.5635 d1.loss_cls: 0.6743 d1.loss_bbox: 1.3024 d1.loss_iou: 1.5371 d2.loss_cls: 0.6808 d2.loss_bbox: 1.2642 d2.loss_iou: 1.5253 d3.loss_cls: 0.6961 d3.loss_bbox: 1.2453 d3.loss_iou: 1.5101 d4.loss_cls: 0.7048 d4.loss_bbox: 1.2390 d4.loss_iou: 1.4830 enc_loss_cls: 0.7695 enc_loss_bbox: 1.3090 enc_loss_iou: 1.5103 dn_loss_cls: 0.3190 dn_loss_bbox: 1.1754 dn_loss_iou: 1.3085 d0.dn_loss_cls: 0.2809 d0.dn_loss_bbox: 1.1918 d0.dn_loss_iou: 1.2842 d1.dn_loss_cls: 0.2642 d1.dn_loss_bbox: 1.1855 d1.dn_loss_iou: 1.2867 d2.dn_loss_cls: 0.2636 d2.dn_loss_bbox: 1.1793 d2.dn_loss_iou: 1.2915 d3.dn_loss_cls: 0.2712 d3.dn_loss_bbox: 1.1763 d3.dn_loss_iou: 1.2986 d4.dn_loss_cls: 0.2877 d4.dn_loss_bbox: 1.1753 d4.dn_loss_iou: 1.3039 2023/02/28 07:34:26 - mmengine - INFO - Epoch(train) [1][ 300/7393] lr: 1.0000e-04 eta: 21:37:23 time: 0.8545 data_time: 0.0035 memory: 25846 grad_norm: 32.7966 loss: 38.5112 loss_cls: 0.6721 loss_bbox: 0.9436 loss_iou: 1.2095 d0.loss_cls: 0.6675 d0.loss_bbox: 1.1192 d0.loss_iou: 1.3136 d1.loss_cls: 0.6486 d1.loss_bbox: 1.0470 d1.loss_iou: 1.2728 d2.loss_cls: 0.6590 d2.loss_bbox: 0.9775 d2.loss_iou: 1.2364 d3.loss_cls: 0.6657 d3.loss_bbox: 0.9578 d3.loss_iou: 1.2201 d4.loss_cls: 0.6686 d4.loss_bbox: 0.9440 d4.loss_iou: 1.2143 enc_loss_cls: 0.7354 enc_loss_bbox: 1.1685 enc_loss_iou: 1.3296 dn_loss_cls: 0.3014 dn_loss_bbox: 1.3850 dn_loss_iou: 1.2948 d0.dn_loss_cls: 0.2874 d0.dn_loss_bbox: 1.4249 d0.dn_loss_iou: 1.3025 d1.dn_loss_cls: 0.2742 d1.dn_loss_bbox: 1.4101 d1.dn_loss_iou: 1.2942 d2.dn_loss_cls: 0.2665 d2.dn_loss_bbox: 1.3984 d2.dn_loss_iou: 1.2951 d3.dn_loss_cls: 0.2669 d3.dn_loss_bbox: 1.3903 d3.dn_loss_iou: 1.2928 d4.dn_loss_cls: 0.2767 d4.dn_loss_bbox: 1.3860 d4.dn_loss_iou: 1.2931 2023/02/28 07:35:10 - mmengine - INFO - Epoch(train) [1][ 350/7393] lr: 1.0000e-04 eta: 21:36:29 time: 0.8796 data_time: 0.0035 memory: 30581 grad_norm: 38.0361 loss: 36.2859 loss_cls: 0.6767 loss_bbox: 0.8376 loss_iou: 1.1495 d0.loss_cls: 0.6836 d0.loss_bbox: 1.0205 d0.loss_iou: 1.2833 d1.loss_cls: 0.6869 d1.loss_bbox: 0.9085 d1.loss_iou: 1.2077 d2.loss_cls: 0.6806 d2.loss_bbox: 0.8642 d2.loss_iou: 1.1744 d3.loss_cls: 0.6724 d3.loss_bbox: 0.8579 d3.loss_iou: 1.1648 d4.loss_cls: 0.6781 d4.loss_bbox: 0.8415 d4.loss_iou: 1.1550 enc_loss_cls: 0.7543 enc_loss_bbox: 1.1388 enc_loss_iou: 1.3079 dn_loss_cls: 0.2469 dn_loss_bbox: 1.2439 dn_loss_iou: 1.2320 d0.dn_loss_cls: 0.2593 d0.dn_loss_bbox: 1.3285 d0.dn_loss_iou: 1.2872 d1.dn_loss_cls: 0.2461 d1.dn_loss_bbox: 1.2842 d1.dn_loss_iou: 1.2558 d2.dn_loss_cls: 0.2362 d2.dn_loss_bbox: 1.2587 d2.dn_loss_iou: 1.2414 d3.dn_loss_cls: 0.2298 d3.dn_loss_bbox: 1.2493 d3.dn_loss_iou: 1.2329 d4.dn_loss_cls: 0.2346 d4.dn_loss_bbox: 1.2446 d4.dn_loss_iou: 1.2302 2023/02/28 07:35:53 - mmengine - INFO - Epoch(train) [1][ 400/7393] lr: 1.0000e-04 eta: 21:30:19 time: 0.8508 data_time: 0.0036 memory: 27184 grad_norm: 40.1762 loss: 32.2754 loss_cls: 0.6392 loss_bbox: 0.7025 loss_iou: 1.0050 d0.loss_cls: 0.6575 d0.loss_bbox: 0.8469 d0.loss_iou: 1.1322 d1.loss_cls: 0.6481 d1.loss_bbox: 0.7536 d1.loss_iou: 1.0640 d2.loss_cls: 0.6344 d2.loss_bbox: 0.7233 d2.loss_iou: 1.0422 d3.loss_cls: 0.6326 d3.loss_bbox: 0.7191 d3.loss_iou: 1.0194 d4.loss_cls: 0.6387 d4.loss_bbox: 0.7100 d4.loss_iou: 1.0096 enc_loss_cls: 0.6960 enc_loss_bbox: 0.9445 enc_loss_iou: 1.1665 dn_loss_cls: 0.2298 dn_loss_bbox: 1.0748 dn_loss_iou: 1.1307 d0.dn_loss_cls: 0.2495 d0.dn_loss_bbox: 1.1630 d0.dn_loss_iou: 1.2096 d1.dn_loss_cls: 0.2321 d1.dn_loss_bbox: 1.1080 d1.dn_loss_iou: 1.1643 d2.dn_loss_cls: 0.2210 d2.dn_loss_bbox: 1.0892 d2.dn_loss_iou: 1.1506 d3.dn_loss_cls: 0.2186 d3.dn_loss_bbox: 1.0792 d3.dn_loss_iou: 1.1393 d4.dn_loss_cls: 0.2214 d4.dn_loss_bbox: 1.0754 d4.dn_loss_iou: 1.1336 2023/02/28 07:36:36 - mmengine - INFO - Epoch(train) [1][ 450/7393] lr: 1.0000e-04 eta: 21:29:11 time: 0.8742 data_time: 0.0037 memory: 28373 grad_norm: 41.0582 loss: 30.0310 loss_cls: 0.6147 loss_bbox: 0.5516 loss_iou: 0.9157 d0.loss_cls: 0.6484 d0.loss_bbox: 0.6888 d0.loss_iou: 1.0277 d1.loss_cls: 0.6220 d1.loss_bbox: 0.6040 d1.loss_iou: 0.9730 d2.loss_cls: 0.6105 d2.loss_bbox: 0.5718 d2.loss_iou: 0.9430 d3.loss_cls: 0.6056 d3.loss_bbox: 0.5629 d3.loss_iou: 0.9234 d4.loss_cls: 0.6110 d4.loss_bbox: 0.5554 d4.loss_iou: 0.9208 enc_loss_cls: 0.6614 enc_loss_bbox: 0.8054 enc_loss_iou: 1.0972 dn_loss_cls: 0.2144 dn_loss_bbox: 1.0318 dn_loss_iou: 1.1186 d0.dn_loss_cls: 0.2450 d0.dn_loss_bbox: 1.1400 d0.dn_loss_iou: 1.2105 d1.dn_loss_cls: 0.2290 d1.dn_loss_bbox: 1.0693 d1.dn_loss_iou: 1.1486 d2.dn_loss_cls: 0.2155 d2.dn_loss_bbox: 1.0474 d2.dn_loss_iou: 1.1258 d3.dn_loss_cls: 0.2098 d3.dn_loss_bbox: 1.0361 d3.dn_loss_iou: 1.1181 d4.dn_loss_cls: 0.2080 d4.dn_loss_bbox: 1.0328 d4.dn_loss_iou: 1.1160 2023/02/28 07:37:19 - mmengine - INFO - Epoch(train) [1][ 500/7393] lr: 1.0000e-04 eta: 21:24:24 time: 0.8487 data_time: 0.0036 memory: 26767 grad_norm: 43.1869 loss: 27.6111 loss_cls: 0.6107 loss_bbox: 0.4469 loss_iou: 0.8355 d0.loss_cls: 0.6322 d0.loss_bbox: 0.5553 d0.loss_iou: 0.9541 d1.loss_cls: 0.6177 d1.loss_bbox: 0.4883 d1.loss_iou: 0.8840 d2.loss_cls: 0.6057 d2.loss_bbox: 0.4647 d2.loss_iou: 0.8516 d3.loss_cls: 0.6099 d3.loss_bbox: 0.4556 d3.loss_iou: 0.8393 d4.loss_cls: 0.6070 d4.loss_bbox: 0.4493 d4.loss_iou: 0.8374 enc_loss_cls: 0.6604 enc_loss_bbox: 0.6543 enc_loss_iou: 1.0042 dn_loss_cls: 0.1956 dn_loss_bbox: 0.9735 dn_loss_iou: 1.0231 d0.dn_loss_cls: 0.2303 d0.dn_loss_bbox: 1.0909 d0.dn_loss_iou: 1.1363 d1.dn_loss_cls: 0.2123 d1.dn_loss_bbox: 1.0121 d1.dn_loss_iou: 1.0586 d2.dn_loss_cls: 0.2007 d2.dn_loss_bbox: 0.9880 d2.dn_loss_iou: 1.0350 d3.dn_loss_cls: 0.1948 d3.dn_loss_bbox: 0.9798 d3.dn_loss_iou: 1.0265 d4.dn_loss_cls: 0.1911 d4.dn_loss_bbox: 0.9751 d4.dn_loss_iou: 1.0234 2023/02/28 07:38:03 - mmengine - INFO - Epoch(train) [1][ 550/7393] lr: 1.0000e-04 eta: 21:24:30 time: 0.8798 data_time: 0.0037 memory: 27614 grad_norm: 47.1046 loss: 28.1465 loss_cls: 0.6110 loss_bbox: 0.4890 loss_iou: 0.9104 d0.loss_cls: 0.6483 d0.loss_bbox: 0.5622 d0.loss_iou: 1.0140 d1.loss_cls: 0.6237 d1.loss_bbox: 0.5119 d1.loss_iou: 0.9396 d2.loss_cls: 0.6134 d2.loss_bbox: 0.4985 d2.loss_iou: 0.9206 d3.loss_cls: 0.6063 d3.loss_bbox: 0.4916 d3.loss_iou: 0.9124 d4.loss_cls: 0.6142 d4.loss_bbox: 0.4867 d4.loss_iou: 0.9141 enc_loss_cls: 0.6549 enc_loss_bbox: 0.6342 enc_loss_iou: 1.0627 dn_loss_cls: 0.2031 dn_loss_bbox: 0.9202 dn_loss_iou: 1.0331 d0.dn_loss_cls: 0.2337 d0.dn_loss_bbox: 1.0775 d0.dn_loss_iou: 1.1831 d1.dn_loss_cls: 0.2175 d1.dn_loss_bbox: 0.9729 d1.dn_loss_iou: 1.0811 d2.dn_loss_cls: 0.2027 d2.dn_loss_bbox: 0.9384 d2.dn_loss_iou: 1.0501 d3.dn_loss_cls: 0.1973 d3.dn_loss_bbox: 0.9270 d3.dn_loss_iou: 1.0366 d4.dn_loss_cls: 0.1974 d4.dn_loss_bbox: 0.9217 d4.dn_loss_iou: 1.0331 2023/02/28 07:38:46 - mmengine - INFO - Epoch(train) [1][ 600/7393] lr: 1.0000e-04 eta: 21:22:06 time: 0.8605 data_time: 0.0036 memory: 28179 grad_norm: 48.2234 loss: 27.0117 loss_cls: 0.6257 loss_bbox: 0.4050 loss_iou: 0.8453 d0.loss_cls: 0.6515 d0.loss_bbox: 0.5093 d0.loss_iou: 0.9939 d1.loss_cls: 0.6351 d1.loss_bbox: 0.4335 d1.loss_iou: 0.8950 d2.loss_cls: 0.6305 d2.loss_bbox: 0.4129 d2.loss_iou: 0.8665 d3.loss_cls: 0.6270 d3.loss_bbox: 0.4048 d3.loss_iou: 0.8585 d4.loss_cls: 0.6250 d4.loss_bbox: 0.4068 d4.loss_iou: 0.8483 enc_loss_cls: 0.6827 enc_loss_bbox: 0.5687 enc_loss_iou: 1.0469 dn_loss_cls: 0.1886 dn_loss_bbox: 0.9119 dn_loss_iou: 0.9871 d0.dn_loss_cls: 0.2222 d0.dn_loss_bbox: 1.0715 d0.dn_loss_iou: 1.1498 d1.dn_loss_cls: 0.2057 d1.dn_loss_bbox: 0.9567 d1.dn_loss_iou: 1.0336 d2.dn_loss_cls: 0.1930 d2.dn_loss_bbox: 0.9296 d2.dn_loss_iou: 1.0069 d3.dn_loss_cls: 0.1874 d3.dn_loss_bbox: 0.9169 d3.dn_loss_iou: 0.9913 d4.dn_loss_cls: 0.1862 d4.dn_loss_bbox: 0.9135 d4.dn_loss_iou: 0.9870 2023/02/28 07:39:28 - mmengine - INFO - Epoch(train) [1][ 650/7393] lr: 1.0000e-04 eta: 21:18:45 time: 0.8497 data_time: 0.0036 memory: 27473 grad_norm: 50.6256 loss: 25.0882 loss_cls: 0.5190 loss_bbox: 0.3555 loss_iou: 0.7112 d0.loss_cls: 0.5613 d0.loss_bbox: 0.4543 d0.loss_iou: 0.8352 d1.loss_cls: 0.5292 d1.loss_bbox: 0.3825 d1.loss_iou: 0.7554 d2.loss_cls: 0.5235 d2.loss_bbox: 0.3669 d2.loss_iou: 0.7312 d3.loss_cls: 0.5134 d3.loss_bbox: 0.3592 d3.loss_iou: 0.7164 d4.loss_cls: 0.5158 d4.loss_bbox: 0.3582 d4.loss_iou: 0.7112 enc_loss_cls: 0.5674 enc_loss_bbox: 0.5182 enc_loss_iou: 0.8944 dn_loss_cls: 0.1884 dn_loss_bbox: 0.9165 dn_loss_iou: 0.9863 d0.dn_loss_cls: 0.2249 d0.dn_loss_bbox: 1.1197 d0.dn_loss_iou: 1.1918 d1.dn_loss_cls: 0.2036 d1.dn_loss_bbox: 0.9816 d1.dn_loss_iou: 1.0505 d2.dn_loss_cls: 0.1877 d2.dn_loss_bbox: 0.9443 d2.dn_loss_iou: 1.0141 d3.dn_loss_cls: 0.1868 d3.dn_loss_bbox: 0.9262 d3.dn_loss_iou: 0.9941 d4.dn_loss_cls: 0.1869 d4.dn_loss_bbox: 0.9178 d4.dn_loss_iou: 0.9876 2023/02/28 07:40:11 - mmengine - INFO - Epoch(train) [1][ 700/7393] lr: 1.0000e-04 eta: 21:17:00 time: 0.8615 data_time: 0.0035 memory: 29181 grad_norm: 48.0058 loss: 25.9673 loss_cls: 0.6170 loss_bbox: 0.3999 loss_iou: 0.7801 d0.loss_cls: 0.6292 d0.loss_bbox: 0.5095 d0.loss_iou: 0.9028 d1.loss_cls: 0.6193 d1.loss_bbox: 0.4440 d1.loss_iou: 0.8265 d2.loss_cls: 0.6116 d2.loss_bbox: 0.4169 d2.loss_iou: 0.8017 d3.loss_cls: 0.6089 d3.loss_bbox: 0.4092 d3.loss_iou: 0.7907 d4.loss_cls: 0.6075 d4.loss_bbox: 0.3999 d4.loss_iou: 0.7857 enc_loss_cls: 0.6418 enc_loss_bbox: 0.5814 enc_loss_iou: 0.9611 dn_loss_cls: 0.1810 dn_loss_bbox: 0.8531 dn_loss_iou: 0.9836 d0.dn_loss_cls: 0.2150 d0.dn_loss_bbox: 1.0111 d0.dn_loss_iou: 1.1572 d1.dn_loss_cls: 0.1975 d1.dn_loss_bbox: 0.8923 d1.dn_loss_iou: 1.0365 d2.dn_loss_cls: 0.1814 d2.dn_loss_bbox: 0.8685 d2.dn_loss_iou: 1.0080 d3.dn_loss_cls: 0.1781 d3.dn_loss_bbox: 0.8576 d3.dn_loss_iou: 0.9874 d4.dn_loss_cls: 0.1745 d4.dn_loss_bbox: 0.8548 d4.dn_loss_iou: 0.9848 2023/02/28 07:40:55 - mmengine - INFO - Epoch(train) [1][ 750/7393] lr: 1.0000e-04 eta: 21:16:20 time: 0.8711 data_time: 0.0036 memory: 27184 grad_norm: 54.3153 loss: 24.7794 loss_cls: 0.5705 loss_bbox: 0.3673 loss_iou: 0.6990 d0.loss_cls: 0.6048 d0.loss_bbox: 0.4584 d0.loss_iou: 0.8127 d1.loss_cls: 0.5821 d1.loss_bbox: 0.3887 d1.loss_iou: 0.7299 d2.loss_cls: 0.5741 d2.loss_bbox: 0.3788 d2.loss_iou: 0.7103 d3.loss_cls: 0.5610 d3.loss_bbox: 0.3725 d3.loss_iou: 0.7059 d4.loss_cls: 0.5736 d4.loss_bbox: 0.3652 d4.loss_iou: 0.6937 enc_loss_cls: 0.6273 enc_loss_bbox: 0.5237 enc_loss_iou: 0.8656 dn_loss_cls: 0.1845 dn_loss_bbox: 0.9218 dn_loss_iou: 0.9082 d0.dn_loss_cls: 0.2212 d0.dn_loss_bbox: 1.0812 d0.dn_loss_iou: 1.0984 d1.dn_loss_cls: 0.2009 d1.dn_loss_bbox: 0.9606 d1.dn_loss_iou: 0.9649 d2.dn_loss_cls: 0.1838 d2.dn_loss_bbox: 0.9360 d2.dn_loss_iou: 0.9322 d3.dn_loss_cls: 0.1780 d3.dn_loss_bbox: 0.9245 d3.dn_loss_iou: 0.9109 d4.dn_loss_cls: 0.1782 d4.dn_loss_bbox: 0.9220 d4.dn_loss_iou: 0.9074 2023/02/28 07:41:37 - mmengine - INFO - Epoch(train) [1][ 800/7393] lr: 1.0000e-04 eta: 21:12:53 time: 0.8409 data_time: 0.0036 memory: 26633 grad_norm: 55.1518 loss: 25.8110 loss_cls: 0.6309 loss_bbox: 0.4165 loss_iou: 0.7939 d0.loss_cls: 0.6673 d0.loss_bbox: 0.5269 d0.loss_iou: 0.9329 d1.loss_cls: 0.6368 d1.loss_bbox: 0.4477 d1.loss_iou: 0.8363 d2.loss_cls: 0.6238 d2.loss_bbox: 0.4284 d2.loss_iou: 0.8161 d3.loss_cls: 0.6223 d3.loss_bbox: 0.4222 d3.loss_iou: 0.8000 d4.loss_cls: 0.6250 d4.loss_bbox: 0.4219 d4.loss_iou: 0.7952 enc_loss_cls: 0.6812 enc_loss_bbox: 0.6037 enc_loss_iou: 1.0122 dn_loss_cls: 0.1640 dn_loss_bbox: 0.8465 dn_loss_iou: 0.8960 d0.dn_loss_cls: 0.1968 d0.dn_loss_bbox: 1.0494 d0.dn_loss_iou: 1.1122 d1.dn_loss_cls: 0.1783 d1.dn_loss_bbox: 0.8984 d1.dn_loss_iou: 0.9604 d2.dn_loss_cls: 0.1647 d2.dn_loss_bbox: 0.8658 d2.dn_loss_iou: 0.9221 d3.dn_loss_cls: 0.1605 d3.dn_loss_bbox: 0.8508 d3.dn_loss_iou: 0.8992 d4.dn_loss_cls: 0.1604 d4.dn_loss_bbox: 0.8479 d4.dn_loss_iou: 0.8960 2023/02/28 07:42:20 - mmengine - INFO - Epoch(train) [1][ 850/7393] lr: 1.0000e-04 eta: 21:10:54 time: 0.8541 data_time: 0.0035 memory: 26739 grad_norm: 55.1613 loss: 23.4894 loss_cls: 0.5662 loss_bbox: 0.3502 loss_iou: 0.6497 d0.loss_cls: 0.5878 d0.loss_bbox: 0.4586 d0.loss_iou: 0.7942 d1.loss_cls: 0.5754 d1.loss_bbox: 0.3772 d1.loss_iou: 0.6944 d2.loss_cls: 0.5602 d2.loss_bbox: 0.3675 d2.loss_iou: 0.6746 d3.loss_cls: 0.5578 d3.loss_bbox: 0.3580 d3.loss_iou: 0.6604 d4.loss_cls: 0.5578 d4.loss_bbox: 0.3528 d4.loss_iou: 0.6517 enc_loss_cls: 0.5927 enc_loss_bbox: 0.5093 enc_loss_iou: 0.8243 dn_loss_cls: 0.1663 dn_loss_bbox: 0.8006 dn_loss_iou: 0.8810 d0.dn_loss_cls: 0.2024 d0.dn_loss_bbox: 1.0101 d0.dn_loss_iou: 1.1075 d1.dn_loss_cls: 0.1822 d1.dn_loss_bbox: 0.8612 d1.dn_loss_iou: 0.9558 d2.dn_loss_cls: 0.1697 d2.dn_loss_bbox: 0.8220 d2.dn_loss_iou: 0.9124 d3.dn_loss_cls: 0.1652 d3.dn_loss_bbox: 0.8033 d3.dn_loss_iou: 0.8860 d4.dn_loss_cls: 0.1610 d4.dn_loss_bbox: 0.8008 d4.dn_loss_iou: 0.8813 2023/02/28 07:43:03 - mmengine - INFO - Epoch(train) [1][ 900/7393] lr: 1.0000e-04 eta: 21:09:24 time: 0.8582 data_time: 0.0038 memory: 26871 grad_norm: 48.0875 loss: 23.4620 loss_cls: 0.5736 loss_bbox: 0.3249 loss_iou: 0.7426 d0.loss_cls: 0.5974 d0.loss_bbox: 0.4145 d0.loss_iou: 0.8712 d1.loss_cls: 0.5830 d1.loss_bbox: 0.3545 d1.loss_iou: 0.7842 d2.loss_cls: 0.5721 d2.loss_bbox: 0.3387 d2.loss_iou: 0.7594 d3.loss_cls: 0.5710 d3.loss_bbox: 0.3270 d3.loss_iou: 0.7470 d4.loss_cls: 0.5700 d4.loss_bbox: 0.3239 d4.loss_iou: 0.7445 enc_loss_cls: 0.6029 enc_loss_bbox: 0.4794 enc_loss_iou: 0.9129 dn_loss_cls: 0.1535 dn_loss_bbox: 0.7527 dn_loss_iou: 0.8713 d0.dn_loss_cls: 0.1912 d0.dn_loss_bbox: 0.9363 d0.dn_loss_iou: 1.0819 d1.dn_loss_cls: 0.1704 d1.dn_loss_bbox: 0.7982 d1.dn_loss_iou: 0.9298 d2.dn_loss_cls: 0.1587 d2.dn_loss_bbox: 0.7698 d2.dn_loss_iou: 0.8948 d3.dn_loss_cls: 0.1519 d3.dn_loss_bbox: 0.7567 d3.dn_loss_iou: 0.8749 d4.dn_loss_cls: 0.1502 d4.dn_loss_bbox: 0.7530 d4.dn_loss_iou: 0.8717 2023/02/28 07:43:46 - mmengine - INFO - Epoch(train) [1][ 950/7393] lr: 1.0000e-04 eta: 21:08:31 time: 0.8653 data_time: 0.0037 memory: 28585 grad_norm: 48.2173 loss: 24.4862 loss_cls: 0.6373 loss_bbox: 0.4024 loss_iou: 0.7888 d0.loss_cls: 0.6630 d0.loss_bbox: 0.5035 d0.loss_iou: 0.9364 d1.loss_cls: 0.6360 d1.loss_bbox: 0.4319 d1.loss_iou: 0.8403 d2.loss_cls: 0.6248 d2.loss_bbox: 0.4158 d2.loss_iou: 0.8263 d3.loss_cls: 0.6213 d3.loss_bbox: 0.4106 d3.loss_iou: 0.8039 d4.loss_cls: 0.6259 d4.loss_bbox: 0.4016 d4.loss_iou: 0.7949 enc_loss_cls: 0.6681 enc_loss_bbox: 0.5771 enc_loss_iou: 1.0056 dn_loss_cls: 0.1568 dn_loss_bbox: 0.7147 dn_loss_iou: 0.8463 d0.dn_loss_cls: 0.1894 d0.dn_loss_bbox: 0.8740 d0.dn_loss_iou: 1.0574 d1.dn_loss_cls: 0.1699 d1.dn_loss_bbox: 0.7535 d1.dn_loss_iou: 0.9154 d2.dn_loss_cls: 0.1564 d2.dn_loss_bbox: 0.7272 d2.dn_loss_iou: 0.8759 d3.dn_loss_cls: 0.1537 d3.dn_loss_bbox: 0.7147 d3.dn_loss_iou: 0.8519 d4.dn_loss_cls: 0.1522 d4.dn_loss_bbox: 0.7145 d4.dn_loss_iou: 0.8468 2023/02/28 07:44:29 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 07:44:29 - mmengine - INFO - Epoch(train) [1][1000/7393] lr: 1.0000e-04 eta: 21:06:53 time: 0.8547 data_time: 0.0036 memory: 28179 grad_norm: 44.9832 loss: 23.3915 loss_cls: 0.5706 loss_bbox: 0.2983 loss_iou: 0.7190 d0.loss_cls: 0.6052 d0.loss_bbox: 0.3939 d0.loss_iou: 0.8555 d1.loss_cls: 0.5782 d1.loss_bbox: 0.3289 d1.loss_iou: 0.7725 d2.loss_cls: 0.5588 d2.loss_bbox: 0.3199 d2.loss_iou: 0.7503 d3.loss_cls: 0.5481 d3.loss_bbox: 0.3131 d3.loss_iou: 0.7420 d4.loss_cls: 0.5635 d4.loss_bbox: 0.3004 d4.loss_iou: 0.7259 enc_loss_cls: 0.6105 enc_loss_bbox: 0.4684 enc_loss_iou: 0.9362 dn_loss_cls: 0.1564 dn_loss_bbox: 0.7640 dn_loss_iou: 0.8522 d0.dn_loss_cls: 0.2012 d0.dn_loss_bbox: 1.0007 d0.dn_loss_iou: 1.1116 d1.dn_loss_cls: 0.1753 d1.dn_loss_bbox: 0.8334 d1.dn_loss_iou: 0.9413 d2.dn_loss_cls: 0.1610 d2.dn_loss_bbox: 0.7911 d2.dn_loss_iou: 0.8886 d3.dn_loss_cls: 0.1567 d3.dn_loss_bbox: 0.7688 d3.dn_loss_iou: 0.8586 d4.dn_loss_cls: 0.1533 d4.dn_loss_bbox: 0.7652 d4.dn_loss_iou: 0.8527 2023/02/28 07:45:12 - mmengine - INFO - Epoch(train) [1][1050/7393] lr: 1.0000e-04 eta: 21:06:03 time: 0.8651 data_time: 0.0036 memory: 30353 grad_norm: 53.5374 loss: 22.0339 loss_cls: 0.5135 loss_bbox: 0.3257 loss_iou: 0.5904 d0.loss_cls: 0.5452 d0.loss_bbox: 0.4009 d0.loss_iou: 0.7032 d1.loss_cls: 0.5121 d1.loss_bbox: 0.3589 d1.loss_iou: 0.6364 d2.loss_cls: 0.5064 d2.loss_bbox: 0.3313 d2.loss_iou: 0.6104 d3.loss_cls: 0.5073 d3.loss_bbox: 0.3310 d3.loss_iou: 0.5989 d4.loss_cls: 0.5115 d4.loss_bbox: 0.3264 d4.loss_iou: 0.5985 enc_loss_cls: 0.5605 enc_loss_bbox: 0.4662 enc_loss_iou: 0.7642 dn_loss_cls: 0.1616 dn_loss_bbox: 0.7994 dn_loss_iou: 0.8211 d0.dn_loss_cls: 0.1950 d0.dn_loss_bbox: 0.9984 d0.dn_loss_iou: 1.0558 d1.dn_loss_cls: 0.1733 d1.dn_loss_bbox: 0.8497 d1.dn_loss_iou: 0.8939 d2.dn_loss_cls: 0.1611 d2.dn_loss_bbox: 0.8160 d2.dn_loss_iou: 0.8485 d3.dn_loss_cls: 0.1571 d3.dn_loss_bbox: 0.8017 d3.dn_loss_iou: 0.8243 d4.dn_loss_cls: 0.1595 d4.dn_loss_bbox: 0.7985 d4.dn_loss_iou: 0.8202 2023/02/28 07:45:55 - mmengine - INFO - Epoch(train) [1][1100/7393] lr: 1.0000e-04 eta: 21:04:59 time: 0.8612 data_time: 0.0037 memory: 27688 grad_norm: 46.9778 loss: 24.9871 loss_cls: 0.6060 loss_bbox: 0.3724 loss_iou: 0.8179 d0.loss_cls: 0.6252 d0.loss_bbox: 0.4673 d0.loss_iou: 0.9629 d1.loss_cls: 0.5994 d1.loss_bbox: 0.4104 d1.loss_iou: 0.8740 d2.loss_cls: 0.5912 d2.loss_bbox: 0.3933 d2.loss_iou: 0.8519 d3.loss_cls: 0.5967 d3.loss_bbox: 0.3851 d3.loss_iou: 0.8298 d4.loss_cls: 0.5987 d4.loss_bbox: 0.3795 d4.loss_iou: 0.8226 enc_loss_cls: 0.6469 enc_loss_bbox: 0.5104 enc_loss_iou: 1.0227 dn_loss_cls: 0.1714 dn_loss_bbox: 0.7627 dn_loss_iou: 0.8889 d0.dn_loss_cls: 0.2051 d0.dn_loss_bbox: 0.9765 d0.dn_loss_iou: 1.1274 d1.dn_loss_cls: 0.1796 d1.dn_loss_bbox: 0.8258 d1.dn_loss_iou: 0.9663 d2.dn_loss_cls: 0.1695 d2.dn_loss_bbox: 0.7854 d2.dn_loss_iou: 0.9183 d3.dn_loss_cls: 0.1666 d3.dn_loss_bbox: 0.7680 d3.dn_loss_iou: 0.8933 d4.dn_loss_cls: 0.1659 d4.dn_loss_bbox: 0.7634 d4.dn_loss_iou: 0.8886 2023/02/28 07:46:38 - mmengine - INFO - Epoch(train) [1][1150/7393] lr: 1.0000e-04 eta: 21:04:00 time: 0.8622 data_time: 0.0036 memory: 27290 grad_norm: 51.8251 loss: 22.8744 loss_cls: 0.5619 loss_bbox: 0.3141 loss_iou: 0.6663 d0.loss_cls: 0.5982 d0.loss_bbox: 0.4039 d0.loss_iou: 0.7981 d1.loss_cls: 0.5765 d1.loss_bbox: 0.3401 d1.loss_iou: 0.7089 d2.loss_cls: 0.5597 d2.loss_bbox: 0.3263 d2.loss_iou: 0.6912 d3.loss_cls: 0.5562 d3.loss_bbox: 0.3195 d3.loss_iou: 0.6749 d4.loss_cls: 0.5598 d4.loss_bbox: 0.3178 d4.loss_iou: 0.6707 enc_loss_cls: 0.5984 enc_loss_bbox: 0.4587 enc_loss_iou: 0.8744 dn_loss_cls: 0.1636 dn_loss_bbox: 0.7346 dn_loss_iou: 0.8757 d0.dn_loss_cls: 0.2020 d0.dn_loss_bbox: 0.9379 d0.dn_loss_iou: 1.1122 d1.dn_loss_cls: 0.1730 d1.dn_loss_bbox: 0.7884 d1.dn_loss_iou: 0.9523 d2.dn_loss_cls: 0.1619 d2.dn_loss_bbox: 0.7485 d2.dn_loss_iou: 0.9039 d3.dn_loss_cls: 0.1608 d3.dn_loss_bbox: 0.7345 d3.dn_loss_iou: 0.8796 d4.dn_loss_cls: 0.1606 d4.dn_loss_bbox: 0.7340 d4.dn_loss_iou: 0.8755 2023/02/28 07:47:21 - mmengine - INFO - Epoch(train) [1][1200/7393] lr: 1.0000e-04 eta: 21:02:27 time: 0.8524 data_time: 0.0036 memory: 27637 grad_norm: 50.2263 loss: 22.8138 loss_cls: 0.5677 loss_bbox: 0.3421 loss_iou: 0.7615 d0.loss_cls: 0.6088 d0.loss_bbox: 0.4033 d0.loss_iou: 0.8823 d1.loss_cls: 0.5853 d1.loss_bbox: 0.3540 d1.loss_iou: 0.8001 d2.loss_cls: 0.5661 d2.loss_bbox: 0.3509 d2.loss_iou: 0.7916 d3.loss_cls: 0.5646 d3.loss_bbox: 0.3429 d3.loss_iou: 0.7742 d4.loss_cls: 0.5684 d4.loss_bbox: 0.3426 d4.loss_iou: 0.7652 enc_loss_cls: 0.6417 enc_loss_bbox: 0.4803 enc_loss_iou: 0.9462 dn_loss_cls: 0.1459 dn_loss_bbox: 0.6444 dn_loss_iou: 0.8138 d0.dn_loss_cls: 0.1854 d0.dn_loss_bbox: 0.8770 d0.dn_loss_iou: 1.0571 d1.dn_loss_cls: 0.1578 d1.dn_loss_bbox: 0.7194 d1.dn_loss_iou: 0.8957 d2.dn_loss_cls: 0.1448 d2.dn_loss_bbox: 0.6714 d2.dn_loss_iou: 0.8464 d3.dn_loss_cls: 0.1433 d3.dn_loss_bbox: 0.6496 d3.dn_loss_iou: 0.8202 d4.dn_loss_cls: 0.1432 d4.dn_loss_bbox: 0.6444 d4.dn_loss_iou: 0.8144 2023/02/28 07:48:03 - mmengine - INFO - Epoch(train) [1][1250/7393] lr: 1.0000e-04 eta: 21:00:50 time: 0.8502 data_time: 0.0037 memory: 28531 grad_norm: 66.4628 loss: 23.4635 loss_cls: 0.5862 loss_bbox: 0.3375 loss_iou: 0.6994 d0.loss_cls: 0.6179 d0.loss_bbox: 0.4232 d0.loss_iou: 0.8396 d1.loss_cls: 0.5928 d1.loss_bbox: 0.3694 d1.loss_iou: 0.7530 d2.loss_cls: 0.5765 d2.loss_bbox: 0.3540 d2.loss_iou: 0.7270 d3.loss_cls: 0.5762 d3.loss_bbox: 0.3423 d3.loss_iou: 0.7054 d4.loss_cls: 0.5803 d4.loss_bbox: 0.3397 d4.loss_iou: 0.7007 enc_loss_cls: 0.6219 enc_loss_bbox: 0.4964 enc_loss_iou: 0.9181 dn_loss_cls: 0.1512 dn_loss_bbox: 0.7514 dn_loss_iou: 0.8758 d0.dn_loss_cls: 0.1862 d0.dn_loss_bbox: 0.9470 d0.dn_loss_iou: 1.1124 d1.dn_loss_cls: 0.1576 d1.dn_loss_bbox: 0.8035 d1.dn_loss_iou: 0.9570 d2.dn_loss_cls: 0.1469 d2.dn_loss_bbox: 0.7649 d2.dn_loss_iou: 0.9060 d3.dn_loss_cls: 0.1452 d3.dn_loss_bbox: 0.7505 d3.dn_loss_iou: 0.8792 d4.dn_loss_cls: 0.1445 d4.dn_loss_bbox: 0.7505 d4.dn_loss_iou: 0.8762 2023/02/28 07:48:46 - mmengine - INFO - Epoch(train) [1][1300/7393] lr: 1.0000e-04 eta: 20:59:28 time: 0.8532 data_time: 0.0037 memory: 25729 grad_norm: 64.5112 loss: 21.3081 loss_cls: 0.5585 loss_bbox: 0.2963 loss_iou: 0.6719 d0.loss_cls: 0.5984 d0.loss_bbox: 0.3662 d0.loss_iou: 0.8033 d1.loss_cls: 0.5665 d1.loss_bbox: 0.3158 d1.loss_iou: 0.7190 d2.loss_cls: 0.5592 d2.loss_bbox: 0.3022 d2.loss_iou: 0.7027 d3.loss_cls: 0.5514 d3.loss_bbox: 0.3033 d3.loss_iou: 0.6862 d4.loss_cls: 0.5513 d4.loss_bbox: 0.2991 d4.loss_iou: 0.6777 enc_loss_cls: 0.6175 enc_loss_bbox: 0.4215 enc_loss_iou: 0.8808 dn_loss_cls: 0.1336 dn_loss_bbox: 0.6687 dn_loss_iou: 0.7323 d0.dn_loss_cls: 0.1736 d0.dn_loss_bbox: 0.8578 d0.dn_loss_iou: 0.9592 d1.dn_loss_cls: 0.1471 d1.dn_loss_bbox: 0.7161 d1.dn_loss_iou: 0.8080 d2.dn_loss_cls: 0.1377 d2.dn_loss_bbox: 0.6843 d2.dn_loss_iou: 0.7617 d3.dn_loss_cls: 0.1333 d3.dn_loss_bbox: 0.6717 d3.dn_loss_iou: 0.7398 d4.dn_loss_cls: 0.1313 d4.dn_loss_bbox: 0.6690 d4.dn_loss_iou: 0.7342 2023/02/28 07:49:28 - mmengine - INFO - Epoch(train) [1][1350/7393] lr: 1.0000e-04 eta: 20:58:04 time: 0.8520 data_time: 0.0036 memory: 28806 grad_norm: 63.9513 loss: 23.1880 loss_cls: 0.6140 loss_bbox: 0.3649 loss_iou: 0.7654 d0.loss_cls: 0.6472 d0.loss_bbox: 0.4424 d0.loss_iou: 0.8979 d1.loss_cls: 0.6164 d1.loss_bbox: 0.3945 d1.loss_iou: 0.8142 d2.loss_cls: 0.6083 d2.loss_bbox: 0.3809 d2.loss_iou: 0.7915 d3.loss_cls: 0.6043 d3.loss_bbox: 0.3707 d3.loss_iou: 0.7779 d4.loss_cls: 0.6135 d4.loss_bbox: 0.3655 d4.loss_iou: 0.7698 enc_loss_cls: 0.6492 enc_loss_bbox: 0.5183 enc_loss_iou: 0.9944 dn_loss_cls: 0.1313 dn_loss_bbox: 0.6803 dn_loss_iou: 0.7874 d0.dn_loss_cls: 0.1690 d0.dn_loss_bbox: 0.8561 d0.dn_loss_iou: 1.0003 d1.dn_loss_cls: 0.1418 d1.dn_loss_bbox: 0.7270 d1.dn_loss_iou: 0.8569 d2.dn_loss_cls: 0.1312 d2.dn_loss_bbox: 0.6948 d2.dn_loss_iou: 0.8123 d3.dn_loss_cls: 0.1278 d3.dn_loss_bbox: 0.6828 d3.dn_loss_iou: 0.7912 d4.dn_loss_cls: 0.1279 d4.dn_loss_bbox: 0.6810 d4.dn_loss_iou: 0.7877 2023/02/28 07:50:11 - mmengine - INFO - Epoch(train) [1][1400/7393] lr: 1.0000e-04 eta: 20:56:52 time: 0.8549 data_time: 0.0037 memory: 27688 grad_norm: 52.5198 loss: 20.8294 loss_cls: 0.5067 loss_bbox: 0.3147 loss_iou: 0.6566 d0.loss_cls: 0.5535 d0.loss_bbox: 0.3701 d0.loss_iou: 0.7549 d1.loss_cls: 0.5180 d1.loss_bbox: 0.3390 d1.loss_iou: 0.6973 d2.loss_cls: 0.5081 d2.loss_bbox: 0.3250 d2.loss_iou: 0.6781 d3.loss_cls: 0.5047 d3.loss_bbox: 0.3140 d3.loss_iou: 0.6615 d4.loss_cls: 0.5034 d4.loss_bbox: 0.3142 d4.loss_iou: 0.6594 enc_loss_cls: 0.5517 enc_loss_bbox: 0.4544 enc_loss_iou: 0.8551 dn_loss_cls: 0.1413 dn_loss_bbox: 0.6284 dn_loss_iou: 0.7550 d0.dn_loss_cls: 0.1763 d0.dn_loss_bbox: 0.8230 d0.dn_loss_iou: 0.9783 d1.dn_loss_cls: 0.1497 d1.dn_loss_bbox: 0.6818 d1.dn_loss_iou: 0.8315 d2.dn_loss_cls: 0.1392 d2.dn_loss_bbox: 0.6470 d2.dn_loss_iou: 0.7860 d3.dn_loss_cls: 0.1372 d3.dn_loss_bbox: 0.6318 d3.dn_loss_iou: 0.7604 d4.dn_loss_cls: 0.1372 d4.dn_loss_bbox: 0.6287 d4.dn_loss_iou: 0.7558 2023/02/28 07:50:55 - mmengine - INFO - Epoch(train) [1][1450/7393] lr: 1.0000e-04 eta: 20:56:30 time: 0.8705 data_time: 0.0036 memory: 26633 grad_norm: 66.2027 loss: 20.8730 loss_cls: 0.5045 loss_bbox: 0.2935 loss_iou: 0.6155 d0.loss_cls: 0.5376 d0.loss_bbox: 0.3590 d0.loss_iou: 0.7127 d1.loss_cls: 0.5234 d1.loss_bbox: 0.3050 d1.loss_iou: 0.6475 d2.loss_cls: 0.5104 d2.loss_bbox: 0.3001 d2.loss_iou: 0.6383 d3.loss_cls: 0.5066 d3.loss_bbox: 0.2986 d3.loss_iou: 0.6299 d4.loss_cls: 0.4998 d4.loss_bbox: 0.2962 d4.loss_iou: 0.6267 enc_loss_cls: 0.5478 enc_loss_bbox: 0.4133 enc_loss_iou: 0.7982 dn_loss_cls: 0.1373 dn_loss_bbox: 0.6908 dn_loss_iou: 0.7967 d0.dn_loss_cls: 0.1766 d0.dn_loss_bbox: 0.8539 d0.dn_loss_iou: 1.0004 d1.dn_loss_cls: 0.1490 d1.dn_loss_bbox: 0.7274 d1.dn_loss_iou: 0.8581 d2.dn_loss_cls: 0.1393 d2.dn_loss_bbox: 0.7015 d2.dn_loss_iou: 0.8220 d3.dn_loss_cls: 0.1360 d3.dn_loss_bbox: 0.6943 d3.dn_loss_iou: 0.8023 d4.dn_loss_cls: 0.1340 d4.dn_loss_bbox: 0.6908 d4.dn_loss_iou: 0.7977 2023/02/28 07:51:37 - mmengine - INFO - Epoch(train) [1][1500/7393] lr: 1.0000e-04 eta: 20:55:02 time: 0.8487 data_time: 0.0036 memory: 28179 grad_norm: 56.1542 loss: 19.5119 loss_cls: 0.4503 loss_bbox: 0.2423 loss_iou: 0.5630 d0.loss_cls: 0.4865 d0.loss_bbox: 0.3146 d0.loss_iou: 0.6734 d1.loss_cls: 0.4618 d1.loss_bbox: 0.2653 d1.loss_iou: 0.6068 d2.loss_cls: 0.4500 d2.loss_bbox: 0.2533 d2.loss_iou: 0.5837 d3.loss_cls: 0.4464 d3.loss_bbox: 0.2467 d3.loss_iou: 0.5736 d4.loss_cls: 0.4439 d4.loss_bbox: 0.2458 d4.loss_iou: 0.5699 enc_loss_cls: 0.4923 enc_loss_bbox: 0.3767 enc_loss_iou: 0.7550 dn_loss_cls: 0.1288 dn_loss_bbox: 0.6614 dn_loss_iou: 0.7720 d0.dn_loss_cls: 0.1643 d0.dn_loss_bbox: 0.8512 d0.dn_loss_iou: 1.0044 d1.dn_loss_cls: 0.1377 d1.dn_loss_bbox: 0.7152 d1.dn_loss_iou: 0.8477 d2.dn_loss_cls: 0.1255 d2.dn_loss_bbox: 0.6790 d2.dn_loss_iou: 0.7997 d3.dn_loss_cls: 0.1237 d3.dn_loss_bbox: 0.6645 d3.dn_loss_iou: 0.7775 d4.dn_loss_cls: 0.1247 d4.dn_loss_bbox: 0.6613 d4.dn_loss_iou: 0.7721 2023/02/28 07:52:20 - mmengine - INFO - Epoch(train) [1][1550/7393] lr: 1.0000e-04 eta: 20:54:01 time: 0.8568 data_time: 0.0036 memory: 26789 grad_norm: 63.6553 loss: 23.0577 loss_cls: 0.6282 loss_bbox: 0.3458 loss_iou: 0.7755 d0.loss_cls: 0.6658 d0.loss_bbox: 0.4250 d0.loss_iou: 0.9071 d1.loss_cls: 0.6361 d1.loss_bbox: 0.3683 d1.loss_iou: 0.8301 d2.loss_cls: 0.6208 d2.loss_bbox: 0.3573 d2.loss_iou: 0.8125 d3.loss_cls: 0.6241 d3.loss_bbox: 0.3482 d3.loss_iou: 0.7878 d4.loss_cls: 0.6265 d4.loss_bbox: 0.3499 d4.loss_iou: 0.7793 enc_loss_cls: 0.6660 enc_loss_bbox: 0.4961 enc_loss_iou: 1.0023 dn_loss_cls: 0.1394 dn_loss_bbox: 0.6321 dn_loss_iou: 0.8132 d0.dn_loss_cls: 0.1754 d0.dn_loss_bbox: 0.7662 d0.dn_loss_iou: 1.0064 d1.dn_loss_cls: 0.1487 d1.dn_loss_bbox: 0.6650 d1.dn_loss_iou: 0.8732 d2.dn_loss_cls: 0.1379 d2.dn_loss_bbox: 0.6432 d2.dn_loss_iou: 0.8366 d3.dn_loss_cls: 0.1353 d3.dn_loss_bbox: 0.6336 d3.dn_loss_iou: 0.8166 d4.dn_loss_cls: 0.1353 d4.dn_loss_bbox: 0.6327 d4.dn_loss_iou: 0.8143 2023/02/28 07:53:03 - mmengine - INFO - Epoch(train) [1][1600/7393] lr: 1.0000e-04 eta: 20:52:51 time: 0.8534 data_time: 0.0037 memory: 26735 grad_norm: 50.9818 loss: 19.2113 loss_cls: 0.4453 loss_bbox: 0.2447 loss_iou: 0.5029 d0.loss_cls: 0.4826 d0.loss_bbox: 0.2999 d0.loss_iou: 0.5970 d1.loss_cls: 0.4540 d1.loss_bbox: 0.2638 d1.loss_iou: 0.5382 d2.loss_cls: 0.4421 d2.loss_bbox: 0.2533 d2.loss_iou: 0.5245 d3.loss_cls: 0.4395 d3.loss_bbox: 0.2460 d3.loss_iou: 0.5128 d4.loss_cls: 0.4440 d4.loss_bbox: 0.2447 d4.loss_iou: 0.5059 enc_loss_cls: 0.4975 enc_loss_bbox: 0.3737 enc_loss_iou: 0.6683 dn_loss_cls: 0.1327 dn_loss_bbox: 0.7115 dn_loss_iou: 0.7389 d0.dn_loss_cls: 0.1779 d0.dn_loss_bbox: 0.9229 d0.dn_loss_iou: 0.9904 d1.dn_loss_cls: 0.1464 d1.dn_loss_bbox: 0.7737 d1.dn_loss_iou: 0.8279 d2.dn_loss_cls: 0.1344 d2.dn_loss_bbox: 0.7287 d2.dn_loss_iou: 0.7728 d3.dn_loss_cls: 0.1318 d3.dn_loss_bbox: 0.7135 d3.dn_loss_iou: 0.7460 d4.dn_loss_cls: 0.1298 d4.dn_loss_bbox: 0.7116 d4.dn_loss_iou: 0.7396 2023/02/28 07:53:45 - mmengine - INFO - Epoch(train) [1][1650/7393] lr: 1.0000e-04 eta: 20:51:21 time: 0.8452 data_time: 0.0036 memory: 26735 grad_norm: 56.4856 loss: 20.3779 loss_cls: 0.4740 loss_bbox: 0.2620 loss_iou: 0.6084 d0.loss_cls: 0.5240 d0.loss_bbox: 0.3138 d0.loss_iou: 0.6854 d1.loss_cls: 0.4876 d1.loss_bbox: 0.2817 d1.loss_iou: 0.6450 d2.loss_cls: 0.4746 d2.loss_bbox: 0.2747 d2.loss_iou: 0.6237 d3.loss_cls: 0.4693 d3.loss_bbox: 0.2674 d3.loss_iou: 0.6159 d4.loss_cls: 0.4722 d4.loss_bbox: 0.2639 d4.loss_iou: 0.6120 enc_loss_cls: 0.5279 enc_loss_bbox: 0.3783 enc_loss_iou: 0.7837 dn_loss_cls: 0.1463 dn_loss_bbox: 0.6806 dn_loss_iou: 0.7816 d0.dn_loss_cls: 0.1838 d0.dn_loss_bbox: 0.8746 d0.dn_loss_iou: 1.0182 d1.dn_loss_cls: 0.1523 d1.dn_loss_bbox: 0.7404 d1.dn_loss_iou: 0.8698 d2.dn_loss_cls: 0.1403 d2.dn_loss_bbox: 0.7026 d2.dn_loss_iou: 0.8186 d3.dn_loss_cls: 0.1404 d3.dn_loss_bbox: 0.6855 d3.dn_loss_iou: 0.7895 d4.dn_loss_cls: 0.1433 d4.dn_loss_bbox: 0.6815 d4.dn_loss_iou: 0.7831 2023/02/28 07:54:28 - mmengine - INFO - Epoch(train) [1][1700/7393] lr: 1.0000e-04 eta: 20:50:27 time: 0.8581 data_time: 0.0037 memory: 24866 grad_norm: 57.1530 loss: 20.3113 loss_cls: 0.5155 loss_bbox: 0.2904 loss_iou: 0.6690 d0.loss_cls: 0.5708 d0.loss_bbox: 0.3277 d0.loss_iou: 0.7556 d1.loss_cls: 0.5378 d1.loss_bbox: 0.2977 d1.loss_iou: 0.6952 d2.loss_cls: 0.5188 d2.loss_bbox: 0.2921 d2.loss_iou: 0.6838 d3.loss_cls: 0.5120 d3.loss_bbox: 0.2907 d3.loss_iou: 0.6808 d4.loss_cls: 0.5138 d4.loss_bbox: 0.2891 d4.loss_iou: 0.6742 enc_loss_cls: 0.5616 enc_loss_bbox: 0.4001 enc_loss_iou: 0.8593 dn_loss_cls: 0.1265 dn_loss_bbox: 0.6067 dn_loss_iou: 0.7212 d0.dn_loss_cls: 0.1644 d0.dn_loss_bbox: 0.8016 d0.dn_loss_iou: 0.9473 d1.dn_loss_cls: 0.1329 d1.dn_loss_bbox: 0.6601 d1.dn_loss_iou: 0.8031 d2.dn_loss_cls: 0.1254 d2.dn_loss_bbox: 0.6226 d2.dn_loss_iou: 0.7504 d3.dn_loss_cls: 0.1237 d3.dn_loss_bbox: 0.6102 d3.dn_loss_iou: 0.7278 d4.dn_loss_cls: 0.1223 d4.dn_loss_bbox: 0.6066 d4.dn_loss_iou: 0.7226 2023/02/28 07:55:10 - mmengine - INFO - Epoch(train) [1][1750/7393] lr: 1.0000e-04 eta: 20:49:14 time: 0.8501 data_time: 0.0037 memory: 26633 grad_norm: 49.1926 loss: 18.0518 loss_cls: 0.3672 loss_bbox: 0.2180 loss_iou: 0.4006 d0.loss_cls: 0.4052 d0.loss_bbox: 0.2727 d0.loss_iou: 0.4779 d1.loss_cls: 0.3769 d1.loss_bbox: 0.2457 d1.loss_iou: 0.4360 d2.loss_cls: 0.3659 d2.loss_bbox: 0.2301 d2.loss_iou: 0.4185 d3.loss_cls: 0.3594 d3.loss_bbox: 0.2234 d3.loss_iou: 0.4075 d4.loss_cls: 0.3690 d4.loss_bbox: 0.2199 d4.loss_iou: 0.4020 enc_loss_cls: 0.4102 enc_loss_bbox: 0.3323 enc_loss_iou: 0.5456 dn_loss_cls: 0.1333 dn_loss_bbox: 0.7791 dn_loss_iou: 0.7286 d0.dn_loss_cls: 0.1792 d0.dn_loss_bbox: 0.9856 d0.dn_loss_iou: 0.9691 d1.dn_loss_cls: 0.1442 d1.dn_loss_bbox: 0.8387 d1.dn_loss_iou: 0.8183 d2.dn_loss_cls: 0.1332 d2.dn_loss_bbox: 0.8009 d2.dn_loss_iou: 0.7666 d3.dn_loss_cls: 0.1308 d3.dn_loss_bbox: 0.7818 d3.dn_loss_iou: 0.7361 d4.dn_loss_cls: 0.1317 d4.dn_loss_bbox: 0.7798 d4.dn_loss_iou: 0.7305 2023/02/28 07:55:54 - mmengine - INFO - Epoch(train) [1][1800/7393] lr: 1.0000e-04 eta: 20:48:44 time: 0.8675 data_time: 0.0038 memory: 26633 grad_norm: 51.9783 loss: 20.2513 loss_cls: 0.4791 loss_bbox: 0.2682 loss_iou: 0.5229 d0.loss_cls: 0.5160 d0.loss_bbox: 0.3273 d0.loss_iou: 0.6232 d1.loss_cls: 0.5016 d1.loss_bbox: 0.2945 d1.loss_iou: 0.5666 d2.loss_cls: 0.4907 d2.loss_bbox: 0.2803 d2.loss_iou: 0.5442 d3.loss_cls: 0.4820 d3.loss_bbox: 0.2743 d3.loss_iou: 0.5365 d4.loss_cls: 0.4775 d4.loss_bbox: 0.2717 d4.loss_iou: 0.5294 enc_loss_cls: 0.5144 enc_loss_bbox: 0.4043 enc_loss_iou: 0.7277 dn_loss_cls: 0.1352 dn_loss_bbox: 0.7648 dn_loss_iou: 0.7656 d0.dn_loss_cls: 0.1696 d0.dn_loss_bbox: 0.9458 d0.dn_loss_iou: 0.9953 d1.dn_loss_cls: 0.1414 d1.dn_loss_bbox: 0.8090 d1.dn_loss_iou: 0.8456 d2.dn_loss_cls: 0.1315 d2.dn_loss_bbox: 0.7810 d2.dn_loss_iou: 0.7976 d3.dn_loss_cls: 0.1318 d3.dn_loss_bbox: 0.7687 d3.dn_loss_iou: 0.7714 d4.dn_loss_cls: 0.1312 d4.dn_loss_bbox: 0.7665 d4.dn_loss_iou: 0.7667 2023/02/28 07:56:38 - mmengine - INFO - Epoch(train) [1][1850/7393] lr: 1.0000e-04 eta: 20:48:52 time: 0.8836 data_time: 0.0037 memory: 31695 grad_norm: 50.2122 loss: 20.3607 loss_cls: 0.5255 loss_bbox: 0.2786 loss_iou: 0.6021 d0.loss_cls: 0.5600 d0.loss_bbox: 0.3357 d0.loss_iou: 0.7058 d1.loss_cls: 0.5325 d1.loss_bbox: 0.2963 d1.loss_iou: 0.6517 d2.loss_cls: 0.5258 d2.loss_bbox: 0.2830 d2.loss_iou: 0.6252 d3.loss_cls: 0.5267 d3.loss_bbox: 0.2782 d3.loss_iou: 0.6088 d4.loss_cls: 0.5254 d4.loss_bbox: 0.2781 d4.loss_iou: 0.6046 enc_loss_cls: 0.5643 enc_loss_bbox: 0.4156 enc_loss_iou: 0.8003 dn_loss_cls: 0.1419 dn_loss_bbox: 0.6579 dn_loss_iou: 0.7379 d0.dn_loss_cls: 0.1754 d0.dn_loss_bbox: 0.8359 d0.dn_loss_iou: 0.9601 d1.dn_loss_cls: 0.1474 d1.dn_loss_bbox: 0.7102 d1.dn_loss_iou: 0.8181 d2.dn_loss_cls: 0.1370 d2.dn_loss_bbox: 0.6719 d2.dn_loss_iou: 0.7661 d3.dn_loss_cls: 0.1369 d3.dn_loss_bbox: 0.6610 d3.dn_loss_iou: 0.7439 d4.dn_loss_cls: 0.1372 d4.dn_loss_bbox: 0.6588 d4.dn_loss_iou: 0.7387 2023/02/28 07:57:21 - mmengine - INFO - Epoch(train) [1][1900/7393] lr: 1.0000e-04 eta: 20:47:58 time: 0.8582 data_time: 0.0038 memory: 28229 grad_norm: 47.3103 loss: 19.6988 loss_cls: 0.4618 loss_bbox: 0.2797 loss_iou: 0.5916 d0.loss_cls: 0.5093 d0.loss_bbox: 0.3243 d0.loss_iou: 0.6575 d1.loss_cls: 0.4846 d1.loss_bbox: 0.2948 d1.loss_iou: 0.6119 d2.loss_cls: 0.4728 d2.loss_bbox: 0.2842 d2.loss_iou: 0.6064 d3.loss_cls: 0.4632 d3.loss_bbox: 0.2812 d3.loss_iou: 0.6011 d4.loss_cls: 0.4600 d4.loss_bbox: 0.2799 d4.loss_iou: 0.6003 enc_loss_cls: 0.5130 enc_loss_bbox: 0.3930 enc_loss_iou: 0.7518 dn_loss_cls: 0.1375 dn_loss_bbox: 0.6363 dn_loss_iou: 0.7436 d0.dn_loss_cls: 0.1663 d0.dn_loss_bbox: 0.8484 d0.dn_loss_iou: 0.9781 d1.dn_loss_cls: 0.1400 d1.dn_loss_bbox: 0.7007 d1.dn_loss_iou: 0.8264 d2.dn_loss_cls: 0.1324 d2.dn_loss_bbox: 0.6561 d2.dn_loss_iou: 0.7750 d3.dn_loss_cls: 0.1302 d3.dn_loss_bbox: 0.6415 d3.dn_loss_iou: 0.7499 d4.dn_loss_cls: 0.1309 d4.dn_loss_bbox: 0.6376 d4.dn_loss_iou: 0.7455 2023/02/28 07:58:03 - mmengine - INFO - Epoch(train) [1][1950/7393] lr: 1.0000e-04 eta: 20:46:53 time: 0.8527 data_time: 0.0037 memory: 28953 grad_norm: 45.9570 loss: 19.0540 loss_cls: 0.4608 loss_bbox: 0.2622 loss_iou: 0.5112 d0.loss_cls: 0.4968 d0.loss_bbox: 0.3176 d0.loss_iou: 0.6160 d1.loss_cls: 0.4789 d1.loss_bbox: 0.2820 d1.loss_iou: 0.5487 d2.loss_cls: 0.4658 d2.loss_bbox: 0.2726 d2.loss_iou: 0.5336 d3.loss_cls: 0.4595 d3.loss_bbox: 0.2690 d3.loss_iou: 0.5202 d4.loss_cls: 0.4562 d4.loss_bbox: 0.2636 d4.loss_iou: 0.5162 enc_loss_cls: 0.5050 enc_loss_bbox: 0.4013 enc_loss_iou: 0.7035 dn_loss_cls: 0.1306 dn_loss_bbox: 0.6801 dn_loss_iou: 0.6845 d0.dn_loss_cls: 0.1655 d0.dn_loss_bbox: 0.9040 d0.dn_loss_iou: 0.9237 d1.dn_loss_cls: 0.1389 d1.dn_loss_bbox: 0.7510 d1.dn_loss_iou: 0.7731 d2.dn_loss_cls: 0.1286 d2.dn_loss_bbox: 0.7070 d2.dn_loss_iou: 0.7218 d3.dn_loss_cls: 0.1268 d3.dn_loss_bbox: 0.6873 d3.dn_loss_iou: 0.6945 d4.dn_loss_cls: 0.1276 d4.dn_loss_bbox: 0.6815 d4.dn_loss_iou: 0.6869 2023/02/28 07:58:46 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 07:58:46 - mmengine - INFO - Epoch(train) [1][2000/7393] lr: 1.0000e-04 eta: 20:45:53 time: 0.8542 data_time: 0.0037 memory: 29181 grad_norm: 50.4285 loss: 19.0830 loss_cls: 0.4921 loss_bbox: 0.2742 loss_iou: 0.5582 d0.loss_cls: 0.5384 d0.loss_bbox: 0.3468 d0.loss_iou: 0.6594 d1.loss_cls: 0.5027 d1.loss_bbox: 0.3104 d1.loss_iou: 0.5998 d2.loss_cls: 0.4934 d2.loss_bbox: 0.2925 d2.loss_iou: 0.5777 d3.loss_cls: 0.4842 d3.loss_bbox: 0.2871 d3.loss_iou: 0.5739 d4.loss_cls: 0.4874 d4.loss_bbox: 0.2785 d4.loss_iou: 0.5653 enc_loss_cls: 0.5441 enc_loss_bbox: 0.4365 enc_loss_iou: 0.7843 dn_loss_cls: 0.1043 dn_loss_bbox: 0.5946 dn_loss_iou: 0.6804 d0.dn_loss_cls: 0.1478 d0.dn_loss_bbox: 0.7871 d0.dn_loss_iou: 0.9080 d1.dn_loss_cls: 0.1198 d1.dn_loss_bbox: 0.6655 d1.dn_loss_iou: 0.7710 d2.dn_loss_cls: 0.1084 d2.dn_loss_bbox: 0.6231 d2.dn_loss_iou: 0.7109 d3.dn_loss_cls: 0.1047 d3.dn_loss_bbox: 0.6011 d3.dn_loss_iou: 0.6874 d4.dn_loss_cls: 0.1037 d4.dn_loss_bbox: 0.5961 d4.dn_loss_iou: 0.6819 2023/02/28 07:59:29 - mmengine - INFO - Epoch(train) [1][2050/7393] lr: 1.0000e-04 eta: 20:45:16 time: 0.8648 data_time: 0.0037 memory: 28371 grad_norm: 63.8156 loss: 20.0391 loss_cls: 0.4621 loss_bbox: 0.2791 loss_iou: 0.6046 d0.loss_cls: 0.5080 d0.loss_bbox: 0.3305 d0.loss_iou: 0.6958 d1.loss_cls: 0.4803 d1.loss_bbox: 0.3043 d1.loss_iou: 0.6435 d2.loss_cls: 0.4617 d2.loss_bbox: 0.2916 d2.loss_iou: 0.6333 d3.loss_cls: 0.4505 d3.loss_bbox: 0.2942 d3.loss_iou: 0.6269 d4.loss_cls: 0.4582 d4.loss_bbox: 0.2829 d4.loss_iou: 0.6110 enc_loss_cls: 0.5088 enc_loss_bbox: 0.4168 enc_loss_iou: 0.8085 dn_loss_cls: 0.1131 dn_loss_bbox: 0.7258 dn_loss_iou: 0.7013 d0.dn_loss_cls: 0.1560 d0.dn_loss_bbox: 0.9061 d0.dn_loss_iou: 0.9237 d1.dn_loss_cls: 0.1274 d1.dn_loss_bbox: 0.7757 d1.dn_loss_iou: 0.7794 d2.dn_loss_cls: 0.1153 d2.dn_loss_bbox: 0.7417 d2.dn_loss_iou: 0.7314 d3.dn_loss_cls: 0.1126 d3.dn_loss_bbox: 0.7283 d3.dn_loss_iou: 0.7081 d4.dn_loss_cls: 0.1109 d4.dn_loss_bbox: 0.7265 d4.dn_loss_iou: 0.7033 2023/02/28 08:00:12 - mmengine - INFO - Epoch(train) [1][2100/7393] lr: 1.0000e-04 eta: 20:44:09 time: 0.8505 data_time: 0.0037 memory: 28251 grad_norm: 49.7577 loss: 19.4590 loss_cls: 0.4797 loss_bbox: 0.2739 loss_iou: 0.6008 d0.loss_cls: 0.5099 d0.loss_bbox: 0.3316 d0.loss_iou: 0.6917 d1.loss_cls: 0.4956 d1.loss_bbox: 0.2958 d1.loss_iou: 0.6382 d2.loss_cls: 0.4801 d2.loss_bbox: 0.2830 d2.loss_iou: 0.6203 d3.loss_cls: 0.4773 d3.loss_bbox: 0.2768 d3.loss_iou: 0.6070 d4.loss_cls: 0.4841 d4.loss_bbox: 0.2748 d4.loss_iou: 0.5999 enc_loss_cls: 0.5231 enc_loss_bbox: 0.4065 enc_loss_iou: 0.8194 dn_loss_cls: 0.1245 dn_loss_bbox: 0.6332 dn_loss_iou: 0.7015 d0.dn_loss_cls: 0.1539 d0.dn_loss_bbox: 0.7862 d0.dn_loss_iou: 0.9074 d1.dn_loss_cls: 0.1298 d1.dn_loss_bbox: 0.6721 d1.dn_loss_iou: 0.7705 d2.dn_loss_cls: 0.1192 d2.dn_loss_bbox: 0.6468 d2.dn_loss_iou: 0.7293 d3.dn_loss_cls: 0.1177 d3.dn_loss_bbox: 0.6355 d3.dn_loss_iou: 0.7056 d4.dn_loss_cls: 0.1190 d4.dn_loss_bbox: 0.6343 d4.dn_loss_iou: 0.7031 2023/02/28 08:00:54 - mmengine - INFO - Epoch(train) [1][2150/7393] lr: 1.0000e-04 eta: 20:43:03 time: 0.8508 data_time: 0.0038 memory: 27637 grad_norm: 47.1130 loss: 19.4102 loss_cls: 0.4575 loss_bbox: 0.2666 loss_iou: 0.5910 d0.loss_cls: 0.5070 d0.loss_bbox: 0.2991 d0.loss_iou: 0.6530 d1.loss_cls: 0.4688 d1.loss_bbox: 0.2841 d1.loss_iou: 0.6254 d2.loss_cls: 0.4575 d2.loss_bbox: 0.2767 d2.loss_iou: 0.6075 d3.loss_cls: 0.4524 d3.loss_bbox: 0.2713 d3.loss_iou: 0.6022 d4.loss_cls: 0.4547 d4.loss_bbox: 0.2706 d4.loss_iou: 0.5972 enc_loss_cls: 0.5096 enc_loss_bbox: 0.3711 enc_loss_iou: 0.7623 dn_loss_cls: 0.1219 dn_loss_bbox: 0.6629 dn_loss_iou: 0.6970 d0.dn_loss_cls: 0.1663 d0.dn_loss_bbox: 0.8939 d0.dn_loss_iou: 0.9278 d1.dn_loss_cls: 0.1358 d1.dn_loss_bbox: 0.7302 d1.dn_loss_iou: 0.7778 d2.dn_loss_cls: 0.1238 d2.dn_loss_bbox: 0.6856 d2.dn_loss_iou: 0.7295 d3.dn_loss_cls: 0.1204 d3.dn_loss_bbox: 0.6661 d3.dn_loss_iou: 0.7038 d4.dn_loss_cls: 0.1208 d4.dn_loss_bbox: 0.6629 d4.dn_loss_iou: 0.6983 2023/02/28 08:01:37 - mmengine - INFO - Epoch(train) [1][2200/7393] lr: 1.0000e-04 eta: 20:42:17 time: 0.8598 data_time: 0.0037 memory: 26735 grad_norm: 48.2277 loss: 18.2383 loss_cls: 0.4430 loss_bbox: 0.2400 loss_iou: 0.4994 d0.loss_cls: 0.4901 d0.loss_bbox: 0.2921 d0.loss_iou: 0.5832 d1.loss_cls: 0.4655 d1.loss_bbox: 0.2610 d1.loss_iou: 0.5352 d2.loss_cls: 0.4527 d2.loss_bbox: 0.2470 d2.loss_iou: 0.5185 d3.loss_cls: 0.4435 d3.loss_bbox: 0.2453 d3.loss_iou: 0.5090 d4.loss_cls: 0.4416 d4.loss_bbox: 0.2416 d4.loss_iou: 0.5027 enc_loss_cls: 0.4883 enc_loss_bbox: 0.3698 enc_loss_iou: 0.6861 dn_loss_cls: 0.1258 dn_loss_bbox: 0.6452 dn_loss_iou: 0.6570 d0.dn_loss_cls: 0.1678 d0.dn_loss_bbox: 0.8557 d0.dn_loss_iou: 0.9002 d1.dn_loss_cls: 0.1381 d1.dn_loss_bbox: 0.7070 d1.dn_loss_iou: 0.7435 d2.dn_loss_cls: 0.1252 d2.dn_loss_bbox: 0.6632 d2.dn_loss_iou: 0.6902 d3.dn_loss_cls: 0.1234 d3.dn_loss_bbox: 0.6477 d3.dn_loss_iou: 0.6648 d4.dn_loss_cls: 0.1231 d4.dn_loss_bbox: 0.6461 d4.dn_loss_iou: 0.6586 2023/02/28 08:02:20 - mmengine - INFO - Epoch(train) [1][2250/7393] lr: 1.0000e-04 eta: 20:41:17 time: 0.8531 data_time: 0.0037 memory: 26872 grad_norm: 49.8596 loss: 18.3216 loss_cls: 0.4591 loss_bbox: 0.2505 loss_iou: 0.5367 d0.loss_cls: 0.5002 d0.loss_bbox: 0.2927 d0.loss_iou: 0.6170 d1.loss_cls: 0.4701 d1.loss_bbox: 0.2631 d1.loss_iou: 0.5707 d2.loss_cls: 0.4649 d2.loss_bbox: 0.2527 d2.loss_iou: 0.5471 d3.loss_cls: 0.4575 d3.loss_bbox: 0.2521 d3.loss_iou: 0.5472 d4.loss_cls: 0.4578 d4.loss_bbox: 0.2518 d4.loss_iou: 0.5425 enc_loss_cls: 0.4854 enc_loss_bbox: 0.3564 enc_loss_iou: 0.7133 dn_loss_cls: 0.1239 dn_loss_bbox: 0.5789 dn_loss_iou: 0.6977 d0.dn_loss_cls: 0.1573 d0.dn_loss_bbox: 0.7540 d0.dn_loss_iou: 0.9270 d1.dn_loss_cls: 0.1288 d1.dn_loss_bbox: 0.6323 d1.dn_loss_iou: 0.7844 d2.dn_loss_cls: 0.1208 d2.dn_loss_bbox: 0.5951 d2.dn_loss_iou: 0.7302 d3.dn_loss_cls: 0.1201 d3.dn_loss_bbox: 0.5797 d3.dn_loss_iou: 0.7050 d4.dn_loss_cls: 0.1201 d4.dn_loss_bbox: 0.5784 d4.dn_loss_iou: 0.6993 2023/02/28 08:03:03 - mmengine - INFO - Epoch(train) [1][2300/7393] lr: 1.0000e-04 eta: 20:40:18 time: 0.8526 data_time: 0.0038 memory: 29611 grad_norm: 54.9857 loss: 19.1348 loss_cls: 0.4866 loss_bbox: 0.2661 loss_iou: 0.5935 d0.loss_cls: 0.5250 d0.loss_bbox: 0.3216 d0.loss_iou: 0.6767 d1.loss_cls: 0.4958 d1.loss_bbox: 0.2885 d1.loss_iou: 0.6198 d2.loss_cls: 0.4887 d2.loss_bbox: 0.2809 d2.loss_iou: 0.6088 d3.loss_cls: 0.4826 d3.loss_bbox: 0.2765 d3.loss_iou: 0.5989 d4.loss_cls: 0.4807 d4.loss_bbox: 0.2738 d4.loss_iou: 0.6009 enc_loss_cls: 0.5187 enc_loss_bbox: 0.4024 enc_loss_iou: 0.8084 dn_loss_cls: 0.1243 dn_loss_bbox: 0.5666 dn_loss_iou: 0.7048 d0.dn_loss_cls: 0.1571 d0.dn_loss_bbox: 0.7461 d0.dn_loss_iou: 0.9436 d1.dn_loss_cls: 0.1313 d1.dn_loss_bbox: 0.6198 d1.dn_loss_iou: 0.7921 d2.dn_loss_cls: 0.1258 d2.dn_loss_bbox: 0.5877 d2.dn_loss_iou: 0.7410 d3.dn_loss_cls: 0.1234 d3.dn_loss_bbox: 0.5698 d3.dn_loss_iou: 0.7111 d4.dn_loss_cls: 0.1219 d4.dn_loss_bbox: 0.5673 d4.dn_loss_iou: 0.7066 2023/02/28 08:03:46 - mmengine - INFO - Epoch(train) [1][2350/7393] lr: 1.0000e-04 eta: 20:39:29 time: 0.8580 data_time: 0.0038 memory: 34597 grad_norm: 44.9951 loss: 18.1882 loss_cls: 0.4298 loss_bbox: 0.2482 loss_iou: 0.5011 d0.loss_cls: 0.4627 d0.loss_bbox: 0.2950 d0.loss_iou: 0.5802 d1.loss_cls: 0.4386 d1.loss_bbox: 0.2637 d1.loss_iou: 0.5279 d2.loss_cls: 0.4271 d2.loss_bbox: 0.2540 d2.loss_iou: 0.5178 d3.loss_cls: 0.4205 d3.loss_bbox: 0.2515 d3.loss_iou: 0.5098 d4.loss_cls: 0.4248 d4.loss_bbox: 0.2524 d4.loss_iou: 0.5074 enc_loss_cls: 0.4674 enc_loss_bbox: 0.3717 enc_loss_iou: 0.6981 dn_loss_cls: 0.1187 dn_loss_bbox: 0.6416 dn_loss_iou: 0.6799 d0.dn_loss_cls: 0.1560 d0.dn_loss_bbox: 0.8429 d0.dn_loss_iou: 0.9278 d1.dn_loss_cls: 0.1248 d1.dn_loss_bbox: 0.7038 d1.dn_loss_iou: 0.7697 d2.dn_loss_cls: 0.1164 d2.dn_loss_bbox: 0.6576 d2.dn_loss_iou: 0.7126 d3.dn_loss_cls: 0.1142 d3.dn_loss_bbox: 0.6457 d3.dn_loss_iou: 0.6883 d4.dn_loss_cls: 0.1145 d4.dn_loss_bbox: 0.6425 d4.dn_loss_iou: 0.6814 2023/02/28 08:04:28 - mmengine - INFO - Epoch(train) [1][2400/7393] lr: 1.0000e-04 eta: 20:38:24 time: 0.8489 data_time: 0.0038 memory: 29807 grad_norm: 49.7501 loss: 18.0510 loss_cls: 0.4515 loss_bbox: 0.2793 loss_iou: 0.5582 d0.loss_cls: 0.5023 d0.loss_bbox: 0.3246 d0.loss_iou: 0.6475 d1.loss_cls: 0.4691 d1.loss_bbox: 0.3017 d1.loss_iou: 0.5942 d2.loss_cls: 0.4517 d2.loss_bbox: 0.2938 d2.loss_iou: 0.5768 d3.loss_cls: 0.4503 d3.loss_bbox: 0.2877 d3.loss_iou: 0.5672 d4.loss_cls: 0.4475 d4.loss_bbox: 0.2815 d4.loss_iou: 0.5618 enc_loss_cls: 0.4986 enc_loss_bbox: 0.4023 enc_loss_iou: 0.7706 dn_loss_cls: 0.1087 dn_loss_bbox: 0.5431 dn_loss_iou: 0.6328 d0.dn_loss_cls: 0.1433 d0.dn_loss_bbox: 0.7231 d0.dn_loss_iou: 0.8463 d1.dn_loss_cls: 0.1171 d1.dn_loss_bbox: 0.6011 d1.dn_loss_iou: 0.7111 d2.dn_loss_cls: 0.1070 d2.dn_loss_bbox: 0.5621 d2.dn_loss_iou: 0.6614 d3.dn_loss_cls: 0.1059 d3.dn_loss_bbox: 0.5462 d3.dn_loss_iou: 0.6397 d4.dn_loss_cls: 0.1053 d4.dn_loss_bbox: 0.5437 d4.dn_loss_iou: 0.6346 2023/02/28 08:05:11 - mmengine - INFO - Epoch(train) [1][2450/7393] lr: 1.0000e-04 eta: 20:37:30 time: 0.8548 data_time: 0.0038 memory: 27369 grad_norm: 47.5002 loss: 18.1110 loss_cls: 0.4657 loss_bbox: 0.2494 loss_iou: 0.5313 d0.loss_cls: 0.5074 d0.loss_bbox: 0.3120 d0.loss_iou: 0.6312 d1.loss_cls: 0.4867 d1.loss_bbox: 0.2725 d1.loss_iou: 0.5737 d2.loss_cls: 0.4686 d2.loss_bbox: 0.2590 d2.loss_iou: 0.5512 d3.loss_cls: 0.4637 d3.loss_bbox: 0.2548 d3.loss_iou: 0.5399 d4.loss_cls: 0.4587 d4.loss_bbox: 0.2548 d4.loss_iou: 0.5364 enc_loss_cls: 0.5202 enc_loss_bbox: 0.3959 enc_loss_iou: 0.7645 dn_loss_cls: 0.1178 dn_loss_bbox: 0.5522 dn_loss_iou: 0.6450 d0.dn_loss_cls: 0.1450 d0.dn_loss_bbox: 0.7692 d0.dn_loss_iou: 0.9050 d1.dn_loss_cls: 0.1214 d1.dn_loss_bbox: 0.6131 d1.dn_loss_iou: 0.7406 d2.dn_loss_cls: 0.1118 d2.dn_loss_bbox: 0.5717 d2.dn_loss_iou: 0.6852 d3.dn_loss_cls: 0.1119 d3.dn_loss_bbox: 0.5560 d3.dn_loss_iou: 0.6562 d4.dn_loss_cls: 0.1118 d4.dn_loss_bbox: 0.5531 d4.dn_loss_iou: 0.6466 2023/02/28 08:05:54 - mmengine - INFO - Epoch(train) [1][2500/7393] lr: 1.0000e-04 eta: 20:36:40 time: 0.8564 data_time: 0.0037 memory: 24977 grad_norm: 42.9570 loss: 18.5148 loss_cls: 0.4511 loss_bbox: 0.2593 loss_iou: 0.5135 d0.loss_cls: 0.4881 d0.loss_bbox: 0.3209 d0.loss_iou: 0.6063 d1.loss_cls: 0.4639 d1.loss_bbox: 0.2877 d1.loss_iou: 0.5513 d2.loss_cls: 0.4499 d2.loss_bbox: 0.2760 d2.loss_iou: 0.5363 d3.loss_cls: 0.4481 d3.loss_bbox: 0.2633 d3.loss_iou: 0.5243 d4.loss_cls: 0.4479 d4.loss_bbox: 0.2607 d4.loss_iou: 0.5173 enc_loss_cls: 0.4992 enc_loss_bbox: 0.3830 enc_loss_iou: 0.7112 dn_loss_cls: 0.1231 dn_loss_bbox: 0.6416 dn_loss_iou: 0.6753 d0.dn_loss_cls: 0.1592 d0.dn_loss_bbox: 0.8134 d0.dn_loss_iou: 0.8887 d1.dn_loss_cls: 0.1315 d1.dn_loss_bbox: 0.6902 d1.dn_loss_iou: 0.7506 d2.dn_loss_cls: 0.1220 d2.dn_loss_bbox: 0.6621 d2.dn_loss_iou: 0.7070 d3.dn_loss_cls: 0.1197 d3.dn_loss_bbox: 0.6482 d3.dn_loss_iou: 0.6850 d4.dn_loss_cls: 0.1198 d4.dn_loss_bbox: 0.6413 d4.dn_loss_iou: 0.6767 2023/02/28 08:06:38 - mmengine - INFO - Epoch(train) [1][2550/7393] lr: 1.0000e-04 eta: 20:36:53 time: 0.8939 data_time: 0.0039 memory: 36419 grad_norm: 46.8889 loss: 17.5876 loss_cls: 0.4561 loss_bbox: 0.2351 loss_iou: 0.5821 d0.loss_cls: 0.5086 d0.loss_bbox: 0.2752 d0.loss_iou: 0.6679 d1.loss_cls: 0.4760 d1.loss_bbox: 0.2495 d1.loss_iou: 0.6108 d2.loss_cls: 0.4575 d2.loss_bbox: 0.2419 d2.loss_iou: 0.5920 d3.loss_cls: 0.4500 d3.loss_bbox: 0.2402 d3.loss_iou: 0.5899 d4.loss_cls: 0.4533 d4.loss_bbox: 0.2370 d4.loss_iou: 0.5857 enc_loss_cls: 0.4955 enc_loss_bbox: 0.3608 enc_loss_iou: 0.7971 dn_loss_cls: 0.1046 dn_loss_bbox: 0.4760 dn_loss_iou: 0.6508 d0.dn_loss_cls: 0.1413 d0.dn_loss_bbox: 0.6498 d0.dn_loss_iou: 0.8813 d1.dn_loss_cls: 0.1148 d1.dn_loss_bbox: 0.5318 d1.dn_loss_iou: 0.7330 d2.dn_loss_cls: 0.1041 d2.dn_loss_bbox: 0.4916 d2.dn_loss_iou: 0.6780 d3.dn_loss_cls: 0.1024 d3.dn_loss_bbox: 0.4789 d3.dn_loss_iou: 0.6557 d4.dn_loss_cls: 0.1029 d4.dn_loss_bbox: 0.4769 d4.dn_loss_iou: 0.6517 2023/02/28 08:07:21 - mmengine - INFO - Epoch(train) [1][2600/7393] lr: 1.0000e-04 eta: 20:36:12 time: 0.8624 data_time: 0.0040 memory: 26633 grad_norm: 48.5022 loss: 18.6285 loss_cls: 0.4198 loss_bbox: 0.2663 loss_iou: 0.4639 d0.loss_cls: 0.4614 d0.loss_bbox: 0.3239 d0.loss_iou: 0.5366 d1.loss_cls: 0.4317 d1.loss_bbox: 0.2869 d1.loss_iou: 0.4961 d2.loss_cls: 0.4153 d2.loss_bbox: 0.2814 d2.loss_iou: 0.4864 d3.loss_cls: 0.4136 d3.loss_bbox: 0.2768 d3.loss_iou: 0.4766 d4.loss_cls: 0.4151 d4.loss_bbox: 0.2682 d4.loss_iou: 0.4708 enc_loss_cls: 0.4656 enc_loss_bbox: 0.4144 enc_loss_iou: 0.6531 dn_loss_cls: 0.1233 dn_loss_bbox: 0.7301 dn_loss_iou: 0.6907 d0.dn_loss_cls: 0.1563 d0.dn_loss_bbox: 0.9198 d0.dn_loss_iou: 0.9247 d1.dn_loss_cls: 0.1270 d1.dn_loss_bbox: 0.7817 d1.dn_loss_iou: 0.7724 d2.dn_loss_cls: 0.1200 d2.dn_loss_bbox: 0.7452 d2.dn_loss_iou: 0.7232 d3.dn_loss_cls: 0.1176 d3.dn_loss_bbox: 0.7331 d3.dn_loss_iou: 0.6994 d4.dn_loss_cls: 0.1183 d4.dn_loss_bbox: 0.7302 d4.dn_loss_iou: 0.6915 2023/02/28 08:08:05 - mmengine - INFO - Epoch(train) [1][2650/7393] lr: 1.0000e-04 eta: 20:35:29 time: 0.8613 data_time: 0.0044 memory: 28970 grad_norm: 48.2824 loss: 17.6035 loss_cls: 0.4084 loss_bbox: 0.2267 loss_iou: 0.4443 d0.loss_cls: 0.4368 d0.loss_bbox: 0.2546 d0.loss_iou: 0.5005 d1.loss_cls: 0.4111 d1.loss_bbox: 0.2467 d1.loss_iou: 0.4765 d2.loss_cls: 0.4128 d2.loss_bbox: 0.2389 d2.loss_iou: 0.4616 d3.loss_cls: 0.4049 d3.loss_bbox: 0.2353 d3.loss_iou: 0.4568 d4.loss_cls: 0.4099 d4.loss_bbox: 0.2291 d4.loss_iou: 0.4472 enc_loss_cls: 0.4299 enc_loss_bbox: 0.3209 enc_loss_iou: 0.6055 dn_loss_cls: 0.1357 dn_loss_bbox: 0.6658 dn_loss_iou: 0.6908 d0.dn_loss_cls: 0.1637 d0.dn_loss_bbox: 0.8429 d0.dn_loss_iou: 0.9158 d1.dn_loss_cls: 0.1357 d1.dn_loss_bbox: 0.7158 d1.dn_loss_iou: 0.7681 d2.dn_loss_cls: 0.1304 d2.dn_loss_bbox: 0.6801 d2.dn_loss_iou: 0.7199 d3.dn_loss_cls: 0.1293 d3.dn_loss_bbox: 0.6665 d3.dn_loss_iou: 0.6960 d4.dn_loss_cls: 0.1313 d4.dn_loss_bbox: 0.6656 d4.dn_loss_iou: 0.6916 2023/02/28 08:08:47 - mmengine - INFO - Epoch(train) [1][2700/7393] lr: 1.0000e-04 eta: 20:34:31 time: 0.8519 data_time: 0.0044 memory: 28698 grad_norm: 49.5118 loss: 17.7586 loss_cls: 0.4197 loss_bbox: 0.2395 loss_iou: 0.5299 d0.loss_cls: 0.4697 d0.loss_bbox: 0.2949 d0.loss_iou: 0.6035 d1.loss_cls: 0.4283 d1.loss_bbox: 0.2681 d1.loss_iou: 0.5679 d2.loss_cls: 0.4200 d2.loss_bbox: 0.2540 d2.loss_iou: 0.5500 d3.loss_cls: 0.4182 d3.loss_bbox: 0.2472 d3.loss_iou: 0.5430 d4.loss_cls: 0.4189 d4.loss_bbox: 0.2424 d4.loss_iou: 0.5350 enc_loss_cls: 0.4704 enc_loss_bbox: 0.3733 enc_loss_iou: 0.7200 dn_loss_cls: 0.1160 dn_loss_bbox: 0.5798 dn_loss_iou: 0.6511 d0.dn_loss_cls: 0.1536 d0.dn_loss_bbox: 0.7915 d0.dn_loss_iou: 0.8630 d1.dn_loss_cls: 0.1237 d1.dn_loss_bbox: 0.6469 d1.dn_loss_iou: 0.7230 d2.dn_loss_cls: 0.1155 d2.dn_loss_bbox: 0.6027 d2.dn_loss_iou: 0.6776 d3.dn_loss_cls: 0.1135 d3.dn_loss_bbox: 0.5839 d3.dn_loss_iou: 0.6565 d4.dn_loss_cls: 0.1146 d4.dn_loss_bbox: 0.5803 d4.dn_loss_iou: 0.6517 2023/02/28 08:09:30 - mmengine - INFO - Epoch(train) [1][2750/7393] lr: 1.0000e-04 eta: 20:33:30 time: 0.8495 data_time: 0.0044 memory: 26633 grad_norm: 49.8053 loss: 17.6590 loss_cls: 0.4303 loss_bbox: 0.2435 loss_iou: 0.5064 d0.loss_cls: 0.4762 d0.loss_bbox: 0.2952 d0.loss_iou: 0.5888 d1.loss_cls: 0.4439 d1.loss_bbox: 0.2755 d1.loss_iou: 0.5484 d2.loss_cls: 0.4353 d2.loss_bbox: 0.2627 d2.loss_iou: 0.5247 d3.loss_cls: 0.4258 d3.loss_bbox: 0.2590 d3.loss_iou: 0.5178 d4.loss_cls: 0.4270 d4.loss_bbox: 0.2465 d4.loss_iou: 0.5080 enc_loss_cls: 0.4724 enc_loss_bbox: 0.3711 enc_loss_iou: 0.6931 dn_loss_cls: 0.1040 dn_loss_bbox: 0.5793 dn_loss_iou: 0.6474 d0.dn_loss_cls: 0.1473 d0.dn_loss_bbox: 0.7846 d0.dn_loss_iou: 0.8884 d1.dn_loss_cls: 0.1207 d1.dn_loss_bbox: 0.6410 d1.dn_loss_iou: 0.7344 d2.dn_loss_cls: 0.1104 d2.dn_loss_bbox: 0.5976 d2.dn_loss_iou: 0.6781 d3.dn_loss_cls: 0.1052 d3.dn_loss_bbox: 0.5824 d3.dn_loss_iou: 0.6559 d4.dn_loss_cls: 0.1027 d4.dn_loss_bbox: 0.5793 d4.dn_loss_iou: 0.6485 2023/02/28 08:10:13 - mmengine - INFO - Epoch(train) [1][2800/7393] lr: 1.0000e-04 eta: 20:32:57 time: 0.8678 data_time: 0.0043 memory: 24978 grad_norm: 59.7887 loss: 16.1275 loss_cls: 0.3591 loss_bbox: 0.2276 loss_iou: 0.4260 d0.loss_cls: 0.4006 d0.loss_bbox: 0.2678 d0.loss_iou: 0.4940 d1.loss_cls: 0.3744 d1.loss_bbox: 0.2445 d1.loss_iou: 0.4607 d2.loss_cls: 0.3618 d2.loss_bbox: 0.2354 d2.loss_iou: 0.4434 d3.loss_cls: 0.3559 d3.loss_bbox: 0.2312 d3.loss_iou: 0.4315 d4.loss_cls: 0.3582 d4.loss_bbox: 0.2257 d4.loss_iou: 0.4259 enc_loss_cls: 0.4070 enc_loss_bbox: 0.3404 enc_loss_iou: 0.6024 dn_loss_cls: 0.1049 dn_loss_bbox: 0.5742 dn_loss_iou: 0.6169 d0.dn_loss_cls: 0.1485 d0.dn_loss_bbox: 0.7723 d0.dn_loss_iou: 0.8437 d1.dn_loss_cls: 0.1188 d1.dn_loss_bbox: 0.6302 d1.dn_loss_iou: 0.6926 d2.dn_loss_cls: 0.1066 d2.dn_loss_bbox: 0.5931 d2.dn_loss_iou: 0.6462 d3.dn_loss_cls: 0.1039 d3.dn_loss_bbox: 0.5794 d3.dn_loss_iou: 0.6248 d4.dn_loss_cls: 0.1026 d4.dn_loss_bbox: 0.5763 d4.dn_loss_iou: 0.6191 2023/02/28 08:10:56 - mmengine - INFO - Epoch(train) [1][2850/7393] lr: 1.0000e-04 eta: 20:32:14 time: 0.8609 data_time: 0.0044 memory: 26275 grad_norm: 51.7723 loss: 18.8713 loss_cls: 0.4966 loss_bbox: 0.2749 loss_iou: 0.6010 d0.loss_cls: 0.5329 d0.loss_bbox: 0.3294 d0.loss_iou: 0.6860 d1.loss_cls: 0.5062 d1.loss_bbox: 0.3048 d1.loss_iou: 0.6273 d2.loss_cls: 0.4906 d2.loss_bbox: 0.2870 d2.loss_iou: 0.6220 d3.loss_cls: 0.4901 d3.loss_bbox: 0.2810 d3.loss_iou: 0.6146 d4.loss_cls: 0.4916 d4.loss_bbox: 0.2806 d4.loss_iou: 0.6073 enc_loss_cls: 0.5242 enc_loss_bbox: 0.3948 enc_loss_iou: 0.8092 dn_loss_cls: 0.1233 dn_loss_bbox: 0.5567 dn_loss_iou: 0.6543 d0.dn_loss_cls: 0.1524 d0.dn_loss_bbox: 0.7411 d0.dn_loss_iou: 0.8930 d1.dn_loss_cls: 0.1240 d1.dn_loss_bbox: 0.6034 d1.dn_loss_iou: 0.7359 d2.dn_loss_cls: 0.1162 d2.dn_loss_bbox: 0.5693 d2.dn_loss_iou: 0.6815 d3.dn_loss_cls: 0.1156 d3.dn_loss_bbox: 0.5593 d3.dn_loss_iou: 0.6609 d4.dn_loss_cls: 0.1197 d4.dn_loss_bbox: 0.5572 d4.dn_loss_iou: 0.6554 2023/02/28 08:11:39 - mmengine - INFO - Epoch(train) [1][2900/7393] lr: 1.0000e-04 eta: 20:31:22 time: 0.8551 data_time: 0.0042 memory: 26735 grad_norm: 42.1658 loss: 19.2624 loss_cls: 0.4662 loss_bbox: 0.2823 loss_iou: 0.5881 d0.loss_cls: 0.5162 d0.loss_bbox: 0.3230 d0.loss_iou: 0.6458 d1.loss_cls: 0.4853 d1.loss_bbox: 0.2995 d1.loss_iou: 0.6245 d2.loss_cls: 0.4692 d2.loss_bbox: 0.2908 d2.loss_iou: 0.6064 d3.loss_cls: 0.4672 d3.loss_bbox: 0.2812 d3.loss_iou: 0.5953 d4.loss_cls: 0.4693 d4.loss_bbox: 0.2811 d4.loss_iou: 0.5906 enc_loss_cls: 0.5070 enc_loss_bbox: 0.3912 enc_loss_iou: 0.7633 dn_loss_cls: 0.1153 dn_loss_bbox: 0.6608 dn_loss_iou: 0.6695 d0.dn_loss_cls: 0.1501 d0.dn_loss_bbox: 0.8587 d0.dn_loss_iou: 0.8910 d1.dn_loss_cls: 0.1246 d1.dn_loss_bbox: 0.7140 d1.dn_loss_iou: 0.7486 d2.dn_loss_cls: 0.1157 d2.dn_loss_bbox: 0.6761 d2.dn_loss_iou: 0.6972 d3.dn_loss_cls: 0.1135 d3.dn_loss_bbox: 0.6637 d3.dn_loss_iou: 0.6767 d4.dn_loss_cls: 0.1131 d4.dn_loss_bbox: 0.6601 d4.dn_loss_iou: 0.6701 2023/02/28 08:12:22 - mmengine - INFO - Epoch(train) [1][2950/7393] lr: 1.0000e-04 eta: 20:30:31 time: 0.8558 data_time: 0.0043 memory: 26193 grad_norm: 42.4746 loss: 19.2217 loss_cls: 0.4948 loss_bbox: 0.2744 loss_iou: 0.6577 d0.loss_cls: 0.5334 d0.loss_bbox: 0.3220 d0.loss_iou: 0.7338 d1.loss_cls: 0.5064 d1.loss_bbox: 0.2923 d1.loss_iou: 0.7025 d2.loss_cls: 0.4988 d2.loss_bbox: 0.2863 d2.loss_iou: 0.6790 d3.loss_cls: 0.4902 d3.loss_bbox: 0.2810 d3.loss_iou: 0.6683 d4.loss_cls: 0.4970 d4.loss_bbox: 0.2768 d4.loss_iou: 0.6616 enc_loss_cls: 0.5285 enc_loss_bbox: 0.3986 enc_loss_iou: 0.8563 dn_loss_cls: 0.1097 dn_loss_bbox: 0.5446 dn_loss_iou: 0.6745 d0.dn_loss_cls: 0.1472 d0.dn_loss_bbox: 0.7074 d0.dn_loss_iou: 0.8921 d1.dn_loss_cls: 0.1223 d1.dn_loss_bbox: 0.5906 d1.dn_loss_iou: 0.7520 d2.dn_loss_cls: 0.1135 d2.dn_loss_bbox: 0.5581 d2.dn_loss_iou: 0.7017 d3.dn_loss_cls: 0.1088 d3.dn_loss_bbox: 0.5486 d3.dn_loss_iou: 0.6827 d4.dn_loss_cls: 0.1091 d4.dn_loss_bbox: 0.5443 d4.dn_loss_iou: 0.6749 2023/02/28 08:13:04 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 08:13:04 - mmengine - INFO - Epoch(train) [1][3000/7393] lr: 1.0000e-04 eta: 20:29:45 time: 0.8584 data_time: 0.0042 memory: 29868 grad_norm: 43.5594 loss: 17.6394 loss_cls: 0.4418 loss_bbox: 0.2671 loss_iou: 0.5158 d0.loss_cls: 0.4835 d0.loss_bbox: 0.3142 d0.loss_iou: 0.6010 d1.loss_cls: 0.4517 d1.loss_bbox: 0.2893 d1.loss_iou: 0.5518 d2.loss_cls: 0.4487 d2.loss_bbox: 0.2770 d2.loss_iou: 0.5321 d3.loss_cls: 0.4433 d3.loss_bbox: 0.2731 d3.loss_iou: 0.5224 d4.loss_cls: 0.4406 d4.loss_bbox: 0.2677 d4.loss_iou: 0.5185 enc_loss_cls: 0.4719 enc_loss_bbox: 0.3983 enc_loss_iou: 0.7286 dn_loss_cls: 0.1054 dn_loss_bbox: 0.5604 dn_loss_iou: 0.6267 d0.dn_loss_cls: 0.1401 d0.dn_loss_bbox: 0.7564 d0.dn_loss_iou: 0.8501 d1.dn_loss_cls: 0.1123 d1.dn_loss_bbox: 0.6160 d1.dn_loss_iou: 0.7001 d2.dn_loss_cls: 0.1054 d2.dn_loss_bbox: 0.5776 d2.dn_loss_iou: 0.6544 d3.dn_loss_cls: 0.1026 d3.dn_loss_bbox: 0.5658 d3.dn_loss_iou: 0.6360 d4.dn_loss_cls: 0.1022 d4.dn_loss_bbox: 0.5610 d4.dn_loss_iou: 0.6282 2023/02/28 08:13:47 - mmengine - INFO - Epoch(train) [1][3050/7393] lr: 1.0000e-04 eta: 20:28:41 time: 0.8460 data_time: 0.0042 memory: 28252 grad_norm: 55.7014 loss: 16.4933 loss_cls: 0.3840 loss_bbox: 0.2375 loss_iou: 0.4732 d0.loss_cls: 0.4215 d0.loss_bbox: 0.2612 d0.loss_iou: 0.5356 d1.loss_cls: 0.3943 d1.loss_bbox: 0.2503 d1.loss_iou: 0.5049 d2.loss_cls: 0.3838 d2.loss_bbox: 0.2429 d2.loss_iou: 0.4931 d3.loss_cls: 0.3834 d3.loss_bbox: 0.2384 d3.loss_iou: 0.4825 d4.loss_cls: 0.3854 d4.loss_bbox: 0.2363 d4.loss_iou: 0.4762 enc_loss_cls: 0.4200 enc_loss_bbox: 0.3262 enc_loss_iou: 0.6323 dn_loss_cls: 0.1063 dn_loss_bbox: 0.5690 dn_loss_iou: 0.6009 d0.dn_loss_cls: 0.1419 d0.dn_loss_bbox: 0.7587 d0.dn_loss_iou: 0.8290 d1.dn_loss_cls: 0.1154 d1.dn_loss_bbox: 0.6297 d1.dn_loss_iou: 0.6852 d2.dn_loss_cls: 0.1073 d2.dn_loss_bbox: 0.5881 d2.dn_loss_iou: 0.6331 d3.dn_loss_cls: 0.1056 d3.dn_loss_bbox: 0.5722 d3.dn_loss_iou: 0.6103 d4.dn_loss_cls: 0.1048 d4.dn_loss_bbox: 0.5696 d4.dn_loss_iou: 0.6031 2023/02/28 08:14:29 - mmengine - INFO - Epoch(train) [1][3100/7393] lr: 1.0000e-04 eta: 20:27:37 time: 0.8455 data_time: 0.0043 memory: 26807 grad_norm: 56.0071 loss: 17.9602 loss_cls: 0.4379 loss_bbox: 0.2800 loss_iou: 0.5262 d0.loss_cls: 0.4856 d0.loss_bbox: 0.3155 d0.loss_iou: 0.5903 d1.loss_cls: 0.4559 d1.loss_bbox: 0.2924 d1.loss_iou: 0.5581 d2.loss_cls: 0.4384 d2.loss_bbox: 0.2856 d2.loss_iou: 0.5437 d3.loss_cls: 0.4375 d3.loss_bbox: 0.2821 d3.loss_iou: 0.5364 d4.loss_cls: 0.4374 d4.loss_bbox: 0.2765 d4.loss_iou: 0.5306 enc_loss_cls: 0.4774 enc_loss_bbox: 0.3870 enc_loss_iou: 0.7042 dn_loss_cls: 0.1103 dn_loss_bbox: 0.6232 dn_loss_iou: 0.6186 d0.dn_loss_cls: 0.1445 d0.dn_loss_bbox: 0.7935 d0.dn_loss_iou: 0.8128 d1.dn_loss_cls: 0.1183 d1.dn_loss_bbox: 0.6704 d1.dn_loss_iou: 0.6875 d2.dn_loss_cls: 0.1093 d2.dn_loss_bbox: 0.6388 d2.dn_loss_iou: 0.6429 d3.dn_loss_cls: 0.1076 d3.dn_loss_bbox: 0.6283 d3.dn_loss_iou: 0.6252 d4.dn_loss_cls: 0.1073 d4.dn_loss_bbox: 0.6235 d4.dn_loss_iou: 0.6196 2023/02/28 08:15:12 - mmengine - INFO - Epoch(train) [1][3150/7393] lr: 1.0000e-04 eta: 20:26:50 time: 0.8572 data_time: 0.0043 memory: 26735 grad_norm: 51.0520 loss: 17.6461 loss_cls: 0.4091 loss_bbox: 0.2453 loss_iou: 0.4924 d0.loss_cls: 0.4571 d0.loss_bbox: 0.2856 d0.loss_iou: 0.5624 d1.loss_cls: 0.4236 d1.loss_bbox: 0.2721 d1.loss_iou: 0.5296 d2.loss_cls: 0.4117 d2.loss_bbox: 0.2526 d2.loss_iou: 0.5117 d3.loss_cls: 0.4082 d3.loss_bbox: 0.2485 d3.loss_iou: 0.5023 d4.loss_cls: 0.4095 d4.loss_bbox: 0.2451 d4.loss_iou: 0.4946 enc_loss_cls: 0.4604 enc_loss_bbox: 0.3533 enc_loss_iou: 0.6716 dn_loss_cls: 0.0998 dn_loss_bbox: 0.6769 dn_loss_iou: 0.6091 d0.dn_loss_cls: 0.1418 d0.dn_loss_bbox: 0.8868 d0.dn_loss_iou: 0.8247 d1.dn_loss_cls: 0.1120 d1.dn_loss_bbox: 0.7429 d1.dn_loss_iou: 0.6886 d2.dn_loss_cls: 0.1049 d2.dn_loss_bbox: 0.6950 d2.dn_loss_iou: 0.6350 d3.dn_loss_cls: 0.1004 d3.dn_loss_bbox: 0.6797 d3.dn_loss_iou: 0.6151 d4.dn_loss_cls: 0.0987 d4.dn_loss_bbox: 0.6775 d4.dn_loss_iou: 0.6106 2023/02/28 08:15:54 - mmengine - INFO - Epoch(train) [1][3200/7393] lr: 1.0000e-04 eta: 20:25:50 time: 0.8478 data_time: 0.0044 memory: 25900 grad_norm: 50.0959 loss: 18.9740 loss_cls: 0.4678 loss_bbox: 0.2838 loss_iou: 0.6368 d0.loss_cls: 0.5029 d0.loss_bbox: 0.3443 d0.loss_iou: 0.7401 d1.loss_cls: 0.4662 d1.loss_bbox: 0.3203 d1.loss_iou: 0.6940 d2.loss_cls: 0.4620 d2.loss_bbox: 0.3019 d2.loss_iou: 0.6637 d3.loss_cls: 0.4646 d3.loss_bbox: 0.2898 d3.loss_iou: 0.6497 d4.loss_cls: 0.4633 d4.loss_bbox: 0.2843 d4.loss_iou: 0.6428 enc_loss_cls: 0.5029 enc_loss_bbox: 0.3991 enc_loss_iou: 0.8494 dn_loss_cls: 0.1122 dn_loss_bbox: 0.5675 dn_loss_iou: 0.6448 d0.dn_loss_cls: 0.1455 d0.dn_loss_bbox: 0.7330 d0.dn_loss_iou: 0.8655 d1.dn_loss_cls: 0.1200 d1.dn_loss_bbox: 0.6145 d1.dn_loss_iou: 0.7206 d2.dn_loss_cls: 0.1129 d2.dn_loss_bbox: 0.5819 d2.dn_loss_iou: 0.6729 d3.dn_loss_cls: 0.1092 d3.dn_loss_bbox: 0.5714 d3.dn_loss_iou: 0.6513 d4.dn_loss_cls: 0.1074 d4.dn_loss_bbox: 0.5676 d4.dn_loss_iou: 0.6464 2023/02/28 08:16:36 - mmengine - INFO - Epoch(train) [1][3250/7393] lr: 1.0000e-04 eta: 20:24:42 time: 0.8411 data_time: 0.0042 memory: 25696 grad_norm: 44.0936 loss: 16.6010 loss_cls: 0.4000 loss_bbox: 0.2214 loss_iou: 0.5022 d0.loss_cls: 0.4342 d0.loss_bbox: 0.2486 d0.loss_iou: 0.5648 d1.loss_cls: 0.4117 d1.loss_bbox: 0.2335 d1.loss_iou: 0.5299 d2.loss_cls: 0.4042 d2.loss_bbox: 0.2259 d2.loss_iou: 0.5126 d3.loss_cls: 0.3968 d3.loss_bbox: 0.2289 d3.loss_iou: 0.5108 d4.loss_cls: 0.3951 d4.loss_bbox: 0.2246 d4.loss_iou: 0.5077 enc_loss_cls: 0.4176 enc_loss_bbox: 0.3177 enc_loss_iou: 0.6721 dn_loss_cls: 0.0981 dn_loss_bbox: 0.5354 dn_loss_iou: 0.6384 d0.dn_loss_cls: 0.1341 d0.dn_loss_bbox: 0.7047 d0.dn_loss_iou: 0.8531 d1.dn_loss_cls: 0.1094 d1.dn_loss_bbox: 0.5826 d1.dn_loss_iou: 0.7105 d2.dn_loss_cls: 0.1006 d2.dn_loss_bbox: 0.5513 d2.dn_loss_iou: 0.6638 d3.dn_loss_cls: 0.0986 d3.dn_loss_bbox: 0.5395 d3.dn_loss_iou: 0.6460 d4.dn_loss_cls: 0.0978 d4.dn_loss_bbox: 0.5362 d4.dn_loss_iou: 0.6404 2023/02/28 08:17:19 - mmengine - INFO - Epoch(train) [1][3300/7393] lr: 1.0000e-04 eta: 20:23:58 time: 0.8591 data_time: 0.0042 memory: 26632 grad_norm: 42.1446 loss: 16.9704 loss_cls: 0.4066 loss_bbox: 0.2345 loss_iou: 0.5057 d0.loss_cls: 0.4481 d0.loss_bbox: 0.2677 d0.loss_iou: 0.5676 d1.loss_cls: 0.4253 d1.loss_bbox: 0.2495 d1.loss_iou: 0.5331 d2.loss_cls: 0.4170 d2.loss_bbox: 0.2386 d2.loss_iou: 0.5177 d3.loss_cls: 0.4055 d3.loss_bbox: 0.2369 d3.loss_iou: 0.5120 d4.loss_cls: 0.4066 d4.loss_bbox: 0.2333 d4.loss_iou: 0.5057 enc_loss_cls: 0.4392 enc_loss_bbox: 0.3264 enc_loss_iou: 0.6714 dn_loss_cls: 0.1028 dn_loss_bbox: 0.5859 dn_loss_iou: 0.6212 d0.dn_loss_cls: 0.1327 d0.dn_loss_bbox: 0.7558 d0.dn_loss_iou: 0.8266 d1.dn_loss_cls: 0.1093 d1.dn_loss_bbox: 0.6279 d1.dn_loss_iou: 0.6917 d2.dn_loss_cls: 0.1007 d2.dn_loss_bbox: 0.5971 d2.dn_loss_iou: 0.6462 d3.dn_loss_cls: 0.0985 d3.dn_loss_bbox: 0.5894 d3.dn_loss_iou: 0.6280 d4.dn_loss_cls: 0.0988 d4.dn_loss_bbox: 0.5871 d4.dn_loss_iou: 0.6223 2023/02/28 08:18:02 - mmengine - INFO - Epoch(train) [1][3350/7393] lr: 1.0000e-04 eta: 20:23:14 time: 0.8588 data_time: 0.0038 memory: 26140 grad_norm: 47.0907 loss: 17.0040 loss_cls: 0.4008 loss_bbox: 0.2288 loss_iou: 0.4789 d0.loss_cls: 0.4325 d0.loss_bbox: 0.2643 d0.loss_iou: 0.5600 d1.loss_cls: 0.4125 d1.loss_bbox: 0.2368 d1.loss_iou: 0.5112 d2.loss_cls: 0.3992 d2.loss_bbox: 0.2298 d2.loss_iou: 0.5036 d3.loss_cls: 0.3961 d3.loss_bbox: 0.2345 d3.loss_iou: 0.4921 d4.loss_cls: 0.4012 d4.loss_bbox: 0.2291 d4.loss_iou: 0.4831 enc_loss_cls: 0.4303 enc_loss_bbox: 0.3125 enc_loss_iou: 0.6426 dn_loss_cls: 0.1147 dn_loss_bbox: 0.5765 dn_loss_iou: 0.6570 d0.dn_loss_cls: 0.1501 d0.dn_loss_bbox: 0.7616 d0.dn_loss_iou: 0.8804 d1.dn_loss_cls: 0.1235 d1.dn_loss_bbox: 0.6273 d1.dn_loss_iou: 0.7323 d2.dn_loss_cls: 0.1129 d2.dn_loss_bbox: 0.5947 d2.dn_loss_iou: 0.6859 d3.dn_loss_cls: 0.1111 d3.dn_loss_bbox: 0.5817 d3.dn_loss_iou: 0.6647 d4.dn_loss_cls: 0.1125 d4.dn_loss_bbox: 0.5779 d4.dn_loss_iou: 0.6591 2023/02/28 08:18:45 - mmengine - INFO - Epoch(train) [1][3400/7393] lr: 1.0000e-04 eta: 20:22:26 time: 0.8554 data_time: 0.0038 memory: 27689 grad_norm: 43.6416 loss: 18.1690 loss_cls: 0.4896 loss_bbox: 0.2547 loss_iou: 0.6164 d0.loss_cls: 0.5198 d0.loss_bbox: 0.3024 d0.loss_iou: 0.7053 d1.loss_cls: 0.4970 d1.loss_bbox: 0.2741 d1.loss_iou: 0.6473 d2.loss_cls: 0.4901 d2.loss_bbox: 0.2683 d2.loss_iou: 0.6343 d3.loss_cls: 0.4855 d3.loss_bbox: 0.2660 d3.loss_iou: 0.6252 d4.loss_cls: 0.4878 d4.loss_bbox: 0.2587 d4.loss_iou: 0.6213 enc_loss_cls: 0.5081 enc_loss_bbox: 0.3786 enc_loss_iou: 0.8245 dn_loss_cls: 0.1087 dn_loss_bbox: 0.4958 dn_loss_iou: 0.6395 d0.dn_loss_cls: 0.1386 d0.dn_loss_bbox: 0.6460 d0.dn_loss_iou: 0.8556 d1.dn_loss_cls: 0.1145 d1.dn_loss_bbox: 0.5341 d1.dn_loss_iou: 0.7062 d2.dn_loss_cls: 0.1066 d2.dn_loss_bbox: 0.5089 d2.dn_loss_iou: 0.6663 d3.dn_loss_cls: 0.1046 d3.dn_loss_bbox: 0.5000 d3.dn_loss_iou: 0.6466 d4.dn_loss_cls: 0.1045 d4.dn_loss_bbox: 0.4965 d4.dn_loss_iou: 0.6412 2023/02/28 08:19:28 - mmengine - INFO - Epoch(train) [1][3450/7393] lr: 1.0000e-04 eta: 20:21:42 time: 0.8590 data_time: 0.0038 memory: 28179 grad_norm: 44.2364 loss: 19.0531 loss_cls: 0.5007 loss_bbox: 0.2928 loss_iou: 0.6765 d0.loss_cls: 0.5517 d0.loss_bbox: 0.3237 d0.loss_iou: 0.7391 d1.loss_cls: 0.5189 d1.loss_bbox: 0.3066 d1.loss_iou: 0.7019 d2.loss_cls: 0.5048 d2.loss_bbox: 0.2995 d2.loss_iou: 0.6942 d3.loss_cls: 0.5072 d3.loss_bbox: 0.2940 d3.loss_iou: 0.6841 d4.loss_cls: 0.5001 d4.loss_bbox: 0.2923 d4.loss_iou: 0.6814 enc_loss_cls: 0.5303 enc_loss_bbox: 0.3898 enc_loss_iou: 0.8689 dn_loss_cls: 0.0985 dn_loss_bbox: 0.5371 dn_loss_iou: 0.6368 d0.dn_loss_cls: 0.1345 d0.dn_loss_bbox: 0.6794 d0.dn_loss_iou: 0.8472 d1.dn_loss_cls: 0.1109 d1.dn_loss_bbox: 0.5729 d1.dn_loss_iou: 0.7072 d2.dn_loss_cls: 0.1012 d2.dn_loss_bbox: 0.5478 d2.dn_loss_iou: 0.6644 d3.dn_loss_cls: 0.0991 d3.dn_loss_bbox: 0.5400 d3.dn_loss_iou: 0.6445 d4.dn_loss_cls: 0.0975 d4.dn_loss_bbox: 0.5372 d4.dn_loss_iou: 0.6381 2023/02/28 08:20:10 - mmengine - INFO - Epoch(train) [1][3500/7393] lr: 1.0000e-04 eta: 20:20:41 time: 0.8446 data_time: 0.0037 memory: 29182 grad_norm: 40.8437 loss: 17.0367 loss_cls: 0.4441 loss_bbox: 0.2461 loss_iou: 0.5634 d0.loss_cls: 0.4851 d0.loss_bbox: 0.2778 d0.loss_iou: 0.6325 d1.loss_cls: 0.4598 d1.loss_bbox: 0.2539 d1.loss_iou: 0.5935 d2.loss_cls: 0.4470 d2.loss_bbox: 0.2514 d2.loss_iou: 0.5812 d3.loss_cls: 0.4419 d3.loss_bbox: 0.2488 d3.loss_iou: 0.5722 d4.loss_cls: 0.4442 d4.loss_bbox: 0.2486 d4.loss_iou: 0.5650 enc_loss_cls: 0.4717 enc_loss_bbox: 0.3526 enc_loss_iou: 0.7578 dn_loss_cls: 0.0990 dn_loss_bbox: 0.4732 dn_loss_iou: 0.6064 d0.dn_loss_cls: 0.1330 d0.dn_loss_bbox: 0.6548 d0.dn_loss_iou: 0.8332 d1.dn_loss_cls: 0.1066 d1.dn_loss_bbox: 0.5241 d1.dn_loss_iou: 0.6849 d2.dn_loss_cls: 0.0979 d2.dn_loss_bbox: 0.4873 d2.dn_loss_iou: 0.6330 d3.dn_loss_cls: 0.0970 d3.dn_loss_bbox: 0.4762 d3.dn_loss_iou: 0.6133 d4.dn_loss_cls: 0.0962 d4.dn_loss_bbox: 0.4739 d4.dn_loss_iou: 0.6081 2023/02/28 08:20:54 - mmengine - INFO - Epoch(train) [1][3550/7393] lr: 1.0000e-04 eta: 20:20:11 time: 0.8710 data_time: 0.0037 memory: 28291 grad_norm: 56.7779 loss: 16.4177 loss_cls: 0.3635 loss_bbox: 0.2292 loss_iou: 0.4394 d0.loss_cls: 0.4185 d0.loss_bbox: 0.2614 d0.loss_iou: 0.5014 d1.loss_cls: 0.3868 d1.loss_bbox: 0.2466 d1.loss_iou: 0.4642 d2.loss_cls: 0.3720 d2.loss_bbox: 0.2383 d2.loss_iou: 0.4549 d3.loss_cls: 0.3686 d3.loss_bbox: 0.2312 d3.loss_iou: 0.4476 d4.loss_cls: 0.3575 d4.loss_bbox: 0.2361 d4.loss_iou: 0.4480 enc_loss_cls: 0.4082 enc_loss_bbox: 0.3253 enc_loss_iou: 0.5903 dn_loss_cls: 0.0994 dn_loss_bbox: 0.5908 dn_loss_iou: 0.6386 d0.dn_loss_cls: 0.1407 d0.dn_loss_bbox: 0.7705 d0.dn_loss_iou: 0.8681 d1.dn_loss_cls: 0.1132 d1.dn_loss_bbox: 0.6449 d1.dn_loss_iou: 0.7156 d2.dn_loss_cls: 0.1024 d2.dn_loss_bbox: 0.6075 d2.dn_loss_iou: 0.6632 d3.dn_loss_cls: 0.0996 d3.dn_loss_bbox: 0.5976 d3.dn_loss_iou: 0.6473 d4.dn_loss_cls: 0.0977 d4.dn_loss_bbox: 0.5917 d4.dn_loss_iou: 0.6401 2023/02/28 08:21:37 - mmengine - INFO - Epoch(train) [1][3600/7393] lr: 1.0000e-04 eta: 20:19:29 time: 0.8603 data_time: 0.0036 memory: 25776 grad_norm: 42.6863 loss: 16.6644 loss_cls: 0.4138 loss_bbox: 0.2342 loss_iou: 0.5154 d0.loss_cls: 0.4523 d0.loss_bbox: 0.2786 d0.loss_iou: 0.6080 d1.loss_cls: 0.4302 d1.loss_bbox: 0.2563 d1.loss_iou: 0.5618 d2.loss_cls: 0.4185 d2.loss_bbox: 0.2460 d2.loss_iou: 0.5408 d3.loss_cls: 0.4096 d3.loss_bbox: 0.2394 d3.loss_iou: 0.5288 d4.loss_cls: 0.4117 d4.loss_bbox: 0.2362 d4.loss_iou: 0.5212 enc_loss_cls: 0.4384 enc_loss_bbox: 0.3445 enc_loss_iou: 0.7311 dn_loss_cls: 0.0898 dn_loss_bbox: 0.4864 dn_loss_iou: 0.6210 d0.dn_loss_cls: 0.1302 d0.dn_loss_bbox: 0.6793 d0.dn_loss_iou: 0.8465 d1.dn_loss_cls: 0.1016 d1.dn_loss_bbox: 0.5414 d1.dn_loss_iou: 0.6971 d2.dn_loss_cls: 0.0936 d2.dn_loss_bbox: 0.5046 d2.dn_loss_iou: 0.6481 d3.dn_loss_cls: 0.0906 d3.dn_loss_bbox: 0.4930 d3.dn_loss_iou: 0.6273 d4.dn_loss_cls: 0.0885 d4.dn_loss_bbox: 0.4870 d4.dn_loss_iou: 0.6214 2023/02/28 08:22:20 - mmengine - INFO - Epoch(train) [1][3650/7393] lr: 1.0000e-04 eta: 20:18:49 time: 0.8616 data_time: 0.0037 memory: 26735 grad_norm: 46.0129 loss: 16.8861 loss_cls: 0.4111 loss_bbox: 0.2231 loss_iou: 0.4509 d0.loss_cls: 0.4400 d0.loss_bbox: 0.2632 d0.loss_iou: 0.5244 d1.loss_cls: 0.4170 d1.loss_bbox: 0.2403 d1.loss_iou: 0.4815 d2.loss_cls: 0.4132 d2.loss_bbox: 0.2323 d2.loss_iou: 0.4687 d3.loss_cls: 0.4066 d3.loss_bbox: 0.2275 d3.loss_iou: 0.4564 d4.loss_cls: 0.4083 d4.loss_bbox: 0.2226 d4.loss_iou: 0.4522 enc_loss_cls: 0.4408 enc_loss_bbox: 0.3439 enc_loss_iou: 0.6427 dn_loss_cls: 0.1064 dn_loss_bbox: 0.6228 dn_loss_iou: 0.6135 d0.dn_loss_cls: 0.1465 d0.dn_loss_bbox: 0.8151 d0.dn_loss_iou: 0.8543 d1.dn_loss_cls: 0.1190 d1.dn_loss_bbox: 0.6731 d1.dn_loss_iou: 0.6929 d2.dn_loss_cls: 0.1098 d2.dn_loss_bbox: 0.6362 d2.dn_loss_iou: 0.6367 d3.dn_loss_cls: 0.1049 d3.dn_loss_bbox: 0.6266 d3.dn_loss_iou: 0.6187 d4.dn_loss_cls: 0.1047 d4.dn_loss_bbox: 0.6234 d4.dn_loss_iou: 0.6146 2023/02/28 08:23:02 - mmengine - INFO - Epoch(train) [1][3700/7393] lr: 1.0000e-04 eta: 20:17:57 time: 0.8520 data_time: 0.0037 memory: 28722 grad_norm: 51.1558 loss: 18.5457 loss_cls: 0.4909 loss_bbox: 0.2610 loss_iou: 0.6918 d0.loss_cls: 0.5185 d0.loss_bbox: 0.2881 d0.loss_iou: 0.7673 d1.loss_cls: 0.4931 d1.loss_bbox: 0.2736 d1.loss_iou: 0.7189 d2.loss_cls: 0.4812 d2.loss_bbox: 0.2684 d2.loss_iou: 0.7056 d3.loss_cls: 0.4836 d3.loss_bbox: 0.2662 d3.loss_iou: 0.6962 d4.loss_cls: 0.4828 d4.loss_bbox: 0.2646 d4.loss_iou: 0.6930 enc_loss_cls: 0.5053 enc_loss_bbox: 0.3646 enc_loss_iou: 0.8840 dn_loss_cls: 0.0973 dn_loss_bbox: 0.4920 dn_loss_iou: 0.6504 d0.dn_loss_cls: 0.1257 d0.dn_loss_bbox: 0.6310 d0.dn_loss_iou: 0.8526 d1.dn_loss_cls: 0.0997 d1.dn_loss_bbox: 0.5329 d1.dn_loss_iou: 0.7169 d2.dn_loss_cls: 0.0935 d2.dn_loss_bbox: 0.5045 d2.dn_loss_iou: 0.6707 d3.dn_loss_cls: 0.0922 d3.dn_loss_bbox: 0.4959 d3.dn_loss_iou: 0.6560 d4.dn_loss_cls: 0.0928 d4.dn_loss_bbox: 0.4921 d4.dn_loss_iou: 0.6512 2023/02/28 08:23:46 - mmengine - INFO - Epoch(train) [1][3750/7393] lr: 1.0000e-04 eta: 20:17:22 time: 0.8670 data_time: 0.0037 memory: 28970 grad_norm: 43.2271 loss: 17.4891 loss_cls: 0.4787 loss_bbox: 0.2477 loss_iou: 0.5561 d0.loss_cls: 0.5061 d0.loss_bbox: 0.2851 d0.loss_iou: 0.6318 d1.loss_cls: 0.4773 d1.loss_bbox: 0.2740 d1.loss_iou: 0.6021 d2.loss_cls: 0.4724 d2.loss_bbox: 0.2628 d2.loss_iou: 0.5808 d3.loss_cls: 0.4690 d3.loss_bbox: 0.2573 d3.loss_iou: 0.5710 d4.loss_cls: 0.4729 d4.loss_bbox: 0.2529 d4.loss_iou: 0.5637 enc_loss_cls: 0.4931 enc_loss_bbox: 0.3519 enc_loss_iou: 0.7552 dn_loss_cls: 0.1017 dn_loss_bbox: 0.5277 dn_loss_iou: 0.6047 d0.dn_loss_cls: 0.1354 d0.dn_loss_bbox: 0.6605 d0.dn_loss_iou: 0.8065 d1.dn_loss_cls: 0.1097 d1.dn_loss_bbox: 0.5630 d1.dn_loss_iou: 0.6740 d2.dn_loss_cls: 0.0996 d2.dn_loss_bbox: 0.5390 d2.dn_loss_iou: 0.6304 d3.dn_loss_cls: 0.0986 d3.dn_loss_bbox: 0.5322 d3.dn_loss_iou: 0.6111 d4.dn_loss_cls: 0.0985 d4.dn_loss_bbox: 0.5284 d4.dn_loss_iou: 0.6061 2023/02/28 08:24:29 - mmengine - INFO - Epoch(train) [1][3800/7393] lr: 1.0000e-04 eta: 20:16:51 time: 0.8699 data_time: 0.0037 memory: 25729 grad_norm: 41.1773 loss: 17.3661 loss_cls: 0.4367 loss_bbox: 0.2480 loss_iou: 0.5556 d0.loss_cls: 0.4931 d0.loss_bbox: 0.2932 d0.loss_iou: 0.6323 d1.loss_cls: 0.4565 d1.loss_bbox: 0.2697 d1.loss_iou: 0.5939 d2.loss_cls: 0.4417 d2.loss_bbox: 0.2611 d2.loss_iou: 0.5788 d3.loss_cls: 0.4357 d3.loss_bbox: 0.2537 d3.loss_iou: 0.5671 d4.loss_cls: 0.4350 d4.loss_bbox: 0.2484 d4.loss_iou: 0.5596 enc_loss_cls: 0.4756 enc_loss_bbox: 0.3696 enc_loss_iou: 0.7632 dn_loss_cls: 0.0971 dn_loss_bbox: 0.5069 dn_loss_iou: 0.6306 d0.dn_loss_cls: 0.1329 d0.dn_loss_bbox: 0.6724 d0.dn_loss_iou: 0.8450 d1.dn_loss_cls: 0.1077 d1.dn_loss_bbox: 0.5526 d1.dn_loss_iou: 0.6977 d2.dn_loss_cls: 0.0983 d2.dn_loss_bbox: 0.5221 d2.dn_loss_iou: 0.6561 d3.dn_loss_cls: 0.0962 d3.dn_loss_bbox: 0.5107 d3.dn_loss_iou: 0.6370 d4.dn_loss_cls: 0.0954 d4.dn_loss_bbox: 0.5074 d4.dn_loss_iou: 0.6317 2023/02/28 08:25:13 - mmengine - INFO - Epoch(train) [1][3850/7393] lr: 1.0000e-04 eta: 20:16:22 time: 0.8726 data_time: 0.0038 memory: 33219 grad_norm: 45.1450 loss: 17.0324 loss_cls: 0.4223 loss_bbox: 0.2276 loss_iou: 0.5469 d0.loss_cls: 0.4615 d0.loss_bbox: 0.2552 d0.loss_iou: 0.6240 d1.loss_cls: 0.4267 d1.loss_bbox: 0.2468 d1.loss_iou: 0.5914 d2.loss_cls: 0.4216 d2.loss_bbox: 0.2380 d2.loss_iou: 0.5663 d3.loss_cls: 0.4188 d3.loss_bbox: 0.2314 d3.loss_iou: 0.5557 d4.loss_cls: 0.4204 d4.loss_bbox: 0.2286 d4.loss_iou: 0.5507 enc_loss_cls: 0.4357 enc_loss_bbox: 0.3143 enc_loss_iou: 0.7327 dn_loss_cls: 0.1009 dn_loss_bbox: 0.5048 dn_loss_iou: 0.6462 d0.dn_loss_cls: 0.1379 d0.dn_loss_bbox: 0.6674 d0.dn_loss_iou: 0.8630 d1.dn_loss_cls: 0.1112 d1.dn_loss_bbox: 0.5524 d1.dn_loss_iou: 0.7192 d2.dn_loss_cls: 0.1015 d2.dn_loss_bbox: 0.5213 d2.dn_loss_iou: 0.6728 d3.dn_loss_cls: 0.1005 d3.dn_loss_bbox: 0.5108 d3.dn_loss_iou: 0.6534 d4.dn_loss_cls: 0.0995 d4.dn_loss_bbox: 0.5055 d4.dn_loss_iou: 0.6474 2023/02/28 08:25:56 - mmengine - INFO - Epoch(train) [1][3900/7393] lr: 1.0000e-04 eta: 20:15:44 time: 0.8653 data_time: 0.0038 memory: 31595 grad_norm: 46.3911 loss: 15.9804 loss_cls: 0.4072 loss_bbox: 0.2146 loss_iou: 0.4948 d0.loss_cls: 0.4315 d0.loss_bbox: 0.2445 d0.loss_iou: 0.5566 d1.loss_cls: 0.4142 d1.loss_bbox: 0.2274 d1.loss_iou: 0.5213 d2.loss_cls: 0.4078 d2.loss_bbox: 0.2238 d2.loss_iou: 0.5093 d3.loss_cls: 0.4073 d3.loss_bbox: 0.2189 d3.loss_iou: 0.4989 d4.loss_cls: 0.4051 d4.loss_bbox: 0.2150 d4.loss_iou: 0.4950 enc_loss_cls: 0.4245 enc_loss_bbox: 0.3139 enc_loss_iou: 0.6548 dn_loss_cls: 0.1003 dn_loss_bbox: 0.4765 dn_loss_iou: 0.5995 d0.dn_loss_cls: 0.1435 d0.dn_loss_bbox: 0.6546 d0.dn_loss_iou: 0.8231 d1.dn_loss_cls: 0.1133 d1.dn_loss_bbox: 0.5277 d1.dn_loss_iou: 0.6725 d2.dn_loss_cls: 0.1021 d2.dn_loss_bbox: 0.4949 d2.dn_loss_iou: 0.6252 d3.dn_loss_cls: 0.0983 d3.dn_loss_bbox: 0.4823 d3.dn_loss_iou: 0.6055 d4.dn_loss_cls: 0.0981 d4.dn_loss_bbox: 0.4768 d4.dn_loss_iou: 0.5996 2023/02/28 08:26:39 - mmengine - INFO - Epoch(train) [1][3950/7393] lr: 1.0000e-04 eta: 20:14:59 time: 0.8579 data_time: 0.0037 memory: 36928 grad_norm: 41.6148 loss: 16.2105 loss_cls: 0.3861 loss_bbox: 0.2155 loss_iou: 0.4603 d0.loss_cls: 0.4213 d0.loss_bbox: 0.2512 d0.loss_iou: 0.5241 d1.loss_cls: 0.4041 d1.loss_bbox: 0.2307 d1.loss_iou: 0.4866 d2.loss_cls: 0.3909 d2.loss_bbox: 0.2214 d2.loss_iou: 0.4731 d3.loss_cls: 0.3847 d3.loss_bbox: 0.2191 d3.loss_iou: 0.4650 d4.loss_cls: 0.3843 d4.loss_bbox: 0.2188 d4.loss_iou: 0.4604 enc_loss_cls: 0.4061 enc_loss_bbox: 0.3269 enc_loss_iou: 0.6359 dn_loss_cls: 0.1047 dn_loss_bbox: 0.5522 dn_loss_iou: 0.6018 d0.dn_loss_cls: 0.1405 d0.dn_loss_bbox: 0.7600 d0.dn_loss_iou: 0.8420 d1.dn_loss_cls: 0.1149 d1.dn_loss_bbox: 0.6114 d1.dn_loss_iou: 0.6831 d2.dn_loss_cls: 0.1037 d2.dn_loss_bbox: 0.5718 d2.dn_loss_iou: 0.6299 d3.dn_loss_cls: 0.1015 d3.dn_loss_bbox: 0.5586 d3.dn_loss_iou: 0.6094 d4.dn_loss_cls: 0.1025 d4.dn_loss_bbox: 0.5529 d4.dn_loss_iou: 0.6029 2023/02/28 08:27:21 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 08:27:21 - mmengine - INFO - Epoch(train) [1][4000/7393] lr: 1.0000e-04 eta: 20:13:54 time: 0.8394 data_time: 0.0037 memory: 26633 grad_norm: 43.8502 loss: 15.5634 loss_cls: 0.3754 loss_bbox: 0.1967 loss_iou: 0.4462 d0.loss_cls: 0.4159 d0.loss_bbox: 0.2252 d0.loss_iou: 0.5098 d1.loss_cls: 0.3876 d1.loss_bbox: 0.2058 d1.loss_iou: 0.4730 d2.loss_cls: 0.3794 d2.loss_bbox: 0.2057 d2.loss_iou: 0.4636 d3.loss_cls: 0.3737 d3.loss_bbox: 0.2003 d3.loss_iou: 0.4523 d4.loss_cls: 0.3720 d4.loss_bbox: 0.1996 d4.loss_iou: 0.4507 enc_loss_cls: 0.4004 enc_loss_bbox: 0.2922 enc_loss_iou: 0.6153 dn_loss_cls: 0.0995 dn_loss_bbox: 0.5284 dn_loss_iou: 0.6033 d0.dn_loss_cls: 0.1309 d0.dn_loss_bbox: 0.6800 d0.dn_loss_iou: 0.8060 d1.dn_loss_cls: 0.1049 d1.dn_loss_bbox: 0.5701 d1.dn_loss_iou: 0.6688 d2.dn_loss_cls: 0.0953 d2.dn_loss_bbox: 0.5421 d2.dn_loss_iou: 0.6267 d3.dn_loss_cls: 0.0938 d3.dn_loss_bbox: 0.5344 d3.dn_loss_iou: 0.6100 d4.dn_loss_cls: 0.0948 d4.dn_loss_bbox: 0.5290 d4.dn_loss_iou: 0.6046 2023/02/28 08:28:02 - mmengine - INFO - Epoch(train) [1][4050/7393] lr: 1.0000e-04 eta: 20:12:35 time: 0.8252 data_time: 0.0037 memory: 26632 grad_norm: 46.3521 loss: 14.8609 loss_cls: 0.3193 loss_bbox: 0.1819 loss_iou: 0.3951 d0.loss_cls: 0.3608 d0.loss_bbox: 0.2132 d0.loss_iou: 0.4346 d1.loss_cls: 0.3347 d1.loss_bbox: 0.2006 d1.loss_iou: 0.4159 d2.loss_cls: 0.3261 d2.loss_bbox: 0.1899 d2.loss_iou: 0.4054 d3.loss_cls: 0.3226 d3.loss_bbox: 0.1855 d3.loss_iou: 0.4002 d4.loss_cls: 0.3179 d4.loss_bbox: 0.1835 d4.loss_iou: 0.3969 enc_loss_cls: 0.3468 enc_loss_bbox: 0.2673 enc_loss_iou: 0.5220 dn_loss_cls: 0.0939 dn_loss_bbox: 0.5767 dn_loss_iou: 0.5664 d0.dn_loss_cls: 0.1369 d0.dn_loss_bbox: 0.8034 d0.dn_loss_iou: 0.7845 d1.dn_loss_cls: 0.1074 d1.dn_loss_bbox: 0.6506 d1.dn_loss_iou: 0.6395 d2.dn_loss_cls: 0.0983 d2.dn_loss_bbox: 0.6002 d2.dn_loss_iou: 0.5925 d3.dn_loss_cls: 0.0939 d3.dn_loss_bbox: 0.5854 d3.dn_loss_iou: 0.5738 d4.dn_loss_cls: 0.0916 d4.dn_loss_bbox: 0.5778 d4.dn_loss_iou: 0.5678 2023/02/28 08:28:46 - mmengine - INFO - Epoch(train) [1][4100/7393] lr: 1.0000e-04 eta: 20:11:58 time: 0.8649 data_time: 0.0038 memory: 27184 grad_norm: 39.5370 loss: 14.1695 loss_cls: 0.3020 loss_bbox: 0.1803 loss_iou: 0.3298 d0.loss_cls: 0.3500 d0.loss_bbox: 0.2026 d0.loss_iou: 0.3737 d1.loss_cls: 0.3181 d1.loss_bbox: 0.1945 d1.loss_iou: 0.3538 d2.loss_cls: 0.3099 d2.loss_bbox: 0.1814 d2.loss_iou: 0.3385 d3.loss_cls: 0.3018 d3.loss_bbox: 0.1848 d3.loss_iou: 0.3336 d4.loss_cls: 0.3031 d4.loss_bbox: 0.1825 d4.loss_iou: 0.3311 enc_loss_cls: 0.3428 enc_loss_bbox: 0.2615 enc_loss_iou: 0.4678 dn_loss_cls: 0.0952 dn_loss_bbox: 0.5780 dn_loss_iou: 0.5575 d0.dn_loss_cls: 0.1355 d0.dn_loss_bbox: 0.7596 d0.dn_loss_iou: 0.7871 d1.dn_loss_cls: 0.1080 d1.dn_loss_bbox: 0.6268 d1.dn_loss_iou: 0.6317 d2.dn_loss_cls: 0.0957 d2.dn_loss_bbox: 0.5921 d2.dn_loss_iou: 0.5852 d3.dn_loss_cls: 0.0933 d3.dn_loss_bbox: 0.5840 d3.dn_loss_iou: 0.5654 d4.dn_loss_cls: 0.0929 d4.dn_loss_bbox: 0.5785 d4.dn_loss_iou: 0.5590 2023/02/28 08:29:28 - mmengine - INFO - Epoch(train) [1][4150/7393] lr: 1.0000e-04 eta: 20:10:55 time: 0.8394 data_time: 0.0038 memory: 26903 grad_norm: 39.5746 loss: 16.5850 loss_cls: 0.4207 loss_bbox: 0.2101 loss_iou: 0.5048 d0.loss_cls: 0.4564 d0.loss_bbox: 0.2586 d0.loss_iou: 0.5768 d1.loss_cls: 0.4341 d1.loss_bbox: 0.2326 d1.loss_iou: 0.5429 d2.loss_cls: 0.4233 d2.loss_bbox: 0.2175 d2.loss_iou: 0.5225 d3.loss_cls: 0.4188 d3.loss_bbox: 0.2138 d3.loss_iou: 0.5141 d4.loss_cls: 0.4160 d4.loss_bbox: 0.2127 d4.loss_iou: 0.5102 enc_loss_cls: 0.4493 enc_loss_bbox: 0.3211 enc_loss_iou: 0.6845 dn_loss_cls: 0.0971 dn_loss_bbox: 0.5583 dn_loss_iou: 0.5859 d0.dn_loss_cls: 0.1309 d0.dn_loss_bbox: 0.7252 d0.dn_loss_iou: 0.8040 d1.dn_loss_cls: 0.1057 d1.dn_loss_bbox: 0.6083 d1.dn_loss_iou: 0.6542 d2.dn_loss_cls: 0.0972 d2.dn_loss_bbox: 0.5762 d2.dn_loss_iou: 0.6101 d3.dn_loss_cls: 0.0948 d3.dn_loss_bbox: 0.5644 d3.dn_loss_iou: 0.5921 d4.dn_loss_cls: 0.0949 d4.dn_loss_bbox: 0.5584 d4.dn_loss_iou: 0.5865 2023/02/28 08:30:11 - mmengine - INFO - Epoch(train) [1][4200/7393] lr: 1.0000e-04 eta: 20:10:20 time: 0.8675 data_time: 0.0039 memory: 26767 grad_norm: 43.5455 loss: 15.5277 loss_cls: 0.3642 loss_bbox: 0.2158 loss_iou: 0.4592 d0.loss_cls: 0.4054 d0.loss_bbox: 0.2483 d0.loss_iou: 0.5290 d1.loss_cls: 0.3812 d1.loss_bbox: 0.2278 d1.loss_iou: 0.4904 d2.loss_cls: 0.3629 d2.loss_bbox: 0.2234 d2.loss_iou: 0.4781 d3.loss_cls: 0.3632 d3.loss_bbox: 0.2182 d3.loss_iou: 0.4654 d4.loss_cls: 0.3637 d4.loss_bbox: 0.2176 d4.loss_iou: 0.4629 enc_loss_cls: 0.3930 enc_loss_bbox: 0.3218 enc_loss_iou: 0.6331 dn_loss_cls: 0.0944 dn_loss_bbox: 0.4954 dn_loss_iou: 0.5844 d0.dn_loss_cls: 0.1345 d0.dn_loss_bbox: 0.6940 d0.dn_loss_iou: 0.8246 d1.dn_loss_cls: 0.1059 d1.dn_loss_bbox: 0.5428 d1.dn_loss_iou: 0.6553 d2.dn_loss_cls: 0.0950 d2.dn_loss_bbox: 0.5118 d2.dn_loss_iou: 0.6077 d3.dn_loss_cls: 0.0913 d3.dn_loss_bbox: 0.5016 d3.dn_loss_iou: 0.5918 d4.dn_loss_cls: 0.0920 d4.dn_loss_bbox: 0.4955 d4.dn_loss_iou: 0.5850 2023/02/28 08:30:53 - mmengine - INFO - Epoch(train) [1][4250/7393] lr: 1.0000e-04 eta: 20:09:26 time: 0.8479 data_time: 0.0038 memory: 28603 grad_norm: 39.8287 loss: 16.0119 loss_cls: 0.3845 loss_bbox: 0.2161 loss_iou: 0.4954 d0.loss_cls: 0.4350 d0.loss_bbox: 0.2454 d0.loss_iou: 0.5516 d1.loss_cls: 0.4084 d1.loss_bbox: 0.2323 d1.loss_iou: 0.5215 d2.loss_cls: 0.3930 d2.loss_bbox: 0.2212 d2.loss_iou: 0.5046 d3.loss_cls: 0.3862 d3.loss_bbox: 0.2175 d3.loss_iou: 0.5033 d4.loss_cls: 0.3856 d4.loss_bbox: 0.2162 d4.loss_iou: 0.4982 enc_loss_cls: 0.4184 enc_loss_bbox: 0.3056 enc_loss_iou: 0.6517 dn_loss_cls: 0.0922 dn_loss_bbox: 0.5249 dn_loss_iou: 0.5857 d0.dn_loss_cls: 0.1294 d0.dn_loss_bbox: 0.6982 d0.dn_loss_iou: 0.7930 d1.dn_loss_cls: 0.1021 d1.dn_loss_bbox: 0.5762 d1.dn_loss_iou: 0.6556 d2.dn_loss_cls: 0.0932 d2.dn_loss_bbox: 0.5432 d2.dn_loss_iou: 0.6098 d3.dn_loss_cls: 0.0897 d3.dn_loss_bbox: 0.5335 d3.dn_loss_iou: 0.5928 d4.dn_loss_cls: 0.0896 d4.dn_loss_bbox: 0.5246 d4.dn_loss_iou: 0.5867 2023/02/28 08:31:36 - mmengine - INFO - Epoch(train) [1][4300/7393] lr: 1.0000e-04 eta: 20:08:34 time: 0.8498 data_time: 0.0038 memory: 27140 grad_norm: 42.4211 loss: 15.9336 loss_cls: 0.4135 loss_bbox: 0.2254 loss_iou: 0.5297 d0.loss_cls: 0.4523 d0.loss_bbox: 0.2515 d0.loss_iou: 0.5912 d1.loss_cls: 0.4267 d1.loss_bbox: 0.2420 d1.loss_iou: 0.5596 d2.loss_cls: 0.4140 d2.loss_bbox: 0.2332 d2.loss_iou: 0.5462 d3.loss_cls: 0.4137 d3.loss_bbox: 0.2277 d3.loss_iou: 0.5349 d4.loss_cls: 0.4106 d4.loss_bbox: 0.2278 d4.loss_iou: 0.5339 enc_loss_cls: 0.4318 enc_loss_bbox: 0.3119 enc_loss_iou: 0.6888 dn_loss_cls: 0.0911 dn_loss_bbox: 0.4555 dn_loss_iou: 0.5786 d0.dn_loss_cls: 0.1205 d0.dn_loss_bbox: 0.6002 d0.dn_loss_iou: 0.7720 d1.dn_loss_cls: 0.0976 d1.dn_loss_bbox: 0.4981 d1.dn_loss_iou: 0.6420 d2.dn_loss_cls: 0.0895 d2.dn_loss_bbox: 0.4688 d2.dn_loss_iou: 0.5988 d3.dn_loss_cls: 0.0875 d3.dn_loss_bbox: 0.4602 d3.dn_loss_iou: 0.5841 d4.dn_loss_cls: 0.0877 d4.dn_loss_bbox: 0.4558 d4.dn_loss_iou: 0.5791 2023/02/28 08:32:18 - mmengine - INFO - Epoch(train) [1][4350/7393] lr: 1.0000e-04 eta: 20:07:45 time: 0.8532 data_time: 0.0038 memory: 26908 grad_norm: 44.1331 loss: 17.5885 loss_cls: 0.4443 loss_bbox: 0.2351 loss_iou: 0.5701 d0.loss_cls: 0.4793 d0.loss_bbox: 0.2750 d0.loss_iou: 0.6392 d1.loss_cls: 0.4466 d1.loss_bbox: 0.2586 d1.loss_iou: 0.6089 d2.loss_cls: 0.4359 d2.loss_bbox: 0.2539 d2.loss_iou: 0.5926 d3.loss_cls: 0.4391 d3.loss_bbox: 0.2417 d3.loss_iou: 0.5792 d4.loss_cls: 0.4399 d4.loss_bbox: 0.2372 d4.loss_iou: 0.5705 enc_loss_cls: 0.4580 enc_loss_bbox: 0.3418 enc_loss_iou: 0.7719 dn_loss_cls: 0.0924 dn_loss_bbox: 0.5480 dn_loss_iou: 0.6444 d0.dn_loss_cls: 0.1302 d0.dn_loss_bbox: 0.7012 d0.dn_loss_iou: 0.8454 d1.dn_loss_cls: 0.1030 d1.dn_loss_bbox: 0.5897 d1.dn_loss_iou: 0.7099 d2.dn_loss_cls: 0.0925 d2.dn_loss_bbox: 0.5648 d2.dn_loss_iou: 0.6679 d3.dn_loss_cls: 0.0907 d3.dn_loss_bbox: 0.5527 d3.dn_loss_iou: 0.6521 d4.dn_loss_cls: 0.0907 d4.dn_loss_bbox: 0.5483 d4.dn_loss_iou: 0.6456 2023/02/28 08:33:01 - mmengine - INFO - Epoch(train) [1][4400/7393] lr: 1.0000e-04 eta: 20:06:48 time: 0.8443 data_time: 0.0039 memory: 28179 grad_norm: 48.3591 loss: 15.5841 loss_cls: 0.3781 loss_bbox: 0.2400 loss_iou: 0.4652 d0.loss_cls: 0.4224 d0.loss_bbox: 0.2641 d0.loss_iou: 0.5206 d1.loss_cls: 0.3924 d1.loss_bbox: 0.2582 d1.loss_iou: 0.4937 d2.loss_cls: 0.3812 d2.loss_bbox: 0.2460 d2.loss_iou: 0.4775 d3.loss_cls: 0.3766 d3.loss_bbox: 0.2432 d3.loss_iou: 0.4707 d4.loss_cls: 0.3758 d4.loss_bbox: 0.2428 d4.loss_iou: 0.4673 enc_loss_cls: 0.4078 enc_loss_bbox: 0.3417 enc_loss_iou: 0.6292 dn_loss_cls: 0.0897 dn_loss_bbox: 0.4954 dn_loss_iou: 0.5627 d0.dn_loss_cls: 0.1287 d0.dn_loss_bbox: 0.6479 d0.dn_loss_iou: 0.7805 d1.dn_loss_cls: 0.1020 d1.dn_loss_bbox: 0.5460 d1.dn_loss_iou: 0.6363 d2.dn_loss_cls: 0.0935 d2.dn_loss_bbox: 0.5129 d2.dn_loss_iou: 0.5867 d3.dn_loss_cls: 0.0893 d3.dn_loss_bbox: 0.5011 d3.dn_loss_iou: 0.5696 d4.dn_loss_cls: 0.0879 d4.dn_loss_bbox: 0.4958 d4.dn_loss_iou: 0.5636 2023/02/28 08:33:44 - mmengine - INFO - Epoch(train) [1][4450/7393] lr: 1.0000e-04 eta: 20:06:10 time: 0.8642 data_time: 0.0037 memory: 26632 grad_norm: 39.6710 loss: 15.4802 loss_cls: 0.3849 loss_bbox: 0.2182 loss_iou: 0.4635 d0.loss_cls: 0.4171 d0.loss_bbox: 0.2488 d0.loss_iou: 0.5180 d1.loss_cls: 0.3929 d1.loss_bbox: 0.2396 d1.loss_iou: 0.4937 d2.loss_cls: 0.3841 d2.loss_bbox: 0.2288 d2.loss_iou: 0.4861 d3.loss_cls: 0.3751 d3.loss_bbox: 0.2285 d3.loss_iou: 0.4770 d4.loss_cls: 0.3790 d4.loss_bbox: 0.2240 d4.loss_iou: 0.4693 enc_loss_cls: 0.4078 enc_loss_bbox: 0.3140 enc_loss_iou: 0.6299 dn_loss_cls: 0.0924 dn_loss_bbox: 0.5018 dn_loss_iou: 0.5543 d0.dn_loss_cls: 0.1277 d0.dn_loss_bbox: 0.6756 d0.dn_loss_iou: 0.7598 d1.dn_loss_cls: 0.1023 d1.dn_loss_bbox: 0.5518 d1.dn_loss_iou: 0.6211 d2.dn_loss_cls: 0.0958 d2.dn_loss_bbox: 0.5220 d2.dn_loss_iou: 0.5811 d3.dn_loss_cls: 0.0921 d3.dn_loss_bbox: 0.5116 d3.dn_loss_iou: 0.5614 d4.dn_loss_cls: 0.0915 d4.dn_loss_bbox: 0.5026 d4.dn_loss_iou: 0.5549 2023/02/28 08:34:27 - mmengine - INFO - Epoch(train) [1][4500/7393] lr: 1.0000e-04 eta: 20:05:35 time: 0.8668 data_time: 0.0038 memory: 31115 grad_norm: 46.5199 loss: 15.2354 loss_cls: 0.3441 loss_bbox: 0.1988 loss_iou: 0.4544 d0.loss_cls: 0.3877 d0.loss_bbox: 0.2261 d0.loss_iou: 0.5015 d1.loss_cls: 0.3594 d1.loss_bbox: 0.2126 d1.loss_iou: 0.4792 d2.loss_cls: 0.3466 d2.loss_bbox: 0.2089 d2.loss_iou: 0.4727 d3.loss_cls: 0.3415 d3.loss_bbox: 0.2043 d3.loss_iou: 0.4661 d4.loss_cls: 0.3395 d4.loss_bbox: 0.2025 d4.loss_iou: 0.4601 enc_loss_cls: 0.3815 enc_loss_bbox: 0.2800 enc_loss_iou: 0.5969 dn_loss_cls: 0.0934 dn_loss_bbox: 0.5099 dn_loss_iou: 0.5802 d0.dn_loss_cls: 0.1385 d0.dn_loss_bbox: 0.7054 d0.dn_loss_iou: 0.8051 d1.dn_loss_cls: 0.1096 d1.dn_loss_bbox: 0.5648 d1.dn_loss_iou: 0.6483 d2.dn_loss_cls: 0.0970 d2.dn_loss_bbox: 0.5315 d2.dn_loss_iou: 0.6043 d3.dn_loss_cls: 0.0926 d3.dn_loss_bbox: 0.5186 d3.dn_loss_iou: 0.5876 d4.dn_loss_cls: 0.0925 d4.dn_loss_bbox: 0.5104 d4.dn_loss_iou: 0.5813 2023/02/28 08:35:10 - mmengine - INFO - Epoch(train) [1][4550/7393] lr: 1.0000e-04 eta: 20:04:54 time: 0.8606 data_time: 0.0038 memory: 26789 grad_norm: 40.9091 loss: 15.5465 loss_cls: 0.3768 loss_bbox: 0.2199 loss_iou: 0.4647 d0.loss_cls: 0.4128 d0.loss_bbox: 0.2529 d0.loss_iou: 0.5271 d1.loss_cls: 0.3876 d1.loss_bbox: 0.2362 d1.loss_iou: 0.4956 d2.loss_cls: 0.3787 d2.loss_bbox: 0.2266 d2.loss_iou: 0.4802 d3.loss_cls: 0.3712 d3.loss_bbox: 0.2272 d3.loss_iou: 0.4748 d4.loss_cls: 0.3738 d4.loss_bbox: 0.2228 d4.loss_iou: 0.4682 enc_loss_cls: 0.4041 enc_loss_bbox: 0.3165 enc_loss_iou: 0.6301 dn_loss_cls: 0.1006 dn_loss_bbox: 0.4731 dn_loss_iou: 0.6061 d0.dn_loss_cls: 0.1322 d0.dn_loss_bbox: 0.6190 d0.dn_loss_iou: 0.8092 d1.dn_loss_cls: 0.1087 d1.dn_loss_bbox: 0.5105 d1.dn_loss_iou: 0.6679 d2.dn_loss_cls: 0.0980 d2.dn_loss_bbox: 0.4848 d2.dn_loss_iou: 0.6262 d3.dn_loss_cls: 0.0953 d3.dn_loss_bbox: 0.4775 d3.dn_loss_iou: 0.6120 d4.dn_loss_cls: 0.0961 d4.dn_loss_bbox: 0.4738 d4.dn_loss_iou: 0.6080 2023/02/28 08:35:53 - mmengine - INFO - Epoch(train) [1][4600/7393] lr: 1.0000e-04 eta: 20:04:13 time: 0.8614 data_time: 0.0038 memory: 27187 grad_norm: 43.0336 loss: 14.5918 loss_cls: 0.3641 loss_bbox: 0.2081 loss_iou: 0.4566 d0.loss_cls: 0.4153 d0.loss_bbox: 0.2416 d0.loss_iou: 0.5174 d1.loss_cls: 0.3890 d1.loss_bbox: 0.2241 d1.loss_iou: 0.4804 d2.loss_cls: 0.3675 d2.loss_bbox: 0.2159 d2.loss_iou: 0.4750 d3.loss_cls: 0.3621 d3.loss_bbox: 0.2113 d3.loss_iou: 0.4635 d4.loss_cls: 0.3626 d4.loss_bbox: 0.2088 d4.loss_iou: 0.4591 enc_loss_cls: 0.3994 enc_loss_bbox: 0.3080 enc_loss_iou: 0.6329 dn_loss_cls: 0.0886 dn_loss_bbox: 0.4076 dn_loss_iou: 0.5346 d0.dn_loss_cls: 0.1253 d0.dn_loss_bbox: 0.5902 d0.dn_loss_iou: 0.7542 d1.dn_loss_cls: 0.1026 d1.dn_loss_bbox: 0.4619 d1.dn_loss_iou: 0.6036 d2.dn_loss_cls: 0.0931 d2.dn_loss_bbox: 0.4273 d2.dn_loss_iou: 0.5603 d3.dn_loss_cls: 0.0890 d3.dn_loss_bbox: 0.4167 d3.dn_loss_iou: 0.5427 d4.dn_loss_cls: 0.0882 d4.dn_loss_bbox: 0.4076 d4.dn_loss_iou: 0.5356 2023/02/28 08:36:37 - mmengine - INFO - Epoch(train) [1][4650/7393] lr: 1.0000e-04 eta: 20:03:35 time: 0.8648 data_time: 0.0038 memory: 28833 grad_norm: 37.7968 loss: 15.7687 loss_cls: 0.4163 loss_bbox: 0.2213 loss_iou: 0.5010 d0.loss_cls: 0.4534 d0.loss_bbox: 0.2589 d0.loss_iou: 0.5763 d1.loss_cls: 0.4318 d1.loss_bbox: 0.2435 d1.loss_iou: 0.5447 d2.loss_cls: 0.4202 d2.loss_bbox: 0.2320 d2.loss_iou: 0.5250 d3.loss_cls: 0.4153 d3.loss_bbox: 0.2278 d3.loss_iou: 0.5155 d4.loss_cls: 0.4145 d4.loss_bbox: 0.2219 d4.loss_iou: 0.5056 enc_loss_cls: 0.4310 enc_loss_bbox: 0.3318 enc_loss_iou: 0.6975 dn_loss_cls: 0.0903 dn_loss_bbox: 0.4529 dn_loss_iou: 0.5526 d0.dn_loss_cls: 0.1243 d0.dn_loss_bbox: 0.6225 d0.dn_loss_iou: 0.7763 d1.dn_loss_cls: 0.0984 d1.dn_loss_bbox: 0.5040 d1.dn_loss_iou: 0.6269 d2.dn_loss_cls: 0.0903 d2.dn_loss_bbox: 0.4706 d2.dn_loss_iou: 0.5779 d3.dn_loss_cls: 0.0868 d3.dn_loss_bbox: 0.4582 d3.dn_loss_iou: 0.5594 d4.dn_loss_cls: 0.0867 d4.dn_loss_bbox: 0.4523 d4.dn_loss_iou: 0.5535 2023/02/28 08:37:20 - mmengine - INFO - Epoch(train) [1][4700/7393] lr: 1.0000e-04 eta: 20:02:57 time: 0.8641 data_time: 0.0039 memory: 28335 grad_norm: 45.3303 loss: 17.6484 loss_cls: 0.4936 loss_bbox: 0.2720 loss_iou: 0.6012 d0.loss_cls: 0.5325 d0.loss_bbox: 0.3188 d0.loss_iou: 0.6785 d1.loss_cls: 0.5105 d1.loss_bbox: 0.2938 d1.loss_iou: 0.6325 d2.loss_cls: 0.4923 d2.loss_bbox: 0.2845 d2.loss_iou: 0.6162 d3.loss_cls: 0.4893 d3.loss_bbox: 0.2741 d3.loss_iou: 0.6080 d4.loss_cls: 0.4888 d4.loss_bbox: 0.2742 d4.loss_iou: 0.6059 enc_loss_cls: 0.5280 enc_loss_bbox: 0.3880 enc_loss_iou: 0.8066 dn_loss_cls: 0.0955 dn_loss_bbox: 0.4717 dn_loss_iou: 0.5807 d0.dn_loss_cls: 0.1272 d0.dn_loss_bbox: 0.6315 d0.dn_loss_iou: 0.7839 d1.dn_loss_cls: 0.1041 d1.dn_loss_bbox: 0.5201 d1.dn_loss_iou: 0.6483 d2.dn_loss_cls: 0.0956 d2.dn_loss_bbox: 0.4881 d2.dn_loss_iou: 0.6034 d3.dn_loss_cls: 0.0943 d3.dn_loss_bbox: 0.4788 d3.dn_loss_iou: 0.5883 d4.dn_loss_cls: 0.0939 d4.dn_loss_bbox: 0.4719 d4.dn_loss_iou: 0.5818 2023/02/28 08:38:03 - mmengine - INFO - Epoch(train) [1][4750/7393] lr: 1.0000e-04 eta: 20:02:13 time: 0.8584 data_time: 0.0039 memory: 27614 grad_norm: 46.9465 loss: 16.0685 loss_cls: 0.4116 loss_bbox: 0.2212 loss_iou: 0.5503 d0.loss_cls: 0.4668 d0.loss_bbox: 0.2521 d0.loss_iou: 0.6038 d1.loss_cls: 0.4306 d1.loss_bbox: 0.2363 d1.loss_iou: 0.5740 d2.loss_cls: 0.4168 d2.loss_bbox: 0.2312 d2.loss_iou: 0.5650 d3.loss_cls: 0.4101 d3.loss_bbox: 0.2260 d3.loss_iou: 0.5582 d4.loss_cls: 0.4121 d4.loss_bbox: 0.2219 d4.loss_iou: 0.5528 enc_loss_cls: 0.4369 enc_loss_bbox: 0.3194 enc_loss_iou: 0.7333 dn_loss_cls: 0.0895 dn_loss_bbox: 0.4558 dn_loss_iou: 0.5744 d0.dn_loss_cls: 0.1225 d0.dn_loss_bbox: 0.5954 d0.dn_loss_iou: 0.7702 d1.dn_loss_cls: 0.0994 d1.dn_loss_bbox: 0.4940 d1.dn_loss_iou: 0.6374 d2.dn_loss_cls: 0.0912 d2.dn_loss_bbox: 0.4678 d2.dn_loss_iou: 0.5954 d3.dn_loss_cls: 0.0878 d3.dn_loss_bbox: 0.4605 d3.dn_loss_iou: 0.5791 d4.dn_loss_cls: 0.0877 d4.dn_loss_bbox: 0.4553 d4.dn_loss_iou: 0.5748 2023/02/28 08:38:46 - mmengine - INFO - Epoch(train) [1][4800/7393] lr: 1.0000e-04 eta: 20:01:34 time: 0.8633 data_time: 0.0039 memory: 28013 grad_norm: 41.6483 loss: 17.6329 loss_cls: 0.4669 loss_bbox: 0.2585 loss_iou: 0.5615 d0.loss_cls: 0.5073 d0.loss_bbox: 0.3001 d0.loss_iou: 0.6314 d1.loss_cls: 0.4816 d1.loss_bbox: 0.2734 d1.loss_iou: 0.5888 d2.loss_cls: 0.4670 d2.loss_bbox: 0.2650 d2.loss_iou: 0.5788 d3.loss_cls: 0.4601 d3.loss_bbox: 0.2629 d3.loss_iou: 0.5715 d4.loss_cls: 0.4610 d4.loss_bbox: 0.2609 d4.loss_iou: 0.5666 enc_loss_cls: 0.4903 enc_loss_bbox: 0.3625 enc_loss_iou: 0.7279 dn_loss_cls: 0.1049 dn_loss_bbox: 0.5244 dn_loss_iou: 0.6222 d0.dn_loss_cls: 0.1408 d0.dn_loss_bbox: 0.6960 d0.dn_loss_iou: 0.8366 d1.dn_loss_cls: 0.1148 d1.dn_loss_bbox: 0.5725 d1.dn_loss_iou: 0.6864 d2.dn_loss_cls: 0.1033 d2.dn_loss_bbox: 0.5397 d2.dn_loss_iou: 0.6440 d3.dn_loss_cls: 0.1004 d3.dn_loss_bbox: 0.5281 d3.dn_loss_iou: 0.6270 d4.dn_loss_cls: 0.1005 d4.dn_loss_bbox: 0.5246 d4.dn_loss_iou: 0.6227 2023/02/28 08:39:29 - mmengine - INFO - Epoch(train) [1][4850/7393] lr: 1.0000e-04 eta: 20:00:57 time: 0.8660 data_time: 0.0044 memory: 27642 grad_norm: 41.5105 loss: 14.4825 loss_cls: 0.3339 loss_bbox: 0.1911 loss_iou: 0.4657 d0.loss_cls: 0.3770 d0.loss_bbox: 0.2147 d0.loss_iou: 0.5078 d1.loss_cls: 0.3448 d1.loss_bbox: 0.2040 d1.loss_iou: 0.4870 d2.loss_cls: 0.3372 d2.loss_bbox: 0.1965 d2.loss_iou: 0.4767 d3.loss_cls: 0.3340 d3.loss_bbox: 0.1938 d3.loss_iou: 0.4711 d4.loss_cls: 0.3325 d4.loss_bbox: 0.1917 d4.loss_iou: 0.4665 enc_loss_cls: 0.3637 enc_loss_bbox: 0.2591 enc_loss_iou: 0.5877 dn_loss_cls: 0.0876 dn_loss_bbox: 0.4416 dn_loss_iou: 0.5669 d0.dn_loss_cls: 0.1235 d0.dn_loss_bbox: 0.6111 d0.dn_loss_iou: 0.7655 d1.dn_loss_cls: 0.0985 d1.dn_loss_bbox: 0.4900 d1.dn_loss_iou: 0.6233 d2.dn_loss_cls: 0.0893 d2.dn_loss_bbox: 0.4584 d2.dn_loss_iou: 0.5851 d3.dn_loss_cls: 0.0872 d3.dn_loss_bbox: 0.4483 d3.dn_loss_iou: 0.5733 d4.dn_loss_cls: 0.0866 d4.dn_loss_bbox: 0.4419 d4.dn_loss_iou: 0.5679 2023/02/28 08:40:11 - mmengine - INFO - Epoch(train) [1][4900/7393] lr: 1.0000e-04 eta: 20:00:00 time: 0.8433 data_time: 0.0045 memory: 31575 grad_norm: 40.4797 loss: 16.7518 loss_cls: 0.3947 loss_bbox: 0.2460 loss_iou: 0.4859 d0.loss_cls: 0.4501 d0.loss_bbox: 0.2887 d0.loss_iou: 0.5553 d1.loss_cls: 0.4169 d1.loss_bbox: 0.2725 d1.loss_iou: 0.5196 d2.loss_cls: 0.4013 d2.loss_bbox: 0.2507 d2.loss_iou: 0.5019 d3.loss_cls: 0.3964 d3.loss_bbox: 0.2482 d3.loss_iou: 0.4917 d4.loss_cls: 0.3973 d4.loss_bbox: 0.2485 d4.loss_iou: 0.4862 enc_loss_cls: 0.4223 enc_loss_bbox: 0.3521 enc_loss_iou: 0.6541 dn_loss_cls: 0.0900 dn_loss_bbox: 0.6042 dn_loss_iou: 0.5806 d0.dn_loss_cls: 0.1319 d0.dn_loss_bbox: 0.7887 d0.dn_loss_iou: 0.7898 d1.dn_loss_cls: 0.1037 d1.dn_loss_bbox: 0.6578 d1.dn_loss_iou: 0.6472 d2.dn_loss_cls: 0.0919 d2.dn_loss_bbox: 0.6213 d2.dn_loss_iou: 0.6024 d3.dn_loss_cls: 0.0895 d3.dn_loss_bbox: 0.6110 d3.dn_loss_iou: 0.5861 d4.dn_loss_cls: 0.0890 d4.dn_loss_bbox: 0.6047 d4.dn_loss_iou: 0.5817 2023/02/28 08:40:54 - mmengine - INFO - Epoch(train) [1][4950/7393] lr: 1.0000e-04 eta: 19:59:19 time: 0.8610 data_time: 0.0043 memory: 26739 grad_norm: 40.0280 loss: 16.2354 loss_cls: 0.4107 loss_bbox: 0.2438 loss_iou: 0.5210 d0.loss_cls: 0.4702 d0.loss_bbox: 0.2649 d0.loss_iou: 0.5835 d1.loss_cls: 0.4329 d1.loss_bbox: 0.2519 d1.loss_iou: 0.5484 d2.loss_cls: 0.4170 d2.loss_bbox: 0.2450 d2.loss_iou: 0.5368 d3.loss_cls: 0.4149 d3.loss_bbox: 0.2427 d3.loss_iou: 0.5262 d4.loss_cls: 0.4102 d4.loss_bbox: 0.2452 d4.loss_iou: 0.5236 enc_loss_cls: 0.4554 enc_loss_bbox: 0.3209 enc_loss_iou: 0.6843 dn_loss_cls: 0.0946 dn_loss_bbox: 0.4853 dn_loss_iou: 0.5710 d0.dn_loss_cls: 0.1288 d0.dn_loss_bbox: 0.6509 d0.dn_loss_iou: 0.7821 d1.dn_loss_cls: 0.1049 d1.dn_loss_bbox: 0.5326 d1.dn_loss_iou: 0.6357 d2.dn_loss_cls: 0.0945 d2.dn_loss_bbox: 0.5018 d2.dn_loss_iou: 0.5952 d3.dn_loss_cls: 0.0928 d3.dn_loss_bbox: 0.4898 d3.dn_loss_iou: 0.5757 d4.dn_loss_cls: 0.0930 d4.dn_loss_bbox: 0.4856 d4.dn_loss_iou: 0.5716 2023/02/28 08:41:37 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 08:41:37 - mmengine - INFO - Epoch(train) [1][5000/7393] lr: 1.0000e-04 eta: 19:58:37 time: 0.8603 data_time: 0.0044 memory: 28179 grad_norm: 38.3025 loss: 14.3071 loss_cls: 0.3457 loss_bbox: 0.1846 loss_iou: 0.3890 d0.loss_cls: 0.3774 d0.loss_bbox: 0.2145 d0.loss_iou: 0.4533 d1.loss_cls: 0.3499 d1.loss_bbox: 0.2007 d1.loss_iou: 0.4224 d2.loss_cls: 0.3397 d2.loss_bbox: 0.1967 d2.loss_iou: 0.4052 d3.loss_cls: 0.3403 d3.loss_bbox: 0.1896 d3.loss_iou: 0.3996 d4.loss_cls: 0.3422 d4.loss_bbox: 0.1869 d4.loss_iou: 0.3933 enc_loss_cls: 0.3617 enc_loss_bbox: 0.2711 enc_loss_iou: 0.5454 dn_loss_cls: 0.0952 dn_loss_bbox: 0.4734 dn_loss_iou: 0.5504 d0.dn_loss_cls: 0.1322 d0.dn_loss_bbox: 0.6748 d0.dn_loss_iou: 0.7754 d1.dn_loss_cls: 0.1049 d1.dn_loss_bbox: 0.5359 d1.dn_loss_iou: 0.6265 d2.dn_loss_cls: 0.0967 d2.dn_loss_bbox: 0.4982 d2.dn_loss_iou: 0.5785 d3.dn_loss_cls: 0.0938 d3.dn_loss_bbox: 0.4826 d3.dn_loss_iou: 0.5584 d4.dn_loss_cls: 0.0939 d4.dn_loss_bbox: 0.4750 d4.dn_loss_iou: 0.5520 2023/02/28 08:42:20 - mmengine - INFO - Epoch(train) [1][5050/7393] lr: 1.0000e-04 eta: 19:57:51 time: 0.8556 data_time: 0.0044 memory: 26633 grad_norm: 52.1079 loss: 16.5617 loss_cls: 0.4268 loss_bbox: 0.2317 loss_iou: 0.5234 d0.loss_cls: 0.4801 d0.loss_bbox: 0.2611 d0.loss_iou: 0.5871 d1.loss_cls: 0.4462 d1.loss_bbox: 0.2504 d1.loss_iou: 0.5528 d2.loss_cls: 0.4270 d2.loss_bbox: 0.2501 d2.loss_iou: 0.5449 d3.loss_cls: 0.4222 d3.loss_bbox: 0.2404 d3.loss_iou: 0.5362 d4.loss_cls: 0.4212 d4.loss_bbox: 0.2344 d4.loss_iou: 0.5293 enc_loss_cls: 0.4608 enc_loss_bbox: 0.3231 enc_loss_iou: 0.6952 dn_loss_cls: 0.0952 dn_loss_bbox: 0.5301 dn_loss_iou: 0.5623 d0.dn_loss_cls: 0.1307 d0.dn_loss_bbox: 0.6902 d0.dn_loss_iou: 0.7690 d1.dn_loss_cls: 0.1044 d1.dn_loss_bbox: 0.5804 d1.dn_loss_iou: 0.6302 d2.dn_loss_cls: 0.0953 d2.dn_loss_bbox: 0.5523 d2.dn_loss_iou: 0.5875 d3.dn_loss_cls: 0.0927 d3.dn_loss_bbox: 0.5403 d3.dn_loss_iou: 0.5690 d4.dn_loss_cls: 0.0928 d4.dn_loss_bbox: 0.5310 d4.dn_loss_iou: 0.5633 2023/02/28 08:43:04 - mmengine - INFO - Epoch(train) [1][5100/7393] lr: 1.0000e-04 eta: 19:57:21 time: 0.8740 data_time: 0.0044 memory: 26689 grad_norm: 38.7091 loss: 14.0097 loss_cls: 0.3254 loss_bbox: 0.2032 loss_iou: 0.3876 d0.loss_cls: 0.3586 d0.loss_bbox: 0.2270 d0.loss_iou: 0.4288 d1.loss_cls: 0.3432 d1.loss_bbox: 0.2207 d1.loss_iou: 0.4061 d2.loss_cls: 0.3304 d2.loss_bbox: 0.2133 d2.loss_iou: 0.3969 d3.loss_cls: 0.3261 d3.loss_bbox: 0.2064 d3.loss_iou: 0.3918 d4.loss_cls: 0.3264 d4.loss_bbox: 0.2028 d4.loss_iou: 0.3888 enc_loss_cls: 0.3542 enc_loss_bbox: 0.2753 enc_loss_iou: 0.5121 dn_loss_cls: 0.0911 dn_loss_bbox: 0.5019 dn_loss_iou: 0.5065 d0.dn_loss_cls: 0.1258 d0.dn_loss_bbox: 0.6752 d0.dn_loss_iou: 0.7131 d1.dn_loss_cls: 0.0989 d1.dn_loss_bbox: 0.5517 d1.dn_loss_iou: 0.5694 d2.dn_loss_cls: 0.0902 d2.dn_loss_bbox: 0.5211 d2.dn_loss_iou: 0.5284 d3.dn_loss_cls: 0.0871 d3.dn_loss_bbox: 0.5110 d3.dn_loss_iou: 0.5144 d4.dn_loss_cls: 0.0883 d4.dn_loss_bbox: 0.5025 d4.dn_loss_iou: 0.5079 2023/02/28 08:43:47 - mmengine - INFO - Epoch(train) [1][5150/7393] lr: 1.0000e-04 eta: 19:56:37 time: 0.8584 data_time: 0.0044 memory: 27179 grad_norm: 41.3998 loss: 14.6126 loss_cls: 0.3069 loss_bbox: 0.1776 loss_iou: 0.3694 d0.loss_cls: 0.3417 d0.loss_bbox: 0.2112 d0.loss_iou: 0.4134 d1.loss_cls: 0.3198 d1.loss_bbox: 0.1907 d1.loss_iou: 0.3907 d2.loss_cls: 0.3109 d2.loss_bbox: 0.1864 d2.loss_iou: 0.3800 d3.loss_cls: 0.3064 d3.loss_bbox: 0.1828 d3.loss_iou: 0.3724 d4.loss_cls: 0.3067 d4.loss_bbox: 0.1789 d4.loss_iou: 0.3707 enc_loss_cls: 0.3375 enc_loss_bbox: 0.2688 enc_loss_iou: 0.5081 dn_loss_cls: 0.0957 dn_loss_bbox: 0.5839 dn_loss_iou: 0.5827 d0.dn_loss_cls: 0.1327 d0.dn_loss_bbox: 0.7653 d0.dn_loss_iou: 0.7936 d1.dn_loss_cls: 0.1048 d1.dn_loss_bbox: 0.6352 d1.dn_loss_iou: 0.6496 d2.dn_loss_cls: 0.0933 d2.dn_loss_bbox: 0.6035 d2.dn_loss_iou: 0.6061 d3.dn_loss_cls: 0.0925 d3.dn_loss_bbox: 0.5919 d3.dn_loss_iou: 0.5891 d4.dn_loss_cls: 0.0928 d4.dn_loss_bbox: 0.5848 d4.dn_loss_iou: 0.5839 2023/02/28 08:44:30 - mmengine - INFO - Epoch(train) [1][5200/7393] lr: 1.0000e-04 eta: 19:56:00 time: 0.8660 data_time: 0.0039 memory: 29611 grad_norm: 41.7436 loss: 16.3179 loss_cls: 0.4145 loss_bbox: 0.2420 loss_iou: 0.5866 d0.loss_cls: 0.4649 d0.loss_bbox: 0.2624 d0.loss_iou: 0.6485 d1.loss_cls: 0.4312 d1.loss_bbox: 0.2558 d1.loss_iou: 0.6203 d2.loss_cls: 0.4170 d2.loss_bbox: 0.2459 d2.loss_iou: 0.5973 d3.loss_cls: 0.4117 d3.loss_bbox: 0.2480 d3.loss_iou: 0.5949 d4.loss_cls: 0.4133 d4.loss_bbox: 0.2413 d4.loss_iou: 0.5892 enc_loss_cls: 0.4501 enc_loss_bbox: 0.3295 enc_loss_iou: 0.7629 dn_loss_cls: 0.0769 dn_loss_bbox: 0.4565 dn_loss_iou: 0.5463 d0.dn_loss_cls: 0.1190 d0.dn_loss_bbox: 0.6216 d0.dn_loss_iou: 0.7492 d1.dn_loss_cls: 0.0946 d1.dn_loss_bbox: 0.5106 d1.dn_loss_iou: 0.6119 d2.dn_loss_cls: 0.0833 d2.dn_loss_bbox: 0.4756 d2.dn_loss_iou: 0.5687 d3.dn_loss_cls: 0.0791 d3.dn_loss_bbox: 0.4633 d3.dn_loss_iou: 0.5531 d4.dn_loss_cls: 0.0774 d4.dn_loss_bbox: 0.4567 d4.dn_loss_iou: 0.5468 2023/02/28 08:45:13 - mmengine - INFO - Epoch(train) [1][5250/7393] lr: 1.0000e-04 eta: 19:55:20 time: 0.8635 data_time: 0.0038 memory: 28179 grad_norm: 36.2263 loss: 15.2877 loss_cls: 0.3596 loss_bbox: 0.2159 loss_iou: 0.4852 d0.loss_cls: 0.4252 d0.loss_bbox: 0.2225 d0.loss_iou: 0.5297 d1.loss_cls: 0.3814 d1.loss_bbox: 0.2223 d1.loss_iou: 0.5130 d2.loss_cls: 0.3649 d2.loss_bbox: 0.2198 d2.loss_iou: 0.4978 d3.loss_cls: 0.3593 d3.loss_bbox: 0.2175 d3.loss_iou: 0.4896 d4.loss_cls: 0.3572 d4.loss_bbox: 0.2151 d4.loss_iou: 0.4857 enc_loss_cls: 0.3932 enc_loss_bbox: 0.2853 enc_loss_iou: 0.6194 dn_loss_cls: 0.0927 dn_loss_bbox: 0.4647 dn_loss_iou: 0.5809 d0.dn_loss_cls: 0.1329 d0.dn_loss_bbox: 0.6353 d0.dn_loss_iou: 0.7991 d1.dn_loss_cls: 0.1062 d1.dn_loss_bbox: 0.5095 d1.dn_loss_iou: 0.6499 d2.dn_loss_cls: 0.0954 d2.dn_loss_bbox: 0.4767 d2.dn_loss_iou: 0.6029 d3.dn_loss_cls: 0.0909 d3.dn_loss_bbox: 0.4677 d3.dn_loss_iou: 0.5864 d4.dn_loss_cls: 0.0907 d4.dn_loss_bbox: 0.4646 d4.dn_loss_iou: 0.5816 2023/02/28 08:45:58 - mmengine - INFO - Epoch(train) [1][5300/7393] lr: 1.0000e-04 eta: 19:54:58 time: 0.8863 data_time: 0.0039 memory: 30276 grad_norm: 45.5785 loss: 14.7986 loss_cls: 0.3568 loss_bbox: 0.2068 loss_iou: 0.4852 d0.loss_cls: 0.4114 d0.loss_bbox: 0.2328 d0.loss_iou: 0.5320 d1.loss_cls: 0.3856 d1.loss_bbox: 0.2181 d1.loss_iou: 0.4977 d2.loss_cls: 0.3639 d2.loss_bbox: 0.2127 d2.loss_iou: 0.4939 d3.loss_cls: 0.3532 d3.loss_bbox: 0.2122 d3.loss_iou: 0.4906 d4.loss_cls: 0.3492 d4.loss_bbox: 0.2098 d4.loss_iou: 0.4910 enc_loss_cls: 0.4009 enc_loss_bbox: 0.2920 enc_loss_iou: 0.6367 dn_loss_cls: 0.0872 dn_loss_bbox: 0.4370 dn_loss_iou: 0.5387 d0.dn_loss_cls: 0.1234 d0.dn_loss_bbox: 0.6027 d0.dn_loss_iou: 0.7562 d1.dn_loss_cls: 0.0968 d1.dn_loss_bbox: 0.4885 d1.dn_loss_iou: 0.6060 d2.dn_loss_cls: 0.0868 d2.dn_loss_bbox: 0.4530 d2.dn_loss_iou: 0.5570 d3.dn_loss_cls: 0.0839 d3.dn_loss_bbox: 0.4422 d3.dn_loss_iou: 0.5439 d4.dn_loss_cls: 0.0844 d4.dn_loss_bbox: 0.4382 d4.dn_loss_iou: 0.5401 2023/02/28 08:46:41 - mmengine - INFO - Epoch(train) [1][5350/7393] lr: 1.0000e-04 eta: 19:54:15 time: 0.8595 data_time: 0.0038 memory: 28654 grad_norm: 42.4304 loss: 14.9090 loss_cls: 0.3482 loss_bbox: 0.2106 loss_iou: 0.4352 d0.loss_cls: 0.3956 d0.loss_bbox: 0.2474 d0.loss_iou: 0.4907 d1.loss_cls: 0.3728 d1.loss_bbox: 0.2252 d1.loss_iou: 0.4646 d2.loss_cls: 0.3553 d2.loss_bbox: 0.2202 d2.loss_iou: 0.4515 d3.loss_cls: 0.3543 d3.loss_bbox: 0.2116 d3.loss_iou: 0.4385 d4.loss_cls: 0.3484 d4.loss_bbox: 0.2125 d4.loss_iou: 0.4377 enc_loss_cls: 0.3790 enc_loss_bbox: 0.3145 enc_loss_iou: 0.5974 dn_loss_cls: 0.0846 dn_loss_bbox: 0.4876 dn_loss_iou: 0.5601 d0.dn_loss_cls: 0.1223 d0.dn_loss_bbox: 0.6538 d0.dn_loss_iou: 0.7690 d1.dn_loss_cls: 0.0976 d1.dn_loss_bbox: 0.5371 d1.dn_loss_iou: 0.6252 d2.dn_loss_cls: 0.0873 d2.dn_loss_bbox: 0.5101 d2.dn_loss_iou: 0.5847 d3.dn_loss_cls: 0.0832 d3.dn_loss_bbox: 0.4963 d3.dn_loss_iou: 0.5672 d4.dn_loss_cls: 0.0828 d4.dn_loss_bbox: 0.4882 d4.dn_loss_iou: 0.5605 2023/02/28 08:47:24 - mmengine - INFO - Epoch(train) [1][5400/7393] lr: 1.0000e-04 eta: 19:53:40 time: 0.8692 data_time: 0.0038 memory: 27689 grad_norm: 40.7802 loss: 15.1754 loss_cls: 0.3874 loss_bbox: 0.2249 loss_iou: 0.4921 d0.loss_cls: 0.4312 d0.loss_bbox: 0.2600 d0.loss_iou: 0.5483 d1.loss_cls: 0.4012 d1.loss_bbox: 0.2418 d1.loss_iou: 0.5304 d2.loss_cls: 0.3801 d2.loss_bbox: 0.2367 d2.loss_iou: 0.5167 d3.loss_cls: 0.3790 d3.loss_bbox: 0.2295 d3.loss_iou: 0.5008 d4.loss_cls: 0.3793 d4.loss_bbox: 0.2270 d4.loss_iou: 0.4962 enc_loss_cls: 0.4205 enc_loss_bbox: 0.3206 enc_loss_iou: 0.6424 dn_loss_cls: 0.0888 dn_loss_bbox: 0.4368 dn_loss_iou: 0.5345 d0.dn_loss_cls: 0.1232 d0.dn_loss_bbox: 0.6013 d0.dn_loss_iou: 0.7343 d1.dn_loss_cls: 0.0982 d1.dn_loss_bbox: 0.4853 d1.dn_loss_iou: 0.6004 d2.dn_loss_cls: 0.0872 d2.dn_loss_bbox: 0.4546 d2.dn_loss_iou: 0.5581 d3.dn_loss_cls: 0.0851 d3.dn_loss_bbox: 0.4418 d3.dn_loss_iou: 0.5420 d4.dn_loss_cls: 0.0860 d4.dn_loss_bbox: 0.4367 d4.dn_loss_iou: 0.5352 2023/02/28 08:48:07 - mmengine - INFO - Epoch(train) [1][5450/7393] lr: 1.0000e-04 eta: 19:52:56 time: 0.8585 data_time: 0.0039 memory: 30557 grad_norm: 46.1576 loss: 15.5395 loss_cls: 0.3985 loss_bbox: 0.2212 loss_iou: 0.5031 d0.loss_cls: 0.4546 d0.loss_bbox: 0.2470 d0.loss_iou: 0.5648 d1.loss_cls: 0.4224 d1.loss_bbox: 0.2329 d1.loss_iou: 0.5407 d2.loss_cls: 0.4000 d2.loss_bbox: 0.2288 d2.loss_iou: 0.5216 d3.loss_cls: 0.3958 d3.loss_bbox: 0.2255 d3.loss_iou: 0.5113 d4.loss_cls: 0.3976 d4.loss_bbox: 0.2203 d4.loss_iou: 0.5034 enc_loss_cls: 0.4548 enc_loss_bbox: 0.3022 enc_loss_iou: 0.6637 dn_loss_cls: 0.0906 dn_loss_bbox: 0.4348 dn_loss_iou: 0.5689 d0.dn_loss_cls: 0.1258 d0.dn_loss_bbox: 0.5924 d0.dn_loss_iou: 0.7822 d1.dn_loss_cls: 0.1017 d1.dn_loss_bbox: 0.4777 d1.dn_loss_iou: 0.6334 d2.dn_loss_cls: 0.0891 d2.dn_loss_bbox: 0.4494 d2.dn_loss_iou: 0.5889 d3.dn_loss_cls: 0.0868 d3.dn_loss_bbox: 0.4396 d3.dn_loss_iou: 0.5740 d4.dn_loss_cls: 0.0883 d4.dn_loss_bbox: 0.4356 d4.dn_loss_iou: 0.5700 2023/02/28 08:48:50 - mmengine - INFO - Epoch(train) [1][5500/7393] lr: 1.0000e-04 eta: 19:52:17 time: 0.8657 data_time: 0.0039 memory: 26633 grad_norm: 39.6763 loss: 14.8483 loss_cls: 0.3315 loss_bbox: 0.2265 loss_iou: 0.4624 d0.loss_cls: 0.3901 d0.loss_bbox: 0.2574 d0.loss_iou: 0.5243 d1.loss_cls: 0.3526 d1.loss_bbox: 0.2523 d1.loss_iou: 0.5016 d2.loss_cls: 0.3328 d2.loss_bbox: 0.2416 d2.loss_iou: 0.4850 d3.loss_cls: 0.3305 d3.loss_bbox: 0.2353 d3.loss_iou: 0.4736 d4.loss_cls: 0.3306 d4.loss_bbox: 0.2285 d4.loss_iou: 0.4667 enc_loss_cls: 0.3772 enc_loss_bbox: 0.3155 enc_loss_iou: 0.6309 dn_loss_cls: 0.0779 dn_loss_bbox: 0.4319 dn_loss_iou: 0.5691 d0.dn_loss_cls: 0.1192 d0.dn_loss_bbox: 0.6056 d0.dn_loss_iou: 0.7797 d1.dn_loss_cls: 0.0938 d1.dn_loss_bbox: 0.4865 d1.dn_loss_iou: 0.6334 d2.dn_loss_cls: 0.0834 d2.dn_loss_bbox: 0.4530 d2.dn_loss_iou: 0.5925 d3.dn_loss_cls: 0.0789 d3.dn_loss_bbox: 0.4409 d3.dn_loss_iou: 0.5767 d4.dn_loss_cls: 0.0774 d4.dn_loss_bbox: 0.4318 d4.dn_loss_iou: 0.5696 2023/02/28 08:49:33 - mmengine - INFO - Epoch(train) [1][5550/7393] lr: 1.0000e-04 eta: 19:51:34 time: 0.8588 data_time: 0.0038 memory: 28590 grad_norm: 39.2988 loss: 15.9358 loss_cls: 0.3829 loss_bbox: 0.2344 loss_iou: 0.5444 d0.loss_cls: 0.4401 d0.loss_bbox: 0.2613 d0.loss_iou: 0.6068 d1.loss_cls: 0.4028 d1.loss_bbox: 0.2455 d1.loss_iou: 0.5730 d2.loss_cls: 0.3865 d2.loss_bbox: 0.2401 d2.loss_iou: 0.5632 d3.loss_cls: 0.3812 d3.loss_bbox: 0.2349 d3.loss_iou: 0.5535 d4.loss_cls: 0.3811 d4.loss_bbox: 0.2357 d4.loss_iou: 0.5486 enc_loss_cls: 0.4254 enc_loss_bbox: 0.3251 enc_loss_iou: 0.7080 dn_loss_cls: 0.0865 dn_loss_bbox: 0.4662 dn_loss_iou: 0.5687 d0.dn_loss_cls: 0.1228 d0.dn_loss_bbox: 0.6191 d0.dn_loss_iou: 0.7595 d1.dn_loss_cls: 0.0972 d1.dn_loss_bbox: 0.5083 d1.dn_loss_iou: 0.6263 d2.dn_loss_cls: 0.0886 d2.dn_loss_bbox: 0.4799 d2.dn_loss_iou: 0.5866 d3.dn_loss_cls: 0.0859 d3.dn_loss_bbox: 0.4716 d3.dn_loss_iou: 0.5738 d4.dn_loss_cls: 0.0851 d4.dn_loss_bbox: 0.4661 d4.dn_loss_iou: 0.5692 2023/02/28 08:50:16 - mmengine - INFO - Epoch(train) [1][5600/7393] lr: 1.0000e-04 eta: 19:50:55 time: 0.8647 data_time: 0.0038 memory: 26633 grad_norm: 44.2605 loss: 16.5664 loss_cls: 0.4115 loss_bbox: 0.2419 loss_iou: 0.5163 d0.loss_cls: 0.4642 d0.loss_bbox: 0.2653 d0.loss_iou: 0.5701 d1.loss_cls: 0.4399 d1.loss_bbox: 0.2476 d1.loss_iou: 0.5341 d2.loss_cls: 0.4259 d2.loss_bbox: 0.2435 d2.loss_iou: 0.5244 d3.loss_cls: 0.4170 d3.loss_bbox: 0.2394 d3.loss_iou: 0.5228 d4.loss_cls: 0.4096 d4.loss_bbox: 0.2404 d4.loss_iou: 0.5217 enc_loss_cls: 0.4492 enc_loss_bbox: 0.3278 enc_loss_iou: 0.6767 dn_loss_cls: 0.0992 dn_loss_bbox: 0.5351 dn_loss_iou: 0.5927 d0.dn_loss_cls: 0.1314 d0.dn_loss_bbox: 0.6714 d0.dn_loss_iou: 0.7876 d1.dn_loss_cls: 0.1119 d1.dn_loss_bbox: 0.5726 d1.dn_loss_iou: 0.6526 d2.dn_loss_cls: 0.0999 d2.dn_loss_bbox: 0.5470 d2.dn_loss_iou: 0.6137 d3.dn_loss_cls: 0.0981 d3.dn_loss_bbox: 0.5390 d3.dn_loss_iou: 0.5988 d4.dn_loss_cls: 0.0975 d4.dn_loss_bbox: 0.5351 d4.dn_loss_iou: 0.5936 2023/02/28 08:50:59 - mmengine - INFO - Epoch(train) [1][5650/7393] lr: 1.0000e-04 eta: 19:50:02 time: 0.8466 data_time: 0.0039 memory: 26689 grad_norm: 35.5136 loss: 16.6464 loss_cls: 0.4434 loss_bbox: 0.2453 loss_iou: 0.5726 d0.loss_cls: 0.4950 d0.loss_bbox: 0.2726 d0.loss_iou: 0.6182 d1.loss_cls: 0.4562 d1.loss_bbox: 0.2579 d1.loss_iou: 0.5988 d2.loss_cls: 0.4427 d2.loss_bbox: 0.2566 d2.loss_iou: 0.5916 d3.loss_cls: 0.4403 d3.loss_bbox: 0.2489 d3.loss_iou: 0.5841 d4.loss_cls: 0.4414 d4.loss_bbox: 0.2461 d4.loss_iou: 0.5753 enc_loss_cls: 0.4757 enc_loss_bbox: 0.3460 enc_loss_iou: 0.7274 dn_loss_cls: 0.0910 dn_loss_bbox: 0.4633 dn_loss_iou: 0.5731 d0.dn_loss_cls: 0.1240 d0.dn_loss_bbox: 0.6212 d0.dn_loss_iou: 0.7655 d1.dn_loss_cls: 0.1008 d1.dn_loss_bbox: 0.5112 d1.dn_loss_iou: 0.6328 d2.dn_loss_cls: 0.0908 d2.dn_loss_bbox: 0.4806 d2.dn_loss_iou: 0.5944 d3.dn_loss_cls: 0.0880 d3.dn_loss_bbox: 0.4686 d3.dn_loss_iou: 0.5791 d4.dn_loss_cls: 0.0887 d4.dn_loss_bbox: 0.4634 d4.dn_loss_iou: 0.5736 2023/02/28 08:51:42 - mmengine - INFO - Epoch(train) [1][5700/7393] lr: 1.0000e-04 eta: 19:49:23 time: 0.8649 data_time: 0.0038 memory: 27471 grad_norm: 43.2822 loss: 16.2344 loss_cls: 0.4008 loss_bbox: 0.2401 loss_iou: 0.5427 d0.loss_cls: 0.4551 d0.loss_bbox: 0.2601 d0.loss_iou: 0.5876 d1.loss_cls: 0.4283 d1.loss_bbox: 0.2490 d1.loss_iou: 0.5625 d2.loss_cls: 0.4083 d2.loss_bbox: 0.2439 d2.loss_iou: 0.5572 d3.loss_cls: 0.4023 d3.loss_bbox: 0.2464 d3.loss_iou: 0.5464 d4.loss_cls: 0.3992 d4.loss_bbox: 0.2438 d4.loss_iou: 0.5448 enc_loss_cls: 0.4439 enc_loss_bbox: 0.3132 enc_loss_iou: 0.6778 dn_loss_cls: 0.0921 dn_loss_bbox: 0.4909 dn_loss_iou: 0.5799 d0.dn_loss_cls: 0.1237 d0.dn_loss_bbox: 0.6268 d0.dn_loss_iou: 0.7605 d1.dn_loss_cls: 0.1021 d1.dn_loss_bbox: 0.5330 d1.dn_loss_iou: 0.6390 d2.dn_loss_cls: 0.0916 d2.dn_loss_bbox: 0.5059 d2.dn_loss_iou: 0.6013 d3.dn_loss_cls: 0.0894 d3.dn_loss_bbox: 0.4962 d3.dn_loss_iou: 0.5864 d4.dn_loss_cls: 0.0903 d4.dn_loss_bbox: 0.4914 d4.dn_loss_iou: 0.5806 2023/02/28 08:52:25 - mmengine - INFO - Epoch(train) [1][5750/7393] lr: 1.0000e-04 eta: 19:48:39 time: 0.8581 data_time: 0.0038 memory: 27041 grad_norm: 43.9413 loss: 14.6220 loss_cls: 0.3529 loss_bbox: 0.2292 loss_iou: 0.4961 d0.loss_cls: 0.4200 d0.loss_bbox: 0.2482 d0.loss_iou: 0.5318 d1.loss_cls: 0.3903 d1.loss_bbox: 0.2309 d1.loss_iou: 0.5130 d2.loss_cls: 0.3667 d2.loss_bbox: 0.2297 d2.loss_iou: 0.5068 d3.loss_cls: 0.3543 d3.loss_bbox: 0.2323 d3.loss_iou: 0.5056 d4.loss_cls: 0.3496 d4.loss_bbox: 0.2314 d4.loss_iou: 0.5002 enc_loss_cls: 0.4076 enc_loss_bbox: 0.3061 enc_loss_iou: 0.6316 dn_loss_cls: 0.0713 dn_loss_bbox: 0.4083 dn_loss_iou: 0.5245 d0.dn_loss_cls: 0.1155 d0.dn_loss_bbox: 0.5701 d0.dn_loss_iou: 0.7188 d1.dn_loss_cls: 0.0863 d1.dn_loss_bbox: 0.4544 d1.dn_loss_iou: 0.5802 d2.dn_loss_cls: 0.0741 d2.dn_loss_bbox: 0.4249 d2.dn_loss_iou: 0.5426 d3.dn_loss_cls: 0.0704 d3.dn_loss_bbox: 0.4134 d3.dn_loss_iou: 0.5289 d4.dn_loss_cls: 0.0694 d4.dn_loss_bbox: 0.4088 d4.dn_loss_iou: 0.5255 2023/02/28 08:53:09 - mmengine - INFO - Epoch(train) [1][5800/7393] lr: 1.0000e-04 eta: 19:48:08 time: 0.8768 data_time: 0.0039 memory: 26633 grad_norm: 40.6002 loss: 16.4288 loss_cls: 0.4200 loss_bbox: 0.2696 loss_iou: 0.5918 d0.loss_cls: 0.4821 d0.loss_bbox: 0.2990 d0.loss_iou: 0.6530 d1.loss_cls: 0.4445 d1.loss_bbox: 0.2854 d1.loss_iou: 0.6214 d2.loss_cls: 0.4277 d2.loss_bbox: 0.2786 d2.loss_iou: 0.6078 d3.loss_cls: 0.4173 d3.loss_bbox: 0.2759 d3.loss_iou: 0.6003 d4.loss_cls: 0.4169 d4.loss_bbox: 0.2711 d4.loss_iou: 0.5937 enc_loss_cls: 0.4635 enc_loss_bbox: 0.3583 enc_loss_iou: 0.7626 dn_loss_cls: 0.0823 dn_loss_bbox: 0.4054 dn_loss_iou: 0.5664 d0.dn_loss_cls: 0.1238 d0.dn_loss_bbox: 0.5617 d0.dn_loss_iou: 0.7651 d1.dn_loss_cls: 0.0954 d1.dn_loss_bbox: 0.4510 d1.dn_loss_iou: 0.6244 d2.dn_loss_cls: 0.0847 d2.dn_loss_bbox: 0.4224 d2.dn_loss_iou: 0.5886 d3.dn_loss_cls: 0.0811 d3.dn_loss_bbox: 0.4110 d3.dn_loss_iou: 0.5720 d4.dn_loss_cls: 0.0797 d4.dn_loss_bbox: 0.4059 d4.dn_loss_iou: 0.5675 2023/02/28 08:53:52 - mmengine - INFO - Epoch(train) [1][5850/7393] lr: 1.0000e-04 eta: 19:47:26 time: 0.8606 data_time: 0.0040 memory: 27460 grad_norm: 43.0554 loss: 14.2651 loss_cls: 0.3527 loss_bbox: 0.2125 loss_iou: 0.4456 d0.loss_cls: 0.4191 d0.loss_bbox: 0.2251 d0.loss_iou: 0.4895 d1.loss_cls: 0.3785 d1.loss_bbox: 0.2158 d1.loss_iou: 0.4699 d2.loss_cls: 0.3591 d2.loss_bbox: 0.2105 d2.loss_iou: 0.4548 d3.loss_cls: 0.3518 d3.loss_bbox: 0.2107 d3.loss_iou: 0.4483 d4.loss_cls: 0.3503 d4.loss_bbox: 0.2127 d4.loss_iou: 0.4450 enc_loss_cls: 0.4118 enc_loss_bbox: 0.2737 enc_loss_iou: 0.5755 dn_loss_cls: 0.0825 dn_loss_bbox: 0.4418 dn_loss_iou: 0.5068 d0.dn_loss_cls: 0.1192 d0.dn_loss_bbox: 0.6060 d0.dn_loss_iou: 0.7073 d1.dn_loss_cls: 0.0929 d1.dn_loss_bbox: 0.4914 d1.dn_loss_iou: 0.5659 d2.dn_loss_cls: 0.0829 d2.dn_loss_bbox: 0.4589 d2.dn_loss_iou: 0.5259 d3.dn_loss_cls: 0.0802 d3.dn_loss_bbox: 0.4469 d3.dn_loss_iou: 0.5129 d4.dn_loss_cls: 0.0811 d4.dn_loss_bbox: 0.4421 d4.dn_loss_iou: 0.5076 2023/02/28 08:54:35 - mmengine - INFO - Epoch(train) [1][5900/7393] lr: 1.0000e-04 eta: 19:46:40 time: 0.8555 data_time: 0.0039 memory: 27614 grad_norm: 40.1782 loss: 14.3331 loss_cls: 0.3106 loss_bbox: 0.2014 loss_iou: 0.4528 d0.loss_cls: 0.3644 d0.loss_bbox: 0.2303 d0.loss_iou: 0.5015 d1.loss_cls: 0.3307 d1.loss_bbox: 0.2107 d1.loss_iou: 0.4722 d2.loss_cls: 0.3140 d2.loss_bbox: 0.2062 d2.loss_iou: 0.4647 d3.loss_cls: 0.3103 d3.loss_bbox: 0.2022 d3.loss_iou: 0.4532 d4.loss_cls: 0.3077 d4.loss_bbox: 0.2033 d4.loss_iou: 0.4563 enc_loss_cls: 0.3464 enc_loss_bbox: 0.2809 enc_loss_iou: 0.5924 dn_loss_cls: 0.0709 dn_loss_bbox: 0.4680 dn_loss_iou: 0.5465 d0.dn_loss_cls: 0.1155 d0.dn_loss_bbox: 0.6475 d0.dn_loss_iou: 0.7596 d1.dn_loss_cls: 0.0872 d1.dn_loss_bbox: 0.5151 d1.dn_loss_iou: 0.6062 d2.dn_loss_cls: 0.0736 d2.dn_loss_bbox: 0.4838 d2.dn_loss_iou: 0.5676 d3.dn_loss_cls: 0.0701 d3.dn_loss_bbox: 0.4718 d3.dn_loss_iou: 0.5520 d4.dn_loss_cls: 0.0700 d4.dn_loss_bbox: 0.4688 d4.dn_loss_iou: 0.5471 2023/02/28 08:55:16 - mmengine - INFO - Epoch(train) [1][5950/7393] lr: 1.0000e-04 eta: 19:45:41 time: 0.8378 data_time: 0.0038 memory: 27689 grad_norm: 40.4017 loss: 13.3455 loss_cls: 0.2598 loss_bbox: 0.1799 loss_iou: 0.3256 d0.loss_cls: 0.3189 d0.loss_bbox: 0.2119 d0.loss_iou: 0.3763 d1.loss_cls: 0.2897 d1.loss_bbox: 0.1902 d1.loss_iou: 0.3411 d2.loss_cls: 0.2729 d2.loss_bbox: 0.1834 d2.loss_iou: 0.3329 d3.loss_cls: 0.2633 d3.loss_bbox: 0.1805 d3.loss_iou: 0.3305 d4.loss_cls: 0.2596 d4.loss_bbox: 0.1786 d4.loss_iou: 0.3281 enc_loss_cls: 0.3055 enc_loss_bbox: 0.2686 enc_loss_iou: 0.4677 dn_loss_cls: 0.0794 dn_loss_bbox: 0.5354 dn_loss_iou: 0.5275 d0.dn_loss_cls: 0.1162 d0.dn_loss_bbox: 0.7178 d0.dn_loss_iou: 0.7420 d1.dn_loss_cls: 0.0920 d1.dn_loss_bbox: 0.5922 d1.dn_loss_iou: 0.5957 d2.dn_loss_cls: 0.0813 d2.dn_loss_bbox: 0.5552 d2.dn_loss_iou: 0.5505 d3.dn_loss_cls: 0.0784 d3.dn_loss_bbox: 0.5405 d3.dn_loss_iou: 0.5347 d4.dn_loss_cls: 0.0778 d4.dn_loss_bbox: 0.5355 d4.dn_loss_iou: 0.5285 2023/02/28 08:56:00 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 08:56:00 - mmengine - INFO - Epoch(train) [1][6000/7393] lr: 1.0000e-04 eta: 19:45:00 time: 0.8622 data_time: 0.0041 memory: 28428 grad_norm: 38.9808 loss: 14.7141 loss_cls: 0.3241 loss_bbox: 0.2102 loss_iou: 0.4871 d0.loss_cls: 0.3785 d0.loss_bbox: 0.2388 d0.loss_iou: 0.5303 d1.loss_cls: 0.3464 d1.loss_bbox: 0.2249 d1.loss_iou: 0.5066 d2.loss_cls: 0.3293 d2.loss_bbox: 0.2167 d2.loss_iou: 0.5001 d3.loss_cls: 0.3244 d3.loss_bbox: 0.2139 d3.loss_iou: 0.4920 d4.loss_cls: 0.3198 d4.loss_bbox: 0.2121 d4.loss_iou: 0.4902 enc_loss_cls: 0.3687 enc_loss_bbox: 0.2781 enc_loss_iou: 0.6170 dn_loss_cls: 0.0816 dn_loss_bbox: 0.4249 dn_loss_iou: 0.5934 d0.dn_loss_cls: 0.1169 d0.dn_loss_bbox: 0.5580 d0.dn_loss_iou: 0.7863 d1.dn_loss_cls: 0.0938 d1.dn_loss_bbox: 0.4623 d1.dn_loss_iou: 0.6509 d2.dn_loss_cls: 0.0816 d2.dn_loss_bbox: 0.4383 d2.dn_loss_iou: 0.6126 d3.dn_loss_cls: 0.0798 d3.dn_loss_bbox: 0.4283 d3.dn_loss_iou: 0.5979 d4.dn_loss_cls: 0.0792 d4.dn_loss_bbox: 0.4253 d4.dn_loss_iou: 0.5939 2023/02/28 08:56:42 - mmengine - INFO - Epoch(train) [1][6050/7393] lr: 1.0000e-04 eta: 19:44:16 time: 0.8584 data_time: 0.0047 memory: 27598 grad_norm: 40.5257 loss: 14.9023 loss_cls: 0.3584 loss_bbox: 0.2106 loss_iou: 0.5018 d0.loss_cls: 0.4260 d0.loss_bbox: 0.2291 d0.loss_iou: 0.5213 d1.loss_cls: 0.3884 d1.loss_bbox: 0.2251 d1.loss_iou: 0.5173 d2.loss_cls: 0.3672 d2.loss_bbox: 0.2182 d2.loss_iou: 0.5087 d3.loss_cls: 0.3628 d3.loss_bbox: 0.2144 d3.loss_iou: 0.5048 d4.loss_cls: 0.3602 d4.loss_bbox: 0.2109 d4.loss_iou: 0.5027 enc_loss_cls: 0.4094 enc_loss_bbox: 0.2775 enc_loss_iou: 0.6210 dn_loss_cls: 0.0834 dn_loss_bbox: 0.4274 dn_loss_iou: 0.5592 d0.dn_loss_cls: 0.1228 d0.dn_loss_bbox: 0.5816 d0.dn_loss_iou: 0.7608 d1.dn_loss_cls: 0.0966 d1.dn_loss_bbox: 0.4689 d1.dn_loss_iou: 0.6163 d2.dn_loss_cls: 0.0836 d2.dn_loss_bbox: 0.4406 d2.dn_loss_iou: 0.5786 d3.dn_loss_cls: 0.0826 d3.dn_loss_bbox: 0.4310 d3.dn_loss_iou: 0.5637 d4.dn_loss_cls: 0.0822 d4.dn_loss_bbox: 0.4279 d4.dn_loss_iou: 0.5595 2023/02/28 08:57:26 - mmengine - INFO - Epoch(train) [1][6100/7393] lr: 1.0000e-04 eta: 19:43:35 time: 0.8611 data_time: 0.0045 memory: 26735 grad_norm: 45.2435 loss: 14.9047 loss_cls: 0.3591 loss_bbox: 0.2490 loss_iou: 0.5096 d0.loss_cls: 0.4207 d0.loss_bbox: 0.2657 d0.loss_iou: 0.5563 d1.loss_cls: 0.3927 d1.loss_bbox: 0.2492 d1.loss_iou: 0.5190 d2.loss_cls: 0.3662 d2.loss_bbox: 0.2515 d2.loss_iou: 0.5169 d3.loss_cls: 0.3622 d3.loss_bbox: 0.2488 d3.loss_iou: 0.5126 d4.loss_cls: 0.3604 d4.loss_bbox: 0.2496 d4.loss_iou: 0.5119 enc_loss_cls: 0.4132 enc_loss_bbox: 0.3138 enc_loss_iou: 0.6430 dn_loss_cls: 0.0647 dn_loss_bbox: 0.4328 dn_loss_iou: 0.5038 d0.dn_loss_cls: 0.1074 d0.dn_loss_bbox: 0.6205 d0.dn_loss_iou: 0.7068 d1.dn_loss_cls: 0.0822 d1.dn_loss_bbox: 0.4867 d1.dn_loss_iou: 0.5632 d2.dn_loss_cls: 0.0701 d2.dn_loss_bbox: 0.4526 d2.dn_loss_iou: 0.5260 d3.dn_loss_cls: 0.0669 d3.dn_loss_bbox: 0.4375 d3.dn_loss_iou: 0.5096 d4.dn_loss_cls: 0.0649 d4.dn_loss_bbox: 0.4332 d4.dn_loss_iou: 0.5043 2023/02/28 08:58:09 - mmengine - INFO - Epoch(train) [1][6150/7393] lr: 1.0000e-04 eta: 19:42:57 time: 0.8675 data_time: 0.0048 memory: 27184 grad_norm: 42.2020 loss: 15.9050 loss_cls: 0.4031 loss_bbox: 0.2391 loss_iou: 0.5302 d0.loss_cls: 0.4510 d0.loss_bbox: 0.2737 d0.loss_iou: 0.5939 d1.loss_cls: 0.4211 d1.loss_bbox: 0.2568 d1.loss_iou: 0.5555 d2.loss_cls: 0.4068 d2.loss_bbox: 0.2515 d2.loss_iou: 0.5496 d3.loss_cls: 0.4037 d3.loss_bbox: 0.2429 d3.loss_iou: 0.5398 d4.loss_cls: 0.4029 d4.loss_bbox: 0.2416 d4.loss_iou: 0.5323 enc_loss_cls: 0.4355 enc_loss_bbox: 0.3469 enc_loss_iou: 0.7184 dn_loss_cls: 0.0853 dn_loss_bbox: 0.4715 dn_loss_iou: 0.5316 d0.dn_loss_cls: 0.1178 d0.dn_loss_bbox: 0.6303 d0.dn_loss_iou: 0.7376 d1.dn_loss_cls: 0.0960 d1.dn_loss_bbox: 0.5207 d1.dn_loss_iou: 0.5945 d2.dn_loss_cls: 0.0871 d2.dn_loss_bbox: 0.4911 d2.dn_loss_iou: 0.5546 d3.dn_loss_cls: 0.0831 d3.dn_loss_bbox: 0.4784 d3.dn_loss_iou: 0.5393 d4.dn_loss_cls: 0.0836 d4.dn_loss_bbox: 0.4727 d4.dn_loss_iou: 0.5331 2023/02/28 08:58:53 - mmengine - INFO - Epoch(train) [1][6200/7393] lr: 1.0000e-04 eta: 19:42:24 time: 0.8756 data_time: 0.0045 memory: 25758 grad_norm: 47.2200 loss: 15.5788 loss_cls: 0.4155 loss_bbox: 0.2320 loss_iou: 0.5351 d0.loss_cls: 0.4670 d0.loss_bbox: 0.2516 d0.loss_iou: 0.5817 d1.loss_cls: 0.4270 d1.loss_bbox: 0.2482 d1.loss_iou: 0.5566 d2.loss_cls: 0.4108 d2.loss_bbox: 0.2412 d2.loss_iou: 0.5470 d3.loss_cls: 0.4134 d3.loss_bbox: 0.2331 d3.loss_iou: 0.5399 d4.loss_cls: 0.4142 d4.loss_bbox: 0.2323 d4.loss_iou: 0.5379 enc_loss_cls: 0.4492 enc_loss_bbox: 0.3170 enc_loss_iou: 0.6983 dn_loss_cls: 0.0796 dn_loss_bbox: 0.4252 dn_loss_iou: 0.5520 d0.dn_loss_cls: 0.1168 d0.dn_loss_bbox: 0.5712 d0.dn_loss_iou: 0.7359 d1.dn_loss_cls: 0.0912 d1.dn_loss_bbox: 0.4647 d1.dn_loss_iou: 0.6030 d2.dn_loss_cls: 0.0798 d2.dn_loss_bbox: 0.4336 d2.dn_loss_iou: 0.5660 d3.dn_loss_cls: 0.0775 d3.dn_loss_bbox: 0.4250 d3.dn_loss_iou: 0.5547 d4.dn_loss_cls: 0.0770 d4.dn_loss_bbox: 0.4244 d4.dn_loss_iou: 0.5521 2023/02/28 08:59:37 - mmengine - INFO - Epoch(train) [1][6250/7393] lr: 1.0000e-04 eta: 19:41:58 time: 0.8847 data_time: 0.0045 memory: 26632 grad_norm: 36.8536 loss: 15.5723 loss_cls: 0.3602 loss_bbox: 0.2371 loss_iou: 0.4765 d0.loss_cls: 0.4118 d0.loss_bbox: 0.2680 d0.loss_iou: 0.5239 d1.loss_cls: 0.3862 d1.loss_bbox: 0.2407 d1.loss_iou: 0.4965 d2.loss_cls: 0.3687 d2.loss_bbox: 0.2398 d2.loss_iou: 0.4869 d3.loss_cls: 0.3579 d3.loss_bbox: 0.2395 d3.loss_iou: 0.4819 d4.loss_cls: 0.3551 d4.loss_bbox: 0.2386 d4.loss_iou: 0.4783 enc_loss_cls: 0.3956 enc_loss_bbox: 0.3193 enc_loss_iou: 0.6153 dn_loss_cls: 0.0860 dn_loss_bbox: 0.5314 dn_loss_iou: 0.5556 d0.dn_loss_cls: 0.1202 d0.dn_loss_bbox: 0.7012 d0.dn_loss_iou: 0.7554 d1.dn_loss_cls: 0.0944 d1.dn_loss_bbox: 0.5806 d1.dn_loss_iou: 0.6179 d2.dn_loss_cls: 0.0846 d2.dn_loss_bbox: 0.5447 d2.dn_loss_iou: 0.5754 d3.dn_loss_cls: 0.0818 d3.dn_loss_bbox: 0.5348 d3.dn_loss_iou: 0.5600 d4.dn_loss_cls: 0.0823 d4.dn_loss_bbox: 0.5316 d4.dn_loss_iou: 0.5566 2023/02/28 09:00:19 - mmengine - INFO - Epoch(train) [1][6300/7393] lr: 1.0000e-04 eta: 19:41:07 time: 0.8477 data_time: 0.0044 memory: 26193 grad_norm: 41.3035 loss: 13.5073 loss_cls: 0.3029 loss_bbox: 0.1899 loss_iou: 0.3998 d0.loss_cls: 0.3517 d0.loss_bbox: 0.2064 d0.loss_iou: 0.4439 d1.loss_cls: 0.3245 d1.loss_bbox: 0.1979 d1.loss_iou: 0.4203 d2.loss_cls: 0.3032 d2.loss_bbox: 0.1984 d2.loss_iou: 0.4177 d3.loss_cls: 0.2977 d3.loss_bbox: 0.1942 d3.loss_iou: 0.4081 d4.loss_cls: 0.2978 d4.loss_bbox: 0.1918 d4.loss_iou: 0.4038 enc_loss_cls: 0.3479 enc_loss_bbox: 0.2553 enc_loss_iou: 0.5224 dn_loss_cls: 0.0783 dn_loss_bbox: 0.4454 dn_loss_iou: 0.5163 d0.dn_loss_cls: 0.1190 d0.dn_loss_bbox: 0.6178 d0.dn_loss_iou: 0.7126 d1.dn_loss_cls: 0.0939 d1.dn_loss_bbox: 0.4980 d1.dn_loss_iou: 0.5730 d2.dn_loss_cls: 0.0810 d2.dn_loss_bbox: 0.4655 d2.dn_loss_iou: 0.5369 d3.dn_loss_cls: 0.0779 d3.dn_loss_bbox: 0.4522 d3.dn_loss_iou: 0.5233 d4.dn_loss_cls: 0.0754 d4.dn_loss_bbox: 0.4476 d4.dn_loss_iou: 0.5180 2023/02/28 09:01:03 - mmengine - INFO - Epoch(train) [1][6350/7393] lr: 1.0000e-04 eta: 19:40:36 time: 0.8781 data_time: 0.0040 memory: 29652 grad_norm: 41.1157 loss: 14.3059 loss_cls: 0.3178 loss_bbox: 0.2053 loss_iou: 0.4562 d0.loss_cls: 0.3796 d0.loss_bbox: 0.2230 d0.loss_iou: 0.4934 d1.loss_cls: 0.3394 d1.loss_bbox: 0.2170 d1.loss_iou: 0.4806 d2.loss_cls: 0.3196 d2.loss_bbox: 0.2150 d2.loss_iou: 0.4686 d3.loss_cls: 0.3137 d3.loss_bbox: 0.2105 d3.loss_iou: 0.4617 d4.loss_cls: 0.3146 d4.loss_bbox: 0.2076 d4.loss_iou: 0.4567 enc_loss_cls: 0.3636 enc_loss_bbox: 0.2915 enc_loss_iou: 0.5878 dn_loss_cls: 0.0750 dn_loss_bbox: 0.4675 dn_loss_iou: 0.5261 d0.dn_loss_cls: 0.1149 d0.dn_loss_bbox: 0.6353 d0.dn_loss_iou: 0.7144 d1.dn_loss_cls: 0.0894 d1.dn_loss_bbox: 0.5206 d1.dn_loss_iou: 0.5832 d2.dn_loss_cls: 0.0776 d2.dn_loss_bbox: 0.4849 d2.dn_loss_iou: 0.5456 d3.dn_loss_cls: 0.0745 d3.dn_loss_bbox: 0.4732 d3.dn_loss_iou: 0.5318 d4.dn_loss_cls: 0.0733 d4.dn_loss_bbox: 0.4685 d4.dn_loss_iou: 0.5269 2023/02/28 09:01:46 - mmengine - INFO - Epoch(train) [1][6400/7393] lr: 1.0000e-04 eta: 19:39:54 time: 0.8627 data_time: 0.0038 memory: 28600 grad_norm: 38.1652 loss: 15.0783 loss_cls: 0.3295 loss_bbox: 0.2173 loss_iou: 0.4225 d0.loss_cls: 0.3922 d0.loss_bbox: 0.2343 d0.loss_iou: 0.4628 d1.loss_cls: 0.3514 d1.loss_bbox: 0.2341 d1.loss_iou: 0.4471 d2.loss_cls: 0.3315 d2.loss_bbox: 0.2288 d2.loss_iou: 0.4348 d3.loss_cls: 0.3313 d3.loss_bbox: 0.2211 d3.loss_iou: 0.4291 d4.loss_cls: 0.3297 d4.loss_bbox: 0.2194 d4.loss_iou: 0.4240 enc_loss_cls: 0.3723 enc_loss_bbox: 0.2982 enc_loss_iou: 0.5538 dn_loss_cls: 0.0782 dn_loss_bbox: 0.5647 dn_loss_iou: 0.5665 d0.dn_loss_cls: 0.1187 d0.dn_loss_bbox: 0.7271 d0.dn_loss_iou: 0.7541 d1.dn_loss_cls: 0.0943 d1.dn_loss_bbox: 0.6135 d1.dn_loss_iou: 0.6219 d2.dn_loss_cls: 0.0819 d2.dn_loss_bbox: 0.5786 d2.dn_loss_iou: 0.5846 d3.dn_loss_cls: 0.0782 d3.dn_loss_bbox: 0.5685 d3.dn_loss_iou: 0.5723 d4.dn_loss_cls: 0.0768 d4.dn_loss_bbox: 0.5655 d4.dn_loss_iou: 0.5676 2023/02/28 09:02:29 - mmengine - INFO - Epoch(train) [1][6450/7393] lr: 1.0000e-04 eta: 19:39:07 time: 0.8534 data_time: 0.0037 memory: 26632 grad_norm: 39.1086 loss: 14.0646 loss_cls: 0.2909 loss_bbox: 0.2206 loss_iou: 0.4043 d0.loss_cls: 0.3380 d0.loss_bbox: 0.2507 d0.loss_iou: 0.4538 d1.loss_cls: 0.3103 d1.loss_bbox: 0.2264 d1.loss_iou: 0.4253 d2.loss_cls: 0.2970 d2.loss_bbox: 0.2218 d2.loss_iou: 0.4143 d3.loss_cls: 0.2910 d3.loss_bbox: 0.2196 d3.loss_iou: 0.4112 d4.loss_cls: 0.2915 d4.loss_bbox: 0.2213 d4.loss_iou: 0.4055 enc_loss_cls: 0.3416 enc_loss_bbox: 0.2979 enc_loss_iou: 0.5337 dn_loss_cls: 0.0703 dn_loss_bbox: 0.5117 dn_loss_iou: 0.5246 d0.dn_loss_cls: 0.1116 d0.dn_loss_bbox: 0.6697 d0.dn_loss_iou: 0.7254 d1.dn_loss_cls: 0.0865 d1.dn_loss_bbox: 0.5507 d1.dn_loss_iou: 0.5803 d2.dn_loss_cls: 0.0745 d2.dn_loss_bbox: 0.5253 d2.dn_loss_iou: 0.5446 d3.dn_loss_cls: 0.0705 d3.dn_loss_bbox: 0.5142 d3.dn_loss_iou: 0.5288 d4.dn_loss_cls: 0.0694 d4.dn_loss_bbox: 0.5135 d4.dn_loss_iou: 0.5261 2023/02/28 09:03:13 - mmengine - INFO - Epoch(train) [1][6500/7393] lr: 1.0000e-04 eta: 19:38:35 time: 0.8763 data_time: 0.0038 memory: 28439 grad_norm: 42.7557 loss: 14.0193 loss_cls: 0.3105 loss_bbox: 0.2152 loss_iou: 0.4628 d0.loss_cls: 0.3682 d0.loss_bbox: 0.2282 d0.loss_iou: 0.4954 d1.loss_cls: 0.3322 d1.loss_bbox: 0.2220 d1.loss_iou: 0.4783 d2.loss_cls: 0.3217 d2.loss_bbox: 0.2182 d2.loss_iou: 0.4673 d3.loss_cls: 0.3104 d3.loss_bbox: 0.2147 d3.loss_iou: 0.4693 d4.loss_cls: 0.3109 d4.loss_bbox: 0.2138 d4.loss_iou: 0.4660 enc_loss_cls: 0.3450 enc_loss_bbox: 0.2810 enc_loss_iou: 0.5939 dn_loss_cls: 0.0736 dn_loss_bbox: 0.4276 dn_loss_iou: 0.5128 d0.dn_loss_cls: 0.1114 d0.dn_loss_bbox: 0.6103 d0.dn_loss_iou: 0.7258 d1.dn_loss_cls: 0.0866 d1.dn_loss_bbox: 0.4789 d1.dn_loss_iou: 0.5687 d2.dn_loss_cls: 0.0751 d2.dn_loss_bbox: 0.4468 d2.dn_loss_iou: 0.5337 d3.dn_loss_cls: 0.0731 d3.dn_loss_bbox: 0.4342 d3.dn_loss_iou: 0.5190 d4.dn_loss_cls: 0.0713 d4.dn_loss_bbox: 0.4307 d4.dn_loss_iou: 0.5147 2023/02/28 09:03:55 - mmengine - INFO - Epoch(train) [1][6550/7393] lr: 1.0000e-04 eta: 19:37:38 time: 0.8385 data_time: 0.0037 memory: 29182 grad_norm: 39.1028 loss: 14.4797 loss_cls: 0.3126 loss_bbox: 0.2037 loss_iou: 0.4037 d0.loss_cls: 0.3588 d0.loss_bbox: 0.2351 d0.loss_iou: 0.4418 d1.loss_cls: 0.3343 d1.loss_bbox: 0.2192 d1.loss_iou: 0.4179 d2.loss_cls: 0.3201 d2.loss_bbox: 0.2102 d2.loss_iou: 0.4114 d3.loss_cls: 0.3156 d3.loss_bbox: 0.2041 d3.loss_iou: 0.4045 d4.loss_cls: 0.3129 d4.loss_bbox: 0.2039 d4.loss_iou: 0.4051 enc_loss_cls: 0.3469 enc_loss_bbox: 0.2926 enc_loss_iou: 0.5222 dn_loss_cls: 0.0873 dn_loss_bbox: 0.5287 dn_loss_iou: 0.5583 d0.dn_loss_cls: 0.1186 d0.dn_loss_bbox: 0.6995 d0.dn_loss_iou: 0.7506 d1.dn_loss_cls: 0.0952 d1.dn_loss_bbox: 0.5807 d1.dn_loss_iou: 0.6190 d2.dn_loss_cls: 0.0859 d2.dn_loss_bbox: 0.5473 d2.dn_loss_iou: 0.5790 d3.dn_loss_cls: 0.0840 d3.dn_loss_bbox: 0.5338 d3.dn_loss_iou: 0.5636 d4.dn_loss_cls: 0.0834 d4.dn_loss_bbox: 0.5296 d4.dn_loss_iou: 0.5588 2023/02/28 09:04:38 - mmengine - INFO - Epoch(train) [1][6600/7393] lr: 1.0000e-04 eta: 19:36:53 time: 0.8562 data_time: 0.0039 memory: 32469 grad_norm: 40.8160 loss: 14.5711 loss_cls: 0.3445 loss_bbox: 0.2363 loss_iou: 0.4700 d0.loss_cls: 0.3899 d0.loss_bbox: 0.2645 d0.loss_iou: 0.5199 d1.loss_cls: 0.3622 d1.loss_bbox: 0.2530 d1.loss_iou: 0.4902 d2.loss_cls: 0.3440 d2.loss_bbox: 0.2460 d2.loss_iou: 0.4851 d3.loss_cls: 0.3411 d3.loss_bbox: 0.2420 d3.loss_iou: 0.4791 d4.loss_cls: 0.3413 d4.loss_bbox: 0.2392 d4.loss_iou: 0.4740 enc_loss_cls: 0.3889 enc_loss_bbox: 0.3269 enc_loss_iou: 0.6234 dn_loss_cls: 0.0702 dn_loss_bbox: 0.4398 dn_loss_iou: 0.5170 d0.dn_loss_cls: 0.1093 d0.dn_loss_bbox: 0.5922 d0.dn_loss_iou: 0.7060 d1.dn_loss_cls: 0.0845 d1.dn_loss_bbox: 0.4872 d1.dn_loss_iou: 0.5745 d2.dn_loss_cls: 0.0728 d2.dn_loss_bbox: 0.4550 d2.dn_loss_iou: 0.5365 d3.dn_loss_cls: 0.0705 d3.dn_loss_bbox: 0.4437 d3.dn_loss_iou: 0.5220 d4.dn_loss_cls: 0.0692 d4.dn_loss_bbox: 0.4409 d4.dn_loss_iou: 0.5182 2023/02/28 09:05:21 - mmengine - INFO - Epoch(train) [1][6650/7393] lr: 1.0000e-04 eta: 19:36:16 time: 0.8707 data_time: 0.0038 memory: 28243 grad_norm: 49.5097 loss: 14.9061 loss_cls: 0.3425 loss_bbox: 0.2069 loss_iou: 0.4959 d0.loss_cls: 0.4050 d0.loss_bbox: 0.2332 d0.loss_iou: 0.5324 d1.loss_cls: 0.3693 d1.loss_bbox: 0.2193 d1.loss_iou: 0.5096 d2.loss_cls: 0.3506 d2.loss_bbox: 0.2150 d2.loss_iou: 0.5054 d3.loss_cls: 0.3436 d3.loss_bbox: 0.2106 d3.loss_iou: 0.5030 d4.loss_cls: 0.3436 d4.loss_bbox: 0.2076 d4.loss_iou: 0.4950 enc_loss_cls: 0.4011 enc_loss_bbox: 0.2794 enc_loss_iou: 0.6131 dn_loss_cls: 0.0816 dn_loss_bbox: 0.4673 dn_loss_iou: 0.5513 d0.dn_loss_cls: 0.1171 d0.dn_loss_bbox: 0.6189 d0.dn_loss_iou: 0.7412 d1.dn_loss_cls: 0.0933 d1.dn_loss_bbox: 0.5104 d1.dn_loss_iou: 0.6049 d2.dn_loss_cls: 0.0827 d2.dn_loss_bbox: 0.4815 d2.dn_loss_iou: 0.5676 d3.dn_loss_cls: 0.0792 d3.dn_loss_bbox: 0.4715 d3.dn_loss_iou: 0.5549 d4.dn_loss_cls: 0.0801 d4.dn_loss_bbox: 0.4686 d4.dn_loss_iou: 0.5521 2023/02/28 09:06:03 - mmengine - INFO - Epoch(train) [1][6700/7393] lr: 1.0000e-04 eta: 19:35:21 time: 0.8396 data_time: 0.0038 memory: 30152 grad_norm: 37.9651 loss: 14.0172 loss_cls: 0.3194 loss_bbox: 0.2046 loss_iou: 0.4369 d0.loss_cls: 0.3785 d0.loss_bbox: 0.2251 d0.loss_iou: 0.4742 d1.loss_cls: 0.3474 d1.loss_bbox: 0.2140 d1.loss_iou: 0.4554 d2.loss_cls: 0.3264 d2.loss_bbox: 0.2092 d2.loss_iou: 0.4417 d3.loss_cls: 0.3217 d3.loss_bbox: 0.2084 d3.loss_iou: 0.4400 d4.loss_cls: 0.3195 d4.loss_bbox: 0.2050 d4.loss_iou: 0.4367 enc_loss_cls: 0.3554 enc_loss_bbox: 0.2909 enc_loss_iou: 0.5682 dn_loss_cls: 0.0731 dn_loss_bbox: 0.4517 dn_loss_iou: 0.5280 d0.dn_loss_cls: 0.1092 d0.dn_loss_bbox: 0.5929 d0.dn_loss_iou: 0.7157 d1.dn_loss_cls: 0.0862 d1.dn_loss_bbox: 0.4970 d1.dn_loss_iou: 0.5839 d2.dn_loss_cls: 0.0752 d2.dn_loss_bbox: 0.4646 d2.dn_loss_iou: 0.5461 d3.dn_loss_cls: 0.0731 d3.dn_loss_bbox: 0.4550 d3.dn_loss_iou: 0.5327 d4.dn_loss_cls: 0.0721 d4.dn_loss_bbox: 0.4531 d4.dn_loss_iou: 0.5287 2023/02/28 09:06:45 - mmengine - INFO - Epoch(train) [1][6750/7393] lr: 1.0000e-04 eta: 19:34:28 time: 0.8446 data_time: 0.0039 memory: 27098 grad_norm: 40.8205 loss: 15.1319 loss_cls: 0.3674 loss_bbox: 0.2334 loss_iou: 0.4972 d0.loss_cls: 0.4311 d0.loss_bbox: 0.2524 d0.loss_iou: 0.5337 d1.loss_cls: 0.3989 d1.loss_bbox: 0.2422 d1.loss_iou: 0.5154 d2.loss_cls: 0.3831 d2.loss_bbox: 0.2358 d2.loss_iou: 0.5081 d3.loss_cls: 0.3720 d3.loss_bbox: 0.2326 d3.loss_iou: 0.5028 d4.loss_cls: 0.3673 d4.loss_bbox: 0.2345 d4.loss_iou: 0.5001 enc_loss_cls: 0.4082 enc_loss_bbox: 0.3164 enc_loss_iou: 0.6497 dn_loss_cls: 0.0823 dn_loss_bbox: 0.4517 dn_loss_iou: 0.5458 d0.dn_loss_cls: 0.1167 d0.dn_loss_bbox: 0.5829 d0.dn_loss_iou: 0.7193 d1.dn_loss_cls: 0.0927 d1.dn_loss_bbox: 0.4912 d1.dn_loss_iou: 0.5940 d2.dn_loss_cls: 0.0831 d2.dn_loss_bbox: 0.4642 d2.dn_loss_iou: 0.5609 d3.dn_loss_cls: 0.0806 d3.dn_loss_bbox: 0.4543 d3.dn_loss_iou: 0.5501 d4.dn_loss_cls: 0.0811 d4.dn_loss_bbox: 0.4524 d4.dn_loss_iou: 0.5462 2023/02/28 09:07:27 - mmengine - INFO - Epoch(train) [1][6800/7393] lr: 1.0000e-04 eta: 19:33:34 time: 0.8409 data_time: 0.0038 memory: 26767 grad_norm: 38.9293 loss: 13.8859 loss_cls: 0.3083 loss_bbox: 0.2035 loss_iou: 0.4123 d0.loss_cls: 0.3708 d0.loss_bbox: 0.2160 d0.loss_iou: 0.4445 d1.loss_cls: 0.3373 d1.loss_bbox: 0.2117 d1.loss_iou: 0.4286 d2.loss_cls: 0.3205 d2.loss_bbox: 0.2023 d2.loss_iou: 0.4159 d3.loss_cls: 0.3136 d3.loss_bbox: 0.2017 d3.loss_iou: 0.4148 d4.loss_cls: 0.3096 d4.loss_bbox: 0.1999 d4.loss_iou: 0.4143 enc_loss_cls: 0.3729 enc_loss_bbox: 0.2629 enc_loss_iou: 0.5238 dn_loss_cls: 0.0784 dn_loss_bbox: 0.4744 dn_loss_iou: 0.5109 d0.dn_loss_cls: 0.1194 d0.dn_loss_bbox: 0.6535 d0.dn_loss_iou: 0.7184 d1.dn_loss_cls: 0.0941 d1.dn_loss_bbox: 0.5282 d1.dn_loss_iou: 0.5694 d2.dn_loss_cls: 0.0822 d2.dn_loss_bbox: 0.4959 d2.dn_loss_iou: 0.5322 d3.dn_loss_cls: 0.0790 d3.dn_loss_bbox: 0.4813 d3.dn_loss_iou: 0.5174 d4.dn_loss_cls: 0.0782 d4.dn_loss_bbox: 0.4760 d4.dn_loss_iou: 0.5120 2023/02/28 09:08:10 - mmengine - INFO - Epoch(train) [1][6850/7393] lr: 1.0000e-04 eta: 19:32:48 time: 0.8541 data_time: 0.0038 memory: 29532 grad_norm: 38.0818 loss: 15.0231 loss_cls: 0.3834 loss_bbox: 0.2357 loss_iou: 0.5446 d0.loss_cls: 0.4425 d0.loss_bbox: 0.2593 d0.loss_iou: 0.5978 d1.loss_cls: 0.4084 d1.loss_bbox: 0.2491 d1.loss_iou: 0.5716 d2.loss_cls: 0.3870 d2.loss_bbox: 0.2456 d2.loss_iou: 0.5618 d3.loss_cls: 0.3826 d3.loss_bbox: 0.2406 d3.loss_iou: 0.5552 d4.loss_cls: 0.3823 d4.loss_bbox: 0.2390 d4.loss_iou: 0.5487 enc_loss_cls: 0.4344 enc_loss_bbox: 0.3122 enc_loss_iou: 0.6995 dn_loss_cls: 0.0759 dn_loss_bbox: 0.3917 dn_loss_iou: 0.5037 d0.dn_loss_cls: 0.1096 d0.dn_loss_bbox: 0.5432 d0.dn_loss_iou: 0.6853 d1.dn_loss_cls: 0.0860 d1.dn_loss_bbox: 0.4371 d1.dn_loss_iou: 0.5562 d2.dn_loss_cls: 0.0760 d2.dn_loss_bbox: 0.4057 d2.dn_loss_iou: 0.5215 d3.dn_loss_cls: 0.0738 d3.dn_loss_bbox: 0.3966 d3.dn_loss_iou: 0.5089 d4.dn_loss_cls: 0.0729 d4.dn_loss_bbox: 0.3929 d4.dn_loss_iou: 0.5049 2023/02/28 09:08:53 - mmengine - INFO - Epoch(train) [1][6900/7393] lr: 1.0000e-04 eta: 19:32:03 time: 0.8571 data_time: 0.0038 memory: 29435 grad_norm: 49.5833 loss: 13.8756 loss_cls: 0.3373 loss_bbox: 0.2087 loss_iou: 0.4505 d0.loss_cls: 0.3904 d0.loss_bbox: 0.2255 d0.loss_iou: 0.4906 d1.loss_cls: 0.3610 d1.loss_bbox: 0.2176 d1.loss_iou: 0.4680 d2.loss_cls: 0.3442 d2.loss_bbox: 0.2171 d2.loss_iou: 0.4621 d3.loss_cls: 0.3346 d3.loss_bbox: 0.2187 d3.loss_iou: 0.4591 d4.loss_cls: 0.3389 d4.loss_bbox: 0.2092 d4.loss_iou: 0.4524 enc_loss_cls: 0.3793 enc_loss_bbox: 0.2737 enc_loss_iou: 0.5678 dn_loss_cls: 0.0824 dn_loss_bbox: 0.4302 dn_loss_iou: 0.4838 d0.dn_loss_cls: 0.1133 d0.dn_loss_bbox: 0.5805 d0.dn_loss_iou: 0.6659 d1.dn_loss_cls: 0.0890 d1.dn_loss_bbox: 0.4708 d1.dn_loss_iou: 0.5361 d2.dn_loss_cls: 0.0794 d2.dn_loss_bbox: 0.4406 d2.dn_loss_iou: 0.5020 d3.dn_loss_cls: 0.0785 d3.dn_loss_bbox: 0.4328 d3.dn_loss_iou: 0.4886 d4.dn_loss_cls: 0.0795 d4.dn_loss_bbox: 0.4309 d4.dn_loss_iou: 0.4846 2023/02/28 09:09:36 - mmengine - INFO - Epoch(train) [1][6950/7393] lr: 1.0000e-04 eta: 19:31:20 time: 0.8584 data_time: 0.0038 memory: 27160 grad_norm: 38.0122 loss: 13.2826 loss_cls: 0.3015 loss_bbox: 0.2005 loss_iou: 0.3941 d0.loss_cls: 0.3629 d0.loss_bbox: 0.2246 d0.loss_iou: 0.4343 d1.loss_cls: 0.3284 d1.loss_bbox: 0.2144 d1.loss_iou: 0.4147 d2.loss_cls: 0.3045 d2.loss_bbox: 0.2062 d2.loss_iou: 0.4064 d3.loss_cls: 0.3031 d3.loss_bbox: 0.2029 d3.loss_iou: 0.3984 d4.loss_cls: 0.3013 d4.loss_bbox: 0.2000 d4.loss_iou: 0.3967 enc_loss_cls: 0.3454 enc_loss_bbox: 0.2778 enc_loss_iou: 0.5229 dn_loss_cls: 0.0737 dn_loss_bbox: 0.4313 dn_loss_iou: 0.4899 d0.dn_loss_cls: 0.1097 d0.dn_loss_bbox: 0.5961 d0.dn_loss_iou: 0.6833 d1.dn_loss_cls: 0.0859 d1.dn_loss_bbox: 0.4833 d1.dn_loss_iou: 0.5491 d2.dn_loss_cls: 0.0751 d2.dn_loss_bbox: 0.4497 d2.dn_loss_iou: 0.5115 d3.dn_loss_cls: 0.0729 d3.dn_loss_bbox: 0.4368 d3.dn_loss_iou: 0.4964 d4.dn_loss_cls: 0.0726 d4.dn_loss_bbox: 0.4328 d4.dn_loss_iou: 0.4914 2023/02/28 09:10:19 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 09:10:19 - mmengine - INFO - Epoch(train) [1][7000/7393] lr: 1.0000e-04 eta: 19:30:39 time: 0.8638 data_time: 0.0038 memory: 27598 grad_norm: 39.2232 loss: 14.1409 loss_cls: 0.3103 loss_bbox: 0.2448 loss_iou: 0.3942 d0.loss_cls: 0.3659 d0.loss_bbox: 0.2619 d0.loss_iou: 0.4333 d1.loss_cls: 0.3325 d1.loss_bbox: 0.2595 d1.loss_iou: 0.4149 d2.loss_cls: 0.3170 d2.loss_bbox: 0.2513 d2.loss_iou: 0.4145 d3.loss_cls: 0.3111 d3.loss_bbox: 0.2480 d3.loss_iou: 0.4046 d4.loss_cls: 0.3058 d4.loss_bbox: 0.2494 d4.loss_iou: 0.4033 enc_loss_cls: 0.3577 enc_loss_bbox: 0.3100 enc_loss_iou: 0.5178 dn_loss_cls: 0.0766 dn_loss_bbox: 0.4955 dn_loss_iou: 0.5020 d0.dn_loss_cls: 0.1127 d0.dn_loss_bbox: 0.6835 d0.dn_loss_iou: 0.6978 d1.dn_loss_cls: 0.0873 d1.dn_loss_bbox: 0.5468 d1.dn_loss_iou: 0.5580 d2.dn_loss_cls: 0.0784 d2.dn_loss_bbox: 0.5138 d2.dn_loss_iou: 0.5208 d3.dn_loss_cls: 0.0771 d3.dn_loss_bbox: 0.5003 d3.dn_loss_iou: 0.5071 d4.dn_loss_cls: 0.0759 d4.dn_loss_bbox: 0.4965 d4.dn_loss_iou: 0.5030 2023/02/28 09:11:01 - mmengine - INFO - Epoch(train) [1][7050/7393] lr: 1.0000e-04 eta: 19:29:50 time: 0.8492 data_time: 0.0039 memory: 30689 grad_norm: 42.6994 loss: 14.3469 loss_cls: 0.3207 loss_bbox: 0.2195 loss_iou: 0.4491 d0.loss_cls: 0.3754 d0.loss_bbox: 0.2227 d0.loss_iou: 0.4691 d1.loss_cls: 0.3475 d1.loss_bbox: 0.2212 d1.loss_iou: 0.4614 d2.loss_cls: 0.3292 d2.loss_bbox: 0.2214 d2.loss_iou: 0.4571 d3.loss_cls: 0.3236 d3.loss_bbox: 0.2181 d3.loss_iou: 0.4510 d4.loss_cls: 0.3198 d4.loss_bbox: 0.2185 d4.loss_iou: 0.4522 enc_loss_cls: 0.3725 enc_loss_bbox: 0.2838 enc_loss_iou: 0.5633 dn_loss_cls: 0.0724 dn_loss_bbox: 0.4853 dn_loss_iou: 0.5230 d0.dn_loss_cls: 0.1095 d0.dn_loss_bbox: 0.6668 d0.dn_loss_iou: 0.7100 d1.dn_loss_cls: 0.0857 d1.dn_loss_bbox: 0.5395 d1.dn_loss_iou: 0.5743 d2.dn_loss_cls: 0.0748 d2.dn_loss_bbox: 0.5003 d2.dn_loss_iou: 0.5392 d3.dn_loss_cls: 0.0732 d3.dn_loss_bbox: 0.4878 d3.dn_loss_iou: 0.5264 d4.dn_loss_cls: 0.0715 d4.dn_loss_bbox: 0.4863 d4.dn_loss_iou: 0.5239 2023/02/28 09:11:44 - mmengine - INFO - Epoch(train) [1][7100/7393] lr: 1.0000e-04 eta: 19:29:06 time: 0.8578 data_time: 0.0038 memory: 27689 grad_norm: 44.7529 loss: 14.7493 loss_cls: 0.3653 loss_bbox: 0.2308 loss_iou: 0.5061 d0.loss_cls: 0.4233 d0.loss_bbox: 0.2601 d0.loss_iou: 0.5553 d1.loss_cls: 0.3866 d1.loss_bbox: 0.2483 d1.loss_iou: 0.5272 d2.loss_cls: 0.3667 d2.loss_bbox: 0.2427 d2.loss_iou: 0.5223 d3.loss_cls: 0.3646 d3.loss_bbox: 0.2364 d3.loss_iou: 0.5145 d4.loss_cls: 0.3636 d4.loss_bbox: 0.2324 d4.loss_iou: 0.5109 enc_loss_cls: 0.4117 enc_loss_bbox: 0.3005 enc_loss_iou: 0.6313 dn_loss_cls: 0.0702 dn_loss_bbox: 0.4149 dn_loss_iou: 0.5247 d0.dn_loss_cls: 0.1078 d0.dn_loss_bbox: 0.5546 d0.dn_loss_iou: 0.6958 d1.dn_loss_cls: 0.0818 d1.dn_loss_bbox: 0.4563 d1.dn_loss_iou: 0.5756 d2.dn_loss_cls: 0.0712 d2.dn_loss_bbox: 0.4281 d2.dn_loss_iou: 0.5411 d3.dn_loss_cls: 0.0690 d3.dn_loss_bbox: 0.4182 d3.dn_loss_iou: 0.5294 d4.dn_loss_cls: 0.0690 d4.dn_loss_bbox: 0.4158 d4.dn_loss_iou: 0.5252 2023/02/28 09:12:28 - mmengine - INFO - Epoch(train) [1][7150/7393] lr: 1.0000e-04 eta: 19:28:26 time: 0.8641 data_time: 0.0039 memory: 25900 grad_norm: 42.9810 loss: 14.3182 loss_cls: 0.3290 loss_bbox: 0.2122 loss_iou: 0.4812 d0.loss_cls: 0.3859 d0.loss_bbox: 0.2239 d0.loss_iou: 0.5092 d1.loss_cls: 0.3643 d1.loss_bbox: 0.2082 d1.loss_iou: 0.4820 d2.loss_cls: 0.3385 d2.loss_bbox: 0.2101 d2.loss_iou: 0.4864 d3.loss_cls: 0.3283 d3.loss_bbox: 0.2115 d3.loss_iou: 0.4867 d4.loss_cls: 0.3281 d4.loss_bbox: 0.2132 d4.loss_iou: 0.4847 enc_loss_cls: 0.3762 enc_loss_bbox: 0.2700 enc_loss_iou: 0.5885 dn_loss_cls: 0.0776 dn_loss_bbox: 0.4547 dn_loss_iou: 0.5050 d0.dn_loss_cls: 0.1147 d0.dn_loss_bbox: 0.6358 d0.dn_loss_iou: 0.6980 d1.dn_loss_cls: 0.0903 d1.dn_loss_bbox: 0.5077 d1.dn_loss_iou: 0.5565 d2.dn_loss_cls: 0.0792 d2.dn_loss_bbox: 0.4736 d2.dn_loss_iou: 0.5223 d3.dn_loss_cls: 0.0770 d3.dn_loss_bbox: 0.4596 d3.dn_loss_iou: 0.5094 d4.dn_loss_cls: 0.0768 d4.dn_loss_bbox: 0.4558 d4.dn_loss_iou: 0.5058 2023/02/28 09:13:11 - mmengine - INFO - Epoch(train) [1][7200/7393] lr: 1.0000e-04 eta: 19:27:45 time: 0.8623 data_time: 0.0039 memory: 32980 grad_norm: 38.2786 loss: 13.4626 loss_cls: 0.3096 loss_bbox: 0.2061 loss_iou: 0.3918 d0.loss_cls: 0.3843 d0.loss_bbox: 0.2221 d0.loss_iou: 0.4157 d1.loss_cls: 0.3465 d1.loss_bbox: 0.2134 d1.loss_iou: 0.3990 d2.loss_cls: 0.3159 d2.loss_bbox: 0.2179 d2.loss_iou: 0.4024 d3.loss_cls: 0.3152 d3.loss_bbox: 0.2086 d3.loss_iou: 0.3963 d4.loss_cls: 0.3105 d4.loss_bbox: 0.2062 d4.loss_iou: 0.3933 enc_loss_cls: 0.3665 enc_loss_bbox: 0.2848 enc_loss_iou: 0.5077 dn_loss_cls: 0.0729 dn_loss_bbox: 0.4416 dn_loss_iou: 0.5064 d0.dn_loss_cls: 0.1143 d0.dn_loss_bbox: 0.5901 d0.dn_loss_iou: 0.6975 d1.dn_loss_cls: 0.0875 d1.dn_loss_bbox: 0.4791 d1.dn_loss_iou: 0.5586 d2.dn_loss_cls: 0.0762 d2.dn_loss_bbox: 0.4515 d2.dn_loss_iou: 0.5246 d3.dn_loss_cls: 0.0725 d3.dn_loss_bbox: 0.4443 d3.dn_loss_iou: 0.5111 d4.dn_loss_cls: 0.0713 d4.dn_loss_bbox: 0.4420 d4.dn_loss_iou: 0.5073 2023/02/28 09:13:54 - mmengine - INFO - Epoch(train) [1][7250/7393] lr: 1.0000e-04 eta: 19:27:00 time: 0.8571 data_time: 0.0038 memory: 27689 grad_norm: 82.2288 loss: 13.8068 loss_cls: 0.3105 loss_bbox: 0.1911 loss_iou: 0.4028 d0.loss_cls: 0.3589 d0.loss_bbox: 0.2058 d0.loss_iou: 0.4310 d1.loss_cls: 0.3337 d1.loss_bbox: 0.1950 d1.loss_iou: 0.4118 d2.loss_cls: 0.3134 d2.loss_bbox: 0.1970 d2.loss_iou: 0.4152 d3.loss_cls: 0.3082 d3.loss_bbox: 0.1923 d3.loss_iou: 0.4080 d4.loss_cls: 0.3075 d4.loss_bbox: 0.1895 d4.loss_iou: 0.4043 enc_loss_cls: 0.3489 enc_loss_bbox: 0.2511 enc_loss_iou: 0.5126 dn_loss_cls: 0.0924 dn_loss_bbox: 0.4502 dn_loss_iou: 0.5553 d0.dn_loss_cls: 0.1227 d0.dn_loss_bbox: 0.6233 d0.dn_loss_iou: 0.7424 d1.dn_loss_cls: 0.0989 d1.dn_loss_bbox: 0.5032 d1.dn_loss_iou: 0.6104 d2.dn_loss_cls: 0.0888 d2.dn_loss_bbox: 0.4645 d2.dn_loss_iou: 0.5722 d3.dn_loss_cls: 0.0855 d3.dn_loss_bbox: 0.4540 d3.dn_loss_iou: 0.5604 d4.dn_loss_cls: 0.0877 d4.dn_loss_bbox: 0.4503 d4.dn_loss_iou: 0.5560 2023/02/28 09:14:37 - mmengine - INFO - Epoch(train) [1][7300/7393] lr: 1.0000e-04 eta: 19:26:23 time: 0.8689 data_time: 0.0039 memory: 28721 grad_norm: 51.8629 loss: 14.2563 loss_cls: 0.3634 loss_bbox: 0.2097 loss_iou: 0.4843 d0.loss_cls: 0.4189 d0.loss_bbox: 0.2333 d0.loss_iou: 0.5284 d1.loss_cls: 0.3884 d1.loss_bbox: 0.2204 d1.loss_iou: 0.5012 d2.loss_cls: 0.3661 d2.loss_bbox: 0.2141 d2.loss_iou: 0.4938 d3.loss_cls: 0.3602 d3.loss_bbox: 0.2124 d3.loss_iou: 0.4905 d4.loss_cls: 0.3610 d4.loss_bbox: 0.2112 d4.loss_iou: 0.4883 enc_loss_cls: 0.4099 enc_loss_bbox: 0.2952 enc_loss_iou: 0.6276 dn_loss_cls: 0.0759 dn_loss_bbox: 0.3943 dn_loss_iou: 0.5013 d0.dn_loss_cls: 0.1094 d0.dn_loss_bbox: 0.5511 d0.dn_loss_iou: 0.6954 d1.dn_loss_cls: 0.0881 d1.dn_loss_bbox: 0.4408 d1.dn_loss_iou: 0.5588 d2.dn_loss_cls: 0.0768 d2.dn_loss_bbox: 0.4101 d2.dn_loss_iou: 0.5208 d3.dn_loss_cls: 0.0747 d3.dn_loss_bbox: 0.4008 d3.dn_loss_iou: 0.5072 d4.dn_loss_cls: 0.0743 d4.dn_loss_bbox: 0.3958 d4.dn_loss_iou: 0.5024 2023/02/28 09:15:21 - mmengine - INFO - Epoch(train) [1][7350/7393] lr: 1.0000e-04 eta: 19:25:49 time: 0.8767 data_time: 0.0039 memory: 26735 grad_norm: 40.9348 loss: 15.5467 loss_cls: 0.3968 loss_bbox: 0.2310 loss_iou: 0.5516 d0.loss_cls: 0.4667 d0.loss_bbox: 0.2571 d0.loss_iou: 0.5992 d1.loss_cls: 0.4194 d1.loss_bbox: 0.2535 d1.loss_iou: 0.5832 d2.loss_cls: 0.4022 d2.loss_bbox: 0.2388 d2.loss_iou: 0.5639 d3.loss_cls: 0.3931 d3.loss_bbox: 0.2364 d3.loss_iou: 0.5580 d4.loss_cls: 0.3923 d4.loss_bbox: 0.2348 d4.loss_iou: 0.5537 enc_loss_cls: 0.4507 enc_loss_bbox: 0.3155 enc_loss_iou: 0.7096 dn_loss_cls: 0.0809 dn_loss_bbox: 0.4173 dn_loss_iou: 0.5422 d0.dn_loss_cls: 0.1172 d0.dn_loss_bbox: 0.5528 d0.dn_loss_iou: 0.7291 d1.dn_loss_cls: 0.0927 d1.dn_loss_bbox: 0.4548 d1.dn_loss_iou: 0.5930 d2.dn_loss_cls: 0.0828 d2.dn_loss_bbox: 0.4299 d2.dn_loss_iou: 0.5596 d3.dn_loss_cls: 0.0801 d3.dn_loss_bbox: 0.4208 d3.dn_loss_iou: 0.5460 d4.dn_loss_cls: 0.0792 d4.dn_loss_bbox: 0.4186 d4.dn_loss_iou: 0.5426 2023/02/28 09:15:58 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 09:15:58 - mmengine - INFO - Saving checkpoint at 1 epochs 2023/02/28 09:16:10 - mmengine - INFO - Epoch(val) [1][ 50/625] eta: 0:01:04 time: 0.1119 data_time: 0.0053 memory: 27184 2023/02/28 09:16:15 - mmengine - INFO - Epoch(val) [1][100/625] eta: 0:00:57 time: 0.1057 data_time: 0.0014 memory: 5417 2023/02/28 09:16:21 - mmengine - INFO - Epoch(val) [1][150/625] eta: 0:00:51 time: 0.1058 data_time: 0.0014 memory: 5361 2023/02/28 09:16:26 - mmengine - INFO - Epoch(val) [1][200/625] eta: 0:00:45 time: 0.1079 data_time: 0.0015 memory: 5382 2023/02/28 09:16:31 - mmengine - INFO - Epoch(val) [1][250/625] eta: 0:00:40 time: 0.1058 data_time: 0.0014 memory: 5432 2023/02/28 09:16:37 - mmengine - INFO - Epoch(val) [1][300/625] eta: 0:00:34 time: 0.1041 data_time: 0.0014 memory: 5361 2023/02/28 09:16:42 - mmengine - INFO - Epoch(val) [1][350/625] eta: 0:00:29 time: 0.1066 data_time: 0.0014 memory: 5375 2023/02/28 09:16:47 - mmengine - INFO - Epoch(val) [1][400/625] eta: 0:00:24 time: 0.1057 data_time: 0.0013 memory: 5417 2023/02/28 09:16:53 - mmengine - INFO - Epoch(val) [1][450/625] eta: 0:00:18 time: 0.1054 data_time: 0.0013 memory: 5431 2023/02/28 09:16:58 - mmengine - INFO - Epoch(val) [1][500/625] eta: 0:00:13 time: 0.1056 data_time: 0.0015 memory: 5361 2023/02/28 09:17:03 - mmengine - INFO - Epoch(val) [1][550/625] eta: 0:00:07 time: 0.1076 data_time: 0.0016 memory: 5418 2023/02/28 09:17:08 - mmengine - INFO - Epoch(val) [1][600/625] eta: 0:00:02 time: 0.1047 data_time: 0.0015 memory: 5382 2023/02/28 09:17:26 - mmengine - INFO - Evaluating bbox... 2023/02/28 09:18:54 - mmengine - INFO - bbox_mAP_copypaste: 0.364 0.521 0.393 0.209 0.393 0.504 2023/02/28 09:18:55 - mmengine - INFO - Epoch(val) [1][625/625] coco/bbox_mAP: 0.3640 coco/bbox_mAP_50: 0.5210 coco/bbox_mAP_75: 0.3930 coco/bbox_mAP_s: 0.2090 coco/bbox_mAP_m: 0.3930 coco/bbox_mAP_l: 0.5040 2023/02/28 09:19:38 - mmengine - INFO - Epoch(train) [2][ 50/7393] lr: 1.0000e-04 eta: 19:24:31 time: 0.8651 data_time: 0.0053 memory: 26904 grad_norm: 39.3848 loss: 14.3897 loss_cls: 0.3461 loss_bbox: 0.2212 loss_iou: 0.5173 d0.loss_cls: 0.4201 d0.loss_bbox: 0.2401 d0.loss_iou: 0.5606 d1.loss_cls: 0.3875 d1.loss_bbox: 0.2292 d1.loss_iou: 0.5337 d2.loss_cls: 0.3605 d2.loss_bbox: 0.2262 d2.loss_iou: 0.5254 d3.loss_cls: 0.3509 d3.loss_bbox: 0.2230 d3.loss_iou: 0.5189 d4.loss_cls: 0.3456 d4.loss_bbox: 0.2223 d4.loss_iou: 0.5172 enc_loss_cls: 0.4060 enc_loss_bbox: 0.2891 enc_loss_iou: 0.6429 dn_loss_cls: 0.0694 dn_loss_bbox: 0.3787 dn_loss_iou: 0.5243 d0.dn_loss_cls: 0.1032 d0.dn_loss_bbox: 0.5109 d0.dn_loss_iou: 0.6961 d1.dn_loss_cls: 0.0818 d1.dn_loss_bbox: 0.4208 d1.dn_loss_iou: 0.5722 d2.dn_loss_cls: 0.0701 d2.dn_loss_bbox: 0.3905 d2.dn_loss_iou: 0.5400 d3.dn_loss_cls: 0.0676 d3.dn_loss_bbox: 0.3814 d3.dn_loss_iou: 0.5276 d4.dn_loss_cls: 0.0680 d4.dn_loss_bbox: 0.3785 d4.dn_loss_iou: 0.5246 2023/02/28 09:20:21 - mmengine - INFO - Epoch(train) [2][ 100/7393] lr: 1.0000e-04 eta: 19:23:46 time: 0.8568 data_time: 0.0045 memory: 27525 grad_norm: 38.8721 loss: 15.6427 loss_cls: 0.4004 loss_bbox: 0.2359 loss_iou: 0.6074 d0.loss_cls: 0.4707 d0.loss_bbox: 0.2565 d0.loss_iou: 0.6579 d1.loss_cls: 0.4388 d1.loss_bbox: 0.2451 d1.loss_iou: 0.6259 d2.loss_cls: 0.4148 d2.loss_bbox: 0.2378 d2.loss_iou: 0.6171 d3.loss_cls: 0.4097 d3.loss_bbox: 0.2363 d3.loss_iou: 0.6129 d4.loss_cls: 0.4013 d4.loss_bbox: 0.2369 d4.loss_iou: 0.6082 enc_loss_cls: 0.4374 enc_loss_bbox: 0.3368 enc_loss_iou: 0.7690 dn_loss_cls: 0.0741 dn_loss_bbox: 0.3868 dn_loss_iou: 0.5175 d0.dn_loss_cls: 0.1083 d0.dn_loss_bbox: 0.5257 d0.dn_loss_iou: 0.7064 d1.dn_loss_cls: 0.0850 d1.dn_loss_bbox: 0.4298 d1.dn_loss_iou: 0.5753 d2.dn_loss_cls: 0.0758 d2.dn_loss_bbox: 0.3997 d2.dn_loss_iou: 0.5374 d3.dn_loss_cls: 0.0740 d3.dn_loss_bbox: 0.3891 d3.dn_loss_iou: 0.5221 d4.dn_loss_cls: 0.0731 d4.dn_loss_bbox: 0.3874 d4.dn_loss_iou: 0.5184 2023/02/28 09:21:04 - mmengine - INFO - Epoch(train) [2][ 150/7393] lr: 1.0000e-04 eta: 19:22:59 time: 0.8513 data_time: 0.0045 memory: 28309 grad_norm: 48.0965 loss: 12.9570 loss_cls: 0.2676 loss_bbox: 0.1815 loss_iou: 0.4105 d0.loss_cls: 0.3350 d0.loss_bbox: 0.1993 d0.loss_iou: 0.4496 d1.loss_cls: 0.2993 d1.loss_bbox: 0.1874 d1.loss_iou: 0.4290 d2.loss_cls: 0.2742 d2.loss_bbox: 0.1842 d2.loss_iou: 0.4186 d3.loss_cls: 0.2692 d3.loss_bbox: 0.1824 d3.loss_iou: 0.4160 d4.loss_cls: 0.2673 d4.loss_bbox: 0.1815 d4.loss_iou: 0.4101 enc_loss_cls: 0.3206 enc_loss_bbox: 0.2439 enc_loss_iou: 0.5396 dn_loss_cls: 0.0610 dn_loss_bbox: 0.4285 dn_loss_iou: 0.4970 d0.dn_loss_cls: 0.1039 d0.dn_loss_bbox: 0.6005 d0.dn_loss_iou: 0.6895 d1.dn_loss_cls: 0.0794 d1.dn_loss_bbox: 0.4755 d1.dn_loss_iou: 0.5507 d2.dn_loss_cls: 0.0653 d2.dn_loss_bbox: 0.4420 d2.dn_loss_iou: 0.5149 d3.dn_loss_cls: 0.0626 d3.dn_loss_bbox: 0.4313 d3.dn_loss_iou: 0.5023 d4.dn_loss_cls: 0.0603 d4.dn_loss_bbox: 0.4284 d4.dn_loss_iou: 0.4970 2023/02/28 09:21:47 - mmengine - INFO - Epoch(train) [2][ 200/7393] lr: 1.0000e-04 eta: 19:22:22 time: 0.8701 data_time: 0.0046 memory: 27689 grad_norm: 37.1347 loss: 13.9216 loss_cls: 0.3243 loss_bbox: 0.2111 loss_iou: 0.4460 d0.loss_cls: 0.3832 d0.loss_bbox: 0.2298 d0.loss_iou: 0.4811 d1.loss_cls: 0.3471 d1.loss_bbox: 0.2193 d1.loss_iou: 0.4616 d2.loss_cls: 0.3238 d2.loss_bbox: 0.2200 d2.loss_iou: 0.4622 d3.loss_cls: 0.3253 d3.loss_bbox: 0.2146 d3.loss_iou: 0.4474 d4.loss_cls: 0.3192 d4.loss_bbox: 0.2163 d4.loss_iou: 0.4497 enc_loss_cls: 0.3663 enc_loss_bbox: 0.2870 enc_loss_iou: 0.5701 dn_loss_cls: 0.0717 dn_loss_bbox: 0.4103 dn_loss_iou: 0.5344 d0.dn_loss_cls: 0.1114 d0.dn_loss_bbox: 0.5509 d0.dn_loss_iou: 0.7254 d1.dn_loss_cls: 0.0873 d1.dn_loss_bbox: 0.4467 d1.dn_loss_iou: 0.5852 d2.dn_loss_cls: 0.0766 d2.dn_loss_bbox: 0.4239 d2.dn_loss_iou: 0.5503 d3.dn_loss_cls: 0.0723 d3.dn_loss_bbox: 0.4146 d3.dn_loss_iou: 0.5381 d4.dn_loss_cls: 0.0707 d4.dn_loss_bbox: 0.4114 d4.dn_loss_iou: 0.5349 2023/02/28 09:22:30 - mmengine - INFO - Epoch(train) [2][ 250/7393] lr: 1.0000e-04 eta: 19:21:34 time: 0.8506 data_time: 0.0046 memory: 26735 grad_norm: 41.9209 loss: 14.2336 loss_cls: 0.3191 loss_bbox: 0.2063 loss_iou: 0.4456 d0.loss_cls: 0.3680 d0.loss_bbox: 0.2308 d0.loss_iou: 0.4786 d1.loss_cls: 0.3354 d1.loss_bbox: 0.2147 d1.loss_iou: 0.4593 d2.loss_cls: 0.3196 d2.loss_bbox: 0.2087 d2.loss_iou: 0.4546 d3.loss_cls: 0.3198 d3.loss_bbox: 0.2039 d3.loss_iou: 0.4478 d4.loss_cls: 0.3190 d4.loss_bbox: 0.2073 d4.loss_iou: 0.4467 enc_loss_cls: 0.3562 enc_loss_bbox: 0.2658 enc_loss_iou: 0.5572 dn_loss_cls: 0.0820 dn_loss_bbox: 0.4761 dn_loss_iou: 0.5328 d0.dn_loss_cls: 0.1104 d0.dn_loss_bbox: 0.6442 d0.dn_loss_iou: 0.7205 d1.dn_loss_cls: 0.0895 d1.dn_loss_bbox: 0.5235 d1.dn_loss_iou: 0.5858 d2.dn_loss_cls: 0.0798 d2.dn_loss_bbox: 0.4921 d2.dn_loss_iou: 0.5490 d3.dn_loss_cls: 0.0788 d3.dn_loss_bbox: 0.4787 d3.dn_loss_iou: 0.5364 d4.dn_loss_cls: 0.0791 d4.dn_loss_bbox: 0.4773 d4.dn_loss_iou: 0.5335 2023/02/28 09:23:13 - mmengine - INFO - Epoch(train) [2][ 300/7393] lr: 1.0000e-04 eta: 19:20:54 time: 0.8649 data_time: 0.0046 memory: 31130 grad_norm: 39.4295 loss: 16.0383 loss_cls: 0.3960 loss_bbox: 0.2645 loss_iou: 0.6156 d0.loss_cls: 0.4647 d0.loss_bbox: 0.2776 d0.loss_iou: 0.6553 d1.loss_cls: 0.4249 d1.loss_bbox: 0.2754 d1.loss_iou: 0.6292 d2.loss_cls: 0.4031 d2.loss_bbox: 0.2686 d2.loss_iou: 0.6190 d3.loss_cls: 0.3987 d3.loss_bbox: 0.2665 d3.loss_iou: 0.6205 d4.loss_cls: 0.3986 d4.loss_bbox: 0.2645 d4.loss_iou: 0.6188 enc_loss_cls: 0.4457 enc_loss_bbox: 0.3403 enc_loss_iou: 0.7502 dn_loss_cls: 0.0734 dn_loss_bbox: 0.4115 dn_loss_iou: 0.5463 d0.dn_loss_cls: 0.1059 d0.dn_loss_bbox: 0.5435 d0.dn_loss_iou: 0.7130 d1.dn_loss_cls: 0.0845 d1.dn_loss_bbox: 0.4493 d1.dn_loss_iou: 0.5900 d2.dn_loss_cls: 0.0746 d2.dn_loss_bbox: 0.4223 d2.dn_loss_iou: 0.5588 d3.dn_loss_cls: 0.0722 d3.dn_loss_bbox: 0.4142 d3.dn_loss_iou: 0.5503 d4.dn_loss_cls: 0.0722 d4.dn_loss_bbox: 0.4118 d4.dn_loss_iou: 0.5468 2023/02/28 09:23:57 - mmengine - INFO - Epoch(train) [2][ 350/7393] lr: 1.0000e-04 eta: 19:20:24 time: 0.8852 data_time: 0.0045 memory: 26735 grad_norm: 36.6769 loss: 13.4211 loss_cls: 0.3074 loss_bbox: 0.1997 loss_iou: 0.3961 d0.loss_cls: 0.3676 d0.loss_bbox: 0.2246 d0.loss_iou: 0.4374 d1.loss_cls: 0.3348 d1.loss_bbox: 0.2146 d1.loss_iou: 0.4182 d2.loss_cls: 0.3175 d2.loss_bbox: 0.2044 d2.loss_iou: 0.4096 d3.loss_cls: 0.3103 d3.loss_bbox: 0.2022 d3.loss_iou: 0.4031 d4.loss_cls: 0.3093 d4.loss_bbox: 0.2015 d4.loss_iou: 0.3999 enc_loss_cls: 0.3579 enc_loss_bbox: 0.2657 enc_loss_iou: 0.5093 dn_loss_cls: 0.0799 dn_loss_bbox: 0.4461 dn_loss_iou: 0.4946 d0.dn_loss_cls: 0.1116 d0.dn_loss_bbox: 0.6051 d0.dn_loss_iou: 0.6667 d1.dn_loss_cls: 0.0905 d1.dn_loss_bbox: 0.4932 d1.dn_loss_iou: 0.5448 d2.dn_loss_cls: 0.0809 d2.dn_loss_bbox: 0.4589 d2.dn_loss_iou: 0.5101 d3.dn_loss_cls: 0.0791 d3.dn_loss_bbox: 0.4492 d3.dn_loss_iou: 0.4984 d4.dn_loss_cls: 0.0784 d4.dn_loss_bbox: 0.4470 d4.dn_loss_iou: 0.4955 2023/02/28 09:24:40 - mmengine - INFO - Epoch(train) [2][ 400/7393] lr: 1.0000e-04 eta: 19:19:38 time: 0.8550 data_time: 0.0047 memory: 27689 grad_norm: 44.4906 loss: 13.8875 loss_cls: 0.3230 loss_bbox: 0.2129 loss_iou: 0.4773 d0.loss_cls: 0.3993 d0.loss_bbox: 0.2175 d0.loss_iou: 0.4931 d1.loss_cls: 0.3685 d1.loss_bbox: 0.2118 d1.loss_iou: 0.4738 d2.loss_cls: 0.3402 d2.loss_bbox: 0.2120 d2.loss_iou: 0.4777 d3.loss_cls: 0.3307 d3.loss_bbox: 0.2118 d3.loss_iou: 0.4740 d4.loss_cls: 0.3254 d4.loss_bbox: 0.2101 d4.loss_iou: 0.4746 enc_loss_cls: 0.3914 enc_loss_bbox: 0.2754 enc_loss_iou: 0.5788 dn_loss_cls: 0.0725 dn_loss_bbox: 0.4100 dn_loss_iou: 0.4983 d0.dn_loss_cls: 0.1099 d0.dn_loss_bbox: 0.5567 d0.dn_loss_iou: 0.6806 d1.dn_loss_cls: 0.0871 d1.dn_loss_bbox: 0.4507 d1.dn_loss_iou: 0.5516 d2.dn_loss_cls: 0.0773 d2.dn_loss_bbox: 0.4244 d2.dn_loss_iou: 0.5170 d3.dn_loss_cls: 0.0742 d3.dn_loss_bbox: 0.4132 d3.dn_loss_iou: 0.5027 d4.dn_loss_cls: 0.0719 d4.dn_loss_bbox: 0.4107 d4.dn_loss_iou: 0.4993 2023/02/28 09:25:23 - mmengine - INFO - Epoch(train) [2][ 450/7393] lr: 1.0000e-04 eta: 19:18:58 time: 0.8649 data_time: 0.0046 memory: 28643 grad_norm: 40.1608 loss: 13.9028 loss_cls: 0.3514 loss_bbox: 0.2220 loss_iou: 0.4851 d0.loss_cls: 0.4115 d0.loss_bbox: 0.2402 d0.loss_iou: 0.5135 d1.loss_cls: 0.3752 d1.loss_bbox: 0.2266 d1.loss_iou: 0.4943 d2.loss_cls: 0.3569 d2.loss_bbox: 0.2249 d2.loss_iou: 0.4923 d3.loss_cls: 0.3523 d3.loss_bbox: 0.2215 d3.loss_iou: 0.4870 d4.loss_cls: 0.3515 d4.loss_bbox: 0.2188 d4.loss_iou: 0.4859 enc_loss_cls: 0.3937 enc_loss_bbox: 0.2912 enc_loss_iou: 0.6028 dn_loss_cls: 0.0636 dn_loss_bbox: 0.3892 dn_loss_iou: 0.4914 d0.dn_loss_cls: 0.0947 d0.dn_loss_bbox: 0.5052 d0.dn_loss_iou: 0.6600 d1.dn_loss_cls: 0.0747 d1.dn_loss_bbox: 0.4234 d1.dn_loss_iou: 0.5385 d2.dn_loss_cls: 0.0671 d2.dn_loss_bbox: 0.3977 d2.dn_loss_iou: 0.5050 d3.dn_loss_cls: 0.0635 d3.dn_loss_bbox: 0.3906 d3.dn_loss_iou: 0.4957 d4.dn_loss_cls: 0.0624 d4.dn_loss_bbox: 0.3894 d4.dn_loss_iou: 0.4920 2023/02/28 09:26:06 - mmengine - INFO - Epoch(train) [2][ 500/7393] lr: 1.0000e-04 eta: 19:18:14 time: 0.8575 data_time: 0.0048 memory: 28088 grad_norm: 38.5190 loss: 15.4911 loss_cls: 0.3932 loss_bbox: 0.2537 loss_iou: 0.5637 d0.loss_cls: 0.4582 d0.loss_bbox: 0.2751 d0.loss_iou: 0.6277 d1.loss_cls: 0.4211 d1.loss_bbox: 0.2645 d1.loss_iou: 0.5919 d2.loss_cls: 0.4042 d2.loss_bbox: 0.2624 d2.loss_iou: 0.5794 d3.loss_cls: 0.3979 d3.loss_bbox: 0.2528 d3.loss_iou: 0.5659 d4.loss_cls: 0.3913 d4.loss_bbox: 0.2547 d4.loss_iou: 0.5673 enc_loss_cls: 0.4350 enc_loss_bbox: 0.3424 enc_loss_iou: 0.7276 dn_loss_cls: 0.0696 dn_loss_bbox: 0.3997 dn_loss_iou: 0.5176 d0.dn_loss_cls: 0.1101 d0.dn_loss_bbox: 0.5462 d0.dn_loss_iou: 0.7089 d1.dn_loss_cls: 0.0844 d1.dn_loss_bbox: 0.4433 d1.dn_loss_iou: 0.5719 d2.dn_loss_cls: 0.0737 d2.dn_loss_bbox: 0.4156 d2.dn_loss_iou: 0.5388 d3.dn_loss_cls: 0.0699 d3.dn_loss_bbox: 0.4026 d3.dn_loss_iou: 0.5218 d4.dn_loss_cls: 0.0684 d4.dn_loss_bbox: 0.4000 d4.dn_loss_iou: 0.5186 2023/02/28 09:26:50 - mmengine - INFO - Epoch(train) [2][ 550/7393] lr: 1.0000e-04 eta: 19:17:36 time: 0.8703 data_time: 0.0045 memory: 29182 grad_norm: 42.0121 loss: 14.1365 loss_cls: 0.3585 loss_bbox: 0.1858 loss_iou: 0.5272 d0.loss_cls: 0.4259 d0.loss_bbox: 0.1968 d0.loss_iou: 0.5735 d1.loss_cls: 0.3830 d1.loss_bbox: 0.1925 d1.loss_iou: 0.5498 d2.loss_cls: 0.3618 d2.loss_bbox: 0.1878 d2.loss_iou: 0.5357 d3.loss_cls: 0.3591 d3.loss_bbox: 0.1850 d3.loss_iou: 0.5309 d4.loss_cls: 0.3526 d4.loss_bbox: 0.1893 d4.loss_iou: 0.5337 enc_loss_cls: 0.4068 enc_loss_bbox: 0.2507 enc_loss_iou: 0.6731 dn_loss_cls: 0.0717 dn_loss_bbox: 0.3814 dn_loss_iou: 0.4989 d0.dn_loss_cls: 0.1061 d0.dn_loss_bbox: 0.5161 d0.dn_loss_iou: 0.6745 d1.dn_loss_cls: 0.0829 d1.dn_loss_bbox: 0.4156 d1.dn_loss_iou: 0.5438 d2.dn_loss_cls: 0.0718 d2.dn_loss_bbox: 0.3935 d2.dn_loss_iou: 0.5133 d3.dn_loss_cls: 0.0703 d3.dn_loss_bbox: 0.3835 d3.dn_loss_iou: 0.5025 d4.dn_loss_cls: 0.0702 d4.dn_loss_bbox: 0.3815 d4.dn_loss_iou: 0.4992 2023/02/28 09:27:33 - mmengine - INFO - Epoch(train) [2][ 600/7393] lr: 1.0000e-04 eta: 19:16:59 time: 0.8715 data_time: 0.0044 memory: 26420 grad_norm: 47.4820 loss: 11.2715 loss_cls: 0.2142 loss_bbox: 0.1608 loss_iou: 0.2943 d0.loss_cls: 0.2835 d0.loss_bbox: 0.1758 d0.loss_iou: 0.3219 d1.loss_cls: 0.2463 d1.loss_bbox: 0.1645 d1.loss_iou: 0.3042 d2.loss_cls: 0.2306 d2.loss_bbox: 0.1634 d2.loss_iou: 0.3008 d3.loss_cls: 0.2150 d3.loss_bbox: 0.1645 d3.loss_iou: 0.2995 d4.loss_cls: 0.2143 d4.loss_bbox: 0.1617 d4.loss_iou: 0.2949 enc_loss_cls: 0.2681 enc_loss_bbox: 0.2277 enc_loss_iou: 0.3881 dn_loss_cls: 0.0749 dn_loss_bbox: 0.4120 dn_loss_iou: 0.4453 d0.dn_loss_cls: 0.1077 d0.dn_loss_bbox: 0.6055 d0.dn_loss_iou: 0.6337 d1.dn_loss_cls: 0.0830 d1.dn_loss_bbox: 0.4725 d1.dn_loss_iou: 0.4979 d2.dn_loss_cls: 0.0740 d2.dn_loss_bbox: 0.4357 d2.dn_loss_iou: 0.4633 d3.dn_loss_cls: 0.0719 d3.dn_loss_bbox: 0.4184 d3.dn_loss_iou: 0.4501 d4.dn_loss_cls: 0.0718 d4.dn_loss_bbox: 0.4134 d4.dn_loss_iou: 0.4462 2023/02/28 09:27:39 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 09:28:16 - mmengine - INFO - Epoch(train) [2][ 650/7393] lr: 1.0000e-04 eta: 19:16:13 time: 0.8534 data_time: 0.0044 memory: 26735 grad_norm: 35.1816 loss: 15.1557 loss_cls: 0.3468 loss_bbox: 0.2329 loss_iou: 0.5192 d0.loss_cls: 0.4034 d0.loss_bbox: 0.2529 d0.loss_iou: 0.5549 d1.loss_cls: 0.3702 d1.loss_bbox: 0.2426 d1.loss_iou: 0.5350 d2.loss_cls: 0.3526 d2.loss_bbox: 0.2350 d2.loss_iou: 0.5259 d3.loss_cls: 0.3437 d3.loss_bbox: 0.2369 d3.loss_iou: 0.5233 d4.loss_cls: 0.3453 d4.loss_bbox: 0.2337 d4.loss_iou: 0.5202 enc_loss_cls: 0.3815 enc_loss_bbox: 0.2982 enc_loss_iou: 0.6443 dn_loss_cls: 0.0769 dn_loss_bbox: 0.4916 dn_loss_iou: 0.5268 d0.dn_loss_cls: 0.1096 d0.dn_loss_bbox: 0.6312 d0.dn_loss_iou: 0.6958 d1.dn_loss_cls: 0.0875 d1.dn_loss_bbox: 0.5364 d1.dn_loss_iou: 0.5744 d2.dn_loss_cls: 0.0777 d2.dn_loss_bbox: 0.5065 d2.dn_loss_iou: 0.5446 d3.dn_loss_cls: 0.0752 d3.dn_loss_bbox: 0.4948 d3.dn_loss_iou: 0.5319 d4.dn_loss_cls: 0.0757 d4.dn_loss_bbox: 0.4925 d4.dn_loss_iou: 0.5280 2023/02/28 09:28:58 - mmengine - INFO - Epoch(train) [2][ 700/7393] lr: 1.0000e-04 eta: 19:15:24 time: 0.8486 data_time: 0.0045 memory: 29110 grad_norm: 44.8268 loss: 15.7183 loss_cls: 0.3959 loss_bbox: 0.2483 loss_iou: 0.6027 d0.loss_cls: 0.4643 d0.loss_bbox: 0.2643 d0.loss_iou: 0.6524 d1.loss_cls: 0.4187 d1.loss_bbox: 0.2584 d1.loss_iou: 0.6265 d2.loss_cls: 0.3990 d2.loss_bbox: 0.2538 d2.loss_iou: 0.6142 d3.loss_cls: 0.3945 d3.loss_bbox: 0.2496 d3.loss_iou: 0.6075 d4.loss_cls: 0.3924 d4.loss_bbox: 0.2529 d4.loss_iou: 0.6072 enc_loss_cls: 0.4429 enc_loss_bbox: 0.3247 enc_loss_iou: 0.7564 dn_loss_cls: 0.0679 dn_loss_bbox: 0.3930 dn_loss_iou: 0.5399 d0.dn_loss_cls: 0.1032 d0.dn_loss_bbox: 0.5323 d0.dn_loss_iou: 0.7078 d1.dn_loss_cls: 0.0792 d1.dn_loss_bbox: 0.4338 d1.dn_loss_iou: 0.5884 d2.dn_loss_cls: 0.0702 d2.dn_loss_bbox: 0.4091 d2.dn_loss_iou: 0.5586 d3.dn_loss_cls: 0.0674 d3.dn_loss_bbox: 0.3961 d3.dn_loss_iou: 0.5445 d4.dn_loss_cls: 0.0663 d4.dn_loss_bbox: 0.3935 d4.dn_loss_iou: 0.5408 2023/02/28 09:29:41 - mmengine - INFO - Epoch(train) [2][ 750/7393] lr: 1.0000e-04 eta: 19:14:37 time: 0.8525 data_time: 0.0045 memory: 25516 grad_norm: 45.7936 loss: 13.9686 loss_cls: 0.3756 loss_bbox: 0.2070 loss_iou: 0.5123 d0.loss_cls: 0.4462 d0.loss_bbox: 0.2196 d0.loss_iou: 0.5422 d1.loss_cls: 0.4040 d1.loss_bbox: 0.2106 d1.loss_iou: 0.5272 d2.loss_cls: 0.3829 d2.loss_bbox: 0.2116 d2.loss_iou: 0.5227 d3.loss_cls: 0.3786 d3.loss_bbox: 0.2094 d3.loss_iou: 0.5147 d4.loss_cls: 0.3734 d4.loss_bbox: 0.2101 d4.loss_iou: 0.5150 enc_loss_cls: 0.4250 enc_loss_bbox: 0.2660 enc_loss_iou: 0.6353 dn_loss_cls: 0.0744 dn_loss_bbox: 0.3354 dn_loss_iou: 0.5004 d0.dn_loss_cls: 0.1042 d0.dn_loss_bbox: 0.4486 d0.dn_loss_iou: 0.6620 d1.dn_loss_cls: 0.0818 d1.dn_loss_bbox: 0.3700 d1.dn_loss_iou: 0.5457 d2.dn_loss_cls: 0.0726 d2.dn_loss_bbox: 0.3461 d2.dn_loss_iou: 0.5148 d3.dn_loss_cls: 0.0720 d3.dn_loss_bbox: 0.3383 d3.dn_loss_iou: 0.5043 d4.dn_loss_cls: 0.0717 d4.dn_loss_bbox: 0.3360 d4.dn_loss_iou: 0.5011 2023/02/28 09:30:23 - mmengine - INFO - Epoch(train) [2][ 800/7393] lr: 1.0000e-04 eta: 19:13:49 time: 0.8483 data_time: 0.0042 memory: 27339 grad_norm: 41.3083 loss: 14.4072 loss_cls: 0.3518 loss_bbox: 0.2623 loss_iou: 0.5290 d0.loss_cls: 0.4255 d0.loss_bbox: 0.2674 d0.loss_iou: 0.5745 d1.loss_cls: 0.3860 d1.loss_bbox: 0.2633 d1.loss_iou: 0.5435 d2.loss_cls: 0.3677 d2.loss_bbox: 0.2548 d2.loss_iou: 0.5305 d3.loss_cls: 0.3606 d3.loss_bbox: 0.2577 d3.loss_iou: 0.5284 d4.loss_cls: 0.3544 d4.loss_bbox: 0.2595 d4.loss_iou: 0.5286 enc_loss_cls: 0.4048 enc_loss_bbox: 0.3470 enc_loss_iou: 0.6950 dn_loss_cls: 0.0653 dn_loss_bbox: 0.3719 dn_loss_iou: 0.4662 d0.dn_loss_cls: 0.1008 d0.dn_loss_bbox: 0.5114 d0.dn_loss_iou: 0.6453 d1.dn_loss_cls: 0.0795 d1.dn_loss_bbox: 0.4096 d1.dn_loss_iou: 0.5146 d2.dn_loss_cls: 0.0693 d2.dn_loss_bbox: 0.3835 d2.dn_loss_iou: 0.4829 d3.dn_loss_cls: 0.0655 d3.dn_loss_bbox: 0.3751 d3.dn_loss_iou: 0.4709 d4.dn_loss_cls: 0.0642 d4.dn_loss_bbox: 0.3719 d4.dn_loss_iou: 0.4668 2023/02/28 09:31:07 - mmengine - INFO - Epoch(train) [2][ 850/7393] lr: 1.0000e-04 eta: 19:13:10 time: 0.8691 data_time: 0.0038 memory: 27689 grad_norm: 38.8301 loss: 12.7385 loss_cls: 0.3074 loss_bbox: 0.1722 loss_iou: 0.4092 d0.loss_cls: 0.3682 d0.loss_bbox: 0.1896 d0.loss_iou: 0.4456 d1.loss_cls: 0.3379 d1.loss_bbox: 0.1790 d1.loss_iou: 0.4275 d2.loss_cls: 0.3178 d2.loss_bbox: 0.1752 d2.loss_iou: 0.4171 d3.loss_cls: 0.3122 d3.loss_bbox: 0.1722 d3.loss_iou: 0.4110 d4.loss_cls: 0.3065 d4.loss_bbox: 0.1735 d4.loss_iou: 0.4119 enc_loss_cls: 0.3546 enc_loss_bbox: 0.2417 enc_loss_iou: 0.5333 dn_loss_cls: 0.0716 dn_loss_bbox: 0.3694 dn_loss_iou: 0.4862 d0.dn_loss_cls: 0.1064 d0.dn_loss_bbox: 0.5171 d0.dn_loss_iou: 0.6708 d1.dn_loss_cls: 0.0847 d1.dn_loss_bbox: 0.4120 d1.dn_loss_iou: 0.5394 d2.dn_loss_cls: 0.0726 d2.dn_loss_bbox: 0.3831 d2.dn_loss_iou: 0.5014 d3.dn_loss_cls: 0.0705 d3.dn_loss_bbox: 0.3730 d3.dn_loss_iou: 0.4904 d4.dn_loss_cls: 0.0698 d4.dn_loss_bbox: 0.3699 d4.dn_loss_iou: 0.4867 2023/02/28 09:31:50 - mmengine - INFO - Epoch(train) [2][ 900/7393] lr: 1.0000e-04 eta: 19:12:31 time: 0.8671 data_time: 0.0039 memory: 27689 grad_norm: 46.6803 loss: 13.7787 loss_cls: 0.3067 loss_bbox: 0.2122 loss_iou: 0.4253 d0.loss_cls: 0.3688 d0.loss_bbox: 0.2284 d0.loss_iou: 0.4624 d1.loss_cls: 0.3350 d1.loss_bbox: 0.2215 d1.loss_iou: 0.4366 d2.loss_cls: 0.3170 d2.loss_bbox: 0.2153 d2.loss_iou: 0.4322 d3.loss_cls: 0.3073 d3.loss_bbox: 0.2180 d3.loss_iou: 0.4314 d4.loss_cls: 0.3069 d4.loss_bbox: 0.2146 d4.loss_iou: 0.4278 enc_loss_cls: 0.3620 enc_loss_bbox: 0.2837 enc_loss_iou: 0.5503 dn_loss_cls: 0.0723 dn_loss_bbox: 0.4628 dn_loss_iou: 0.5011 d0.dn_loss_cls: 0.1041 d0.dn_loss_bbox: 0.6191 d0.dn_loss_iou: 0.6772 d1.dn_loss_cls: 0.0836 d1.dn_loss_bbox: 0.5040 d1.dn_loss_iou: 0.5457 d2.dn_loss_cls: 0.0738 d2.dn_loss_bbox: 0.4765 d2.dn_loss_iou: 0.5153 d3.dn_loss_cls: 0.0724 d3.dn_loss_bbox: 0.4665 d3.dn_loss_iou: 0.5049 d4.dn_loss_cls: 0.0713 d4.dn_loss_bbox: 0.4631 d4.dn_loss_iou: 0.5017 2023/02/28 09:32:33 - mmengine - INFO - Epoch(train) [2][ 950/7393] lr: 1.0000e-04 eta: 19:11:50 time: 0.8646 data_time: 0.0038 memory: 26908 grad_norm: 41.3877 loss: 12.4966 loss_cls: 0.2531 loss_bbox: 0.1775 loss_iou: 0.3527 d0.loss_cls: 0.3125 d0.loss_bbox: 0.1947 d0.loss_iou: 0.3712 d1.loss_cls: 0.2786 d1.loss_bbox: 0.1840 d1.loss_iou: 0.3593 d2.loss_cls: 0.2575 d2.loss_bbox: 0.1783 d2.loss_iou: 0.3587 d3.loss_cls: 0.2530 d3.loss_bbox: 0.1773 d3.loss_iou: 0.3556 d4.loss_cls: 0.2522 d4.loss_bbox: 0.1779 d4.loss_iou: 0.3532 enc_loss_cls: 0.3009 enc_loss_bbox: 0.2369 enc_loss_iou: 0.4497 dn_loss_cls: 0.0739 dn_loss_bbox: 0.4478 dn_loss_iou: 0.4988 d0.dn_loss_cls: 0.1123 d0.dn_loss_bbox: 0.6158 d0.dn_loss_iou: 0.6765 d1.dn_loss_cls: 0.0877 d1.dn_loss_bbox: 0.4990 d1.dn_loss_iou: 0.5497 d2.dn_loss_cls: 0.0752 d2.dn_loss_bbox: 0.4642 d2.dn_loss_iou: 0.5159 d3.dn_loss_cls: 0.0725 d3.dn_loss_bbox: 0.4504 d3.dn_loss_iou: 0.5021 d4.dn_loss_cls: 0.0732 d4.dn_loss_bbox: 0.4478 d4.dn_loss_iou: 0.4991 2023/02/28 09:33:17 - mmengine - INFO - Epoch(train) [2][1000/7393] lr: 1.0000e-04 eta: 19:11:11 time: 0.8688 data_time: 0.0038 memory: 26735 grad_norm: 44.2500 loss: 14.2968 loss_cls: 0.3584 loss_bbox: 0.2307 loss_iou: 0.4979 d0.loss_cls: 0.4374 d0.loss_bbox: 0.2559 d0.loss_iou: 0.5480 d1.loss_cls: 0.3924 d1.loss_bbox: 0.2377 d1.loss_iou: 0.5176 d2.loss_cls: 0.3739 d2.loss_bbox: 0.2341 d2.loss_iou: 0.5027 d3.loss_cls: 0.3655 d3.loss_bbox: 0.2300 d3.loss_iou: 0.4978 d4.loss_cls: 0.3582 d4.loss_bbox: 0.2309 d4.loss_iou: 0.4991 enc_loss_cls: 0.4153 enc_loss_bbox: 0.3069 enc_loss_iou: 0.6474 dn_loss_cls: 0.0699 dn_loss_bbox: 0.3964 dn_loss_iou: 0.4649 d0.dn_loss_cls: 0.1047 d0.dn_loss_bbox: 0.5678 d0.dn_loss_iou: 0.6537 d1.dn_loss_cls: 0.0818 d1.dn_loss_bbox: 0.4501 d1.dn_loss_iou: 0.5216 d2.dn_loss_cls: 0.0721 d2.dn_loss_bbox: 0.4158 d2.dn_loss_iou: 0.4870 d3.dn_loss_cls: 0.0693 d3.dn_loss_bbox: 0.4008 d3.dn_loss_iou: 0.4706 d4.dn_loss_cls: 0.0687 d4.dn_loss_bbox: 0.3975 d4.dn_loss_iou: 0.4662 2023/02/28 09:33:59 - mmengine - INFO - Epoch(train) [2][1050/7393] lr: 1.0000e-04 eta: 19:10:25 time: 0.8532 data_time: 0.0038 memory: 28585 grad_norm: 37.6030 loss: 15.4576 loss_cls: 0.3785 loss_bbox: 0.2489 loss_iou: 0.5343 d0.loss_cls: 0.4368 d0.loss_bbox: 0.2752 d0.loss_iou: 0.5783 d1.loss_cls: 0.4073 d1.loss_bbox: 0.2607 d1.loss_iou: 0.5528 d2.loss_cls: 0.3851 d2.loss_bbox: 0.2568 d2.loss_iou: 0.5494 d3.loss_cls: 0.3694 d3.loss_bbox: 0.2548 d3.loss_iou: 0.5458 d4.loss_cls: 0.3703 d4.loss_bbox: 0.2512 d4.loss_iou: 0.5393 enc_loss_cls: 0.4245 enc_loss_bbox: 0.3221 enc_loss_iou: 0.6829 dn_loss_cls: 0.0740 dn_loss_bbox: 0.4386 dn_loss_iou: 0.5453 d0.dn_loss_cls: 0.1081 d0.dn_loss_bbox: 0.5797 d0.dn_loss_iou: 0.7128 d1.dn_loss_cls: 0.0862 d1.dn_loss_bbox: 0.4808 d1.dn_loss_iou: 0.5954 d2.dn_loss_cls: 0.0770 d2.dn_loss_bbox: 0.4523 d2.dn_loss_iou: 0.5639 d3.dn_loss_cls: 0.0729 d3.dn_loss_bbox: 0.4405 d3.dn_loss_iou: 0.5492 d4.dn_loss_cls: 0.0728 d4.dn_loss_bbox: 0.4383 d4.dn_loss_iou: 0.5456 2023/02/28 09:34:42 - mmengine - INFO - Epoch(train) [2][1100/7393] lr: 1.0000e-04 eta: 19:09:43 time: 0.8620 data_time: 0.0037 memory: 27689 grad_norm: 38.0646 loss: 13.5111 loss_cls: 0.3183 loss_bbox: 0.1992 loss_iou: 0.4540 d0.loss_cls: 0.3716 d0.loss_bbox: 0.2269 d0.loss_iou: 0.4940 d1.loss_cls: 0.3337 d1.loss_bbox: 0.2133 d1.loss_iou: 0.4775 d2.loss_cls: 0.3196 d2.loss_bbox: 0.2014 d2.loss_iou: 0.4630 d3.loss_cls: 0.3186 d3.loss_bbox: 0.1996 d3.loss_iou: 0.4577 d4.loss_cls: 0.3174 d4.loss_bbox: 0.1989 d4.loss_iou: 0.4557 enc_loss_cls: 0.3659 enc_loss_bbox: 0.2777 enc_loss_iou: 0.5770 dn_loss_cls: 0.0635 dn_loss_bbox: 0.4058 dn_loss_iou: 0.4777 d0.dn_loss_cls: 0.0999 d0.dn_loss_bbox: 0.5825 d0.dn_loss_iou: 0.6625 d1.dn_loss_cls: 0.0756 d1.dn_loss_bbox: 0.4686 d1.dn_loss_iou: 0.5350 d2.dn_loss_cls: 0.0656 d2.dn_loss_bbox: 0.4278 d2.dn_loss_iou: 0.4976 d3.dn_loss_cls: 0.0632 d3.dn_loss_bbox: 0.4114 d3.dn_loss_iou: 0.4841 d4.dn_loss_cls: 0.0624 d4.dn_loss_bbox: 0.4079 d4.dn_loss_iou: 0.4790 2023/02/28 09:35:26 - mmengine - INFO - Epoch(train) [2][1150/7393] lr: 1.0000e-04 eta: 19:09:07 time: 0.8735 data_time: 0.0038 memory: 29182 grad_norm: 39.0139 loss: 13.6981 loss_cls: 0.2957 loss_bbox: 0.2113 loss_iou: 0.4387 d0.loss_cls: 0.3449 d0.loss_bbox: 0.2325 d0.loss_iou: 0.4711 d1.loss_cls: 0.3169 d1.loss_bbox: 0.2184 d1.loss_iou: 0.4519 d2.loss_cls: 0.2969 d2.loss_bbox: 0.2151 d2.loss_iou: 0.4449 d3.loss_cls: 0.2942 d3.loss_bbox: 0.2153 d3.loss_iou: 0.4410 d4.loss_cls: 0.2913 d4.loss_bbox: 0.2135 d4.loss_iou: 0.4416 enc_loss_cls: 0.3373 enc_loss_bbox: 0.2757 enc_loss_iou: 0.5488 dn_loss_cls: 0.0669 dn_loss_bbox: 0.4464 dn_loss_iou: 0.5225 d0.dn_loss_cls: 0.1052 d0.dn_loss_bbox: 0.5778 d0.dn_loss_iou: 0.6838 d1.dn_loss_cls: 0.0827 d1.dn_loss_bbox: 0.4915 d1.dn_loss_iou: 0.5704 d2.dn_loss_cls: 0.0717 d2.dn_loss_bbox: 0.4624 d2.dn_loss_iou: 0.5396 d3.dn_loss_cls: 0.0678 d3.dn_loss_bbox: 0.4492 d3.dn_loss_iou: 0.5270 d4.dn_loss_cls: 0.0662 d4.dn_loss_bbox: 0.4469 d4.dn_loss_iou: 0.5232 2023/02/28 09:36:09 - mmengine - INFO - Epoch(train) [2][1200/7393] lr: 1.0000e-04 eta: 19:08:24 time: 0.8601 data_time: 0.0039 memory: 28446 grad_norm: 40.9496 loss: 14.3814 loss_cls: 0.3586 loss_bbox: 0.2265 loss_iou: 0.5464 d0.loss_cls: 0.4343 d0.loss_bbox: 0.2411 d0.loss_iou: 0.5819 d1.loss_cls: 0.3913 d1.loss_bbox: 0.2321 d1.loss_iou: 0.5647 d2.loss_cls: 0.3682 d2.loss_bbox: 0.2303 d2.loss_iou: 0.5607 d3.loss_cls: 0.3598 d3.loss_bbox: 0.2311 d3.loss_iou: 0.5518 d4.loss_cls: 0.3577 d4.loss_bbox: 0.2269 d4.loss_iou: 0.5491 enc_loss_cls: 0.4169 enc_loss_bbox: 0.3010 enc_loss_iou: 0.6905 dn_loss_cls: 0.0675 dn_loss_bbox: 0.3598 dn_loss_iou: 0.4761 d0.dn_loss_cls: 0.1046 d0.dn_loss_bbox: 0.5230 d0.dn_loss_iou: 0.6593 d1.dn_loss_cls: 0.0815 d1.dn_loss_bbox: 0.4077 d1.dn_loss_iou: 0.5261 d2.dn_loss_cls: 0.0715 d2.dn_loss_bbox: 0.3750 d2.dn_loss_iou: 0.4935 d3.dn_loss_cls: 0.0686 d3.dn_loss_bbox: 0.3630 d3.dn_loss_iou: 0.4800 d4.dn_loss_cls: 0.0667 d4.dn_loss_bbox: 0.3600 d4.dn_loss_iou: 0.4769 2023/02/28 09:36:52 - mmengine - INFO - Epoch(train) [2][1250/7393] lr: 1.0000e-04 eta: 19:07:38 time: 0.8541 data_time: 0.0039 memory: 28373 grad_norm: 40.9508 loss: 13.6444 loss_cls: 0.3046 loss_bbox: 0.2100 loss_iou: 0.4489 d0.loss_cls: 0.3688 d0.loss_bbox: 0.2188 d0.loss_iou: 0.4764 d1.loss_cls: 0.3263 d1.loss_bbox: 0.2189 d1.loss_iou: 0.4679 d2.loss_cls: 0.3072 d2.loss_bbox: 0.2132 d2.loss_iou: 0.4613 d3.loss_cls: 0.3094 d3.loss_bbox: 0.2104 d3.loss_iou: 0.4535 d4.loss_cls: 0.3040 d4.loss_bbox: 0.2122 d4.loss_iou: 0.4517 enc_loss_cls: 0.3470 enc_loss_bbox: 0.2731 enc_loss_iou: 0.5649 dn_loss_cls: 0.0668 dn_loss_bbox: 0.4197 dn_loss_iou: 0.5156 d0.dn_loss_cls: 0.1040 d0.dn_loss_bbox: 0.5561 d0.dn_loss_iou: 0.6920 d1.dn_loss_cls: 0.0804 d1.dn_loss_bbox: 0.4567 d1.dn_loss_iou: 0.5623 d2.dn_loss_cls: 0.0697 d2.dn_loss_bbox: 0.4310 d2.dn_loss_iou: 0.5311 d3.dn_loss_cls: 0.0664 d3.dn_loss_bbox: 0.4219 d3.dn_loss_iou: 0.5202 d4.dn_loss_cls: 0.0656 d4.dn_loss_bbox: 0.4203 d4.dn_loss_iou: 0.5163 2023/02/28 09:37:34 - mmengine - INFO - Epoch(train) [2][1300/7393] lr: 1.0000e-04 eta: 19:06:46 time: 0.8410 data_time: 0.0039 memory: 25187 grad_norm: 40.6645 loss: 14.0085 loss_cls: 0.3412 loss_bbox: 0.2056 loss_iou: 0.5068 d0.loss_cls: 0.4161 d0.loss_bbox: 0.2266 d0.loss_iou: 0.5306 d1.loss_cls: 0.3718 d1.loss_bbox: 0.2219 d1.loss_iou: 0.5236 d2.loss_cls: 0.3447 d2.loss_bbox: 0.2154 d2.loss_iou: 0.5149 d3.loss_cls: 0.3381 d3.loss_bbox: 0.2127 d3.loss_iou: 0.5129 d4.loss_cls: 0.3411 d4.loss_bbox: 0.2073 d4.loss_iou: 0.5103 enc_loss_cls: 0.3956 enc_loss_bbox: 0.2805 enc_loss_iou: 0.6442 dn_loss_cls: 0.0644 dn_loss_bbox: 0.3665 dn_loss_iou: 0.5055 d0.dn_loss_cls: 0.1017 d0.dn_loss_bbox: 0.5206 d0.dn_loss_iou: 0.6889 d1.dn_loss_cls: 0.0780 d1.dn_loss_bbox: 0.4162 d1.dn_loss_iou: 0.5560 d2.dn_loss_cls: 0.0645 d2.dn_loss_bbox: 0.3825 d2.dn_loss_iou: 0.5238 d3.dn_loss_cls: 0.0633 d3.dn_loss_bbox: 0.3695 d3.dn_loss_iou: 0.5097 d4.dn_loss_cls: 0.0630 d4.dn_loss_bbox: 0.3667 d4.dn_loss_iou: 0.5059 2023/02/28 09:38:16 - mmengine - INFO - Epoch(train) [2][1350/7393] lr: 1.0000e-04 eta: 19:05:58 time: 0.8474 data_time: 0.0038 memory: 27526 grad_norm: 47.8911 loss: 12.4847 loss_cls: 0.2925 loss_bbox: 0.1891 loss_iou: 0.4220 d0.loss_cls: 0.3492 d0.loss_bbox: 0.2036 d0.loss_iou: 0.4464 d1.loss_cls: 0.3212 d1.loss_bbox: 0.1946 d1.loss_iou: 0.4306 d2.loss_cls: 0.2971 d2.loss_bbox: 0.1928 d2.loss_iou: 0.4298 d3.loss_cls: 0.2886 d3.loss_bbox: 0.1911 d3.loss_iou: 0.4266 d4.loss_cls: 0.2927 d4.loss_bbox: 0.1893 d4.loss_iou: 0.4224 enc_loss_cls: 0.3433 enc_loss_bbox: 0.2556 enc_loss_iou: 0.5350 dn_loss_cls: 0.0641 dn_loss_bbox: 0.3370 dn_loss_iou: 0.4701 d0.dn_loss_cls: 0.0993 d0.dn_loss_bbox: 0.4922 d0.dn_loss_iou: 0.6632 d1.dn_loss_cls: 0.0764 d1.dn_loss_bbox: 0.3833 d1.dn_loss_iou: 0.5242 d2.dn_loss_cls: 0.0658 d2.dn_loss_bbox: 0.3526 d2.dn_loss_iou: 0.4888 d3.dn_loss_cls: 0.0632 d3.dn_loss_bbox: 0.3418 d3.dn_loss_iou: 0.4767 d4.dn_loss_cls: 0.0631 d4.dn_loss_bbox: 0.3379 d4.dn_loss_iou: 0.4712 2023/02/28 09:38:59 - mmengine - INFO - Epoch(train) [2][1400/7393] lr: 1.0000e-04 eta: 19:05:14 time: 0.8577 data_time: 0.0039 memory: 26735 grad_norm: 43.3782 loss: 13.4303 loss_cls: 0.3166 loss_bbox: 0.2019 loss_iou: 0.4283 d0.loss_cls: 0.3841 d0.loss_bbox: 0.2124 d0.loss_iou: 0.4589 d1.loss_cls: 0.3446 d1.loss_bbox: 0.2051 d1.loss_iou: 0.4443 d2.loss_cls: 0.3253 d2.loss_bbox: 0.2039 d2.loss_iou: 0.4394 d3.loss_cls: 0.3198 d3.loss_bbox: 0.2026 d3.loss_iou: 0.4354 d4.loss_cls: 0.3155 d4.loss_bbox: 0.2034 d4.loss_iou: 0.4304 enc_loss_cls: 0.3668 enc_loss_bbox: 0.2693 enc_loss_iou: 0.5459 dn_loss_cls: 0.0692 dn_loss_bbox: 0.4079 dn_loss_iou: 0.5084 d0.dn_loss_cls: 0.1063 d0.dn_loss_bbox: 0.5418 d0.dn_loss_iou: 0.6804 d1.dn_loss_cls: 0.0795 d1.dn_loss_bbox: 0.4402 d1.dn_loss_iou: 0.5530 d2.dn_loss_cls: 0.0701 d2.dn_loss_bbox: 0.4165 d2.dn_loss_iou: 0.5261 d3.dn_loss_cls: 0.0687 d3.dn_loss_bbox: 0.4098 d3.dn_loss_iou: 0.5124 d4.dn_loss_cls: 0.0693 d4.dn_loss_bbox: 0.4079 d4.dn_loss_iou: 0.5092 2023/02/28 09:39:41 - mmengine - INFO - Epoch(train) [2][1450/7393] lr: 1.0000e-04 eta: 19:04:25 time: 0.8462 data_time: 0.0042 memory: 26774 grad_norm: 40.0955 loss: 12.2850 loss_cls: 0.2453 loss_bbox: 0.1782 loss_iou: 0.3827 d0.loss_cls: 0.3180 d0.loss_bbox: 0.1874 d0.loss_iou: 0.4112 d1.loss_cls: 0.2768 d1.loss_bbox: 0.1867 d1.loss_iou: 0.3982 d2.loss_cls: 0.2614 d2.loss_bbox: 0.1810 d2.loss_iou: 0.3887 d3.loss_cls: 0.2489 d3.loss_bbox: 0.1804 d3.loss_iou: 0.3863 d4.loss_cls: 0.2444 d4.loss_bbox: 0.1798 d4.loss_iou: 0.3847 enc_loss_cls: 0.3072 enc_loss_bbox: 0.2345 enc_loss_iou: 0.4884 dn_loss_cls: 0.0620 dn_loss_bbox: 0.4055 dn_loss_iou: 0.4613 d0.dn_loss_cls: 0.1019 d0.dn_loss_bbox: 0.5992 d0.dn_loss_iou: 0.6702 d1.dn_loss_cls: 0.0778 d1.dn_loss_bbox: 0.4657 d1.dn_loss_iou: 0.5242 d2.dn_loss_cls: 0.0675 d2.dn_loss_bbox: 0.4260 d2.dn_loss_iou: 0.4833 d3.dn_loss_cls: 0.0636 d3.dn_loss_bbox: 0.4099 d3.dn_loss_iou: 0.4667 d4.dn_loss_cls: 0.0605 d4.dn_loss_bbox: 0.4067 d4.dn_loss_iou: 0.4626 2023/02/28 09:40:25 - mmengine - INFO - Epoch(train) [2][1500/7393] lr: 1.0000e-04 eta: 19:03:43 time: 0.8624 data_time: 0.0040 memory: 26789 grad_norm: 41.8431 loss: 14.3535 loss_cls: 0.3519 loss_bbox: 0.2036 loss_iou: 0.4895 d0.loss_cls: 0.4173 d0.loss_bbox: 0.2289 d0.loss_iou: 0.5394 d1.loss_cls: 0.3793 d1.loss_bbox: 0.2183 d1.loss_iou: 0.5137 d2.loss_cls: 0.3617 d2.loss_bbox: 0.2111 d2.loss_iou: 0.4963 d3.loss_cls: 0.3538 d3.loss_bbox: 0.2092 d3.loss_iou: 0.4957 d4.loss_cls: 0.3543 d4.loss_bbox: 0.2033 d4.loss_iou: 0.4913 enc_loss_cls: 0.3935 enc_loss_bbox: 0.2989 enc_loss_iou: 0.6448 dn_loss_cls: 0.0708 dn_loss_bbox: 0.4197 dn_loss_iou: 0.5034 d0.dn_loss_cls: 0.1089 d0.dn_loss_bbox: 0.5754 d0.dn_loss_iou: 0.6854 d1.dn_loss_cls: 0.0851 d1.dn_loss_bbox: 0.4627 d1.dn_loss_iou: 0.5545 d2.dn_loss_cls: 0.0737 d2.dn_loss_bbox: 0.4359 d2.dn_loss_iou: 0.5226 d3.dn_loss_cls: 0.0715 d3.dn_loss_bbox: 0.4237 d3.dn_loss_iou: 0.5081 d4.dn_loss_cls: 0.0700 d4.dn_loss_bbox: 0.4210 d4.dn_loss_iou: 0.5049 2023/02/28 09:41:07 - mmengine - INFO - Epoch(train) [2][1550/7393] lr: 1.0000e-04 eta: 19:02:56 time: 0.8513 data_time: 0.0040 memory: 29432 grad_norm: 38.5015 loss: 13.0222 loss_cls: 0.3070 loss_bbox: 0.2079 loss_iou: 0.4529 d0.loss_cls: 0.3783 d0.loss_bbox: 0.2148 d0.loss_iou: 0.4854 d1.loss_cls: 0.3379 d1.loss_bbox: 0.2123 d1.loss_iou: 0.4612 d2.loss_cls: 0.3177 d2.loss_bbox: 0.2113 d2.loss_iou: 0.4573 d3.loss_cls: 0.3097 d3.loss_bbox: 0.2106 d3.loss_iou: 0.4552 d4.loss_cls: 0.3080 d4.loss_bbox: 0.2090 d4.loss_iou: 0.4550 enc_loss_cls: 0.3598 enc_loss_bbox: 0.2665 enc_loss_iou: 0.5610 dn_loss_cls: 0.0656 dn_loss_bbox: 0.3626 dn_loss_iou: 0.4697 d0.dn_loss_cls: 0.0975 d0.dn_loss_bbox: 0.4948 d0.dn_loss_iou: 0.6302 d1.dn_loss_cls: 0.0758 d1.dn_loss_bbox: 0.4009 d1.dn_loss_iou: 0.5132 d2.dn_loss_cls: 0.0676 d2.dn_loss_bbox: 0.3761 d2.dn_loss_iou: 0.4851 d3.dn_loss_cls: 0.0666 d3.dn_loss_bbox: 0.3657 d3.dn_loss_iou: 0.4737 d4.dn_loss_cls: 0.0647 d4.dn_loss_bbox: 0.3631 d4.dn_loss_iou: 0.4706 2023/02/28 09:41:50 - mmengine - INFO - Epoch(train) [2][1600/7393] lr: 1.0000e-04 eta: 19:02:08 time: 0.8475 data_time: 0.0040 memory: 25593 grad_norm: 37.6851 loss: 13.0206 loss_cls: 0.3037 loss_bbox: 0.2039 loss_iou: 0.4290 d0.loss_cls: 0.3768 d0.loss_bbox: 0.2179 d0.loss_iou: 0.4525 d1.loss_cls: 0.3422 d1.loss_bbox: 0.2074 d1.loss_iou: 0.4369 d2.loss_cls: 0.3201 d2.loss_bbox: 0.2071 d2.loss_iou: 0.4336 d3.loss_cls: 0.3093 d3.loss_bbox: 0.2044 d3.loss_iou: 0.4289 d4.loss_cls: 0.3038 d4.loss_bbox: 0.2049 d4.loss_iou: 0.4302 enc_loss_cls: 0.3573 enc_loss_bbox: 0.2708 enc_loss_iou: 0.5369 dn_loss_cls: 0.0632 dn_loss_bbox: 0.3884 dn_loss_iou: 0.4656 d0.dn_loss_cls: 0.1017 d0.dn_loss_bbox: 0.5590 d0.dn_loss_iou: 0.6374 d1.dn_loss_cls: 0.0766 d1.dn_loss_bbox: 0.4390 d1.dn_loss_iou: 0.5114 d2.dn_loss_cls: 0.0666 d2.dn_loss_bbox: 0.4083 d2.dn_loss_iou: 0.4824 d3.dn_loss_cls: 0.0641 d3.dn_loss_bbox: 0.3915 d3.dn_loss_iou: 0.4688 d4.dn_loss_cls: 0.0633 d4.dn_loss_bbox: 0.3893 d4.dn_loss_iou: 0.4662 2023/02/28 09:41:56 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 09:42:33 - mmengine - INFO - Epoch(train) [2][1650/7393] lr: 1.0000e-04 eta: 19:01:27 time: 0.8643 data_time: 0.0040 memory: 27691 grad_norm: 47.1341 loss: 13.3708 loss_cls: 0.3011 loss_bbox: 0.1950 loss_iou: 0.4418 d0.loss_cls: 0.3592 d0.loss_bbox: 0.2089 d0.loss_iou: 0.4610 d1.loss_cls: 0.3204 d1.loss_bbox: 0.1989 d1.loss_iou: 0.4539 d2.loss_cls: 0.3072 d2.loss_bbox: 0.1937 d2.loss_iou: 0.4467 d3.loss_cls: 0.3020 d3.loss_bbox: 0.1941 d3.loss_iou: 0.4419 d4.loss_cls: 0.2992 d4.loss_bbox: 0.1948 d4.loss_iou: 0.4432 enc_loss_cls: 0.3463 enc_loss_bbox: 0.2404 enc_loss_iou: 0.5340 dn_loss_cls: 0.0705 dn_loss_bbox: 0.4437 dn_loss_iou: 0.4828 d0.dn_loss_cls: 0.1018 d0.dn_loss_bbox: 0.6075 d0.dn_loss_iou: 0.6592 d1.dn_loss_cls: 0.0792 d1.dn_loss_bbox: 0.4895 d1.dn_loss_iou: 0.5310 d2.dn_loss_cls: 0.0701 d2.dn_loss_bbox: 0.4558 d2.dn_loss_iou: 0.4976 d3.dn_loss_cls: 0.0696 d3.dn_loss_bbox: 0.4463 d3.dn_loss_iou: 0.4868 d4.dn_loss_cls: 0.0688 d4.dn_loss_bbox: 0.4439 d4.dn_loss_iou: 0.4833 2023/02/28 09:43:16 - mmengine - INFO - Epoch(train) [2][1700/7393] lr: 1.0000e-04 eta: 19:00:44 time: 0.8609 data_time: 0.0040 memory: 28698 grad_norm: 44.6699 loss: 14.5196 loss_cls: 0.3405 loss_bbox: 0.2337 loss_iou: 0.4907 d0.loss_cls: 0.3905 d0.loss_bbox: 0.2613 d0.loss_iou: 0.5289 d1.loss_cls: 0.3683 d1.loss_bbox: 0.2496 d1.loss_iou: 0.5057 d2.loss_cls: 0.3504 d2.loss_bbox: 0.2430 d2.loss_iou: 0.4991 d3.loss_cls: 0.3447 d3.loss_bbox: 0.2398 d3.loss_iou: 0.4947 d4.loss_cls: 0.3383 d4.loss_bbox: 0.2386 d4.loss_iou: 0.4961 enc_loss_cls: 0.3830 enc_loss_bbox: 0.3075 enc_loss_iou: 0.6152 dn_loss_cls: 0.0721 dn_loss_bbox: 0.4302 dn_loss_iou: 0.5178 d0.dn_loss_cls: 0.1030 d0.dn_loss_bbox: 0.5653 d0.dn_loss_iou: 0.6911 d1.dn_loss_cls: 0.0804 d1.dn_loss_bbox: 0.4727 d1.dn_loss_iou: 0.5670 d2.dn_loss_cls: 0.0728 d2.dn_loss_bbox: 0.4448 d2.dn_loss_iou: 0.5347 d3.dn_loss_cls: 0.0714 d3.dn_loss_bbox: 0.4342 d3.dn_loss_iou: 0.5217 d4.dn_loss_cls: 0.0708 d4.dn_loss_bbox: 0.4315 d4.dn_loss_iou: 0.5186 2023/02/28 09:43:59 - mmengine - INFO - Epoch(train) [2][1750/7393] lr: 1.0000e-04 eta: 19:00:03 time: 0.8633 data_time: 0.0040 memory: 26789 grad_norm: 42.1476 loss: 12.4133 loss_cls: 0.2651 loss_bbox: 0.1843 loss_iou: 0.3789 d0.loss_cls: 0.3224 d0.loss_bbox: 0.1914 d0.loss_iou: 0.4017 d1.loss_cls: 0.2926 d1.loss_bbox: 0.1878 d1.loss_iou: 0.3901 d2.loss_cls: 0.2737 d2.loss_bbox: 0.1860 d2.loss_iou: 0.3858 d3.loss_cls: 0.2687 d3.loss_bbox: 0.1834 d3.loss_iou: 0.3806 d4.loss_cls: 0.2653 d4.loss_bbox: 0.1834 d4.loss_iou: 0.3809 enc_loss_cls: 0.3164 enc_loss_bbox: 0.2331 enc_loss_iou: 0.4819 dn_loss_cls: 0.0753 dn_loss_bbox: 0.4361 dn_loss_iou: 0.4470 d0.dn_loss_cls: 0.1067 d0.dn_loss_bbox: 0.5903 d0.dn_loss_iou: 0.6235 d1.dn_loss_cls: 0.0819 d1.dn_loss_bbox: 0.4857 d1.dn_loss_iou: 0.4998 d2.dn_loss_cls: 0.0744 d2.dn_loss_bbox: 0.4519 d2.dn_loss_iou: 0.4653 d3.dn_loss_cls: 0.0730 d3.dn_loss_bbox: 0.4399 d3.dn_loss_iou: 0.4517 d4.dn_loss_cls: 0.0730 d4.dn_loss_bbox: 0.4365 d4.dn_loss_iou: 0.4477 2023/02/28 09:44:42 - mmengine - INFO - Epoch(train) [2][1800/7393] lr: 1.0000e-04 eta: 18:59:19 time: 0.8579 data_time: 0.0040 memory: 26767 grad_norm: 46.6234 loss: 14.3240 loss_cls: 0.3146 loss_bbox: 0.2072 loss_iou: 0.4848 d0.loss_cls: 0.3814 d0.loss_bbox: 0.2161 d0.loss_iou: 0.5082 d1.loss_cls: 0.3439 d1.loss_bbox: 0.2074 d1.loss_iou: 0.4909 d2.loss_cls: 0.3211 d2.loss_bbox: 0.2138 d2.loss_iou: 0.4885 d3.loss_cls: 0.3173 d3.loss_bbox: 0.2078 d3.loss_iou: 0.4851 d4.loss_cls: 0.3149 d4.loss_bbox: 0.2052 d4.loss_iou: 0.4855 enc_loss_cls: 0.3716 enc_loss_bbox: 0.2608 enc_loss_iou: 0.5854 dn_loss_cls: 0.0783 dn_loss_bbox: 0.4562 dn_loss_iou: 0.5392 d0.dn_loss_cls: 0.1105 d0.dn_loss_bbox: 0.6050 d0.dn_loss_iou: 0.7034 d1.dn_loss_cls: 0.0871 d1.dn_loss_bbox: 0.5026 d1.dn_loss_iou: 0.5821 d2.dn_loss_cls: 0.0785 d2.dn_loss_bbox: 0.4699 d2.dn_loss_iou: 0.5515 d3.dn_loss_cls: 0.0749 d3.dn_loss_bbox: 0.4595 d3.dn_loss_iou: 0.5429 d4.dn_loss_cls: 0.0752 d4.dn_loss_bbox: 0.4563 d4.dn_loss_iou: 0.5394 2023/02/28 09:45:24 - mmengine - INFO - Epoch(train) [2][1850/7393] lr: 1.0000e-04 eta: 18:58:31 time: 0.8480 data_time: 0.0040 memory: 26789 grad_norm: 40.9261 loss: 14.2591 loss_cls: 0.3244 loss_bbox: 0.2144 loss_iou: 0.4769 d0.loss_cls: 0.3967 d0.loss_bbox: 0.2294 d0.loss_iou: 0.5041 d1.loss_cls: 0.3559 d1.loss_bbox: 0.2225 d1.loss_iou: 0.4920 d2.loss_cls: 0.3353 d2.loss_bbox: 0.2176 d2.loss_iou: 0.4849 d3.loss_cls: 0.3293 d3.loss_bbox: 0.2133 d3.loss_iou: 0.4777 d4.loss_cls: 0.3273 d4.loss_bbox: 0.2103 d4.loss_iou: 0.4759 enc_loss_cls: 0.3885 enc_loss_bbox: 0.2830 enc_loss_iou: 0.5959 dn_loss_cls: 0.0740 dn_loss_bbox: 0.4294 dn_loss_iou: 0.5302 d0.dn_loss_cls: 0.1062 d0.dn_loss_bbox: 0.5739 d0.dn_loss_iou: 0.6978 d1.dn_loss_cls: 0.0844 d1.dn_loss_bbox: 0.4815 d1.dn_loss_iou: 0.5817 d2.dn_loss_cls: 0.0750 d2.dn_loss_bbox: 0.4459 d2.dn_loss_iou: 0.5466 d3.dn_loss_cls: 0.0736 d3.dn_loss_bbox: 0.4339 d3.dn_loss_iou: 0.5356 d4.dn_loss_cls: 0.0730 d4.dn_loss_bbox: 0.4302 d4.dn_loss_iou: 0.5308 2023/02/28 09:46:07 - mmengine - INFO - Epoch(train) [2][1900/7393] lr: 1.0000e-04 eta: 18:57:42 time: 0.8453 data_time: 0.0040 memory: 27689 grad_norm: 39.5243 loss: 13.9185 loss_cls: 0.3115 loss_bbox: 0.2212 loss_iou: 0.4740 d0.loss_cls: 0.3802 d0.loss_bbox: 0.2539 d0.loss_iou: 0.5188 d1.loss_cls: 0.3349 d1.loss_bbox: 0.2470 d1.loss_iou: 0.4971 d2.loss_cls: 0.3163 d2.loss_bbox: 0.2313 d2.loss_iou: 0.4872 d3.loss_cls: 0.3109 d3.loss_bbox: 0.2273 d3.loss_iou: 0.4811 d4.loss_cls: 0.3113 d4.loss_bbox: 0.2218 d4.loss_iou: 0.4749 enc_loss_cls: 0.3676 enc_loss_bbox: 0.3060 enc_loss_iou: 0.5972 dn_loss_cls: 0.0660 dn_loss_bbox: 0.3995 dn_loss_iou: 0.5051 d0.dn_loss_cls: 0.1020 d0.dn_loss_bbox: 0.5521 d0.dn_loss_iou: 0.6880 d1.dn_loss_cls: 0.0786 d1.dn_loss_bbox: 0.4445 d1.dn_loss_iou: 0.5552 d2.dn_loss_cls: 0.0678 d2.dn_loss_bbox: 0.4137 d2.dn_loss_iou: 0.5232 d3.dn_loss_cls: 0.0658 d3.dn_loss_bbox: 0.4034 d3.dn_loss_iou: 0.5101 d4.dn_loss_cls: 0.0654 d4.dn_loss_bbox: 0.4006 d4.dn_loss_iou: 0.5061 2023/02/28 09:46:49 - mmengine - INFO - Epoch(train) [2][1950/7393] lr: 1.0000e-04 eta: 18:56:59 time: 0.8586 data_time: 0.0039 memory: 26735 grad_norm: 36.6932 loss: 12.4468 loss_cls: 0.2659 loss_bbox: 0.1851 loss_iou: 0.3826 d0.loss_cls: 0.3260 d0.loss_bbox: 0.1900 d0.loss_iou: 0.3947 d1.loss_cls: 0.2906 d1.loss_bbox: 0.1848 d1.loss_iou: 0.3864 d2.loss_cls: 0.2726 d2.loss_bbox: 0.1867 d2.loss_iou: 0.3850 d3.loss_cls: 0.2650 d3.loss_bbox: 0.1857 d3.loss_iou: 0.3874 d4.loss_cls: 0.2616 d4.loss_bbox: 0.1874 d4.loss_iou: 0.3846 enc_loss_cls: 0.3151 enc_loss_bbox: 0.2403 enc_loss_iou: 0.4815 dn_loss_cls: 0.0634 dn_loss_bbox: 0.3998 dn_loss_iou: 0.4988 d0.dn_loss_cls: 0.1010 d0.dn_loss_bbox: 0.5581 d0.dn_loss_iou: 0.6742 d1.dn_loss_cls: 0.0781 d1.dn_loss_bbox: 0.4453 d1.dn_loss_iou: 0.5482 d2.dn_loss_cls: 0.0677 d2.dn_loss_bbox: 0.4111 d2.dn_loss_iou: 0.5133 d3.dn_loss_cls: 0.0645 d3.dn_loss_bbox: 0.4013 d3.dn_loss_iou: 0.5015 d4.dn_loss_cls: 0.0624 d4.dn_loss_bbox: 0.3998 d4.dn_loss_iou: 0.4992 2023/02/28 09:47:31 - mmengine - INFO - Epoch(train) [2][2000/7393] lr: 1.0000e-04 eta: 18:56:07 time: 0.8378 data_time: 0.0039 memory: 29717 grad_norm: 40.4776 loss: 11.6298 loss_cls: 0.2460 loss_bbox: 0.1527 loss_iou: 0.3515 d0.loss_cls: 0.3115 d0.loss_bbox: 0.1622 d0.loss_iou: 0.3750 d1.loss_cls: 0.2726 d1.loss_bbox: 0.1582 d1.loss_iou: 0.3658 d2.loss_cls: 0.2529 d2.loss_bbox: 0.1547 d2.loss_iou: 0.3601 d3.loss_cls: 0.2494 d3.loss_bbox: 0.1541 d3.loss_iou: 0.3522 d4.loss_cls: 0.2471 d4.loss_bbox: 0.1534 d4.loss_iou: 0.3498 enc_loss_cls: 0.2944 enc_loss_bbox: 0.2145 enc_loss_iou: 0.4548 dn_loss_cls: 0.0620 dn_loss_bbox: 0.3885 dn_loss_iou: 0.4499 d0.dn_loss_cls: 0.1034 d0.dn_loss_bbox: 0.5701 d0.dn_loss_iou: 0.6423 d1.dn_loss_cls: 0.0776 d1.dn_loss_bbox: 0.4428 d1.dn_loss_iou: 0.5069 d2.dn_loss_cls: 0.0663 d2.dn_loss_bbox: 0.4044 d2.dn_loss_iou: 0.4695 d3.dn_loss_cls: 0.0643 d3.dn_loss_bbox: 0.3927 d3.dn_loss_iou: 0.4546 d4.dn_loss_cls: 0.0616 d4.dn_loss_bbox: 0.3893 d4.dn_loss_iou: 0.4507 2023/02/28 09:48:14 - mmengine - INFO - Epoch(train) [2][2050/7393] lr: 1.0000e-04 eta: 18:55:18 time: 0.8451 data_time: 0.0039 memory: 25982 grad_norm: 37.4442 loss: 12.4729 loss_cls: 0.2818 loss_bbox: 0.2087 loss_iou: 0.4003 d0.loss_cls: 0.3571 d0.loss_bbox: 0.2211 d0.loss_iou: 0.4272 d1.loss_cls: 0.3159 d1.loss_bbox: 0.2100 d1.loss_iou: 0.4118 d2.loss_cls: 0.2957 d2.loss_bbox: 0.2098 d2.loss_iou: 0.4059 d3.loss_cls: 0.2841 d3.loss_bbox: 0.2113 d3.loss_iou: 0.4009 d4.loss_cls: 0.2817 d4.loss_bbox: 0.2095 d4.loss_iou: 0.3998 enc_loss_cls: 0.3466 enc_loss_bbox: 0.2669 enc_loss_iou: 0.5055 dn_loss_cls: 0.0562 dn_loss_bbox: 0.3745 dn_loss_iou: 0.4526 d0.dn_loss_cls: 0.0961 d0.dn_loss_bbox: 0.5330 d0.dn_loss_iou: 0.6257 d1.dn_loss_cls: 0.0712 d1.dn_loss_bbox: 0.4215 d1.dn_loss_iou: 0.5022 d2.dn_loss_cls: 0.0620 d2.dn_loss_bbox: 0.3877 d2.dn_loss_iou: 0.4685 d3.dn_loss_cls: 0.0572 d3.dn_loss_bbox: 0.3756 d3.dn_loss_iou: 0.4546 d4.dn_loss_cls: 0.0559 d4.dn_loss_bbox: 0.3739 d4.dn_loss_iou: 0.4530 2023/02/28 09:48:57 - mmengine - INFO - Epoch(train) [2][2100/7393] lr: 1.0000e-04 eta: 18:54:35 time: 0.8599 data_time: 0.0041 memory: 29603 grad_norm: 41.5780 loss: 12.1093 loss_cls: 0.2540 loss_bbox: 0.1696 loss_iou: 0.3880 d0.loss_cls: 0.3071 d0.loss_bbox: 0.1859 d0.loss_iou: 0.4113 d1.loss_cls: 0.2734 d1.loss_bbox: 0.1754 d1.loss_iou: 0.3958 d2.loss_cls: 0.2594 d2.loss_bbox: 0.1717 d2.loss_iou: 0.3915 d3.loss_cls: 0.2538 d3.loss_bbox: 0.1694 d3.loss_iou: 0.3927 d4.loss_cls: 0.2500 d4.loss_bbox: 0.1698 d4.loss_iou: 0.3901 enc_loss_cls: 0.3033 enc_loss_bbox: 0.2312 enc_loss_iou: 0.4926 dn_loss_cls: 0.0605 dn_loss_bbox: 0.4197 dn_loss_iou: 0.4499 d0.dn_loss_cls: 0.0939 d0.dn_loss_bbox: 0.5765 d0.dn_loss_iou: 0.6228 d1.dn_loss_cls: 0.0712 d1.dn_loss_bbox: 0.4612 d1.dn_loss_iou: 0.4968 d2.dn_loss_cls: 0.0624 d2.dn_loss_bbox: 0.4304 d2.dn_loss_iou: 0.4629 d3.dn_loss_cls: 0.0597 d3.dn_loss_bbox: 0.4219 d3.dn_loss_iou: 0.4533 d4.dn_loss_cls: 0.0588 d4.dn_loss_bbox: 0.4207 d4.dn_loss_iou: 0.4507 2023/02/28 09:49:41 - mmengine - INFO - Epoch(train) [2][2150/7393] lr: 1.0000e-04 eta: 18:54:01 time: 0.8801 data_time: 0.0041 memory: 29182 grad_norm: 42.6131 loss: 13.3937 loss_cls: 0.3125 loss_bbox: 0.1978 loss_iou: 0.4593 d0.loss_cls: 0.3802 d0.loss_bbox: 0.2180 d0.loss_iou: 0.4956 d1.loss_cls: 0.3339 d1.loss_bbox: 0.2159 d1.loss_iou: 0.4867 d2.loss_cls: 0.3236 d2.loss_bbox: 0.2020 d2.loss_iou: 0.4708 d3.loss_cls: 0.3183 d3.loss_bbox: 0.1973 d3.loss_iou: 0.4642 d4.loss_cls: 0.3129 d4.loss_bbox: 0.1973 d4.loss_iou: 0.4607 enc_loss_cls: 0.3593 enc_loss_bbox: 0.2739 enc_loss_iou: 0.6009 dn_loss_cls: 0.0566 dn_loss_bbox: 0.3785 dn_loss_iou: 0.5008 d0.dn_loss_cls: 0.0930 d0.dn_loss_bbox: 0.5178 d0.dn_loss_iou: 0.6766 d1.dn_loss_cls: 0.0702 d1.dn_loss_bbox: 0.4218 d1.dn_loss_iou: 0.5492 d2.dn_loss_cls: 0.0605 d2.dn_loss_bbox: 0.3913 d2.dn_loss_iou: 0.5169 d3.dn_loss_cls: 0.0579 d3.dn_loss_bbox: 0.3808 d3.dn_loss_iou: 0.5046 d4.dn_loss_cls: 0.0564 d4.dn_loss_bbox: 0.3787 d4.dn_loss_iou: 0.5010 2023/02/28 09:50:25 - mmengine - INFO - Epoch(train) [2][2200/7393] lr: 1.0000e-04 eta: 18:53:28 time: 0.8852 data_time: 0.0041 memory: 29024 grad_norm: 38.8486 loss: 12.1770 loss_cls: 0.2723 loss_bbox: 0.1998 loss_iou: 0.3776 d0.loss_cls: 0.3252 d0.loss_bbox: 0.2177 d0.loss_iou: 0.4176 d1.loss_cls: 0.2984 d1.loss_bbox: 0.2019 d1.loss_iou: 0.3958 d2.loss_cls: 0.2778 d2.loss_bbox: 0.2011 d2.loss_iou: 0.3889 d3.loss_cls: 0.2695 d3.loss_bbox: 0.2043 d3.loss_iou: 0.3865 d4.loss_cls: 0.2705 d4.loss_bbox: 0.2004 d4.loss_iou: 0.3793 enc_loss_cls: 0.3207 enc_loss_bbox: 0.2611 enc_loss_iou: 0.5012 dn_loss_cls: 0.0658 dn_loss_bbox: 0.3786 dn_loss_iou: 0.4418 d0.dn_loss_cls: 0.1024 d0.dn_loss_bbox: 0.5239 d0.dn_loss_iou: 0.6168 d1.dn_loss_cls: 0.0774 d1.dn_loss_bbox: 0.4192 d1.dn_loss_iou: 0.4904 d2.dn_loss_cls: 0.0683 d2.dn_loss_bbox: 0.3907 d2.dn_loss_iou: 0.4565 d3.dn_loss_cls: 0.0657 d3.dn_loss_bbox: 0.3813 d3.dn_loss_iou: 0.4453 d4.dn_loss_cls: 0.0643 d4.dn_loss_bbox: 0.3788 d4.dn_loss_iou: 0.4421 2023/02/28 09:51:09 - mmengine - INFO - Epoch(train) [2][2250/7393] lr: 1.0000e-04 eta: 18:52:55 time: 0.8817 data_time: 0.0041 memory: 36613 grad_norm: 41.8385 loss: 13.0356 loss_cls: 0.2824 loss_bbox: 0.1815 loss_iou: 0.4007 d0.loss_cls: 0.3472 d0.loss_bbox: 0.1967 d0.loss_iou: 0.4255 d1.loss_cls: 0.3128 d1.loss_bbox: 0.1849 d1.loss_iou: 0.4104 d2.loss_cls: 0.2863 d2.loss_bbox: 0.1883 d2.loss_iou: 0.4099 d3.loss_cls: 0.2859 d3.loss_bbox: 0.1831 d3.loss_iou: 0.4004 d4.loss_cls: 0.2823 d4.loss_bbox: 0.1821 d4.loss_iou: 0.4012 enc_loss_cls: 0.3357 enc_loss_bbox: 0.2530 enc_loss_iou: 0.5156 dn_loss_cls: 0.0626 dn_loss_bbox: 0.4296 dn_loss_iou: 0.5072 d0.dn_loss_cls: 0.0992 d0.dn_loss_bbox: 0.6086 d0.dn_loss_iou: 0.6956 d1.dn_loss_cls: 0.0765 d1.dn_loss_bbox: 0.4850 d1.dn_loss_iou: 0.5611 d2.dn_loss_cls: 0.0664 d2.dn_loss_bbox: 0.4457 d2.dn_loss_iou: 0.5252 d3.dn_loss_cls: 0.0635 d3.dn_loss_bbox: 0.4322 d3.dn_loss_iou: 0.5113 d4.dn_loss_cls: 0.0621 d4.dn_loss_bbox: 0.4302 d4.dn_loss_iou: 0.5077 2023/02/28 09:51:51 - mmengine - INFO - Epoch(train) [2][2300/7393] lr: 1.0000e-04 eta: 18:52:06 time: 0.8468 data_time: 0.0040 memory: 26578 grad_norm: 39.7049 loss: 14.0523 loss_cls: 0.3020 loss_bbox: 0.2258 loss_iou: 0.4808 d0.loss_cls: 0.3575 d0.loss_bbox: 0.2375 d0.loss_iou: 0.5170 d1.loss_cls: 0.3200 d1.loss_bbox: 0.2357 d1.loss_iou: 0.5009 d2.loss_cls: 0.3086 d2.loss_bbox: 0.2307 d2.loss_iou: 0.4919 d3.loss_cls: 0.3032 d3.loss_bbox: 0.2282 d3.loss_iou: 0.4848 d4.loss_cls: 0.2977 d4.loss_bbox: 0.2277 d4.loss_iou: 0.4864 enc_loss_cls: 0.3538 enc_loss_bbox: 0.2829 enc_loss_iou: 0.6113 dn_loss_cls: 0.0698 dn_loss_bbox: 0.4525 dn_loss_iou: 0.4949 d0.dn_loss_cls: 0.0989 d0.dn_loss_bbox: 0.5914 d0.dn_loss_iou: 0.6652 d1.dn_loss_cls: 0.0772 d1.dn_loss_bbox: 0.4942 d1.dn_loss_iou: 0.5411 d2.dn_loss_cls: 0.0698 d2.dn_loss_bbox: 0.4638 d2.dn_loss_iou: 0.5093 d3.dn_loss_cls: 0.0690 d3.dn_loss_bbox: 0.4555 d3.dn_loss_iou: 0.4985 d4.dn_loss_cls: 0.0684 d4.dn_loss_bbox: 0.4529 d4.dn_loss_iou: 0.4954 2023/02/28 09:52:35 - mmengine - INFO - Epoch(train) [2][2350/7393] lr: 1.0000e-04 eta: 18:51:29 time: 0.8739 data_time: 0.0041 memory: 29182 grad_norm: 45.2631 loss: 14.3157 loss_cls: 0.3320 loss_bbox: 0.2231 loss_iou: 0.5457 d0.loss_cls: 0.4143 d0.loss_bbox: 0.2332 d0.loss_iou: 0.5728 d1.loss_cls: 0.3639 d1.loss_bbox: 0.2303 d1.loss_iou: 0.5605 d2.loss_cls: 0.3395 d2.loss_bbox: 0.2284 d2.loss_iou: 0.5509 d3.loss_cls: 0.3364 d3.loss_bbox: 0.2259 d3.loss_iou: 0.5469 d4.loss_cls: 0.3319 d4.loss_bbox: 0.2263 d4.loss_iou: 0.5473 enc_loss_cls: 0.4027 enc_loss_bbox: 0.2891 enc_loss_iou: 0.6744 dn_loss_cls: 0.0748 dn_loss_bbox: 0.3744 dn_loss_iou: 0.4943 d0.dn_loss_cls: 0.1050 d0.dn_loss_bbox: 0.5194 d0.dn_loss_iou: 0.6727 d1.dn_loss_cls: 0.0815 d1.dn_loss_bbox: 0.4181 d1.dn_loss_iou: 0.5446 d2.dn_loss_cls: 0.0728 d2.dn_loss_bbox: 0.3860 d2.dn_loss_iou: 0.5090 d3.dn_loss_cls: 0.0714 d3.dn_loss_bbox: 0.3764 d3.dn_loss_iou: 0.4977 d4.dn_loss_cls: 0.0727 d4.dn_loss_bbox: 0.3748 d4.dn_loss_iou: 0.4950 2023/02/28 09:53:17 - mmengine - INFO - Epoch(train) [2][2400/7393] lr: 1.0000e-04 eta: 18:50:42 time: 0.8498 data_time: 0.0040 memory: 27184 grad_norm: 48.1125 loss: 11.1916 loss_cls: 0.2424 loss_bbox: 0.1638 loss_iou: 0.3845 d0.loss_cls: 0.3054 d0.loss_bbox: 0.1698 d0.loss_iou: 0.4025 d1.loss_cls: 0.2620 d1.loss_bbox: 0.1704 d1.loss_iou: 0.3956 d2.loss_cls: 0.2484 d2.loss_bbox: 0.1646 d2.loss_iou: 0.3939 d3.loss_cls: 0.2445 d3.loss_bbox: 0.1642 d3.loss_iou: 0.3896 d4.loss_cls: 0.2427 d4.loss_bbox: 0.1641 d4.loss_iou: 0.3866 enc_loss_cls: 0.2921 enc_loss_bbox: 0.2091 enc_loss_iou: 0.4757 dn_loss_cls: 0.0586 dn_loss_bbox: 0.3011 dn_loss_iou: 0.4438 d0.dn_loss_cls: 0.0908 d0.dn_loss_bbox: 0.4483 d0.dn_loss_iou: 0.6199 d1.dn_loss_cls: 0.0680 d1.dn_loss_bbox: 0.3484 d1.dn_loss_iou: 0.4921 d2.dn_loss_cls: 0.0579 d2.dn_loss_bbox: 0.3167 d2.dn_loss_iou: 0.4612 d3.dn_loss_cls: 0.0564 d3.dn_loss_bbox: 0.3052 d3.dn_loss_iou: 0.4481 d4.dn_loss_cls: 0.0577 d4.dn_loss_bbox: 0.3014 d4.dn_loss_iou: 0.4443 2023/02/28 09:54:00 - mmengine - INFO - Epoch(train) [2][2450/7393] lr: 1.0000e-04 eta: 18:49:58 time: 0.8557 data_time: 0.0040 memory: 26632 grad_norm: 36.9460 loss: 15.0802 loss_cls: 0.3707 loss_bbox: 0.2396 loss_iou: 0.5653 d0.loss_cls: 0.4314 d0.loss_bbox: 0.2603 d0.loss_iou: 0.6023 d1.loss_cls: 0.3942 d1.loss_bbox: 0.2509 d1.loss_iou: 0.5830 d2.loss_cls: 0.3723 d2.loss_bbox: 0.2512 d2.loss_iou: 0.5810 d3.loss_cls: 0.3679 d3.loss_bbox: 0.2487 d3.loss_iou: 0.5711 d4.loss_cls: 0.3671 d4.loss_bbox: 0.2460 d4.loss_iou: 0.5669 enc_loss_cls: 0.4249 enc_loss_bbox: 0.3190 enc_loss_iou: 0.7100 dn_loss_cls: 0.0700 dn_loss_bbox: 0.3904 dn_loss_iou: 0.5229 d0.dn_loss_cls: 0.0991 d0.dn_loss_bbox: 0.5250 d0.dn_loss_iou: 0.6879 d1.dn_loss_cls: 0.0789 d1.dn_loss_bbox: 0.4338 d1.dn_loss_iou: 0.5690 d2.dn_loss_cls: 0.0703 d2.dn_loss_bbox: 0.4014 d2.dn_loss_iou: 0.5370 d3.dn_loss_cls: 0.0682 d3.dn_loss_bbox: 0.3934 d3.dn_loss_iou: 0.5268 d4.dn_loss_cls: 0.0684 d4.dn_loss_bbox: 0.3906 d4.dn_loss_iou: 0.5234 2023/02/28 09:54:42 - mmengine - INFO - Epoch(train) [2][2500/7393] lr: 1.0000e-04 eta: 18:49:08 time: 0.8433 data_time: 0.0040 memory: 27184 grad_norm: 67.9696 loss: 13.1636 loss_cls: 0.3081 loss_bbox: 0.2159 loss_iou: 0.4485 d0.loss_cls: 0.3775 d0.loss_bbox: 0.2241 d0.loss_iou: 0.4853 d1.loss_cls: 0.3381 d1.loss_bbox: 0.2257 d1.loss_iou: 0.4725 d2.loss_cls: 0.3235 d2.loss_bbox: 0.2173 d2.loss_iou: 0.4581 d3.loss_cls: 0.3117 d3.loss_bbox: 0.2184 d3.loss_iou: 0.4534 d4.loss_cls: 0.3092 d4.loss_bbox: 0.2150 d4.loss_iou: 0.4506 enc_loss_cls: 0.3549 enc_loss_bbox: 0.2814 enc_loss_iou: 0.5804 dn_loss_cls: 0.0669 dn_loss_bbox: 0.3871 dn_loss_iou: 0.4388 d0.dn_loss_cls: 0.1019 d0.dn_loss_bbox: 0.5430 d0.dn_loss_iou: 0.6253 d1.dn_loss_cls: 0.0792 d1.dn_loss_bbox: 0.4349 d1.dn_loss_iou: 0.4904 d2.dn_loss_cls: 0.0703 d2.dn_loss_bbox: 0.4031 d2.dn_loss_iou: 0.4571 d3.dn_loss_cls: 0.0676 d3.dn_loss_bbox: 0.3913 d3.dn_loss_iou: 0.4432 d4.dn_loss_cls: 0.0661 d4.dn_loss_bbox: 0.3879 d4.dn_loss_iou: 0.4399 2023/02/28 09:55:24 - mmengine - INFO - Epoch(train) [2][2550/7393] lr: 1.0000e-04 eta: 18:48:17 time: 0.8399 data_time: 0.0040 memory: 26735 grad_norm: 37.0103 loss: 11.6229 loss_cls: 0.2711 loss_bbox: 0.1805 loss_iou: 0.3962 d0.loss_cls: 0.3421 d0.loss_bbox: 0.1910 d0.loss_iou: 0.4265 d1.loss_cls: 0.3037 d1.loss_bbox: 0.1861 d1.loss_iou: 0.4094 d2.loss_cls: 0.2778 d2.loss_bbox: 0.1826 d2.loss_iou: 0.4055 d3.loss_cls: 0.2714 d3.loss_bbox: 0.1836 d3.loss_iou: 0.4034 d4.loss_cls: 0.2731 d4.loss_bbox: 0.1812 d4.loss_iou: 0.3962 enc_loss_cls: 0.3238 enc_loss_bbox: 0.2405 enc_loss_iou: 0.5165 dn_loss_cls: 0.0581 dn_loss_bbox: 0.3153 dn_loss_iou: 0.4238 d0.dn_loss_cls: 0.0937 d0.dn_loss_bbox: 0.4505 d0.dn_loss_iou: 0.5957 d1.dn_loss_cls: 0.0710 d1.dn_loss_bbox: 0.3533 d1.dn_loss_iou: 0.4685 d2.dn_loss_cls: 0.0618 d2.dn_loss_bbox: 0.3269 d2.dn_loss_iou: 0.4374 d3.dn_loss_cls: 0.0594 d3.dn_loss_bbox: 0.3182 d3.dn_loss_iou: 0.4279 d4.dn_loss_cls: 0.0585 d4.dn_loss_bbox: 0.3158 d4.dn_loss_iou: 0.4245 2023/02/28 09:56:07 - mmengine - INFO - Epoch(train) [2][2600/7393] lr: 1.0000e-04 eta: 18:47:34 time: 0.8589 data_time: 0.0040 memory: 26632 grad_norm: 44.8372 loss: 12.7930 loss_cls: 0.2850 loss_bbox: 0.2089 loss_iou: 0.4767 d0.loss_cls: 0.3563 d0.loss_bbox: 0.2146 d0.loss_iou: 0.5066 d1.loss_cls: 0.3094 d1.loss_bbox: 0.2148 d1.loss_iou: 0.4948 d2.loss_cls: 0.2865 d2.loss_bbox: 0.2140 d2.loss_iou: 0.4931 d3.loss_cls: 0.2808 d3.loss_bbox: 0.2113 d3.loss_iou: 0.4853 d4.loss_cls: 0.2809 d4.loss_bbox: 0.2109 d4.loss_iou: 0.4802 enc_loss_cls: 0.3569 enc_loss_bbox: 0.2567 enc_loss_iou: 0.5746 dn_loss_cls: 0.0571 dn_loss_bbox: 0.3464 dn_loss_iou: 0.4507 d0.dn_loss_cls: 0.0893 d0.dn_loss_bbox: 0.4846 d0.dn_loss_iou: 0.6316 d1.dn_loss_cls: 0.0677 d1.dn_loss_bbox: 0.3828 d1.dn_loss_iou: 0.4959 d2.dn_loss_cls: 0.0584 d2.dn_loss_bbox: 0.3544 d2.dn_loss_iou: 0.4645 d3.dn_loss_cls: 0.0564 d3.dn_loss_bbox: 0.3469 d3.dn_loss_iou: 0.4534 d4.dn_loss_cls: 0.0562 d4.dn_loss_bbox: 0.3469 d4.dn_loss_iou: 0.4511 2023/02/28 09:56:14 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 09:56:50 - mmengine - INFO - Epoch(train) [2][2650/7393] lr: 1.0000e-04 eta: 18:46:49 time: 0.8544 data_time: 0.0040 memory: 27184 grad_norm: 40.5163 loss: 13.8695 loss_cls: 0.3230 loss_bbox: 0.2242 loss_iou: 0.4458 d0.loss_cls: 0.3812 d0.loss_bbox: 0.2432 d0.loss_iou: 0.4785 d1.loss_cls: 0.3487 d1.loss_bbox: 0.2360 d1.loss_iou: 0.4638 d2.loss_cls: 0.3283 d2.loss_bbox: 0.2351 d2.loss_iou: 0.4551 d3.loss_cls: 0.3201 d3.loss_bbox: 0.2322 d3.loss_iou: 0.4486 d4.loss_cls: 0.3203 d4.loss_bbox: 0.2280 d4.loss_iou: 0.4461 enc_loss_cls: 0.3761 enc_loss_bbox: 0.2987 enc_loss_iou: 0.5636 dn_loss_cls: 0.0635 dn_loss_bbox: 0.4416 dn_loss_iou: 0.4921 d0.dn_loss_cls: 0.0976 d0.dn_loss_bbox: 0.5911 d0.dn_loss_iou: 0.6636 d1.dn_loss_cls: 0.0748 d1.dn_loss_bbox: 0.4835 d1.dn_loss_iou: 0.5366 d2.dn_loss_cls: 0.0655 d2.dn_loss_bbox: 0.4553 d2.dn_loss_iou: 0.5071 d3.dn_loss_cls: 0.0621 d3.dn_loss_bbox: 0.4451 d3.dn_loss_iou: 0.4961 d4.dn_loss_cls: 0.0621 d4.dn_loss_bbox: 0.4424 d4.dn_loss_iou: 0.4929 2023/02/28 09:57:33 - mmengine - INFO - Epoch(train) [2][2700/7393] lr: 1.0000e-04 eta: 18:46:06 time: 0.8574 data_time: 0.0040 memory: 27280 grad_norm: 51.0604 loss: 13.5097 loss_cls: 0.3131 loss_bbox: 0.2086 loss_iou: 0.4733 d0.loss_cls: 0.3748 d0.loss_bbox: 0.2196 d0.loss_iou: 0.4992 d1.loss_cls: 0.3353 d1.loss_bbox: 0.2131 d1.loss_iou: 0.4814 d2.loss_cls: 0.3184 d2.loss_bbox: 0.2092 d2.loss_iou: 0.4751 d3.loss_cls: 0.3168 d3.loss_bbox: 0.2068 d3.loss_iou: 0.4727 d4.loss_cls: 0.3128 d4.loss_bbox: 0.2083 d4.loss_iou: 0.4744 enc_loss_cls: 0.3617 enc_loss_bbox: 0.2811 enc_loss_iou: 0.5881 dn_loss_cls: 0.0700 dn_loss_bbox: 0.3962 dn_loss_iou: 0.4795 d0.dn_loss_cls: 0.1042 d0.dn_loss_bbox: 0.5491 d0.dn_loss_iou: 0.6461 d1.dn_loss_cls: 0.0809 d1.dn_loss_bbox: 0.4405 d1.dn_loss_iou: 0.5262 d2.dn_loss_cls: 0.0699 d2.dn_loss_bbox: 0.4104 d2.dn_loss_iou: 0.4938 d3.dn_loss_cls: 0.0686 d3.dn_loss_bbox: 0.4009 d3.dn_loss_iou: 0.4845 d4.dn_loss_cls: 0.0684 d4.dn_loss_bbox: 0.3967 d4.dn_loss_iou: 0.4800 2023/02/28 09:58:16 - mmengine - INFO - Epoch(train) [2][2750/7393] lr: 1.0000e-04 eta: 18:45:25 time: 0.8659 data_time: 0.0042 memory: 30472 grad_norm: 38.2371 loss: 12.7331 loss_cls: 0.2844 loss_bbox: 0.1947 loss_iou: 0.4501 d0.loss_cls: 0.3536 d0.loss_bbox: 0.2070 d0.loss_iou: 0.4735 d1.loss_cls: 0.3165 d1.loss_bbox: 0.1994 d1.loss_iou: 0.4587 d2.loss_cls: 0.2909 d2.loss_bbox: 0.2025 d2.loss_iou: 0.4611 d3.loss_cls: 0.2856 d3.loss_bbox: 0.1986 d3.loss_iou: 0.4524 d4.loss_cls: 0.2831 d4.loss_bbox: 0.1961 d4.loss_iou: 0.4490 enc_loss_cls: 0.3433 enc_loss_bbox: 0.2487 enc_loss_iou: 0.5516 dn_loss_cls: 0.0599 dn_loss_bbox: 0.3725 dn_loss_iou: 0.4651 d0.dn_loss_cls: 0.1015 d0.dn_loss_bbox: 0.5055 d0.dn_loss_iou: 0.6253 d1.dn_loss_cls: 0.0714 d1.dn_loss_bbox: 0.4092 d1.dn_loss_iou: 0.5068 d2.dn_loss_cls: 0.0610 d2.dn_loss_bbox: 0.3805 d2.dn_loss_iou: 0.4768 d3.dn_loss_cls: 0.0586 d3.dn_loss_bbox: 0.3738 d3.dn_loss_iou: 0.4682 d4.dn_loss_cls: 0.0584 d4.dn_loss_bbox: 0.3721 d4.dn_loss_iou: 0.4657 2023/02/28 09:58:59 - mmengine - INFO - Epoch(train) [2][2800/7393] lr: 1.0000e-04 eta: 18:44:37 time: 0.8472 data_time: 0.0040 memory: 33583 grad_norm: 54.0730 loss: 14.0383 loss_cls: 0.3015 loss_bbox: 0.2010 loss_iou: 0.4480 d0.loss_cls: 0.3776 d0.loss_bbox: 0.2325 d0.loss_iou: 0.4978 d1.loss_cls: 0.3363 d1.loss_bbox: 0.2147 d1.loss_iou: 0.4707 d2.loss_cls: 0.3120 d2.loss_bbox: 0.2119 d2.loss_iou: 0.4594 d3.loss_cls: 0.3042 d3.loss_bbox: 0.2066 d3.loss_iou: 0.4538 d4.loss_cls: 0.3020 d4.loss_bbox: 0.2026 d4.loss_iou: 0.4480 enc_loss_cls: 0.3540 enc_loss_bbox: 0.2944 enc_loss_iou: 0.6017 dn_loss_cls: 0.0706 dn_loss_bbox: 0.4308 dn_loss_iou: 0.5352 d0.dn_loss_cls: 0.1074 d0.dn_loss_bbox: 0.6039 d0.dn_loss_iou: 0.7303 d1.dn_loss_cls: 0.0849 d1.dn_loss_bbox: 0.4868 d1.dn_loss_iou: 0.5949 d2.dn_loss_cls: 0.0733 d2.dn_loss_bbox: 0.4475 d2.dn_loss_iou: 0.5567 d3.dn_loss_cls: 0.0709 d3.dn_loss_bbox: 0.4355 d3.dn_loss_iou: 0.5410 d4.dn_loss_cls: 0.0692 d4.dn_loss_bbox: 0.4323 d4.dn_loss_iou: 0.5365 2023/02/28 09:59:42 - mmengine - INFO - Epoch(train) [2][2850/7393] lr: 1.0000e-04 eta: 18:43:56 time: 0.8634 data_time: 0.0041 memory: 27689 grad_norm: 35.4333 loss: 12.6832 loss_cls: 0.2925 loss_bbox: 0.2013 loss_iou: 0.4494 d0.loss_cls: 0.3638 d0.loss_bbox: 0.2124 d0.loss_iou: 0.4822 d1.loss_cls: 0.3277 d1.loss_bbox: 0.2073 d1.loss_iou: 0.4646 d2.loss_cls: 0.3056 d2.loss_bbox: 0.2047 d2.loss_iou: 0.4577 d3.loss_cls: 0.2946 d3.loss_bbox: 0.2066 d3.loss_iou: 0.4576 d4.loss_cls: 0.2938 d4.loss_bbox: 0.2018 d4.loss_iou: 0.4524 enc_loss_cls: 0.3478 enc_loss_bbox: 0.2611 enc_loss_iou: 0.5581 dn_loss_cls: 0.0605 dn_loss_bbox: 0.3181 dn_loss_iou: 0.4797 d0.dn_loss_cls: 0.0968 d0.dn_loss_bbox: 0.4596 d0.dn_loss_iou: 0.6579 d1.dn_loss_cls: 0.0736 d1.dn_loss_bbox: 0.3576 d1.dn_loss_iou: 0.5270 d2.dn_loss_cls: 0.0630 d2.dn_loss_bbox: 0.3295 d2.dn_loss_iou: 0.4935 d3.dn_loss_cls: 0.0615 d3.dn_loss_bbox: 0.3202 d3.dn_loss_iou: 0.4824 d4.dn_loss_cls: 0.0599 d4.dn_loss_bbox: 0.3191 d4.dn_loss_iou: 0.4802 2023/02/28 10:00:24 - mmengine - INFO - Epoch(train) [2][2900/7393] lr: 1.0000e-04 eta: 18:43:11 time: 0.8530 data_time: 0.0040 memory: 26735 grad_norm: 38.1440 loss: 12.9036 loss_cls: 0.2603 loss_bbox: 0.1988 loss_iou: 0.3922 d0.loss_cls: 0.3172 d0.loss_bbox: 0.2140 d0.loss_iou: 0.4213 d1.loss_cls: 0.2858 d1.loss_bbox: 0.2057 d1.loss_iou: 0.4054 d2.loss_cls: 0.2685 d2.loss_bbox: 0.2023 d2.loss_iou: 0.4002 d3.loss_cls: 0.2646 d3.loss_bbox: 0.1983 d3.loss_iou: 0.3924 d4.loss_cls: 0.2599 d4.loss_bbox: 0.2016 d4.loss_iou: 0.3948 enc_loss_cls: 0.3127 enc_loss_bbox: 0.2509 enc_loss_iou: 0.4914 dn_loss_cls: 0.0619 dn_loss_bbox: 0.4404 dn_loss_iou: 0.5031 d0.dn_loss_cls: 0.0997 d0.dn_loss_bbox: 0.5981 d0.dn_loss_iou: 0.6875 d1.dn_loss_cls: 0.0758 d1.dn_loss_bbox: 0.4852 d1.dn_loss_iou: 0.5537 d2.dn_loss_cls: 0.0666 d2.dn_loss_bbox: 0.4535 d2.dn_loss_iou: 0.5200 d3.dn_loss_cls: 0.0639 d3.dn_loss_bbox: 0.4434 d3.dn_loss_iou: 0.5066 d4.dn_loss_cls: 0.0615 d4.dn_loss_bbox: 0.4410 d4.dn_loss_iou: 0.5034 2023/02/28 10:01:08 - mmengine - INFO - Epoch(train) [2][2950/7393] lr: 1.0000e-04 eta: 18:42:33 time: 0.8735 data_time: 0.0041 memory: 26789 grad_norm: 41.2434 loss: 13.3005 loss_cls: 0.3042 loss_bbox: 0.2116 loss_iou: 0.4259 d0.loss_cls: 0.3670 d0.loss_bbox: 0.2326 d0.loss_iou: 0.4619 d1.loss_cls: 0.3263 d1.loss_bbox: 0.2230 d1.loss_iou: 0.4460 d2.loss_cls: 0.3099 d2.loss_bbox: 0.2178 d2.loss_iou: 0.4293 d3.loss_cls: 0.3049 d3.loss_bbox: 0.2155 d3.loss_iou: 0.4282 d4.loss_cls: 0.3043 d4.loss_bbox: 0.2130 d4.loss_iou: 0.4265 enc_loss_cls: 0.3567 enc_loss_bbox: 0.2878 enc_loss_iou: 0.5533 dn_loss_cls: 0.0690 dn_loss_bbox: 0.4114 dn_loss_iou: 0.4850 d0.dn_loss_cls: 0.0998 d0.dn_loss_bbox: 0.5480 d0.dn_loss_iou: 0.6532 d1.dn_loss_cls: 0.0784 d1.dn_loss_bbox: 0.4541 d1.dn_loss_iou: 0.5331 d2.dn_loss_cls: 0.0699 d2.dn_loss_bbox: 0.4204 d2.dn_loss_iou: 0.4981 d3.dn_loss_cls: 0.0679 d3.dn_loss_bbox: 0.4128 d3.dn_loss_iou: 0.4883 d4.dn_loss_cls: 0.0674 d4.dn_loss_bbox: 0.4122 d4.dn_loss_iou: 0.4858 2023/02/28 10:01:51 - mmengine - INFO - Epoch(train) [2][3000/7393] lr: 1.0000e-04 eta: 18:41:53 time: 0.8664 data_time: 0.0040 memory: 27976 grad_norm: 35.1727 loss: 12.8576 loss_cls: 0.2993 loss_bbox: 0.2062 loss_iou: 0.4186 d0.loss_cls: 0.3594 d0.loss_bbox: 0.2171 d0.loss_iou: 0.4497 d1.loss_cls: 0.3288 d1.loss_bbox: 0.2052 d1.loss_iou: 0.4315 d2.loss_cls: 0.3105 d2.loss_bbox: 0.2044 d2.loss_iou: 0.4238 d3.loss_cls: 0.3017 d3.loss_bbox: 0.2039 d3.loss_iou: 0.4200 d4.loss_cls: 0.2976 d4.loss_bbox: 0.2057 d4.loss_iou: 0.4197 enc_loss_cls: 0.3407 enc_loss_bbox: 0.2753 enc_loss_iou: 0.5225 dn_loss_cls: 0.0661 dn_loss_bbox: 0.4092 dn_loss_iou: 0.4394 d0.dn_loss_cls: 0.1020 d0.dn_loss_bbox: 0.5778 d0.dn_loss_iou: 0.6133 d1.dn_loss_cls: 0.0780 d1.dn_loss_bbox: 0.4579 d1.dn_loss_iou: 0.4918 d2.dn_loss_cls: 0.0691 d2.dn_loss_bbox: 0.4205 d2.dn_loss_iou: 0.4565 d3.dn_loss_cls: 0.0670 d3.dn_loss_bbox: 0.4104 d3.dn_loss_iou: 0.4431 d4.dn_loss_cls: 0.0650 d4.dn_loss_bbox: 0.4093 d4.dn_loss_iou: 0.4397 2023/02/28 10:02:35 - mmengine - INFO - Epoch(train) [2][3050/7393] lr: 1.0000e-04 eta: 18:41:16 time: 0.8755 data_time: 0.0039 memory: 28238 grad_norm: 38.1014 loss: 13.7811 loss_cls: 0.2971 loss_bbox: 0.1949 loss_iou: 0.4416 d0.loss_cls: 0.3649 d0.loss_bbox: 0.2087 d0.loss_iou: 0.4759 d1.loss_cls: 0.3254 d1.loss_bbox: 0.1972 d1.loss_iou: 0.4541 d2.loss_cls: 0.3078 d2.loss_bbox: 0.1946 d2.loss_iou: 0.4484 d3.loss_cls: 0.3028 d3.loss_bbox: 0.1932 d3.loss_iou: 0.4434 d4.loss_cls: 0.2973 d4.loss_bbox: 0.1959 d4.loss_iou: 0.4441 enc_loss_cls: 0.3527 enc_loss_bbox: 0.2533 enc_loss_iou: 0.5556 dn_loss_cls: 0.0768 dn_loss_bbox: 0.4498 dn_loss_iou: 0.5253 d0.dn_loss_cls: 0.1142 d0.dn_loss_bbox: 0.5948 d0.dn_loss_iou: 0.7099 d1.dn_loss_cls: 0.0891 d1.dn_loss_bbox: 0.4962 d1.dn_loss_iou: 0.5801 d2.dn_loss_cls: 0.0785 d2.dn_loss_bbox: 0.4638 d2.dn_loss_iou: 0.5421 d3.dn_loss_cls: 0.0772 d3.dn_loss_bbox: 0.4532 d3.dn_loss_iou: 0.5299 d4.dn_loss_cls: 0.0753 d4.dn_loss_bbox: 0.4503 d4.dn_loss_iou: 0.5258 2023/02/28 10:03:19 - mmengine - INFO - Epoch(train) [2][3100/7393] lr: 1.0000e-04 eta: 18:40:37 time: 0.8700 data_time: 0.0040 memory: 28179 grad_norm: 43.3332 loss: 11.5331 loss_cls: 0.2539 loss_bbox: 0.1640 loss_iou: 0.3724 d0.loss_cls: 0.3218 d0.loss_bbox: 0.1809 d0.loss_iou: 0.4000 d1.loss_cls: 0.2784 d1.loss_bbox: 0.1727 d1.loss_iou: 0.3834 d2.loss_cls: 0.2646 d2.loss_bbox: 0.1637 d2.loss_iou: 0.3763 d3.loss_cls: 0.2558 d3.loss_bbox: 0.1650 d3.loss_iou: 0.3756 d4.loss_cls: 0.2540 d4.loss_bbox: 0.1640 d4.loss_iou: 0.3728 enc_loss_cls: 0.3102 enc_loss_bbox: 0.2219 enc_loss_iou: 0.4918 dn_loss_cls: 0.0544 dn_loss_bbox: 0.3360 dn_loss_iou: 0.4509 d0.dn_loss_cls: 0.0978 d0.dn_loss_bbox: 0.4940 d0.dn_loss_iou: 0.6496 d1.dn_loss_cls: 0.0702 d1.dn_loss_bbox: 0.3776 d1.dn_loss_iou: 0.4987 d2.dn_loss_cls: 0.0602 d2.dn_loss_bbox: 0.3468 d2.dn_loss_iou: 0.4633 d3.dn_loss_cls: 0.0563 d3.dn_loss_bbox: 0.3382 d3.dn_loss_iou: 0.4532 d4.dn_loss_cls: 0.0542 d4.dn_loss_bbox: 0.3369 d4.dn_loss_iou: 0.4515 2023/02/28 10:04:02 - mmengine - INFO - Epoch(train) [2][3150/7393] lr: 1.0000e-04 eta: 18:39:55 time: 0.8629 data_time: 0.0042 memory: 27809 grad_norm: 44.0507 loss: 14.9469 loss_cls: 0.3869 loss_bbox: 0.2423 loss_iou: 0.5891 d0.loss_cls: 0.4693 d0.loss_bbox: 0.2563 d0.loss_iou: 0.6306 d1.loss_cls: 0.4272 d1.loss_bbox: 0.2495 d1.loss_iou: 0.6036 d2.loss_cls: 0.4041 d2.loss_bbox: 0.2435 d2.loss_iou: 0.5893 d3.loss_cls: 0.3910 d3.loss_bbox: 0.2428 d3.loss_iou: 0.5876 d4.loss_cls: 0.3863 d4.loss_bbox: 0.2432 d4.loss_iou: 0.5892 enc_loss_cls: 0.4520 enc_loss_bbox: 0.3068 enc_loss_iou: 0.7252 dn_loss_cls: 0.0647 dn_loss_bbox: 0.3647 dn_loss_iou: 0.4838 d0.dn_loss_cls: 0.0967 d0.dn_loss_bbox: 0.4939 d0.dn_loss_iou: 0.6492 d1.dn_loss_cls: 0.0762 d1.dn_loss_bbox: 0.4026 d1.dn_loss_iou: 0.5258 d2.dn_loss_cls: 0.0679 d2.dn_loss_bbox: 0.3760 d2.dn_loss_iou: 0.4965 d3.dn_loss_cls: 0.0653 d3.dn_loss_bbox: 0.3670 d3.dn_loss_iou: 0.4870 d4.dn_loss_cls: 0.0643 d4.dn_loss_bbox: 0.3652 d4.dn_loss_iou: 0.4843 2023/02/28 10:04:46 - mmengine - INFO - Epoch(train) [2][3200/7393] lr: 1.0000e-04 eta: 18:39:21 time: 0.8845 data_time: 0.0041 memory: 29182 grad_norm: 43.0488 loss: 12.9094 loss_cls: 0.2871 loss_bbox: 0.2042 loss_iou: 0.4291 d0.loss_cls: 0.3546 d0.loss_bbox: 0.2144 d0.loss_iou: 0.4621 d1.loss_cls: 0.3175 d1.loss_bbox: 0.2069 d1.loss_iou: 0.4395 d2.loss_cls: 0.2964 d2.loss_bbox: 0.2073 d2.loss_iou: 0.4346 d3.loss_cls: 0.2896 d3.loss_bbox: 0.2073 d3.loss_iou: 0.4337 d4.loss_cls: 0.2868 d4.loss_bbox: 0.2053 d4.loss_iou: 0.4324 enc_loss_cls: 0.3489 enc_loss_bbox: 0.2672 enc_loss_iou: 0.5436 dn_loss_cls: 0.0654 dn_loss_bbox: 0.3959 dn_loss_iou: 0.4665 d0.dn_loss_cls: 0.0964 d0.dn_loss_bbox: 0.5403 d0.dn_loss_iou: 0.6367 d1.dn_loss_cls: 0.0743 d1.dn_loss_bbox: 0.4359 d1.dn_loss_iou: 0.5150 d2.dn_loss_cls: 0.0662 d2.dn_loss_bbox: 0.4073 d2.dn_loss_iou: 0.4817 d3.dn_loss_cls: 0.0639 d3.dn_loss_bbox: 0.3979 d3.dn_loss_iou: 0.4703 d4.dn_loss_cls: 0.0633 d4.dn_loss_bbox: 0.3963 d4.dn_loss_iou: 0.4673 2023/02/28 10:05:28 - mmengine - INFO - Epoch(train) [2][3250/7393] lr: 1.0000e-04 eta: 18:38:31 time: 0.8407 data_time: 0.0040 memory: 26735 grad_norm: 35.7649 loss: 11.6128 loss_cls: 0.2548 loss_bbox: 0.1708 loss_iou: 0.3484 d0.loss_cls: 0.3176 d0.loss_bbox: 0.1860 d0.loss_iou: 0.3830 d1.loss_cls: 0.2790 d1.loss_bbox: 0.1779 d1.loss_iou: 0.3614 d2.loss_cls: 0.2653 d2.loss_bbox: 0.1712 d2.loss_iou: 0.3506 d3.loss_cls: 0.2579 d3.loss_bbox: 0.1690 d3.loss_iou: 0.3470 d4.loss_cls: 0.2542 d4.loss_bbox: 0.1710 d4.loss_iou: 0.3481 enc_loss_cls: 0.3059 enc_loss_bbox: 0.2379 enc_loss_iou: 0.4629 dn_loss_cls: 0.0621 dn_loss_bbox: 0.3575 dn_loss_iou: 0.4541 d0.dn_loss_cls: 0.0971 d0.dn_loss_bbox: 0.5250 d0.dn_loss_iou: 0.6550 d1.dn_loss_cls: 0.0729 d1.dn_loss_bbox: 0.4052 d1.dn_loss_iou: 0.5070 d2.dn_loss_cls: 0.0628 d2.dn_loss_bbox: 0.3713 d2.dn_loss_iou: 0.4710 d3.dn_loss_cls: 0.0611 d3.dn_loss_bbox: 0.3601 d3.dn_loss_iou: 0.4578 d4.dn_loss_cls: 0.0604 d4.dn_loss_bbox: 0.3580 d4.dn_loss_iou: 0.4545 2023/02/28 10:06:12 - mmengine - INFO - Epoch(train) [2][3300/7393] lr: 1.0000e-04 eta: 18:37:52 time: 0.8698 data_time: 0.0041 memory: 29182 grad_norm: 45.7657 loss: 11.4824 loss_cls: 0.2756 loss_bbox: 0.1584 loss_iou: 0.4001 d0.loss_cls: 0.3452 d0.loss_bbox: 0.1713 d0.loss_iou: 0.4300 d1.loss_cls: 0.3015 d1.loss_bbox: 0.1616 d1.loss_iou: 0.4137 d2.loss_cls: 0.2837 d2.loss_bbox: 0.1607 d2.loss_iou: 0.4031 d3.loss_cls: 0.2778 d3.loss_bbox: 0.1583 d3.loss_iou: 0.4024 d4.loss_cls: 0.2744 d4.loss_bbox: 0.1590 d4.loss_iou: 0.4012 enc_loss_cls: 0.3255 enc_loss_bbox: 0.2195 enc_loss_iou: 0.5103 dn_loss_cls: 0.0637 dn_loss_bbox: 0.2972 dn_loss_iou: 0.4370 d0.dn_loss_cls: 0.0981 d0.dn_loss_bbox: 0.4314 d0.dn_loss_iou: 0.6094 d1.dn_loss_cls: 0.0729 d1.dn_loss_bbox: 0.3344 d1.dn_loss_iou: 0.4815 d2.dn_loss_cls: 0.0656 d2.dn_loss_bbox: 0.3085 d2.dn_loss_iou: 0.4497 d3.dn_loss_cls: 0.0628 d3.dn_loss_bbox: 0.2991 d3.dn_loss_iou: 0.4398 d4.dn_loss_cls: 0.0625 d4.dn_loss_bbox: 0.2977 d4.dn_loss_iou: 0.4378 2023/02/28 10:06:54 - mmengine - INFO - Epoch(train) [2][3350/7393] lr: 1.0000e-04 eta: 18:37:07 time: 0.8553 data_time: 0.0040 memory: 27828 grad_norm: 44.7047 loss: 14.4841 loss_cls: 0.3194 loss_bbox: 0.2180 loss_iou: 0.5108 d0.loss_cls: 0.4015 d0.loss_bbox: 0.2202 d0.loss_iou: 0.5351 d1.loss_cls: 0.3539 d1.loss_bbox: 0.2227 d1.loss_iou: 0.5272 d2.loss_cls: 0.3322 d2.loss_bbox: 0.2211 d2.loss_iou: 0.5205 d3.loss_cls: 0.3229 d3.loss_bbox: 0.2192 d3.loss_iou: 0.5157 d4.loss_cls: 0.3178 d4.loss_bbox: 0.2204 d4.loss_iou: 0.5182 enc_loss_cls: 0.3713 enc_loss_bbox: 0.2693 enc_loss_iou: 0.6226 dn_loss_cls: 0.0668 dn_loss_bbox: 0.4152 dn_loss_iou: 0.5630 d0.dn_loss_cls: 0.1047 d0.dn_loss_bbox: 0.5432 d0.dn_loss_iou: 0.7285 d1.dn_loss_cls: 0.0784 d1.dn_loss_bbox: 0.4532 d1.dn_loss_iou: 0.6072 d2.dn_loss_cls: 0.0683 d2.dn_loss_bbox: 0.4238 d2.dn_loss_iou: 0.5778 d3.dn_loss_cls: 0.0659 d3.dn_loss_bbox: 0.4167 d3.dn_loss_iou: 0.5653 d4.dn_loss_cls: 0.0664 d4.dn_loss_bbox: 0.4159 d4.dn_loss_iou: 0.5638 2023/02/28 10:07:37 - mmengine - INFO - Epoch(train) [2][3400/7393] lr: 1.0000e-04 eta: 18:36:23 time: 0.8556 data_time: 0.0040 memory: 25969 grad_norm: 41.7120 loss: 12.0227 loss_cls: 0.2512 loss_bbox: 0.1909 loss_iou: 0.3887 d0.loss_cls: 0.3132 d0.loss_bbox: 0.1936 d0.loss_iou: 0.4062 d1.loss_cls: 0.2755 d1.loss_bbox: 0.1964 d1.loss_iou: 0.4017 d2.loss_cls: 0.2556 d2.loss_bbox: 0.1955 d2.loss_iou: 0.3976 d3.loss_cls: 0.2525 d3.loss_bbox: 0.1933 d3.loss_iou: 0.3915 d4.loss_cls: 0.2533 d4.loss_bbox: 0.1915 d4.loss_iou: 0.3870 enc_loss_cls: 0.3038 enc_loss_bbox: 0.2460 enc_loss_iou: 0.4853 dn_loss_cls: 0.0601 dn_loss_bbox: 0.3951 dn_loss_iou: 0.4486 d0.dn_loss_cls: 0.0930 d0.dn_loss_bbox: 0.5221 d0.dn_loss_iou: 0.6040 d1.dn_loss_cls: 0.0708 d1.dn_loss_bbox: 0.4342 d1.dn_loss_iou: 0.4896 d2.dn_loss_cls: 0.0608 d2.dn_loss_bbox: 0.4024 d2.dn_loss_iou: 0.4608 d3.dn_loss_cls: 0.0594 d3.dn_loss_bbox: 0.3960 d3.dn_loss_iou: 0.4519 d4.dn_loss_cls: 0.0597 d4.dn_loss_bbox: 0.3952 d4.dn_loss_iou: 0.4486 2023/02/28 10:08:21 - mmengine - INFO - Epoch(train) [2][3450/7393] lr: 1.0000e-04 eta: 18:35:43 time: 0.8674 data_time: 0.0040 memory: 27166 grad_norm: 45.7058 loss: 12.6272 loss_cls: 0.2676 loss_bbox: 0.1888 loss_iou: 0.3744 d0.loss_cls: 0.3249 d0.loss_bbox: 0.2045 d0.loss_iou: 0.4073 d1.loss_cls: 0.2973 d1.loss_bbox: 0.1860 d1.loss_iou: 0.3810 d2.loss_cls: 0.2733 d2.loss_bbox: 0.1888 d2.loss_iou: 0.3809 d3.loss_cls: 0.2701 d3.loss_bbox: 0.1857 d3.loss_iou: 0.3734 d4.loss_cls: 0.2677 d4.loss_bbox: 0.1881 d4.loss_iou: 0.3751 enc_loss_cls: 0.3134 enc_loss_bbox: 0.2520 enc_loss_iou: 0.4915 dn_loss_cls: 0.0671 dn_loss_bbox: 0.4231 dn_loss_iou: 0.5015 d0.dn_loss_cls: 0.1007 d0.dn_loss_bbox: 0.5728 d0.dn_loss_iou: 0.6720 d1.dn_loss_cls: 0.0772 d1.dn_loss_bbox: 0.4671 d1.dn_loss_iou: 0.5475 d2.dn_loss_cls: 0.0684 d2.dn_loss_bbox: 0.4336 d2.dn_loss_iou: 0.5173 d3.dn_loss_cls: 0.0665 d3.dn_loss_bbox: 0.4241 d3.dn_loss_iou: 0.5041 d4.dn_loss_cls: 0.0661 d4.dn_loss_bbox: 0.4237 d4.dn_loss_iou: 0.5023 2023/02/28 10:09:03 - mmengine - INFO - Epoch(train) [2][3500/7393] lr: 1.0000e-04 eta: 18:34:59 time: 0.8579 data_time: 0.0040 memory: 28179 grad_norm: 59.9985 loss: 12.2778 loss_cls: 0.2648 loss_bbox: 0.1900 loss_iou: 0.4042 d0.loss_cls: 0.3261 d0.loss_bbox: 0.1972 d0.loss_iou: 0.4216 d1.loss_cls: 0.2900 d1.loss_bbox: 0.1951 d1.loss_iou: 0.4175 d2.loss_cls: 0.2703 d2.loss_bbox: 0.1938 d2.loss_iou: 0.4109 d3.loss_cls: 0.2681 d3.loss_bbox: 0.1922 d3.loss_iou: 0.4077 d4.loss_cls: 0.2635 d4.loss_bbox: 0.1929 d4.loss_iou: 0.4073 enc_loss_cls: 0.3222 enc_loss_bbox: 0.2440 enc_loss_iou: 0.4918 dn_loss_cls: 0.0581 dn_loss_bbox: 0.3991 dn_loss_iou: 0.4359 d0.dn_loss_cls: 0.0952 d0.dn_loss_bbox: 0.5717 d0.dn_loss_iou: 0.6098 d1.dn_loss_cls: 0.0717 d1.dn_loss_bbox: 0.4523 d1.dn_loss_iou: 0.4859 d2.dn_loss_cls: 0.0607 d2.dn_loss_bbox: 0.4155 d2.dn_loss_iou: 0.4534 d3.dn_loss_cls: 0.0601 d3.dn_loss_bbox: 0.4027 d3.dn_loss_iou: 0.4404 d4.dn_loss_cls: 0.0583 d4.dn_loss_bbox: 0.3996 d4.dn_loss_iou: 0.4368 2023/02/28 10:09:46 - mmengine - INFO - Epoch(train) [2][3550/7393] lr: 1.0000e-04 eta: 18:34:11 time: 0.8438 data_time: 0.0040 memory: 26378 grad_norm: 41.3307 loss: 12.9596 loss_cls: 0.2868 loss_bbox: 0.2059 loss_iou: 0.4247 d0.loss_cls: 0.3590 d0.loss_bbox: 0.2150 d0.loss_iou: 0.4438 d1.loss_cls: 0.3165 d1.loss_bbox: 0.2118 d1.loss_iou: 0.4324 d2.loss_cls: 0.2964 d2.loss_bbox: 0.2077 d2.loss_iou: 0.4255 d3.loss_cls: 0.2910 d3.loss_bbox: 0.2062 d3.loss_iou: 0.4238 d4.loss_cls: 0.2866 d4.loss_bbox: 0.2077 d4.loss_iou: 0.4242 enc_loss_cls: 0.3445 enc_loss_bbox: 0.2723 enc_loss_iou: 0.5287 dn_loss_cls: 0.0580 dn_loss_bbox: 0.4136 dn_loss_iou: 0.4678 d0.dn_loss_cls: 0.0983 d0.dn_loss_bbox: 0.5703 d0.dn_loss_iou: 0.6326 d1.dn_loss_cls: 0.0730 d1.dn_loss_bbox: 0.4621 d1.dn_loss_iou: 0.5143 d2.dn_loss_cls: 0.0620 d2.dn_loss_bbox: 0.4272 d2.dn_loss_iou: 0.4810 d3.dn_loss_cls: 0.0590 d3.dn_loss_bbox: 0.4168 d3.dn_loss_iou: 0.4723 d4.dn_loss_cls: 0.0574 d4.dn_loss_bbox: 0.4148 d4.dn_loss_iou: 0.4688 2023/02/28 10:10:29 - mmengine - INFO - Epoch(train) [2][3600/7393] lr: 1.0000e-04 eta: 18:33:28 time: 0.8598 data_time: 0.0041 memory: 27369 grad_norm: 36.5195 loss: 13.4153 loss_cls: 0.3053 loss_bbox: 0.2069 loss_iou: 0.4577 d0.loss_cls: 0.3703 d0.loss_bbox: 0.2269 d0.loss_iou: 0.4821 d1.loss_cls: 0.3258 d1.loss_bbox: 0.2215 d1.loss_iou: 0.4748 d2.loss_cls: 0.3093 d2.loss_bbox: 0.2135 d2.loss_iou: 0.4684 d3.loss_cls: 0.3066 d3.loss_bbox: 0.2081 d3.loss_iou: 0.4618 d4.loss_cls: 0.3065 d4.loss_bbox: 0.2042 d4.loss_iou: 0.4601 enc_loss_cls: 0.3635 enc_loss_bbox: 0.2691 enc_loss_iou: 0.5588 dn_loss_cls: 0.0664 dn_loss_bbox: 0.4067 dn_loss_iou: 0.4890 d0.dn_loss_cls: 0.1021 d0.dn_loss_bbox: 0.5388 d0.dn_loss_iou: 0.6453 d1.dn_loss_cls: 0.0799 d1.dn_loss_bbox: 0.4410 d1.dn_loss_iou: 0.5291 d2.dn_loss_cls: 0.0687 d2.dn_loss_bbox: 0.4165 d2.dn_loss_iou: 0.5012 d3.dn_loss_cls: 0.0670 d3.dn_loss_bbox: 0.4081 d3.dn_loss_iou: 0.4917 d4.dn_loss_cls: 0.0662 d4.dn_loss_bbox: 0.4068 d4.dn_loss_iou: 0.4893 2023/02/28 10:10:35 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 10:11:11 - mmengine - INFO - Epoch(train) [2][3650/7393] lr: 1.0000e-04 eta: 18:32:40 time: 0.8464 data_time: 0.0041 memory: 28179 grad_norm: 36.4104 loss: 11.8198 loss_cls: 0.2936 loss_bbox: 0.1800 loss_iou: 0.3694 d0.loss_cls: 0.3444 d0.loss_bbox: 0.1996 d0.loss_iou: 0.4113 d1.loss_cls: 0.3105 d1.loss_bbox: 0.1926 d1.loss_iou: 0.3911 d2.loss_cls: 0.2945 d2.loss_bbox: 0.1853 d2.loss_iou: 0.3838 d3.loss_cls: 0.2926 d3.loss_bbox: 0.1821 d3.loss_iou: 0.3751 d4.loss_cls: 0.2938 d4.loss_bbox: 0.1806 d4.loss_iou: 0.3702 enc_loss_cls: 0.3414 enc_loss_bbox: 0.2533 enc_loss_iou: 0.5024 dn_loss_cls: 0.0605 dn_loss_bbox: 0.3578 dn_loss_iou: 0.4134 d0.dn_loss_cls: 0.0931 d0.dn_loss_bbox: 0.5086 d0.dn_loss_iou: 0.5863 d1.dn_loss_cls: 0.0698 d1.dn_loss_bbox: 0.3978 d1.dn_loss_iou: 0.4588 d2.dn_loss_cls: 0.0608 d2.dn_loss_bbox: 0.3689 d2.dn_loss_iou: 0.4283 d3.dn_loss_cls: 0.0590 d3.dn_loss_bbox: 0.3612 d3.dn_loss_iou: 0.4173 d4.dn_loss_cls: 0.0590 d4.dn_loss_bbox: 0.3578 d4.dn_loss_iou: 0.4138 2023/02/28 10:11:54 - mmengine - INFO - Epoch(train) [2][3700/7393] lr: 1.0000e-04 eta: 18:31:59 time: 0.8642 data_time: 0.0040 memory: 32500 grad_norm: 38.9013 loss: 12.9447 loss_cls: 0.2996 loss_bbox: 0.2446 loss_iou: 0.4808 d0.loss_cls: 0.3783 d0.loss_bbox: 0.2355 d0.loss_iou: 0.4967 d1.loss_cls: 0.3262 d1.loss_bbox: 0.2384 d1.loss_iou: 0.4927 d2.loss_cls: 0.3129 d2.loss_bbox: 0.2385 d2.loss_iou: 0.4880 d3.loss_cls: 0.3050 d3.loss_bbox: 0.2431 d3.loss_iou: 0.4839 d4.loss_cls: 0.3033 d4.loss_bbox: 0.2423 d4.loss_iou: 0.4808 enc_loss_cls: 0.3576 enc_loss_bbox: 0.2844 enc_loss_iou: 0.5787 dn_loss_cls: 0.0555 dn_loss_bbox: 0.3481 dn_loss_iou: 0.4212 d0.dn_loss_cls: 0.0883 d0.dn_loss_bbox: 0.4974 d0.dn_loss_iou: 0.5869 d1.dn_loss_cls: 0.0674 d1.dn_loss_bbox: 0.3920 d1.dn_loss_iou: 0.4615 d2.dn_loss_cls: 0.0589 d2.dn_loss_bbox: 0.3626 d2.dn_loss_iou: 0.4351 d3.dn_loss_cls: 0.0566 d3.dn_loss_bbox: 0.3511 d3.dn_loss_iou: 0.4241 d4.dn_loss_cls: 0.0556 d4.dn_loss_bbox: 0.3491 d4.dn_loss_iou: 0.4220 2023/02/28 10:12:37 - mmengine - INFO - Epoch(train) [2][3750/7393] lr: 1.0000e-04 eta: 18:31:17 time: 0.8625 data_time: 0.0040 memory: 30536 grad_norm: 38.6730 loss: 11.2357 loss_cls: 0.2430 loss_bbox: 0.1803 loss_iou: 0.3726 d0.loss_cls: 0.3037 d0.loss_bbox: 0.1898 d0.loss_iou: 0.3959 d1.loss_cls: 0.2653 d1.loss_bbox: 0.1851 d1.loss_iou: 0.3841 d2.loss_cls: 0.2457 d2.loss_bbox: 0.1861 d2.loss_iou: 0.3830 d3.loss_cls: 0.2475 d3.loss_bbox: 0.1792 d3.loss_iou: 0.3745 d4.loss_cls: 0.2412 d4.loss_bbox: 0.1807 d4.loss_iou: 0.3751 enc_loss_cls: 0.2933 enc_loss_bbox: 0.2277 enc_loss_iou: 0.4551 dn_loss_cls: 0.0550 dn_loss_bbox: 0.3280 dn_loss_iou: 0.4178 d0.dn_loss_cls: 0.0898 d0.dn_loss_bbox: 0.5033 d0.dn_loss_iou: 0.5935 d1.dn_loss_cls: 0.0669 d1.dn_loss_bbox: 0.3745 d1.dn_loss_iou: 0.4597 d2.dn_loss_cls: 0.0578 d2.dn_loss_bbox: 0.3410 d2.dn_loss_iou: 0.4304 d3.dn_loss_cls: 0.0558 d3.dn_loss_bbox: 0.3299 d3.dn_loss_iou: 0.4212 d4.dn_loss_cls: 0.0544 d4.dn_loss_bbox: 0.3289 d4.dn_loss_iou: 0.4189 2023/02/28 10:13:20 - mmengine - INFO - Epoch(train) [2][3800/7393] lr: 1.0000e-04 eta: 18:30:33 time: 0.8558 data_time: 0.0039 memory: 26789 grad_norm: 37.0977 loss: 11.9383 loss_cls: 0.2855 loss_bbox: 0.1753 loss_iou: 0.4439 d0.loss_cls: 0.3406 d0.loss_bbox: 0.1915 d0.loss_iou: 0.4665 d1.loss_cls: 0.3136 d1.loss_bbox: 0.1794 d1.loss_iou: 0.4484 d2.loss_cls: 0.2948 d2.loss_bbox: 0.1778 d2.loss_iou: 0.4491 d3.loss_cls: 0.2879 d3.loss_bbox: 0.1761 d3.loss_iou: 0.4450 d4.loss_cls: 0.2847 d4.loss_bbox: 0.1765 d4.loss_iou: 0.4475 enc_loss_cls: 0.3296 enc_loss_bbox: 0.2382 enc_loss_iou: 0.5516 dn_loss_cls: 0.0518 dn_loss_bbox: 0.3131 dn_loss_iou: 0.4233 d0.dn_loss_cls: 0.0871 d0.dn_loss_bbox: 0.4678 d0.dn_loss_iou: 0.5922 d1.dn_loss_cls: 0.0640 d1.dn_loss_bbox: 0.3627 d1.dn_loss_iou: 0.4692 d2.dn_loss_cls: 0.0539 d2.dn_loss_bbox: 0.3288 d2.dn_loss_iou: 0.4374 d3.dn_loss_cls: 0.0512 d3.dn_loss_bbox: 0.3177 d3.dn_loss_iou: 0.4268 d4.dn_loss_cls: 0.0508 d4.dn_loss_bbox: 0.3135 d4.dn_loss_iou: 0.4234 2023/02/28 10:14:02 - mmengine - INFO - Epoch(train) [2][3850/7393] lr: 1.0000e-04 eta: 18:29:42 time: 0.8386 data_time: 0.0039 memory: 26091 grad_norm: 38.1845 loss: 14.1398 loss_cls: 0.3417 loss_bbox: 0.2342 loss_iou: 0.4740 d0.loss_cls: 0.4212 d0.loss_bbox: 0.2565 d0.loss_iou: 0.5153 d1.loss_cls: 0.3724 d1.loss_bbox: 0.2462 d1.loss_iou: 0.4960 d2.loss_cls: 0.3561 d2.loss_bbox: 0.2337 d2.loss_iou: 0.4789 d3.loss_cls: 0.3481 d3.loss_bbox: 0.2341 d3.loss_iou: 0.4768 d4.loss_cls: 0.3432 d4.loss_bbox: 0.2345 d4.loss_iou: 0.4759 enc_loss_cls: 0.3925 enc_loss_bbox: 0.3230 enc_loss_iou: 0.6272 dn_loss_cls: 0.0671 dn_loss_bbox: 0.4226 dn_loss_iou: 0.4681 d0.dn_loss_cls: 0.1002 d0.dn_loss_bbox: 0.5764 d0.dn_loss_iou: 0.6486 d1.dn_loss_cls: 0.0803 d1.dn_loss_bbox: 0.4695 d1.dn_loss_iou: 0.5143 d2.dn_loss_cls: 0.0690 d2.dn_loss_bbox: 0.4352 d2.dn_loss_iou: 0.4831 d3.dn_loss_cls: 0.0674 d3.dn_loss_bbox: 0.4253 d3.dn_loss_iou: 0.4725 d4.dn_loss_cls: 0.0662 d4.dn_loss_bbox: 0.4233 d4.dn_loss_iou: 0.4693 2023/02/28 10:14:45 - mmengine - INFO - Epoch(train) [2][3900/7393] lr: 1.0000e-04 eta: 18:29:00 time: 0.8619 data_time: 0.0041 memory: 28261 grad_norm: 34.6168 loss: 12.0392 loss_cls: 0.2544 loss_bbox: 0.1795 loss_iou: 0.3691 d0.loss_cls: 0.3169 d0.loss_bbox: 0.1873 d0.loss_iou: 0.3891 d1.loss_cls: 0.2896 d1.loss_bbox: 0.1768 d1.loss_iou: 0.3731 d2.loss_cls: 0.2684 d2.loss_bbox: 0.1799 d2.loss_iou: 0.3713 d3.loss_cls: 0.2597 d3.loss_bbox: 0.1816 d3.loss_iou: 0.3695 d4.loss_cls: 0.2553 d4.loss_bbox: 0.1799 d4.loss_iou: 0.3689 enc_loss_cls: 0.3102 enc_loss_bbox: 0.2343 enc_loss_iou: 0.4677 dn_loss_cls: 0.0625 dn_loss_bbox: 0.3960 dn_loss_iou: 0.4692 d0.dn_loss_cls: 0.0948 d0.dn_loss_bbox: 0.5489 d0.dn_loss_iou: 0.6353 d1.dn_loss_cls: 0.0726 d1.dn_loss_bbox: 0.4408 d1.dn_loss_iou: 0.5131 d2.dn_loss_cls: 0.0646 d2.dn_loss_bbox: 0.4101 d2.dn_loss_iou: 0.4837 d3.dn_loss_cls: 0.0626 d3.dn_loss_bbox: 0.3999 d3.dn_loss_iou: 0.4737 d4.dn_loss_cls: 0.0618 d4.dn_loss_bbox: 0.3970 d4.dn_loss_iou: 0.4701 2023/02/28 10:15:29 - mmengine - INFO - Epoch(train) [2][3950/7393] lr: 1.0000e-04 eta: 18:28:23 time: 0.8754 data_time: 0.0040 memory: 27614 grad_norm: 38.9096 loss: 14.2385 loss_cls: 0.3240 loss_bbox: 0.2387 loss_iou: 0.4994 d0.loss_cls: 0.3935 d0.loss_bbox: 0.2477 d0.loss_iou: 0.5352 d1.loss_cls: 0.3508 d1.loss_bbox: 0.2374 d1.loss_iou: 0.5178 d2.loss_cls: 0.3308 d2.loss_bbox: 0.2399 d2.loss_iou: 0.5044 d3.loss_cls: 0.3246 d3.loss_bbox: 0.2409 d3.loss_iou: 0.5026 d4.loss_cls: 0.3218 d4.loss_bbox: 0.2420 d4.loss_iou: 0.5031 enc_loss_cls: 0.3858 enc_loss_bbox: 0.2993 enc_loss_iou: 0.6117 dn_loss_cls: 0.0630 dn_loss_bbox: 0.4353 dn_loss_iou: 0.4842 d0.dn_loss_cls: 0.1007 d0.dn_loss_bbox: 0.5825 d0.dn_loss_iou: 0.6558 d1.dn_loss_cls: 0.0764 d1.dn_loss_bbox: 0.4761 d1.dn_loss_iou: 0.5314 d2.dn_loss_cls: 0.0684 d2.dn_loss_bbox: 0.4445 d2.dn_loss_iou: 0.4961 d3.dn_loss_cls: 0.0657 d3.dn_loss_bbox: 0.4366 d3.dn_loss_iou: 0.4867 d4.dn_loss_cls: 0.0630 d4.dn_loss_bbox: 0.4361 d4.dn_loss_iou: 0.4848 2023/02/28 10:16:12 - mmengine - INFO - Epoch(train) [2][4000/7393] lr: 1.0000e-04 eta: 18:27:39 time: 0.8563 data_time: 0.0040 memory: 26735 grad_norm: 41.5495 loss: 13.2897 loss_cls: 0.3264 loss_bbox: 0.2136 loss_iou: 0.4614 d0.loss_cls: 0.3995 d0.loss_bbox: 0.2265 d0.loss_iou: 0.4806 d1.loss_cls: 0.3525 d1.loss_bbox: 0.2215 d1.loss_iou: 0.4694 d2.loss_cls: 0.3321 d2.loss_bbox: 0.2152 d2.loss_iou: 0.4648 d3.loss_cls: 0.3249 d3.loss_bbox: 0.2174 d3.loss_iou: 0.4683 d4.loss_cls: 0.3244 d4.loss_bbox: 0.2154 d4.loss_iou: 0.4628 enc_loss_cls: 0.3733 enc_loss_bbox: 0.2810 enc_loss_iou: 0.5827 dn_loss_cls: 0.0645 dn_loss_bbox: 0.3495 dn_loss_iou: 0.4900 d0.dn_loss_cls: 0.0948 d0.dn_loss_bbox: 0.4851 d0.dn_loss_iou: 0.6561 d1.dn_loss_cls: 0.0727 d1.dn_loss_bbox: 0.3893 d1.dn_loss_iou: 0.5359 d2.dn_loss_cls: 0.0643 d2.dn_loss_bbox: 0.3585 d2.dn_loss_iou: 0.5034 d3.dn_loss_cls: 0.0636 d3.dn_loss_bbox: 0.3513 d3.dn_loss_iou: 0.4934 d4.dn_loss_cls: 0.0634 d4.dn_loss_bbox: 0.3498 d4.dn_loss_iou: 0.4904 2023/02/28 10:16:55 - mmengine - INFO - Epoch(train) [2][4050/7393] lr: 1.0000e-04 eta: 18:26:55 time: 0.8579 data_time: 0.0040 memory: 27179 grad_norm: 34.9465 loss: 13.5146 loss_cls: 0.2963 loss_bbox: 0.1895 loss_iou: 0.4531 d0.loss_cls: 0.3696 d0.loss_bbox: 0.2032 d0.loss_iou: 0.4861 d1.loss_cls: 0.3286 d1.loss_bbox: 0.2041 d1.loss_iou: 0.4715 d2.loss_cls: 0.3083 d2.loss_bbox: 0.1936 d2.loss_iou: 0.4631 d3.loss_cls: 0.2991 d3.loss_bbox: 0.1922 d3.loss_iou: 0.4552 d4.loss_cls: 0.2940 d4.loss_bbox: 0.1922 d4.loss_iou: 0.4600 enc_loss_cls: 0.3566 enc_loss_bbox: 0.2558 enc_loss_iou: 0.5774 dn_loss_cls: 0.0629 dn_loss_bbox: 0.4230 dn_loss_iou: 0.5129 d0.dn_loss_cls: 0.0973 d0.dn_loss_bbox: 0.5605 d0.dn_loss_iou: 0.6898 d1.dn_loss_cls: 0.0748 d1.dn_loss_bbox: 0.4553 d1.dn_loss_iou: 0.5595 d2.dn_loss_cls: 0.0659 d2.dn_loss_bbox: 0.4311 d2.dn_loss_iou: 0.5287 d3.dn_loss_cls: 0.0628 d3.dn_loss_bbox: 0.4245 d3.dn_loss_iou: 0.5171 d4.dn_loss_cls: 0.0624 d4.dn_loss_bbox: 0.4231 d4.dn_loss_iou: 0.5134 2023/02/28 10:17:37 - mmengine - INFO - Epoch(train) [2][4100/7393] lr: 1.0000e-04 eta: 18:26:09 time: 0.8509 data_time: 0.0041 memory: 26633 grad_norm: 40.6553 loss: 11.9630 loss_cls: 0.2469 loss_bbox: 0.1918 loss_iou: 0.3973 d0.loss_cls: 0.3280 d0.loss_bbox: 0.1937 d0.loss_iou: 0.4116 d1.loss_cls: 0.2808 d1.loss_bbox: 0.1936 d1.loss_iou: 0.4048 d2.loss_cls: 0.2595 d2.loss_bbox: 0.1926 d2.loss_iou: 0.4006 d3.loss_cls: 0.2529 d3.loss_bbox: 0.1910 d3.loss_iou: 0.3969 d4.loss_cls: 0.2482 d4.loss_bbox: 0.1921 d4.loss_iou: 0.3984 enc_loss_cls: 0.3156 enc_loss_bbox: 0.2450 enc_loss_iou: 0.4910 dn_loss_cls: 0.0609 dn_loss_bbox: 0.3559 dn_loss_iou: 0.4465 d0.dn_loss_cls: 0.0932 d0.dn_loss_bbox: 0.5356 d0.dn_loss_iou: 0.6297 d1.dn_loss_cls: 0.0701 d1.dn_loss_bbox: 0.4149 d1.dn_loss_iou: 0.4952 d2.dn_loss_cls: 0.0616 d2.dn_loss_bbox: 0.3728 d2.dn_loss_iou: 0.4622 d3.dn_loss_cls: 0.0599 d3.dn_loss_bbox: 0.3592 d3.dn_loss_iou: 0.4503 d4.dn_loss_cls: 0.0600 d4.dn_loss_bbox: 0.3558 d4.dn_loss_iou: 0.4468 2023/02/28 10:18:20 - mmengine - INFO - Epoch(train) [2][4150/7393] lr: 1.0000e-04 eta: 18:25:27 time: 0.8607 data_time: 0.0041 memory: 31979 grad_norm: 44.4291 loss: 12.3909 loss_cls: 0.2731 loss_bbox: 0.1967 loss_iou: 0.3696 d0.loss_cls: 0.3365 d0.loss_bbox: 0.2018 d0.loss_iou: 0.3993 d1.loss_cls: 0.3010 d1.loss_bbox: 0.1957 d1.loss_iou: 0.3799 d2.loss_cls: 0.2799 d2.loss_bbox: 0.2006 d2.loss_iou: 0.3760 d3.loss_cls: 0.2726 d3.loss_bbox: 0.2022 d3.loss_iou: 0.3723 d4.loss_cls: 0.2707 d4.loss_bbox: 0.1985 d4.loss_iou: 0.3710 enc_loss_cls: 0.3201 enc_loss_bbox: 0.2452 enc_loss_iou: 0.4683 dn_loss_cls: 0.0644 dn_loss_bbox: 0.4196 dn_loss_iou: 0.4526 d0.dn_loss_cls: 0.0991 d0.dn_loss_bbox: 0.5996 d0.dn_loss_iou: 0.6289 d1.dn_loss_cls: 0.0750 d1.dn_loss_bbox: 0.4752 d1.dn_loss_iou: 0.5002 d2.dn_loss_cls: 0.0668 d2.dn_loss_bbox: 0.4341 d2.dn_loss_iou: 0.4667 d3.dn_loss_cls: 0.0644 d3.dn_loss_bbox: 0.4212 d3.dn_loss_iou: 0.4555 d4.dn_loss_cls: 0.0633 d4.dn_loss_bbox: 0.4202 d4.dn_loss_iou: 0.4534 2023/02/28 10:19:04 - mmengine - INFO - Epoch(train) [2][4200/7393] lr: 1.0000e-04 eta: 18:24:47 time: 0.8693 data_time: 0.0043 memory: 29182 grad_norm: 37.4877 loss: 14.2301 loss_cls: 0.3398 loss_bbox: 0.2339 loss_iou: 0.4959 d0.loss_cls: 0.4074 d0.loss_bbox: 0.2440 d0.loss_iou: 0.5204 d1.loss_cls: 0.3779 d1.loss_bbox: 0.2335 d1.loss_iou: 0.4997 d2.loss_cls: 0.3526 d2.loss_bbox: 0.2372 d2.loss_iou: 0.4982 d3.loss_cls: 0.3470 d3.loss_bbox: 0.2359 d3.loss_iou: 0.4951 d4.loss_cls: 0.3440 d4.loss_bbox: 0.2334 d4.loss_iou: 0.4952 enc_loss_cls: 0.4070 enc_loss_bbox: 0.2899 enc_loss_iou: 0.5980 dn_loss_cls: 0.0694 dn_loss_bbox: 0.4059 dn_loss_iou: 0.5124 d0.dn_loss_cls: 0.1014 d0.dn_loss_bbox: 0.5195 d0.dn_loss_iou: 0.6769 d1.dn_loss_cls: 0.0812 d1.dn_loss_bbox: 0.4338 d1.dn_loss_iou: 0.5521 d2.dn_loss_cls: 0.0726 d2.dn_loss_bbox: 0.4137 d2.dn_loss_iou: 0.5248 d3.dn_loss_cls: 0.0700 d3.dn_loss_bbox: 0.4076 d3.dn_loss_iou: 0.5152 d4.dn_loss_cls: 0.0686 d4.dn_loss_bbox: 0.4059 d4.dn_loss_iou: 0.5129 2023/02/28 10:19:46 - mmengine - INFO - Epoch(train) [2][4250/7393] lr: 1.0000e-04 eta: 18:24:00 time: 0.8479 data_time: 0.0040 memory: 29182 grad_norm: 39.0700 loss: 12.3820 loss_cls: 0.2900 loss_bbox: 0.1785 loss_iou: 0.4303 d0.loss_cls: 0.3573 d0.loss_bbox: 0.1923 d0.loss_iou: 0.4555 d1.loss_cls: 0.3176 d1.loss_bbox: 0.1820 d1.loss_iou: 0.4369 d2.loss_cls: 0.2995 d2.loss_bbox: 0.1831 d2.loss_iou: 0.4367 d3.loss_cls: 0.2930 d3.loss_bbox: 0.1793 d3.loss_iou: 0.4303 d4.loss_cls: 0.2898 d4.loss_bbox: 0.1787 d4.loss_iou: 0.4293 enc_loss_cls: 0.3428 enc_loss_bbox: 0.2474 enc_loss_iou: 0.5342 dn_loss_cls: 0.0589 dn_loss_bbox: 0.3576 dn_loss_iou: 0.4433 d0.dn_loss_cls: 0.0934 d0.dn_loss_bbox: 0.5305 d0.dn_loss_iou: 0.6287 d1.dn_loss_cls: 0.0706 d1.dn_loss_bbox: 0.4051 d1.dn_loss_iou: 0.4923 d2.dn_loss_cls: 0.0605 d2.dn_loss_bbox: 0.3706 d2.dn_loss_iou: 0.4596 d3.dn_loss_cls: 0.0577 d3.dn_loss_bbox: 0.3612 d3.dn_loss_iou: 0.4478 d4.dn_loss_cls: 0.0570 d4.dn_loss_bbox: 0.3592 d4.dn_loss_iou: 0.4439 2023/02/28 10:20:30 - mmengine - INFO - Epoch(train) [2][4300/7393] lr: 1.0000e-04 eta: 18:23:23 time: 0.8775 data_time: 0.0042 memory: 27391 grad_norm: 34.0597 loss: 12.1268 loss_cls: 0.2392 loss_bbox: 0.1682 loss_iou: 0.3376 d0.loss_cls: 0.3030 d0.loss_bbox: 0.1789 d0.loss_iou: 0.3639 d1.loss_cls: 0.2642 d1.loss_bbox: 0.1745 d1.loss_iou: 0.3525 d2.loss_cls: 0.2421 d2.loss_bbox: 0.1744 d2.loss_iou: 0.3500 d3.loss_cls: 0.2386 d3.loss_bbox: 0.1717 d3.loss_iou: 0.3425 d4.loss_cls: 0.2370 d4.loss_bbox: 0.1713 d4.loss_iou: 0.3405 enc_loss_cls: 0.2976 enc_loss_bbox: 0.2196 enc_loss_iou: 0.4199 dn_loss_cls: 0.0625 dn_loss_bbox: 0.4786 dn_loss_iou: 0.4629 d0.dn_loss_cls: 0.1026 d0.dn_loss_bbox: 0.6472 d0.dn_loss_iou: 0.6389 d1.dn_loss_cls: 0.0777 d1.dn_loss_bbox: 0.5194 d1.dn_loss_iou: 0.5064 d2.dn_loss_cls: 0.0674 d2.dn_loss_bbox: 0.4886 d2.dn_loss_iou: 0.4766 d3.dn_loss_cls: 0.0647 d3.dn_loss_bbox: 0.4782 d3.dn_loss_iou: 0.4649 d4.dn_loss_cls: 0.0625 d4.dn_loss_bbox: 0.4776 d4.dn_loss_iou: 0.4628 2023/02/28 10:21:12 - mmengine - INFO - Epoch(train) [2][4350/7393] lr: 1.0000e-04 eta: 18:22:36 time: 0.8456 data_time: 0.0043 memory: 27689 grad_norm: 42.0971 loss: 12.9317 loss_cls: 0.2818 loss_bbox: 0.1977 loss_iou: 0.4261 d0.loss_cls: 0.3436 d0.loss_bbox: 0.2066 d0.loss_iou: 0.4517 d1.loss_cls: 0.3116 d1.loss_bbox: 0.2006 d1.loss_iou: 0.4360 d2.loss_cls: 0.2845 d2.loss_bbox: 0.2029 d2.loss_iou: 0.4361 d3.loss_cls: 0.2801 d3.loss_bbox: 0.2012 d3.loss_iou: 0.4314 d4.loss_cls: 0.2795 d4.loss_bbox: 0.2004 d4.loss_iou: 0.4281 enc_loss_cls: 0.3289 enc_loss_bbox: 0.2522 enc_loss_iou: 0.5261 dn_loss_cls: 0.0717 dn_loss_bbox: 0.3806 dn_loss_iou: 0.5115 d0.dn_loss_cls: 0.1046 d0.dn_loss_bbox: 0.5174 d0.dn_loss_iou: 0.6716 d1.dn_loss_cls: 0.0805 d1.dn_loss_bbox: 0.4180 d1.dn_loss_iou: 0.5534 d2.dn_loss_cls: 0.0721 d2.dn_loss_bbox: 0.3886 d2.dn_loss_iou: 0.5230 d3.dn_loss_cls: 0.0712 d3.dn_loss_bbox: 0.3826 d3.dn_loss_iou: 0.5146 d4.dn_loss_cls: 0.0705 d4.dn_loss_bbox: 0.3810 d4.dn_loss_iou: 0.5119 2023/02/28 10:21:55 - mmengine - INFO - Epoch(train) [2][4400/7393] lr: 1.0000e-04 eta: 18:21:54 time: 0.8627 data_time: 0.0052 memory: 26735 grad_norm: 35.6623 loss: 11.5871 loss_cls: 0.2700 loss_bbox: 0.1466 loss_iou: 0.3751 d0.loss_cls: 0.3291 d0.loss_bbox: 0.1609 d0.loss_iou: 0.4075 d1.loss_cls: 0.2884 d1.loss_bbox: 0.1615 d1.loss_iou: 0.3911 d2.loss_cls: 0.2739 d2.loss_bbox: 0.1554 d2.loss_iou: 0.3823 d3.loss_cls: 0.2703 d3.loss_bbox: 0.1503 d3.loss_iou: 0.3796 d4.loss_cls: 0.2700 d4.loss_bbox: 0.1489 d4.loss_iou: 0.3780 enc_loss_cls: 0.3095 enc_loss_bbox: 0.2054 enc_loss_iou: 0.4862 dn_loss_cls: 0.0603 dn_loss_bbox: 0.3577 dn_loss_iou: 0.4241 d0.dn_loss_cls: 0.0953 d0.dn_loss_bbox: 0.5524 d0.dn_loss_iou: 0.6161 d1.dn_loss_cls: 0.0710 d1.dn_loss_bbox: 0.4174 d1.dn_loss_iou: 0.4782 d2.dn_loss_cls: 0.0610 d2.dn_loss_bbox: 0.3769 d2.dn_loss_iou: 0.4417 d3.dn_loss_cls: 0.0605 d3.dn_loss_bbox: 0.3624 d3.dn_loss_iou: 0.4291 d4.dn_loss_cls: 0.0594 d4.dn_loss_bbox: 0.3585 d4.dn_loss_iou: 0.4250 2023/02/28 10:22:38 - mmengine - INFO - Epoch(train) [2][4450/7393] lr: 1.0000e-04 eta: 18:21:07 time: 0.8487 data_time: 0.0047 memory: 26767 grad_norm: 40.1815 loss: 11.6155 loss_cls: 0.2584 loss_bbox: 0.1764 loss_iou: 0.4075 d0.loss_cls: 0.3245 d0.loss_bbox: 0.1871 d0.loss_iou: 0.4323 d1.loss_cls: 0.2808 d1.loss_bbox: 0.1855 d1.loss_iou: 0.4155 d2.loss_cls: 0.2628 d2.loss_bbox: 0.1858 d2.loss_iou: 0.4131 d3.loss_cls: 0.2620 d3.loss_bbox: 0.1730 d3.loss_iou: 0.4062 d4.loss_cls: 0.2562 d4.loss_bbox: 0.1752 d4.loss_iou: 0.4084 enc_loss_cls: 0.3249 enc_loss_bbox: 0.2281 enc_loss_iou: 0.5064 dn_loss_cls: 0.0464 dn_loss_bbox: 0.3516 dn_loss_iou: 0.4161 d0.dn_loss_cls: 0.0838 d0.dn_loss_bbox: 0.4904 d0.dn_loss_iou: 0.5802 d1.dn_loss_cls: 0.0590 d1.dn_loss_bbox: 0.3886 d1.dn_loss_iou: 0.4568 d2.dn_loss_cls: 0.0500 d2.dn_loss_bbox: 0.3621 d2.dn_loss_iou: 0.4286 d3.dn_loss_cls: 0.0464 d3.dn_loss_bbox: 0.3531 d3.dn_loss_iou: 0.4185 d4.dn_loss_cls: 0.0455 d4.dn_loss_bbox: 0.3518 d4.dn_loss_iou: 0.4163 2023/02/28 10:23:21 - mmengine - INFO - Epoch(train) [2][4500/7393] lr: 1.0000e-04 eta: 18:20:26 time: 0.8645 data_time: 0.0047 memory: 26789 grad_norm: 44.5587 loss: 11.4529 loss_cls: 0.2571 loss_bbox: 0.1829 loss_iou: 0.3612 d0.loss_cls: 0.3429 d0.loss_bbox: 0.1846 d0.loss_iou: 0.3832 d1.loss_cls: 0.2997 d1.loss_bbox: 0.1788 d1.loss_iou: 0.3620 d2.loss_cls: 0.2685 d2.loss_bbox: 0.1808 d2.loss_iou: 0.3627 d3.loss_cls: 0.2632 d3.loss_bbox: 0.1814 d3.loss_iou: 0.3615 d4.loss_cls: 0.2578 d4.loss_bbox: 0.1823 d4.loss_iou: 0.3614 enc_loss_cls: 0.3224 enc_loss_bbox: 0.2361 enc_loss_iou: 0.4710 dn_loss_cls: 0.0578 dn_loss_bbox: 0.3556 dn_loss_iou: 0.4057 d0.dn_loss_cls: 0.0911 d0.dn_loss_bbox: 0.5275 d0.dn_loss_iou: 0.5847 d1.dn_loss_cls: 0.0695 d1.dn_loss_bbox: 0.4081 d1.dn_loss_iou: 0.4555 d2.dn_loss_cls: 0.0598 d2.dn_loss_bbox: 0.3698 d2.dn_loss_iou: 0.4219 d3.dn_loss_cls: 0.0577 d3.dn_loss_bbox: 0.3580 d3.dn_loss_iou: 0.4096 d4.dn_loss_cls: 0.0570 d4.dn_loss_bbox: 0.3556 d4.dn_loss_iou: 0.4065 2023/02/28 10:24:05 - mmengine - INFO - Epoch(train) [2][4550/7393] lr: 1.0000e-04 eta: 18:19:46 time: 0.8704 data_time: 0.0046 memory: 25390 grad_norm: 45.3352 loss: 12.4897 loss_cls: 0.2924 loss_bbox: 0.1864 loss_iou: 0.4474 d0.loss_cls: 0.3604 d0.loss_bbox: 0.2001 d0.loss_iou: 0.4670 d1.loss_cls: 0.3249 d1.loss_bbox: 0.1960 d1.loss_iou: 0.4600 d2.loss_cls: 0.3059 d2.loss_bbox: 0.1912 d2.loss_iou: 0.4502 d3.loss_cls: 0.2947 d3.loss_bbox: 0.1896 d3.loss_iou: 0.4502 d4.loss_cls: 0.2933 d4.loss_bbox: 0.1864 d4.loss_iou: 0.4465 enc_loss_cls: 0.3457 enc_loss_bbox: 0.2496 enc_loss_iou: 0.5590 dn_loss_cls: 0.0493 dn_loss_bbox: 0.3395 dn_loss_iou: 0.4645 d0.dn_loss_cls: 0.0865 d0.dn_loss_bbox: 0.4717 d0.dn_loss_iou: 0.6264 d1.dn_loss_cls: 0.0624 d1.dn_loss_bbox: 0.3814 d1.dn_loss_iou: 0.5093 d2.dn_loss_cls: 0.0536 d2.dn_loss_bbox: 0.3514 d2.dn_loss_iou: 0.4798 d3.dn_loss_cls: 0.0512 d3.dn_loss_bbox: 0.3426 d3.dn_loss_iou: 0.4687 d4.dn_loss_cls: 0.0489 d4.dn_loss_bbox: 0.3402 d4.dn_loss_iou: 0.4654 2023/02/28 10:24:48 - mmengine - INFO - Epoch(train) [2][4600/7393] lr: 1.0000e-04 eta: 18:19:05 time: 0.8630 data_time: 0.0045 memory: 30875 grad_norm: 51.6950 loss: 12.7361 loss_cls: 0.2965 loss_bbox: 0.2036 loss_iou: 0.4425 d0.loss_cls: 0.3680 d0.loss_bbox: 0.2099 d0.loss_iou: 0.4664 d1.loss_cls: 0.3269 d1.loss_bbox: 0.2027 d1.loss_iou: 0.4562 d2.loss_cls: 0.3036 d2.loss_bbox: 0.2065 d2.loss_iou: 0.4518 d3.loss_cls: 0.2956 d3.loss_bbox: 0.2075 d3.loss_iou: 0.4483 d4.loss_cls: 0.2982 d4.loss_bbox: 0.2019 d4.loss_iou: 0.4422 enc_loss_cls: 0.3508 enc_loss_bbox: 0.2606 enc_loss_iou: 0.5558 dn_loss_cls: 0.0557 dn_loss_bbox: 0.3525 dn_loss_iou: 0.4713 d0.dn_loss_cls: 0.0909 d0.dn_loss_bbox: 0.4908 d0.dn_loss_iou: 0.6380 d1.dn_loss_cls: 0.0692 d1.dn_loss_bbox: 0.3871 d1.dn_loss_iou: 0.5117 d2.dn_loss_cls: 0.0596 d2.dn_loss_bbox: 0.3618 d2.dn_loss_iou: 0.4846 d3.dn_loss_cls: 0.0574 d3.dn_loss_bbox: 0.3546 d3.dn_loss_iou: 0.4750 d4.dn_loss_cls: 0.0559 d4.dn_loss_bbox: 0.3525 d4.dn_loss_iou: 0.4718 2023/02/28 10:24:53 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 10:25:31 - mmengine - INFO - Epoch(train) [2][4650/7393] lr: 1.0000e-04 eta: 18:18:25 time: 0.8694 data_time: 0.0044 memory: 28531 grad_norm: 37.0722 loss: 12.5786 loss_cls: 0.2872 loss_bbox: 0.1889 loss_iou: 0.4249 d0.loss_cls: 0.3574 d0.loss_bbox: 0.1892 d0.loss_iou: 0.4463 d1.loss_cls: 0.3091 d1.loss_bbox: 0.1987 d1.loss_iou: 0.4366 d2.loss_cls: 0.2953 d2.loss_bbox: 0.1934 d2.loss_iou: 0.4300 d3.loss_cls: 0.2940 d3.loss_bbox: 0.1895 d3.loss_iou: 0.4252 d4.loss_cls: 0.2902 d4.loss_bbox: 0.1876 d4.loss_iou: 0.4239 enc_loss_cls: 0.3447 enc_loss_bbox: 0.2377 enc_loss_iou: 0.5112 dn_loss_cls: 0.0653 dn_loss_bbox: 0.3715 dn_loss_iou: 0.4742 d0.dn_loss_cls: 0.1013 d0.dn_loss_bbox: 0.5114 d0.dn_loss_iou: 0.6327 d1.dn_loss_cls: 0.0773 d1.dn_loss_bbox: 0.4100 d1.dn_loss_iou: 0.5155 d2.dn_loss_cls: 0.0671 d2.dn_loss_bbox: 0.3810 d2.dn_loss_iou: 0.4863 d3.dn_loss_cls: 0.0644 d3.dn_loss_bbox: 0.3727 d3.dn_loss_iou: 0.4768 d4.dn_loss_cls: 0.0636 d4.dn_loss_bbox: 0.3717 d4.dn_loss_iou: 0.4747 2023/02/28 10:26:14 - mmengine - INFO - Epoch(train) [2][4700/7393] lr: 1.0000e-04 eta: 18:17:41 time: 0.8561 data_time: 0.0039 memory: 29182 grad_norm: 38.6897 loss: 12.1305 loss_cls: 0.2541 loss_bbox: 0.1675 loss_iou: 0.3759 d0.loss_cls: 0.3270 d0.loss_bbox: 0.1702 d0.loss_iou: 0.3948 d1.loss_cls: 0.2919 d1.loss_bbox: 0.1685 d1.loss_iou: 0.3842 d2.loss_cls: 0.2641 d2.loss_bbox: 0.1689 d2.loss_iou: 0.3827 d3.loss_cls: 0.2566 d3.loss_bbox: 0.1696 d3.loss_iou: 0.3789 d4.loss_cls: 0.2530 d4.loss_bbox: 0.1712 d4.loss_iou: 0.3793 enc_loss_cls: 0.3084 enc_loss_bbox: 0.2285 enc_loss_iou: 0.4762 dn_loss_cls: 0.0647 dn_loss_bbox: 0.4191 dn_loss_iou: 0.4685 d0.dn_loss_cls: 0.0954 d0.dn_loss_bbox: 0.5636 d0.dn_loss_iou: 0.6324 d1.dn_loss_cls: 0.0713 d1.dn_loss_bbox: 0.4559 d1.dn_loss_iou: 0.5094 d2.dn_loss_cls: 0.0631 d2.dn_loss_bbox: 0.4286 d2.dn_loss_iou: 0.4805 d3.dn_loss_cls: 0.0622 d3.dn_loss_bbox: 0.4212 d3.dn_loss_iou: 0.4721 d4.dn_loss_cls: 0.0628 d4.dn_loss_bbox: 0.4192 d4.dn_loss_iou: 0.4689 2023/02/28 10:26:57 - mmengine - INFO - Epoch(train) [2][4750/7393] lr: 1.0000e-04 eta: 18:16:58 time: 0.8600 data_time: 0.0040 memory: 26789 grad_norm: 37.5884 loss: 11.7818 loss_cls: 0.2512 loss_bbox: 0.1658 loss_iou: 0.3665 d0.loss_cls: 0.3179 d0.loss_bbox: 0.1726 d0.loss_iou: 0.3817 d1.loss_cls: 0.2831 d1.loss_bbox: 0.1722 d1.loss_iou: 0.3761 d2.loss_cls: 0.2648 d2.loss_bbox: 0.1679 d2.loss_iou: 0.3713 d3.loss_cls: 0.2595 d3.loss_bbox: 0.1641 d3.loss_iou: 0.3635 d4.loss_cls: 0.2538 d4.loss_bbox: 0.1646 d4.loss_iou: 0.3645 enc_loss_cls: 0.2989 enc_loss_bbox: 0.2215 enc_loss_iou: 0.4717 dn_loss_cls: 0.0556 dn_loss_bbox: 0.4038 dn_loss_iou: 0.4481 d0.dn_loss_cls: 0.0911 d0.dn_loss_bbox: 0.5558 d0.dn_loss_iou: 0.6109 d1.dn_loss_cls: 0.0698 d1.dn_loss_bbox: 0.4466 d1.dn_loss_iou: 0.4918 d2.dn_loss_cls: 0.0602 d2.dn_loss_bbox: 0.4123 d2.dn_loss_iou: 0.4621 d3.dn_loss_cls: 0.0568 d3.dn_loss_bbox: 0.4049 d3.dn_loss_iou: 0.4513 d4.dn_loss_cls: 0.0550 d4.dn_loss_bbox: 0.4039 d4.dn_loss_iou: 0.4485 2023/02/28 10:27:41 - mmengine - INFO - Epoch(train) [2][4800/7393] lr: 1.0000e-04 eta: 18:16:20 time: 0.8771 data_time: 0.0040 memory: 26735 grad_norm: 43.3513 loss: 12.5009 loss_cls: 0.2582 loss_bbox: 0.1898 loss_iou: 0.4035 d0.loss_cls: 0.3283 d0.loss_bbox: 0.2031 d0.loss_iou: 0.4348 d1.loss_cls: 0.2851 d1.loss_bbox: 0.1995 d1.loss_iou: 0.4143 d2.loss_cls: 0.2693 d2.loss_bbox: 0.1957 d2.loss_iou: 0.4141 d3.loss_cls: 0.2622 d3.loss_bbox: 0.1897 d3.loss_iou: 0.4044 d4.loss_cls: 0.2598 d4.loss_bbox: 0.1879 d4.loss_iou: 0.4040 enc_loss_cls: 0.3195 enc_loss_bbox: 0.2608 enc_loss_iou: 0.5164 dn_loss_cls: 0.0587 dn_loss_bbox: 0.3904 dn_loss_iou: 0.4759 d0.dn_loss_cls: 0.0997 d0.dn_loss_bbox: 0.5493 d0.dn_loss_iou: 0.6518 d1.dn_loss_cls: 0.0749 d1.dn_loss_bbox: 0.4441 d1.dn_loss_iou: 0.5293 d2.dn_loss_cls: 0.0658 d2.dn_loss_bbox: 0.4042 d2.dn_loss_iou: 0.4913 d3.dn_loss_cls: 0.0613 d3.dn_loss_bbox: 0.3956 d3.dn_loss_iou: 0.4802 d4.dn_loss_cls: 0.0592 d4.dn_loss_bbox: 0.3918 d4.dn_loss_iou: 0.4770 2023/02/28 10:28:24 - mmengine - INFO - Epoch(train) [2][4850/7393] lr: 1.0000e-04 eta: 18:15:40 time: 0.8667 data_time: 0.0042 memory: 27211 grad_norm: 41.0203 loss: 12.3341 loss_cls: 0.2683 loss_bbox: 0.1863 loss_iou: 0.3866 d0.loss_cls: 0.3334 d0.loss_bbox: 0.2000 d0.loss_iou: 0.4099 d1.loss_cls: 0.2916 d1.loss_bbox: 0.1968 d1.loss_iou: 0.3942 d2.loss_cls: 0.2750 d2.loss_bbox: 0.1940 d2.loss_iou: 0.3917 d3.loss_cls: 0.2671 d3.loss_bbox: 0.1917 d3.loss_iou: 0.3936 d4.loss_cls: 0.2692 d4.loss_bbox: 0.1876 d4.loss_iou: 0.3877 enc_loss_cls: 0.3205 enc_loss_bbox: 0.2492 enc_loss_iou: 0.4947 dn_loss_cls: 0.0602 dn_loss_bbox: 0.3638 dn_loss_iou: 0.4908 d0.dn_loss_cls: 0.0987 d0.dn_loss_bbox: 0.5329 d0.dn_loss_iou: 0.6866 d1.dn_loss_cls: 0.0738 d1.dn_loss_bbox: 0.4118 d1.dn_loss_iou: 0.5423 d2.dn_loss_cls: 0.0645 d2.dn_loss_bbox: 0.3769 d2.dn_loss_iou: 0.5055 d3.dn_loss_cls: 0.0608 d3.dn_loss_bbox: 0.3662 d3.dn_loss_iou: 0.4952 d4.dn_loss_cls: 0.0597 d4.dn_loss_bbox: 0.3641 d4.dn_loss_iou: 0.4914 2023/02/28 10:29:06 - mmengine - INFO - Epoch(train) [2][4900/7393] lr: 1.0000e-04 eta: 18:14:51 time: 0.8403 data_time: 0.0045 memory: 29182 grad_norm: 35.7710 loss: 14.7310 loss_cls: 0.3351 loss_bbox: 0.2380 loss_iou: 0.5501 d0.loss_cls: 0.4116 d0.loss_bbox: 0.2418 d0.loss_iou: 0.5581 d1.loss_cls: 0.3686 d1.loss_bbox: 0.2358 d1.loss_iou: 0.5505 d2.loss_cls: 0.3476 d2.loss_bbox: 0.2337 d2.loss_iou: 0.5460 d3.loss_cls: 0.3385 d3.loss_bbox: 0.2357 d3.loss_iou: 0.5494 d4.loss_cls: 0.3372 d4.loss_bbox: 0.2354 d4.loss_iou: 0.5523 enc_loss_cls: 0.4037 enc_loss_bbox: 0.2954 enc_loss_iou: 0.6411 dn_loss_cls: 0.0732 dn_loss_bbox: 0.4250 dn_loss_iou: 0.5145 d0.dn_loss_cls: 0.1045 d0.dn_loss_bbox: 0.5590 d0.dn_loss_iou: 0.6791 d1.dn_loss_cls: 0.0841 d1.dn_loss_bbox: 0.4646 d1.dn_loss_iou: 0.5596 d2.dn_loss_cls: 0.0751 d2.dn_loss_bbox: 0.4320 d2.dn_loss_iou: 0.5274 d3.dn_loss_cls: 0.0722 d3.dn_loss_bbox: 0.4260 d3.dn_loss_iou: 0.5175 d4.dn_loss_cls: 0.0722 d4.dn_loss_bbox: 0.4249 d4.dn_loss_iou: 0.5147 2023/02/28 10:29:49 - mmengine - INFO - Epoch(train) [2][4950/7393] lr: 1.0000e-04 eta: 18:14:04 time: 0.8489 data_time: 0.0040 memory: 28428 grad_norm: 43.3829 loss: 11.5241 loss_cls: 0.2505 loss_bbox: 0.1825 loss_iou: 0.3619 d0.loss_cls: 0.3118 d0.loss_bbox: 0.1838 d0.loss_iou: 0.3850 d1.loss_cls: 0.2726 d1.loss_bbox: 0.1886 d1.loss_iou: 0.3736 d2.loss_cls: 0.2558 d2.loss_bbox: 0.1847 d2.loss_iou: 0.3690 d3.loss_cls: 0.2540 d3.loss_bbox: 0.1837 d3.loss_iou: 0.3641 d4.loss_cls: 0.2501 d4.loss_bbox: 0.1840 d4.loss_iou: 0.3631 enc_loss_cls: 0.3022 enc_loss_bbox: 0.2284 enc_loss_iou: 0.4639 dn_loss_cls: 0.0563 dn_loss_bbox: 0.3541 dn_loss_iou: 0.4457 d0.dn_loss_cls: 0.0894 d0.dn_loss_bbox: 0.4924 d0.dn_loss_iou: 0.6129 d1.dn_loss_cls: 0.0668 d1.dn_loss_bbox: 0.3975 d1.dn_loss_iou: 0.4926 d2.dn_loss_cls: 0.0589 d2.dn_loss_bbox: 0.3650 d2.dn_loss_iou: 0.4604 d3.dn_loss_cls: 0.0572 d3.dn_loss_bbox: 0.3562 d3.dn_loss_iou: 0.4488 d4.dn_loss_cls: 0.0561 d4.dn_loss_bbox: 0.3544 d4.dn_loss_iou: 0.4461 2023/02/28 10:30:31 - mmengine - INFO - Epoch(train) [2][5000/7393] lr: 1.0000e-04 eta: 18:13:19 time: 0.8507 data_time: 0.0039 memory: 26774 grad_norm: 33.4350 loss: 13.2067 loss_cls: 0.3237 loss_bbox: 0.1845 loss_iou: 0.4492 d0.loss_cls: 0.3847 d0.loss_bbox: 0.2018 d0.loss_iou: 0.4819 d1.loss_cls: 0.3502 d1.loss_bbox: 0.1930 d1.loss_iou: 0.4621 d2.loss_cls: 0.3356 d2.loss_bbox: 0.1890 d2.loss_iou: 0.4538 d3.loss_cls: 0.3264 d3.loss_bbox: 0.1875 d3.loss_iou: 0.4535 d4.loss_cls: 0.3253 d4.loss_bbox: 0.1857 d4.loss_iou: 0.4520 enc_loss_cls: 0.3807 enc_loss_bbox: 0.2422 enc_loss_iou: 0.5474 dn_loss_cls: 0.0669 dn_loss_bbox: 0.3839 dn_loss_iou: 0.4893 d0.dn_loss_cls: 0.1031 d0.dn_loss_bbox: 0.5199 d0.dn_loss_iou: 0.6576 d1.dn_loss_cls: 0.0789 d1.dn_loss_bbox: 0.4190 d1.dn_loss_iou: 0.5320 d2.dn_loss_cls: 0.0688 d2.dn_loss_bbox: 0.3925 d2.dn_loss_iou: 0.5026 d3.dn_loss_cls: 0.0661 d3.dn_loss_bbox: 0.3844 d3.dn_loss_iou: 0.4915 d4.dn_loss_cls: 0.0660 d4.dn_loss_bbox: 0.3841 d4.dn_loss_iou: 0.4900 2023/02/28 10:31:15 - mmengine - INFO - Epoch(train) [2][5050/7393] lr: 1.0000e-04 eta: 18:12:39 time: 0.8691 data_time: 0.0040 memory: 28179 grad_norm: 40.5134 loss: 11.4448 loss_cls: 0.2378 loss_bbox: 0.1617 loss_iou: 0.4214 d0.loss_cls: 0.2993 d0.loss_bbox: 0.1704 d0.loss_iou: 0.4407 d1.loss_cls: 0.2644 d1.loss_bbox: 0.1682 d1.loss_iou: 0.4316 d2.loss_cls: 0.2416 d2.loss_bbox: 0.1703 d2.loss_iou: 0.4297 d3.loss_cls: 0.2380 d3.loss_bbox: 0.1655 d3.loss_iou: 0.4245 d4.loss_cls: 0.2365 d4.loss_bbox: 0.1621 d4.loss_iou: 0.4217 enc_loss_cls: 0.2846 enc_loss_bbox: 0.2171 enc_loss_iou: 0.5120 dn_loss_cls: 0.0417 dn_loss_bbox: 0.3235 dn_loss_iou: 0.4361 d0.dn_loss_cls: 0.0814 d0.dn_loss_bbox: 0.4891 d0.dn_loss_iou: 0.6105 d1.dn_loss_cls: 0.0553 d1.dn_loss_bbox: 0.3739 d1.dn_loss_iou: 0.4820 d2.dn_loss_cls: 0.0466 d2.dn_loss_bbox: 0.3394 d2.dn_loss_iou: 0.4509 d3.dn_loss_cls: 0.0441 d3.dn_loss_bbox: 0.3284 d3.dn_loss_iou: 0.4401 d4.dn_loss_cls: 0.0420 d4.dn_loss_bbox: 0.3243 d4.dn_loss_iou: 0.4367 2023/02/28 10:31:57 - mmengine - INFO - Epoch(train) [2][5100/7393] lr: 1.0000e-04 eta: 18:11:51 time: 0.8427 data_time: 0.0041 memory: 26735 grad_norm: 35.6530 loss: 12.5738 loss_cls: 0.2566 loss_bbox: 0.2041 loss_iou: 0.4327 d0.loss_cls: 0.3269 d0.loss_bbox: 0.2068 d0.loss_iou: 0.4471 d1.loss_cls: 0.2803 d1.loss_bbox: 0.2115 d1.loss_iou: 0.4430 d2.loss_cls: 0.2682 d2.loss_bbox: 0.2036 d2.loss_iou: 0.4312 d3.loss_cls: 0.2590 d3.loss_bbox: 0.2078 d3.loss_iou: 0.4333 d4.loss_cls: 0.2559 d4.loss_bbox: 0.2058 d4.loss_iou: 0.4336 enc_loss_cls: 0.3199 enc_loss_bbox: 0.2519 enc_loss_iou: 0.5228 dn_loss_cls: 0.0557 dn_loss_bbox: 0.3950 dn_loss_iou: 0.4679 d0.dn_loss_cls: 0.0893 d0.dn_loss_bbox: 0.5432 d0.dn_loss_iou: 0.6221 d1.dn_loss_cls: 0.0680 d1.dn_loss_bbox: 0.4363 d1.dn_loss_iou: 0.5094 d2.dn_loss_cls: 0.0578 d2.dn_loss_bbox: 0.4041 d2.dn_loss_iou: 0.4797 d3.dn_loss_cls: 0.0563 d3.dn_loss_bbox: 0.3968 d3.dn_loss_iou: 0.4712 d4.dn_loss_cls: 0.0553 d4.dn_loss_bbox: 0.3951 d4.dn_loss_iou: 0.4683 2023/02/28 10:32:40 - mmengine - INFO - Epoch(train) [2][5150/7393] lr: 1.0000e-04 eta: 18:11:06 time: 0.8559 data_time: 0.0041 memory: 27462 grad_norm: 42.3520 loss: 13.1134 loss_cls: 0.2856 loss_bbox: 0.1864 loss_iou: 0.4418 d0.loss_cls: 0.3529 d0.loss_bbox: 0.1914 d0.loss_iou: 0.4483 d1.loss_cls: 0.3234 d1.loss_bbox: 0.1853 d1.loss_iou: 0.4363 d2.loss_cls: 0.2983 d2.loss_bbox: 0.1865 d2.loss_iou: 0.4414 d3.loss_cls: 0.2899 d3.loss_bbox: 0.1904 d3.loss_iou: 0.4416 d4.loss_cls: 0.2855 d4.loss_bbox: 0.1890 d4.loss_iou: 0.4422 enc_loss_cls: 0.3493 enc_loss_bbox: 0.2248 enc_loss_iou: 0.5142 dn_loss_cls: 0.0692 dn_loss_bbox: 0.4215 dn_loss_iou: 0.4896 d0.dn_loss_cls: 0.1037 d0.dn_loss_bbox: 0.5925 d0.dn_loss_iou: 0.6572 d1.dn_loss_cls: 0.0809 d1.dn_loss_bbox: 0.4762 d1.dn_loss_iou: 0.5353 d2.dn_loss_cls: 0.0715 d2.dn_loss_bbox: 0.4387 d2.dn_loss_iou: 0.5049 d3.dn_loss_cls: 0.0684 d3.dn_loss_bbox: 0.4244 d3.dn_loss_iou: 0.4934 d4.dn_loss_cls: 0.0686 d4.dn_loss_bbox: 0.4225 d4.dn_loss_iou: 0.4902 2023/02/28 10:33:24 - mmengine - INFO - Epoch(train) [2][5200/7393] lr: 1.0000e-04 eta: 18:10:31 time: 0.8827 data_time: 0.0040 memory: 27689 grad_norm: 50.5806 loss: 11.8056 loss_cls: 0.2513 loss_bbox: 0.1851 loss_iou: 0.4232 d0.loss_cls: 0.3213 d0.loss_bbox: 0.1999 d0.loss_iou: 0.4447 d1.loss_cls: 0.2818 d1.loss_bbox: 0.1901 d1.loss_iou: 0.4305 d2.loss_cls: 0.2597 d2.loss_bbox: 0.1860 d2.loss_iou: 0.4294 d3.loss_cls: 0.2497 d3.loss_bbox: 0.1885 d3.loss_iou: 0.4278 d4.loss_cls: 0.2490 d4.loss_bbox: 0.1859 d4.loss_iou: 0.4257 enc_loss_cls: 0.3200 enc_loss_bbox: 0.2338 enc_loss_iou: 0.5124 dn_loss_cls: 0.0419 dn_loss_bbox: 0.3546 dn_loss_iou: 0.4292 d0.dn_loss_cls: 0.0769 d0.dn_loss_bbox: 0.4862 d0.dn_loss_iou: 0.5890 d1.dn_loss_cls: 0.0566 d1.dn_loss_bbox: 0.3923 d1.dn_loss_iou: 0.4718 d2.dn_loss_cls: 0.0473 d2.dn_loss_bbox: 0.3646 d2.dn_loss_iou: 0.4418 d3.dn_loss_cls: 0.0433 d3.dn_loss_bbox: 0.3567 d3.dn_loss_iou: 0.4312 d4.dn_loss_cls: 0.0419 d4.dn_loss_bbox: 0.3550 d4.dn_loss_iou: 0.4294 2023/02/28 10:34:07 - mmengine - INFO - Epoch(train) [2][5250/7393] lr: 1.0000e-04 eta: 18:09:48 time: 0.8627 data_time: 0.0041 memory: 26735 grad_norm: 38.7758 loss: 13.2777 loss_cls: 0.3085 loss_bbox: 0.2166 loss_iou: 0.4951 d0.loss_cls: 0.3815 d0.loss_bbox: 0.2407 d0.loss_iou: 0.5227 d1.loss_cls: 0.3284 d1.loss_bbox: 0.2314 d1.loss_iou: 0.5075 d2.loss_cls: 0.3126 d2.loss_bbox: 0.2262 d2.loss_iou: 0.5017 d3.loss_cls: 0.3048 d3.loss_bbox: 0.2239 d3.loss_iou: 0.5012 d4.loss_cls: 0.3036 d4.loss_bbox: 0.2209 d4.loss_iou: 0.4997 enc_loss_cls: 0.3630 enc_loss_bbox: 0.2961 enc_loss_iou: 0.6065 dn_loss_cls: 0.0537 dn_loss_bbox: 0.3561 dn_loss_iou: 0.4535 d0.dn_loss_cls: 0.0851 d0.dn_loss_bbox: 0.5143 d0.dn_loss_iou: 0.6291 d1.dn_loss_cls: 0.0633 d1.dn_loss_bbox: 0.4035 d1.dn_loss_iou: 0.5007 d2.dn_loss_cls: 0.0560 d2.dn_loss_bbox: 0.3682 d2.dn_loss_iou: 0.4668 d3.dn_loss_cls: 0.0543 d3.dn_loss_bbox: 0.3592 d3.dn_loss_iou: 0.4569 d4.dn_loss_cls: 0.0530 d4.dn_loss_bbox: 0.3570 d4.dn_loss_iou: 0.4540 2023/02/28 10:34:50 - mmengine - INFO - Epoch(train) [2][5300/7393] lr: 1.0000e-04 eta: 18:09:05 time: 0.8584 data_time: 0.0041 memory: 29182 grad_norm: 36.3479 loss: 13.1079 loss_cls: 0.3294 loss_bbox: 0.2053 loss_iou: 0.4467 d0.loss_cls: 0.3950 d0.loss_bbox: 0.2179 d0.loss_iou: 0.4792 d1.loss_cls: 0.3608 d1.loss_bbox: 0.2140 d1.loss_iou: 0.4579 d2.loss_cls: 0.3424 d2.loss_bbox: 0.2061 d2.loss_iou: 0.4507 d3.loss_cls: 0.3308 d3.loss_bbox: 0.2072 d3.loss_iou: 0.4516 d4.loss_cls: 0.3251 d4.loss_bbox: 0.2065 d4.loss_iou: 0.4522 enc_loss_cls: 0.3737 enc_loss_bbox: 0.2868 enc_loss_iou: 0.5785 dn_loss_cls: 0.0709 dn_loss_bbox: 0.3728 dn_loss_iou: 0.4562 d0.dn_loss_cls: 0.0985 d0.dn_loss_bbox: 0.4990 d0.dn_loss_iou: 0.6103 d1.dn_loss_cls: 0.0749 d1.dn_loss_bbox: 0.4032 d1.dn_loss_iou: 0.4933 d2.dn_loss_cls: 0.0675 d2.dn_loss_bbox: 0.3801 d2.dn_loss_iou: 0.4668 d3.dn_loss_cls: 0.0669 d3.dn_loss_bbox: 0.3740 d3.dn_loss_iou: 0.4587 d4.dn_loss_cls: 0.0672 d4.dn_loss_bbox: 0.3731 d4.dn_loss_iou: 0.4568 2023/02/28 10:35:33 - mmengine - INFO - Epoch(train) [2][5350/7393] lr: 1.0000e-04 eta: 18:08:21 time: 0.8565 data_time: 0.0046 memory: 28179 grad_norm: 42.2061 loss: 14.2946 loss_cls: 0.3204 loss_bbox: 0.2510 loss_iou: 0.5241 d0.loss_cls: 0.3930 d0.loss_bbox: 0.2581 d0.loss_iou: 0.5453 d1.loss_cls: 0.3448 d1.loss_bbox: 0.2609 d1.loss_iou: 0.5412 d2.loss_cls: 0.3254 d2.loss_bbox: 0.2567 d2.loss_iou: 0.5345 d3.loss_cls: 0.3197 d3.loss_bbox: 0.2596 d3.loss_iou: 0.5305 d4.loss_cls: 0.3205 d4.loss_bbox: 0.2536 d4.loss_iou: 0.5250 enc_loss_cls: 0.3856 enc_loss_bbox: 0.2984 enc_loss_iou: 0.6357 dn_loss_cls: 0.0582 dn_loss_bbox: 0.4001 dn_loss_iou: 0.5006 d0.dn_loss_cls: 0.1001 d0.dn_loss_bbox: 0.5346 d0.dn_loss_iou: 0.6663 d1.dn_loss_cls: 0.0743 d1.dn_loss_bbox: 0.4314 d1.dn_loss_iou: 0.5397 d2.dn_loss_cls: 0.0626 d2.dn_loss_bbox: 0.4082 d2.dn_loss_iou: 0.5124 d3.dn_loss_cls: 0.0587 d3.dn_loss_bbox: 0.4008 d3.dn_loss_iou: 0.5033 d4.dn_loss_cls: 0.0576 d4.dn_loss_bbox: 0.4004 d4.dn_loss_iou: 0.5013 2023/02/28 10:36:15 - mmengine - INFO - Epoch(train) [2][5400/7393] lr: 1.0000e-04 eta: 18:07:36 time: 0.8522 data_time: 0.0049 memory: 27614 grad_norm: 35.3871 loss: 12.4988 loss_cls: 0.2761 loss_bbox: 0.1835 loss_iou: 0.4541 d0.loss_cls: 0.3421 d0.loss_bbox: 0.1925 d0.loss_iou: 0.4701 d1.loss_cls: 0.3109 d1.loss_bbox: 0.1854 d1.loss_iou: 0.4592 d2.loss_cls: 0.2859 d2.loss_bbox: 0.1869 d2.loss_iou: 0.4582 d3.loss_cls: 0.2822 d3.loss_bbox: 0.1852 d3.loss_iou: 0.4545 d4.loss_cls: 0.2770 d4.loss_bbox: 0.1827 d4.loss_iou: 0.4539 enc_loss_cls: 0.3309 enc_loss_bbox: 0.2418 enc_loss_iou: 0.5382 dn_loss_cls: 0.0617 dn_loss_bbox: 0.3595 dn_loss_iou: 0.4610 d0.dn_loss_cls: 0.0908 d0.dn_loss_bbox: 0.5000 d0.dn_loss_iou: 0.6183 d1.dn_loss_cls: 0.0703 d1.dn_loss_bbox: 0.4024 d1.dn_loss_iou: 0.5074 d2.dn_loss_cls: 0.0634 d2.dn_loss_bbox: 0.3709 d2.dn_loss_iou: 0.4743 d3.dn_loss_cls: 0.0607 d3.dn_loss_bbox: 0.3617 d3.dn_loss_iou: 0.4648 d4.dn_loss_cls: 0.0596 d4.dn_loss_bbox: 0.3597 d4.dn_loss_iou: 0.4609 2023/02/28 10:36:59 - mmengine - INFO - Epoch(train) [2][5450/7393] lr: 1.0000e-04 eta: 18:06:55 time: 0.8672 data_time: 0.0047 memory: 26633 grad_norm: 39.1453 loss: 11.8759 loss_cls: 0.2465 loss_bbox: 0.2020 loss_iou: 0.4049 d0.loss_cls: 0.3156 d0.loss_bbox: 0.2081 d0.loss_iou: 0.4212 d1.loss_cls: 0.2720 d1.loss_bbox: 0.2030 d1.loss_iou: 0.4169 d2.loss_cls: 0.2583 d2.loss_bbox: 0.2000 d2.loss_iou: 0.4090 d3.loss_cls: 0.2497 d3.loss_bbox: 0.2025 d3.loss_iou: 0.4065 d4.loss_cls: 0.2482 d4.loss_bbox: 0.2020 d4.loss_iou: 0.4047 enc_loss_cls: 0.2981 enc_loss_bbox: 0.2457 enc_loss_iou: 0.4846 dn_loss_cls: 0.0484 dn_loss_bbox: 0.3690 dn_loss_iou: 0.4309 d0.dn_loss_cls: 0.0872 d0.dn_loss_bbox: 0.5181 d0.dn_loss_iou: 0.5925 d1.dn_loss_cls: 0.0624 d1.dn_loss_bbox: 0.4119 d1.dn_loss_iou: 0.4737 d2.dn_loss_cls: 0.0537 d2.dn_loss_bbox: 0.3807 d2.dn_loss_iou: 0.4443 d3.dn_loss_cls: 0.0508 d3.dn_loss_bbox: 0.3701 d3.dn_loss_iou: 0.4341 d4.dn_loss_cls: 0.0483 d4.dn_loss_bbox: 0.3693 d4.dn_loss_iou: 0.4314 2023/02/28 10:37:42 - mmengine - INFO - Epoch(train) [2][5500/7393] lr: 1.0000e-04 eta: 18:06:16 time: 0.8711 data_time: 0.0042 memory: 32554 grad_norm: 39.6138 loss: 12.1610 loss_cls: 0.2560 loss_bbox: 0.1901 loss_iou: 0.3934 d0.loss_cls: 0.3175 d0.loss_bbox: 0.1965 d0.loss_iou: 0.4122 d1.loss_cls: 0.2824 d1.loss_bbox: 0.1939 d1.loss_iou: 0.4062 d2.loss_cls: 0.2652 d2.loss_bbox: 0.1938 d2.loss_iou: 0.4021 d3.loss_cls: 0.2620 d3.loss_bbox: 0.1921 d3.loss_iou: 0.3949 d4.loss_cls: 0.2585 d4.loss_bbox: 0.1905 d4.loss_iou: 0.3948 enc_loss_cls: 0.3099 enc_loss_bbox: 0.2451 enc_loss_iou: 0.4829 dn_loss_cls: 0.0564 dn_loss_bbox: 0.4025 dn_loss_iou: 0.4515 d0.dn_loss_cls: 0.0914 d0.dn_loss_bbox: 0.5407 d0.dn_loss_iou: 0.6057 d1.dn_loss_cls: 0.0717 d1.dn_loss_bbox: 0.4425 d1.dn_loss_iou: 0.4928 d2.dn_loss_cls: 0.0599 d2.dn_loss_bbox: 0.4128 d2.dn_loss_iou: 0.4638 d3.dn_loss_cls: 0.0576 d3.dn_loss_bbox: 0.4058 d3.dn_loss_iou: 0.4550 d4.dn_loss_cls: 0.0556 d4.dn_loss_bbox: 0.4030 d4.dn_loss_iou: 0.4521 2023/02/28 10:38:25 - mmengine - INFO - Epoch(train) [2][5550/7393] lr: 1.0000e-04 eta: 18:05:33 time: 0.8606 data_time: 0.0040 memory: 27391 grad_norm: 38.9452 loss: 12.3299 loss_cls: 0.2651 loss_bbox: 0.2047 loss_iou: 0.4326 d0.loss_cls: 0.3385 d0.loss_bbox: 0.2030 d0.loss_iou: 0.4573 d1.loss_cls: 0.2980 d1.loss_bbox: 0.2053 d1.loss_iou: 0.4432 d2.loss_cls: 0.2763 d2.loss_bbox: 0.2015 d2.loss_iou: 0.4378 d3.loss_cls: 0.2699 d3.loss_bbox: 0.2006 d3.loss_iou: 0.4330 d4.loss_cls: 0.2608 d4.loss_bbox: 0.2079 d4.loss_iou: 0.4369 enc_loss_cls: 0.3286 enc_loss_bbox: 0.2510 enc_loss_iou: 0.5195 dn_loss_cls: 0.0583 dn_loss_bbox: 0.3404 dn_loss_iou: 0.4743 d0.dn_loss_cls: 0.0918 d0.dn_loss_bbox: 0.4724 d0.dn_loss_iou: 0.6240 d1.dn_loss_cls: 0.0716 d1.dn_loss_bbox: 0.3726 d1.dn_loss_iou: 0.5111 d2.dn_loss_cls: 0.0609 d2.dn_loss_bbox: 0.3459 d2.dn_loss_iou: 0.4844 d3.dn_loss_cls: 0.0589 d3.dn_loss_bbox: 0.3421 d3.dn_loss_iou: 0.4770 d4.dn_loss_cls: 0.0571 d4.dn_loss_bbox: 0.3408 d4.dn_loss_iou: 0.4748 2023/02/28 10:39:09 - mmengine - INFO - Epoch(train) [2][5600/7393] lr: 1.0000e-04 eta: 18:04:54 time: 0.8733 data_time: 0.0039 memory: 28263 grad_norm: 37.1820 loss: 11.9973 loss_cls: 0.2521 loss_bbox: 0.1707 loss_iou: 0.3558 d0.loss_cls: 0.3057 d0.loss_bbox: 0.1856 d0.loss_iou: 0.3685 d1.loss_cls: 0.2756 d1.loss_bbox: 0.1769 d1.loss_iou: 0.3636 d2.loss_cls: 0.2612 d2.loss_bbox: 0.1701 d2.loss_iou: 0.3597 d3.loss_cls: 0.2562 d3.loss_bbox: 0.1661 d3.loss_iou: 0.3558 d4.loss_cls: 0.2543 d4.loss_bbox: 0.1667 d4.loss_iou: 0.3546 enc_loss_cls: 0.3013 enc_loss_bbox: 0.2286 enc_loss_iou: 0.4398 dn_loss_cls: 0.0622 dn_loss_bbox: 0.4338 dn_loss_iou: 0.4552 d0.dn_loss_cls: 0.0934 d0.dn_loss_bbox: 0.6084 d0.dn_loss_iou: 0.6209 d1.dn_loss_cls: 0.0731 d1.dn_loss_bbox: 0.4880 d1.dn_loss_iou: 0.5024 d2.dn_loss_cls: 0.0635 d2.dn_loss_bbox: 0.4487 d2.dn_loss_iou: 0.4709 d3.dn_loss_cls: 0.0610 d3.dn_loss_bbox: 0.4372 d3.dn_loss_iou: 0.4591 d4.dn_loss_cls: 0.0610 d4.dn_loss_bbox: 0.4337 d4.dn_loss_iou: 0.4557 2023/02/28 10:39:15 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 10:39:51 - mmengine - INFO - Epoch(train) [2][5650/7393] lr: 1.0000e-04 eta: 18:04:07 time: 0.8465 data_time: 0.0040 memory: 27184 grad_norm: 50.9925 loss: 12.0802 loss_cls: 0.2825 loss_bbox: 0.1790 loss_iou: 0.4333 d0.loss_cls: 0.3518 d0.loss_bbox: 0.1902 d0.loss_iou: 0.4532 d1.loss_cls: 0.3163 d1.loss_bbox: 0.1855 d1.loss_iou: 0.4388 d2.loss_cls: 0.2965 d2.loss_bbox: 0.1784 d2.loss_iou: 0.4348 d3.loss_cls: 0.2909 d3.loss_bbox: 0.1764 d3.loss_iou: 0.4299 d4.loss_cls: 0.2866 d4.loss_bbox: 0.1767 d4.loss_iou: 0.4321 enc_loss_cls: 0.3230 enc_loss_bbox: 0.2395 enc_loss_iou: 0.5285 dn_loss_cls: 0.0557 dn_loss_bbox: 0.3335 dn_loss_iou: 0.4464 d0.dn_loss_cls: 0.0890 d0.dn_loss_bbox: 0.4702 d0.dn_loss_iou: 0.6010 d1.dn_loss_cls: 0.0683 d1.dn_loss_bbox: 0.3716 d1.dn_loss_iou: 0.4857 d2.dn_loss_cls: 0.0583 d2.dn_loss_bbox: 0.3425 d2.dn_loss_iou: 0.4587 d3.dn_loss_cls: 0.0557 d3.dn_loss_bbox: 0.3347 d3.dn_loss_iou: 0.4498 d4.dn_loss_cls: 0.0557 d4.dn_loss_bbox: 0.3330 d4.dn_loss_iou: 0.4466 2023/02/28 10:40:34 - mmengine - INFO - Epoch(train) [2][5700/7393] lr: 1.0000e-04 eta: 18:03:24 time: 0.8593 data_time: 0.0039 memory: 34856 grad_norm: 46.4865 loss: 11.5189 loss_cls: 0.2373 loss_bbox: 0.1583 loss_iou: 0.4119 d0.loss_cls: 0.2941 d0.loss_bbox: 0.1648 d0.loss_iou: 0.4326 d1.loss_cls: 0.2587 d1.loss_bbox: 0.1577 d1.loss_iou: 0.4169 d2.loss_cls: 0.2417 d2.loss_bbox: 0.1590 d2.loss_iou: 0.4147 d3.loss_cls: 0.2363 d3.loss_bbox: 0.1583 d3.loss_iou: 0.4110 d4.loss_cls: 0.2348 d4.loss_bbox: 0.1580 d4.loss_iou: 0.4105 enc_loss_cls: 0.2848 enc_loss_bbox: 0.2020 enc_loss_iou: 0.5119 dn_loss_cls: 0.0545 dn_loss_bbox: 0.3353 dn_loss_iou: 0.4569 d0.dn_loss_cls: 0.0880 d0.dn_loss_bbox: 0.4788 d0.dn_loss_iou: 0.6294 d1.dn_loss_cls: 0.0653 d1.dn_loss_bbox: 0.3788 d1.dn_loss_iou: 0.5043 d2.dn_loss_cls: 0.0564 d2.dn_loss_bbox: 0.3469 d2.dn_loss_iou: 0.4712 d3.dn_loss_cls: 0.0538 d3.dn_loss_bbox: 0.3377 d3.dn_loss_iou: 0.4602 d4.dn_loss_cls: 0.0529 d4.dn_loss_bbox: 0.3356 d4.dn_loss_iou: 0.4572 2023/02/28 10:41:17 - mmengine - INFO - Epoch(train) [2][5750/7393] lr: 1.0000e-04 eta: 18:02:39 time: 0.8517 data_time: 0.0041 memory: 29596 grad_norm: 35.6001 loss: 13.5133 loss_cls: 0.3140 loss_bbox: 0.2198 loss_iou: 0.4555 d0.loss_cls: 0.3907 d0.loss_bbox: 0.2321 d0.loss_iou: 0.4870 d1.loss_cls: 0.3506 d1.loss_bbox: 0.2244 d1.loss_iou: 0.4683 d2.loss_cls: 0.3269 d2.loss_bbox: 0.2199 d2.loss_iou: 0.4636 d3.loss_cls: 0.3153 d3.loss_bbox: 0.2210 d3.loss_iou: 0.4596 d4.loss_cls: 0.3129 d4.loss_bbox: 0.2218 d4.loss_iou: 0.4588 enc_loss_cls: 0.3773 enc_loss_bbox: 0.2842 enc_loss_iou: 0.5825 dn_loss_cls: 0.0603 dn_loss_bbox: 0.4011 dn_loss_iou: 0.4769 d0.dn_loss_cls: 0.0955 d0.dn_loss_bbox: 0.5561 d0.dn_loss_iou: 0.6362 d1.dn_loss_cls: 0.0728 d1.dn_loss_bbox: 0.4515 d1.dn_loss_iou: 0.5228 d2.dn_loss_cls: 0.0634 d2.dn_loss_bbox: 0.4155 d2.dn_loss_iou: 0.4915 d3.dn_loss_cls: 0.0604 d3.dn_loss_bbox: 0.4036 d3.dn_loss_iou: 0.4806 d4.dn_loss_cls: 0.0598 d4.dn_loss_bbox: 0.4018 d4.dn_loss_iou: 0.4776 2023/02/28 10:41:59 - mmengine - INFO - Epoch(train) [2][5800/7393] lr: 1.0000e-04 eta: 18:01:53 time: 0.8485 data_time: 0.0041 memory: 27689 grad_norm: 36.7101 loss: 13.3631 loss_cls: 0.2976 loss_bbox: 0.2145 loss_iou: 0.4613 d0.loss_cls: 0.3664 d0.loss_bbox: 0.2287 d0.loss_iou: 0.4851 d1.loss_cls: 0.3241 d1.loss_bbox: 0.2244 d1.loss_iou: 0.4736 d2.loss_cls: 0.2993 d2.loss_bbox: 0.2215 d2.loss_iou: 0.4740 d3.loss_cls: 0.2998 d3.loss_bbox: 0.2172 d3.loss_iou: 0.4654 d4.loss_cls: 0.2959 d4.loss_bbox: 0.2158 d4.loss_iou: 0.4627 enc_loss_cls: 0.3524 enc_loss_bbox: 0.2735 enc_loss_iou: 0.5662 dn_loss_cls: 0.0567 dn_loss_bbox: 0.3827 dn_loss_iou: 0.5076 d0.dn_loss_cls: 0.0952 d0.dn_loss_bbox: 0.5294 d0.dn_loss_iou: 0.6643 d1.dn_loss_cls: 0.0705 d1.dn_loss_bbox: 0.4185 d1.dn_loss_iou: 0.5458 d2.dn_loss_cls: 0.0603 d2.dn_loss_bbox: 0.3920 d2.dn_loss_iou: 0.5197 d3.dn_loss_cls: 0.0574 d3.dn_loss_bbox: 0.3844 d3.dn_loss_iou: 0.5103 d4.dn_loss_cls: 0.0567 d4.dn_loss_bbox: 0.3836 d4.dn_loss_iou: 0.5085 2023/02/28 10:42:43 - mmengine - INFO - Epoch(train) [2][5850/7393] lr: 1.0000e-04 eta: 18:01:14 time: 0.8744 data_time: 0.0040 memory: 27689 grad_norm: 38.5030 loss: 12.7670 loss_cls: 0.2848 loss_bbox: 0.1899 loss_iou: 0.4641 d0.loss_cls: 0.3537 d0.loss_bbox: 0.1943 d0.loss_iou: 0.4946 d1.loss_cls: 0.3125 d1.loss_bbox: 0.1924 d1.loss_iou: 0.4730 d2.loss_cls: 0.2929 d2.loss_bbox: 0.1927 d2.loss_iou: 0.4719 d3.loss_cls: 0.2870 d3.loss_bbox: 0.1921 d3.loss_iou: 0.4677 d4.loss_cls: 0.2817 d4.loss_bbox: 0.1924 d4.loss_iou: 0.4687 enc_loss_cls: 0.3335 enc_loss_bbox: 0.2416 enc_loss_iou: 0.5849 dn_loss_cls: 0.0520 dn_loss_bbox: 0.3636 dn_loss_iou: 0.4862 d0.dn_loss_cls: 0.0910 d0.dn_loss_bbox: 0.4682 d0.dn_loss_iou: 0.6415 d1.dn_loss_cls: 0.0665 d1.dn_loss_bbox: 0.3829 d1.dn_loss_iou: 0.5204 d2.dn_loss_cls: 0.0578 d2.dn_loss_bbox: 0.3664 d2.dn_loss_iou: 0.4952 d3.dn_loss_cls: 0.0537 d3.dn_loss_bbox: 0.3641 d3.dn_loss_iou: 0.4878 d4.dn_loss_cls: 0.0521 d4.dn_loss_bbox: 0.3640 d4.dn_loss_iou: 0.4869 2023/02/28 10:43:27 - mmengine - INFO - Epoch(train) [2][5900/7393] lr: 1.0000e-04 eta: 18:00:38 time: 0.8833 data_time: 0.0045 memory: 28179 grad_norm: 38.6920 loss: 11.2340 loss_cls: 0.2299 loss_bbox: 0.1717 loss_iou: 0.3717 d0.loss_cls: 0.2870 d0.loss_bbox: 0.1829 d0.loss_iou: 0.3934 d1.loss_cls: 0.2558 d1.loss_bbox: 0.1760 d1.loss_iou: 0.3743 d2.loss_cls: 0.2397 d2.loss_bbox: 0.1751 d2.loss_iou: 0.3736 d3.loss_cls: 0.2357 d3.loss_bbox: 0.1702 d3.loss_iou: 0.3692 d4.loss_cls: 0.2282 d4.loss_bbox: 0.1732 d4.loss_iou: 0.3731 enc_loss_cls: 0.2799 enc_loss_bbox: 0.2170 enc_loss_iou: 0.4573 dn_loss_cls: 0.0519 dn_loss_bbox: 0.3733 dn_loss_iou: 0.4180 d0.dn_loss_cls: 0.0824 d0.dn_loss_bbox: 0.5065 d0.dn_loss_iou: 0.5780 d1.dn_loss_cls: 0.0605 d1.dn_loss_bbox: 0.4109 d1.dn_loss_iou: 0.4595 d2.dn_loss_cls: 0.0530 d2.dn_loss_bbox: 0.3834 d2.dn_loss_iou: 0.4325 d3.dn_loss_cls: 0.0506 d3.dn_loss_bbox: 0.3745 d3.dn_loss_iou: 0.4207 d4.dn_loss_cls: 0.0512 d4.dn_loss_bbox: 0.3737 d4.dn_loss_iou: 0.4184 2023/02/28 10:44:10 - mmengine - INFO - Epoch(train) [2][5950/7393] lr: 1.0000e-04 eta: 17:59:54 time: 0.8551 data_time: 0.0046 memory: 28809 grad_norm: 37.4940 loss: 11.2872 loss_cls: 0.2388 loss_bbox: 0.1782 loss_iou: 0.3656 d0.loss_cls: 0.2982 d0.loss_bbox: 0.1901 d0.loss_iou: 0.3832 d1.loss_cls: 0.2609 d1.loss_bbox: 0.1821 d1.loss_iou: 0.3743 d2.loss_cls: 0.2472 d2.loss_bbox: 0.1795 d2.loss_iou: 0.3693 d3.loss_cls: 0.2437 d3.loss_bbox: 0.1769 d3.loss_iou: 0.3635 d4.loss_cls: 0.2399 d4.loss_bbox: 0.1774 d4.loss_iou: 0.3670 enc_loss_cls: 0.2847 enc_loss_bbox: 0.2435 enc_loss_iou: 0.4662 dn_loss_cls: 0.0478 dn_loss_bbox: 0.3399 dn_loss_iou: 0.4411 d0.dn_loss_cls: 0.0869 d0.dn_loss_bbox: 0.4884 d0.dn_loss_iou: 0.6033 d1.dn_loss_cls: 0.0635 d1.dn_loss_bbox: 0.3810 d1.dn_loss_iou: 0.4833 d2.dn_loss_cls: 0.0518 d2.dn_loss_bbox: 0.3514 d2.dn_loss_iou: 0.4532 d3.dn_loss_cls: 0.0482 d3.dn_loss_bbox: 0.3429 d3.dn_loss_iou: 0.4441 d4.dn_loss_cls: 0.0475 d4.dn_loss_bbox: 0.3410 d4.dn_loss_iou: 0.4418 2023/02/28 10:44:54 - mmengine - INFO - Epoch(train) [2][6000/7393] lr: 1.0000e-04 eta: 17:59:15 time: 0.8765 data_time: 0.0047 memory: 29182 grad_norm: 36.0374 loss: 13.1259 loss_cls: 0.3095 loss_bbox: 0.2077 loss_iou: 0.4441 d0.loss_cls: 0.3815 d0.loss_bbox: 0.2172 d0.loss_iou: 0.4748 d1.loss_cls: 0.3424 d1.loss_bbox: 0.2136 d1.loss_iou: 0.4583 d2.loss_cls: 0.3213 d2.loss_bbox: 0.2092 d2.loss_iou: 0.4467 d3.loss_cls: 0.3104 d3.loss_bbox: 0.2097 d3.loss_iou: 0.4446 d4.loss_cls: 0.3075 d4.loss_bbox: 0.2101 d4.loss_iou: 0.4453 enc_loss_cls: 0.3649 enc_loss_bbox: 0.2768 enc_loss_iou: 0.5761 dn_loss_cls: 0.0612 dn_loss_bbox: 0.3934 dn_loss_iou: 0.4603 d0.dn_loss_cls: 0.0929 d0.dn_loss_bbox: 0.5279 d0.dn_loss_iou: 0.6292 d1.dn_loss_cls: 0.0728 d1.dn_loss_bbox: 0.4339 d1.dn_loss_iou: 0.5041 d2.dn_loss_cls: 0.0633 d2.dn_loss_bbox: 0.4044 d2.dn_loss_iou: 0.4739 d3.dn_loss_cls: 0.0610 d3.dn_loss_bbox: 0.3965 d3.dn_loss_iou: 0.4643 d4.dn_loss_cls: 0.0609 d4.dn_loss_bbox: 0.3936 d4.dn_loss_iou: 0.4607 2023/02/28 10:45:37 - mmengine - INFO - Epoch(train) [2][6050/7393] lr: 1.0000e-04 eta: 17:58:33 time: 0.8620 data_time: 0.0046 memory: 26632 grad_norm: 39.7000 loss: 12.6026 loss_cls: 0.2753 loss_bbox: 0.1873 loss_iou: 0.4207 d0.loss_cls: 0.3460 d0.loss_bbox: 0.1957 d0.loss_iou: 0.4418 d1.loss_cls: 0.3001 d1.loss_bbox: 0.1923 d1.loss_iou: 0.4276 d2.loss_cls: 0.2844 d2.loss_bbox: 0.1919 d2.loss_iou: 0.4243 d3.loss_cls: 0.2801 d3.loss_bbox: 0.1898 d3.loss_iou: 0.4206 d4.loss_cls: 0.2750 d4.loss_bbox: 0.1894 d4.loss_iou: 0.4220 enc_loss_cls: 0.3223 enc_loss_bbox: 0.2346 enc_loss_iou: 0.5105 dn_loss_cls: 0.0584 dn_loss_bbox: 0.3961 dn_loss_iou: 0.4774 d0.dn_loss_cls: 0.0974 d0.dn_loss_bbox: 0.5477 d0.dn_loss_iou: 0.6453 d1.dn_loss_cls: 0.0708 d1.dn_loss_bbox: 0.4358 d1.dn_loss_iou: 0.5184 d2.dn_loss_cls: 0.0598 d2.dn_loss_bbox: 0.4057 d2.dn_loss_iou: 0.4898 d3.dn_loss_cls: 0.0580 d3.dn_loss_bbox: 0.3975 d3.dn_loss_iou: 0.4800 d4.dn_loss_cls: 0.0576 d4.dn_loss_bbox: 0.3970 d4.dn_loss_iou: 0.4778 2023/02/28 10:46:19 - mmengine - INFO - Epoch(train) [2][6100/7393] lr: 1.0000e-04 eta: 17:57:49 time: 0.8556 data_time: 0.0047 memory: 26789 grad_norm: 40.5048 loss: 12.2025 loss_cls: 0.2683 loss_bbox: 0.1851 loss_iou: 0.4394 d0.loss_cls: 0.3371 d0.loss_bbox: 0.1997 d0.loss_iou: 0.4535 d1.loss_cls: 0.2921 d1.loss_bbox: 0.1959 d1.loss_iou: 0.4496 d2.loss_cls: 0.2804 d2.loss_bbox: 0.1881 d2.loss_iou: 0.4425 d3.loss_cls: 0.2684 d3.loss_bbox: 0.1910 d3.loss_iou: 0.4428 d4.loss_cls: 0.2635 d4.loss_bbox: 0.1922 d4.loss_iou: 0.4412 enc_loss_cls: 0.3268 enc_loss_bbox: 0.2344 enc_loss_iou: 0.5220 dn_loss_cls: 0.0546 dn_loss_bbox: 0.3588 dn_loss_iou: 0.4488 d0.dn_loss_cls: 0.0865 d0.dn_loss_bbox: 0.4883 d0.dn_loss_iou: 0.6046 d1.dn_loss_cls: 0.0643 d1.dn_loss_bbox: 0.3895 d1.dn_loss_iou: 0.4866 d2.dn_loss_cls: 0.0577 d2.dn_loss_bbox: 0.3646 d2.dn_loss_iou: 0.4597 d3.dn_loss_cls: 0.0550 d3.dn_loss_bbox: 0.3580 d3.dn_loss_iou: 0.4506 d4.dn_loss_cls: 0.0533 d4.dn_loss_bbox: 0.3585 d4.dn_loss_iou: 0.4492 2023/02/28 10:47:02 - mmengine - INFO - Epoch(train) [2][6150/7393] lr: 1.0000e-04 eta: 17:57:05 time: 0.8554 data_time: 0.0048 memory: 28667 grad_norm: 38.9614 loss: 12.9471 loss_cls: 0.2844 loss_bbox: 0.2019 loss_iou: 0.4699 d0.loss_cls: 0.3528 d0.loss_bbox: 0.2021 d0.loss_iou: 0.4850 d1.loss_cls: 0.3156 d1.loss_bbox: 0.2035 d1.loss_iou: 0.4765 d2.loss_cls: 0.2952 d2.loss_bbox: 0.2049 d2.loss_iou: 0.4712 d3.loss_cls: 0.2874 d3.loss_bbox: 0.2030 d3.loss_iou: 0.4687 d4.loss_cls: 0.2814 d4.loss_bbox: 0.2044 d4.loss_iou: 0.4729 enc_loss_cls: 0.3368 enc_loss_bbox: 0.2496 enc_loss_iou: 0.5576 dn_loss_cls: 0.0600 dn_loss_bbox: 0.3597 dn_loss_iou: 0.4950 d0.dn_loss_cls: 0.0960 d0.dn_loss_bbox: 0.4983 d0.dn_loss_iou: 0.6453 d1.dn_loss_cls: 0.0720 d1.dn_loss_bbox: 0.3929 d1.dn_loss_iou: 0.5308 d2.dn_loss_cls: 0.0625 d2.dn_loss_bbox: 0.3704 d2.dn_loss_iou: 0.5066 d3.dn_loss_cls: 0.0590 d3.dn_loss_bbox: 0.3623 d3.dn_loss_iou: 0.4974 d4.dn_loss_cls: 0.0588 d4.dn_loss_bbox: 0.3600 d4.dn_loss_iou: 0.4954 2023/02/28 10:47:47 - mmengine - INFO - Epoch(train) [2][6200/7393] lr: 1.0000e-04 eta: 17:56:32 time: 0.8978 data_time: 0.0045 memory: 27689 grad_norm: 41.3825 loss: 12.6658 loss_cls: 0.2714 loss_bbox: 0.2011 loss_iou: 0.4296 d0.loss_cls: 0.3398 d0.loss_bbox: 0.2090 d0.loss_iou: 0.4526 d1.loss_cls: 0.3004 d1.loss_bbox: 0.2040 d1.loss_iou: 0.4392 d2.loss_cls: 0.2848 d2.loss_bbox: 0.2030 d2.loss_iou: 0.4356 d3.loss_cls: 0.2762 d3.loss_bbox: 0.2008 d3.loss_iou: 0.4348 d4.loss_cls: 0.2712 d4.loss_bbox: 0.2011 d4.loss_iou: 0.4313 enc_loss_cls: 0.3251 enc_loss_bbox: 0.2640 enc_loss_iou: 0.5367 dn_loss_cls: 0.0579 dn_loss_bbox: 0.3838 dn_loss_iou: 0.4695 d0.dn_loss_cls: 0.0912 d0.dn_loss_bbox: 0.5361 d0.dn_loss_iou: 0.6392 d1.dn_loss_cls: 0.0696 d1.dn_loss_bbox: 0.4272 d1.dn_loss_iou: 0.5129 d2.dn_loss_cls: 0.0601 d2.dn_loss_bbox: 0.3949 d2.dn_loss_iou: 0.4829 d3.dn_loss_cls: 0.0585 d3.dn_loss_bbox: 0.3867 d3.dn_loss_iou: 0.4729 d4.dn_loss_cls: 0.0571 d4.dn_loss_bbox: 0.3838 d4.dn_loss_iou: 0.4698 2023/02/28 10:48:30 - mmengine - INFO - Epoch(train) [2][6250/7393] lr: 1.0000e-04 eta: 17:55:49 time: 0.8585 data_time: 0.0041 memory: 26633 grad_norm: 36.5310 loss: 13.8609 loss_cls: 0.3274 loss_bbox: 0.2145 loss_iou: 0.4535 d0.loss_cls: 0.3893 d0.loss_bbox: 0.2298 d0.loss_iou: 0.4844 d1.loss_cls: 0.3538 d1.loss_bbox: 0.2191 d1.loss_iou: 0.4641 d2.loss_cls: 0.3328 d2.loss_bbox: 0.2203 d2.loss_iou: 0.4623 d3.loss_cls: 0.3275 d3.loss_bbox: 0.2192 d3.loss_iou: 0.4587 d4.loss_cls: 0.3248 d4.loss_bbox: 0.2192 d4.loss_iou: 0.4601 enc_loss_cls: 0.3691 enc_loss_bbox: 0.2709 enc_loss_iou: 0.5622 dn_loss_cls: 0.0627 dn_loss_bbox: 0.4262 dn_loss_iou: 0.5245 d0.dn_loss_cls: 0.0947 d0.dn_loss_bbox: 0.5505 d0.dn_loss_iou: 0.6692 d1.dn_loss_cls: 0.0742 d1.dn_loss_bbox: 0.4617 d1.dn_loss_iou: 0.5641 d2.dn_loss_cls: 0.0659 d2.dn_loss_bbox: 0.4351 d2.dn_loss_iou: 0.5359 d3.dn_loss_cls: 0.0640 d3.dn_loss_bbox: 0.4278 d3.dn_loss_iou: 0.5271 d4.dn_loss_cls: 0.0625 d4.dn_loss_bbox: 0.4266 d4.dn_loss_iou: 0.5251 2023/02/28 10:49:14 - mmengine - INFO - Epoch(train) [2][6300/7393] lr: 1.0000e-04 eta: 17:55:11 time: 0.8789 data_time: 0.0047 memory: 26913 grad_norm: 41.1794 loss: 11.2628 loss_cls: 0.2215 loss_bbox: 0.1699 loss_iou: 0.3544 d0.loss_cls: 0.2972 d0.loss_bbox: 0.1785 d0.loss_iou: 0.3693 d1.loss_cls: 0.2571 d1.loss_bbox: 0.1734 d1.loss_iou: 0.3591 d2.loss_cls: 0.2338 d2.loss_bbox: 0.1744 d2.loss_iou: 0.3590 d3.loss_cls: 0.2310 d3.loss_bbox: 0.1681 d3.loss_iou: 0.3523 d4.loss_cls: 0.2241 d4.loss_bbox: 0.1696 d4.loss_iou: 0.3543 enc_loss_cls: 0.2867 enc_loss_bbox: 0.2220 enc_loss_iou: 0.4329 dn_loss_cls: 0.0521 dn_loss_bbox: 0.3759 dn_loss_iou: 0.4418 d0.dn_loss_cls: 0.0943 d0.dn_loss_bbox: 0.5093 d0.dn_loss_iou: 0.6008 d1.dn_loss_cls: 0.0679 d1.dn_loss_bbox: 0.4096 d1.dn_loss_iou: 0.4821 d2.dn_loss_cls: 0.0581 d2.dn_loss_bbox: 0.3827 d2.dn_loss_iou: 0.4535 d3.dn_loss_cls: 0.0548 d3.dn_loss_bbox: 0.3759 d3.dn_loss_iou: 0.4439 d4.dn_loss_cls: 0.0523 d4.dn_loss_bbox: 0.3765 d4.dn_loss_iou: 0.4426 2023/02/28 10:49:58 - mmengine - INFO - Epoch(train) [2][6350/7393] lr: 1.0000e-04 eta: 17:54:33 time: 0.8782 data_time: 0.0045 memory: 28179 grad_norm: 36.1681 loss: 12.5681 loss_cls: 0.2721 loss_bbox: 0.2053 loss_iou: 0.4694 d0.loss_cls: 0.3545 d0.loss_bbox: 0.2116 d0.loss_iou: 0.4944 d1.loss_cls: 0.3034 d1.loss_bbox: 0.2156 d1.loss_iou: 0.4821 d2.loss_cls: 0.2834 d2.loss_bbox: 0.2132 d2.loss_iou: 0.4759 d3.loss_cls: 0.2772 d3.loss_bbox: 0.2057 d3.loss_iou: 0.4727 d4.loss_cls: 0.2711 d4.loss_bbox: 0.2070 d4.loss_iou: 0.4708 enc_loss_cls: 0.3416 enc_loss_bbox: 0.2696 enc_loss_iou: 0.5751 dn_loss_cls: 0.0560 dn_loss_bbox: 0.3243 dn_loss_iou: 0.4524 d0.dn_loss_cls: 0.0884 d0.dn_loss_bbox: 0.4817 d0.dn_loss_iou: 0.6211 d1.dn_loss_cls: 0.0665 d1.dn_loss_bbox: 0.3700 d1.dn_loss_iou: 0.4978 d2.dn_loss_cls: 0.0591 d2.dn_loss_bbox: 0.3377 d2.dn_loss_iou: 0.4665 d3.dn_loss_cls: 0.0564 d3.dn_loss_bbox: 0.3281 d3.dn_loss_iou: 0.4568 d4.dn_loss_cls: 0.0554 d4.dn_loss_bbox: 0.3251 d4.dn_loss_iou: 0.4531 2023/02/28 10:50:41 - mmengine - INFO - Epoch(train) [2][6400/7393] lr: 1.0000e-04 eta: 17:53:50 time: 0.8593 data_time: 0.0046 memory: 26738 grad_norm: 43.3020 loss: 12.6098 loss_cls: 0.2649 loss_bbox: 0.2033 loss_iou: 0.4444 d0.loss_cls: 0.3334 d0.loss_bbox: 0.2122 d0.loss_iou: 0.4663 d1.loss_cls: 0.2910 d1.loss_bbox: 0.2090 d1.loss_iou: 0.4529 d2.loss_cls: 0.2739 d2.loss_bbox: 0.2091 d2.loss_iou: 0.4485 d3.loss_cls: 0.2712 d3.loss_bbox: 0.2031 d3.loss_iou: 0.4434 d4.loss_cls: 0.2691 d4.loss_bbox: 0.2017 d4.loss_iou: 0.4417 enc_loss_cls: 0.3243 enc_loss_bbox: 0.2578 enc_loss_iou: 0.5372 dn_loss_cls: 0.0617 dn_loss_bbox: 0.3668 dn_loss_iou: 0.4712 d0.dn_loss_cls: 0.0918 d0.dn_loss_bbox: 0.5120 d0.dn_loss_iou: 0.6266 d1.dn_loss_cls: 0.0710 d1.dn_loss_bbox: 0.4088 d1.dn_loss_iou: 0.5134 d2.dn_loss_cls: 0.0632 d2.dn_loss_bbox: 0.3774 d2.dn_loss_iou: 0.4844 d3.dn_loss_cls: 0.0610 d3.dn_loss_bbox: 0.3689 d3.dn_loss_iou: 0.4741 d4.dn_loss_cls: 0.0604 d4.dn_loss_bbox: 0.3674 d4.dn_loss_iou: 0.4715 2023/02/28 10:51:23 - mmengine - INFO - Epoch(train) [2][6450/7393] lr: 1.0000e-04 eta: 17:53:05 time: 0.8532 data_time: 0.0046 memory: 27140 grad_norm: 39.7398 loss: 10.1111 loss_cls: 0.1853 loss_bbox: 0.1544 loss_iou: 0.2849 d0.loss_cls: 0.2507 d0.loss_bbox: 0.1578 d0.loss_iou: 0.3028 d1.loss_cls: 0.2141 d1.loss_bbox: 0.1535 d1.loss_iou: 0.2945 d2.loss_cls: 0.1985 d2.loss_bbox: 0.1475 d2.loss_iou: 0.2875 d3.loss_cls: 0.1916 d3.loss_bbox: 0.1492 d3.loss_iou: 0.2869 d4.loss_cls: 0.1864 d4.loss_bbox: 0.1521 d4.loss_iou: 0.2859 enc_loss_cls: 0.2439 enc_loss_bbox: 0.1933 enc_loss_iou: 0.3672 dn_loss_cls: 0.0467 dn_loss_bbox: 0.3580 dn_loss_iou: 0.4141 d0.dn_loss_cls: 0.0821 d0.dn_loss_bbox: 0.5210 d0.dn_loss_iou: 0.5909 d1.dn_loss_cls: 0.0592 d1.dn_loss_bbox: 0.4033 d1.dn_loss_iou: 0.4567 d2.dn_loss_cls: 0.0502 d2.dn_loss_bbox: 0.3693 d2.dn_loss_iou: 0.4260 d3.dn_loss_cls: 0.0476 d3.dn_loss_bbox: 0.3603 d3.dn_loss_iou: 0.4173 d4.dn_loss_cls: 0.0465 d4.dn_loss_bbox: 0.3584 d4.dn_loss_iou: 0.4150 2023/02/28 10:52:07 - mmengine - INFO - Epoch(train) [2][6500/7393] lr: 1.0000e-04 eta: 17:52:24 time: 0.8685 data_time: 0.0047 memory: 27598 grad_norm: 43.8571 loss: 11.7737 loss_cls: 0.2311 loss_bbox: 0.1847 loss_iou: 0.3913 d0.loss_cls: 0.2940 d0.loss_bbox: 0.1868 d0.loss_iou: 0.4027 d1.loss_cls: 0.2553 d1.loss_bbox: 0.1869 d1.loss_iou: 0.3929 d2.loss_cls: 0.2355 d2.loss_bbox: 0.1890 d2.loss_iou: 0.4011 d3.loss_cls: 0.2333 d3.loss_bbox: 0.1884 d3.loss_iou: 0.3941 d4.loss_cls: 0.2329 d4.loss_bbox: 0.1844 d4.loss_iou: 0.3911 enc_loss_cls: 0.2807 enc_loss_bbox: 0.2217 enc_loss_iou: 0.4676 dn_loss_cls: 0.0532 dn_loss_bbox: 0.3706 dn_loss_iou: 0.4690 d0.dn_loss_cls: 0.0913 d0.dn_loss_bbox: 0.5209 d0.dn_loss_iou: 0.6370 d1.dn_loss_cls: 0.0663 d1.dn_loss_bbox: 0.4043 d1.dn_loss_iou: 0.5103 d2.dn_loss_cls: 0.0562 d2.dn_loss_bbox: 0.3777 d2.dn_loss_iou: 0.4816 d3.dn_loss_cls: 0.0536 d3.dn_loss_bbox: 0.3714 d3.dn_loss_iou: 0.4721 d4.dn_loss_cls: 0.0525 d4.dn_loss_bbox: 0.3707 d4.dn_loss_iou: 0.4695 2023/02/28 10:52:49 - mmengine - INFO - Epoch(train) [2][6550/7393] lr: 1.0000e-04 eta: 17:51:39 time: 0.8508 data_time: 0.0047 memory: 29182 grad_norm: 35.2852 loss: 12.0075 loss_cls: 0.2583 loss_bbox: 0.1773 loss_iou: 0.3957 d0.loss_cls: 0.3122 d0.loss_bbox: 0.1910 d0.loss_iou: 0.4195 d1.loss_cls: 0.2872 d1.loss_bbox: 0.1763 d1.loss_iou: 0.3996 d2.loss_cls: 0.2738 d2.loss_bbox: 0.1676 d2.loss_iou: 0.3931 d3.loss_cls: 0.2636 d3.loss_bbox: 0.1752 d3.loss_iou: 0.3947 d4.loss_cls: 0.2633 d4.loss_bbox: 0.1735 d4.loss_iou: 0.3923 enc_loss_cls: 0.3073 enc_loss_bbox: 0.2452 enc_loss_iou: 0.4911 dn_loss_cls: 0.0502 dn_loss_bbox: 0.3871 dn_loss_iou: 0.4599 d0.dn_loss_cls: 0.0864 d0.dn_loss_bbox: 0.5269 d0.dn_loss_iou: 0.6297 d1.dn_loss_cls: 0.0633 d1.dn_loss_bbox: 0.4233 d1.dn_loss_iou: 0.5033 d2.dn_loss_cls: 0.0540 d2.dn_loss_bbox: 0.3930 d2.dn_loss_iou: 0.4724 d3.dn_loss_cls: 0.0509 d3.dn_loss_bbox: 0.3882 d3.dn_loss_iou: 0.4624 d4.dn_loss_cls: 0.0502 d4.dn_loss_bbox: 0.3878 d4.dn_loss_iou: 0.4605 2023/02/28 10:53:32 - mmengine - INFO - Epoch(train) [2][6600/7393] lr: 1.0000e-04 eta: 17:50:53 time: 0.8472 data_time: 0.0046 memory: 27598 grad_norm: 36.4576 loss: 11.9711 loss_cls: 0.2622 loss_bbox: 0.1904 loss_iou: 0.4071 d0.loss_cls: 0.3333 d0.loss_bbox: 0.1930 d0.loss_iou: 0.4338 d1.loss_cls: 0.2938 d1.loss_bbox: 0.1920 d1.loss_iou: 0.4142 d2.loss_cls: 0.2729 d2.loss_bbox: 0.1915 d2.loss_iou: 0.4102 d3.loss_cls: 0.2626 d3.loss_bbox: 0.1950 d3.loss_iou: 0.4090 d4.loss_cls: 0.2610 d4.loss_bbox: 0.1919 d4.loss_iou: 0.4086 enc_loss_cls: 0.3201 enc_loss_bbox: 0.2433 enc_loss_iou: 0.5141 dn_loss_cls: 0.0575 dn_loss_bbox: 0.3523 dn_loss_iou: 0.4480 d0.dn_loss_cls: 0.0921 d0.dn_loss_bbox: 0.4719 d0.dn_loss_iou: 0.6154 d1.dn_loss_cls: 0.0676 d1.dn_loss_bbox: 0.3802 d1.dn_loss_iou: 0.4891 d2.dn_loss_cls: 0.0585 d2.dn_loss_bbox: 0.3598 d2.dn_loss_iou: 0.4613 d3.dn_loss_cls: 0.0558 d3.dn_loss_bbox: 0.3532 d3.dn_loss_iou: 0.4512 d4.dn_loss_cls: 0.0556 d4.dn_loss_bbox: 0.3525 d4.dn_loss_iou: 0.4488 2023/02/28 10:53:38 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 10:54:16 - mmengine - INFO - Epoch(train) [2][6650/7393] lr: 1.0000e-04 eta: 17:50:15 time: 0.8796 data_time: 0.0046 memory: 28172 grad_norm: 39.7261 loss: 11.7227 loss_cls: 0.2396 loss_bbox: 0.1650 loss_iou: 0.3625 d0.loss_cls: 0.3031 d0.loss_bbox: 0.1753 d0.loss_iou: 0.3815 d1.loss_cls: 0.2648 d1.loss_bbox: 0.1714 d1.loss_iou: 0.3706 d2.loss_cls: 0.2499 d2.loss_bbox: 0.1647 d2.loss_iou: 0.3630 d3.loss_cls: 0.2432 d3.loss_bbox: 0.1658 d3.loss_iou: 0.3647 d4.loss_cls: 0.2407 d4.loss_bbox: 0.1652 d4.loss_iou: 0.3626 enc_loss_cls: 0.2885 enc_loss_bbox: 0.2287 enc_loss_iou: 0.4598 dn_loss_cls: 0.0534 dn_loss_bbox: 0.3913 dn_loss_iou: 0.4711 d0.dn_loss_cls: 0.0899 d0.dn_loss_bbox: 0.5422 d0.dn_loss_iou: 0.6377 d1.dn_loss_cls: 0.0671 d1.dn_loss_bbox: 0.4385 d1.dn_loss_iou: 0.5163 d2.dn_loss_cls: 0.0566 d2.dn_loss_bbox: 0.4044 d2.dn_loss_iou: 0.4842 d3.dn_loss_cls: 0.0544 d3.dn_loss_bbox: 0.3941 d3.dn_loss_iou: 0.4744 d4.dn_loss_cls: 0.0531 d4.dn_loss_bbox: 0.3919 d4.dn_loss_iou: 0.4718 2023/02/28 10:54:59 - mmengine - INFO - Epoch(train) [2][6700/7393] lr: 1.0000e-04 eta: 17:49:35 time: 0.8718 data_time: 0.0046 memory: 28088 grad_norm: 38.5507 loss: 11.7511 loss_cls: 0.2643 loss_bbox: 0.1929 loss_iou: 0.3781 d0.loss_cls: 0.3359 d0.loss_bbox: 0.2023 d0.loss_iou: 0.4009 d1.loss_cls: 0.2963 d1.loss_bbox: 0.1938 d1.loss_iou: 0.3890 d2.loss_cls: 0.2778 d2.loss_bbox: 0.1897 d2.loss_iou: 0.3831 d3.loss_cls: 0.2740 d3.loss_bbox: 0.1903 d3.loss_iou: 0.3798 d4.loss_cls: 0.2675 d4.loss_bbox: 0.1914 d4.loss_iou: 0.3780 enc_loss_cls: 0.3234 enc_loss_bbox: 0.2551 enc_loss_iou: 0.4849 dn_loss_cls: 0.0471 dn_loss_bbox: 0.3623 dn_loss_iou: 0.4287 d0.dn_loss_cls: 0.0823 d0.dn_loss_bbox: 0.5085 d0.dn_loss_iou: 0.5952 d1.dn_loss_cls: 0.0594 d1.dn_loss_bbox: 0.4027 d1.dn_loss_iou: 0.4698 d2.dn_loss_cls: 0.0509 d2.dn_loss_bbox: 0.3699 d2.dn_loss_iou: 0.4406 d3.dn_loss_cls: 0.0492 d3.dn_loss_bbox: 0.3641 d3.dn_loss_iou: 0.4318 d4.dn_loss_cls: 0.0480 d4.dn_loss_bbox: 0.3629 d4.dn_loss_iou: 0.4291 2023/02/28 10:55:42 - mmengine - INFO - Epoch(train) [2][6750/7393] lr: 1.0000e-04 eta: 17:48:49 time: 0.8486 data_time: 0.0044 memory: 27233 grad_norm: 40.5151 loss: 11.6752 loss_cls: 0.2516 loss_bbox: 0.1850 loss_iou: 0.4016 d0.loss_cls: 0.3086 d0.loss_bbox: 0.1900 d0.loss_iou: 0.4118 d1.loss_cls: 0.2725 d1.loss_bbox: 0.1858 d1.loss_iou: 0.3984 d2.loss_cls: 0.2578 d2.loss_bbox: 0.1865 d2.loss_iou: 0.3964 d3.loss_cls: 0.2541 d3.loss_bbox: 0.1877 d3.loss_iou: 0.4000 d4.loss_cls: 0.2528 d4.loss_bbox: 0.1860 d4.loss_iou: 0.3998 enc_loss_cls: 0.2981 enc_loss_bbox: 0.2383 enc_loss_iou: 0.4908 dn_loss_cls: 0.0574 dn_loss_bbox: 0.3362 dn_loss_iou: 0.4496 d0.dn_loss_cls: 0.0895 d0.dn_loss_bbox: 0.4854 d0.dn_loss_iou: 0.6095 d1.dn_loss_cls: 0.0661 d1.dn_loss_bbox: 0.3774 d1.dn_loss_iou: 0.4904 d2.dn_loss_cls: 0.0589 d2.dn_loss_bbox: 0.3471 d2.dn_loss_iou: 0.4617 d3.dn_loss_cls: 0.0569 d3.dn_loss_bbox: 0.3392 d3.dn_loss_iou: 0.4534 d4.dn_loss_cls: 0.0565 d4.dn_loss_bbox: 0.3363 d4.dn_loss_iou: 0.4501 2023/02/28 10:56:25 - mmengine - INFO - Epoch(train) [2][6800/7393] lr: 1.0000e-04 eta: 17:48:09 time: 0.8712 data_time: 0.0040 memory: 26193 grad_norm: 34.9334 loss: 11.2488 loss_cls: 0.2294 loss_bbox: 0.1741 loss_iou: 0.3250 d0.loss_cls: 0.3056 d0.loss_bbox: 0.1790 d0.loss_iou: 0.3403 d1.loss_cls: 0.2636 d1.loss_bbox: 0.1769 d1.loss_iou: 0.3283 d2.loss_cls: 0.2450 d2.loss_bbox: 0.1711 d2.loss_iou: 0.3237 d3.loss_cls: 0.2349 d3.loss_bbox: 0.1734 d3.loss_iou: 0.3243 d4.loss_cls: 0.2299 d4.loss_bbox: 0.1744 d4.loss_iou: 0.3250 enc_loss_cls: 0.2948 enc_loss_bbox: 0.2269 enc_loss_iou: 0.4177 dn_loss_cls: 0.0577 dn_loss_bbox: 0.3848 dn_loss_iou: 0.4372 d0.dn_loss_cls: 0.0902 d0.dn_loss_bbox: 0.5429 d0.dn_loss_iou: 0.6180 d1.dn_loss_cls: 0.0679 d1.dn_loss_bbox: 0.4272 d1.dn_loss_iou: 0.4853 d2.dn_loss_cls: 0.0604 d2.dn_loss_bbox: 0.3965 d2.dn_loss_iou: 0.4524 d3.dn_loss_cls: 0.0585 d3.dn_loss_bbox: 0.3865 d3.dn_loss_iou: 0.4402 d4.dn_loss_cls: 0.0567 d4.dn_loss_bbox: 0.3854 d4.dn_loss_iou: 0.4379 2023/02/28 10:57:08 - mmengine - INFO - Epoch(train) [2][6850/7393] lr: 1.0000e-04 eta: 17:47:26 time: 0.8614 data_time: 0.0040 memory: 27661 grad_norm: 42.0039 loss: 11.8704 loss_cls: 0.2426 loss_bbox: 0.1863 loss_iou: 0.4095 d0.loss_cls: 0.3211 d0.loss_bbox: 0.1921 d0.loss_iou: 0.4240 d1.loss_cls: 0.2788 d1.loss_bbox: 0.1861 d1.loss_iou: 0.4153 d2.loss_cls: 0.2608 d2.loss_bbox: 0.1894 d2.loss_iou: 0.4164 d3.loss_cls: 0.2502 d3.loss_bbox: 0.1893 d3.loss_iou: 0.4111 d4.loss_cls: 0.2407 d4.loss_bbox: 0.1910 d4.loss_iou: 0.4129 enc_loss_cls: 0.3030 enc_loss_bbox: 0.2239 enc_loss_iou: 0.4923 dn_loss_cls: 0.0615 dn_loss_bbox: 0.3503 dn_loss_iou: 0.4563 d0.dn_loss_cls: 0.0930 d0.dn_loss_bbox: 0.4782 d0.dn_loss_iou: 0.6155 d1.dn_loss_cls: 0.0690 d1.dn_loss_bbox: 0.3841 d1.dn_loss_iou: 0.4956 d2.dn_loss_cls: 0.0617 d2.dn_loss_bbox: 0.3588 d2.dn_loss_iou: 0.4686 d3.dn_loss_cls: 0.0603 d3.dn_loss_bbox: 0.3523 d3.dn_loss_iou: 0.4593 d4.dn_loss_cls: 0.0615 d4.dn_loss_bbox: 0.3508 d4.dn_loss_iou: 0.4568 2023/02/28 10:57:51 - mmengine - INFO - Epoch(train) [2][6900/7393] lr: 1.0000e-04 eta: 17:46:43 time: 0.8592 data_time: 0.0041 memory: 27019 grad_norm: 38.5654 loss: 13.0139 loss_cls: 0.2828 loss_bbox: 0.2126 loss_iou: 0.4892 d0.loss_cls: 0.3607 d0.loss_bbox: 0.2119 d0.loss_iou: 0.5108 d1.loss_cls: 0.3223 d1.loss_bbox: 0.2105 d1.loss_iou: 0.4989 d2.loss_cls: 0.3050 d2.loss_bbox: 0.2076 d2.loss_iou: 0.4924 d3.loss_cls: 0.2947 d3.loss_bbox: 0.2067 d3.loss_iou: 0.4857 d4.loss_cls: 0.2846 d4.loss_bbox: 0.2121 d4.loss_iou: 0.4897 enc_loss_cls: 0.3546 enc_loss_bbox: 0.2543 enc_loss_iou: 0.5804 dn_loss_cls: 0.0560 dn_loss_bbox: 0.3529 dn_loss_iou: 0.4745 d0.dn_loss_cls: 0.0925 d0.dn_loss_bbox: 0.4922 d0.dn_loss_iou: 0.6253 d1.dn_loss_cls: 0.0694 d1.dn_loss_bbox: 0.3924 d1.dn_loss_iou: 0.5131 d2.dn_loss_cls: 0.0607 d2.dn_loss_bbox: 0.3611 d2.dn_loss_iou: 0.4855 d3.dn_loss_cls: 0.0572 d3.dn_loss_bbox: 0.3536 d3.dn_loss_iou: 0.4771 d4.dn_loss_cls: 0.0558 d4.dn_loss_bbox: 0.3525 d4.dn_loss_iou: 0.4747 2023/02/28 10:58:34 - mmengine - INFO - Epoch(train) [2][6950/7393] lr: 1.0000e-04 eta: 17:45:56 time: 0.8459 data_time: 0.0040 memory: 29461 grad_norm: 40.4287 loss: 11.8378 loss_cls: 0.2684 loss_bbox: 0.1944 loss_iou: 0.4131 d0.loss_cls: 0.3396 d0.loss_bbox: 0.2088 d0.loss_iou: 0.4587 d1.loss_cls: 0.2967 d1.loss_bbox: 0.2014 d1.loss_iou: 0.4363 d2.loss_cls: 0.2753 d2.loss_bbox: 0.2003 d2.loss_iou: 0.4245 d3.loss_cls: 0.2700 d3.loss_bbox: 0.1994 d3.loss_iou: 0.4185 d4.loss_cls: 0.2673 d4.loss_bbox: 0.1970 d4.loss_iou: 0.4157 enc_loss_cls: 0.3234 enc_loss_bbox: 0.2655 enc_loss_iou: 0.5442 dn_loss_cls: 0.0499 dn_loss_bbox: 0.3247 dn_loss_iou: 0.4176 d0.dn_loss_cls: 0.0867 d0.dn_loss_bbox: 0.4650 d0.dn_loss_iou: 0.5819 d1.dn_loss_cls: 0.0631 d1.dn_loss_bbox: 0.3633 d1.dn_loss_iou: 0.4586 d2.dn_loss_cls: 0.0539 d2.dn_loss_bbox: 0.3342 d2.dn_loss_iou: 0.4303 d3.dn_loss_cls: 0.0519 d3.dn_loss_bbox: 0.3255 d3.dn_loss_iou: 0.4203 d4.dn_loss_cls: 0.0499 d4.dn_loss_bbox: 0.3249 d4.dn_loss_iou: 0.4179 2023/02/28 10:59:18 - mmengine - INFO - Epoch(train) [2][7000/7393] lr: 1.0000e-04 eta: 17:45:21 time: 0.8898 data_time: 0.0040 memory: 28531 grad_norm: 35.6873 loss: 12.5219 loss_cls: 0.2673 loss_bbox: 0.2132 loss_iou: 0.4015 d0.loss_cls: 0.3341 d0.loss_bbox: 0.2186 d0.loss_iou: 0.4274 d1.loss_cls: 0.2967 d1.loss_bbox: 0.2065 d1.loss_iou: 0.4115 d2.loss_cls: 0.2785 d2.loss_bbox: 0.2131 d2.loss_iou: 0.4047 d3.loss_cls: 0.2731 d3.loss_bbox: 0.2099 d3.loss_iou: 0.4022 d4.loss_cls: 0.2708 d4.loss_bbox: 0.2068 d4.loss_iou: 0.4026 enc_loss_cls: 0.3214 enc_loss_bbox: 0.2656 enc_loss_iou: 0.4887 dn_loss_cls: 0.0548 dn_loss_bbox: 0.4161 dn_loss_iou: 0.4457 d0.dn_loss_cls: 0.0917 d0.dn_loss_bbox: 0.5805 d0.dn_loss_iou: 0.6080 d1.dn_loss_cls: 0.0679 d1.dn_loss_bbox: 0.4651 d1.dn_loss_iou: 0.4904 d2.dn_loss_cls: 0.0591 d2.dn_loss_bbox: 0.4268 d2.dn_loss_iou: 0.4589 d3.dn_loss_cls: 0.0560 d3.dn_loss_bbox: 0.4196 d3.dn_loss_iou: 0.4492 d4.dn_loss_cls: 0.0548 d4.dn_loss_bbox: 0.4166 d4.dn_loss_iou: 0.4461 2023/02/28 11:00:01 - mmengine - INFO - Epoch(train) [2][7050/7393] lr: 1.0000e-04 eta: 17:44:39 time: 0.8650 data_time: 0.0040 memory: 28428 grad_norm: 39.9779 loss: 11.7905 loss_cls: 0.2386 loss_bbox: 0.1652 loss_iou: 0.4038 d0.loss_cls: 0.3070 d0.loss_bbox: 0.1729 d0.loss_iou: 0.4310 d1.loss_cls: 0.2661 d1.loss_bbox: 0.1686 d1.loss_iou: 0.4112 d2.loss_cls: 0.2483 d2.loss_bbox: 0.1635 d2.loss_iou: 0.4105 d3.loss_cls: 0.2453 d3.loss_bbox: 0.1617 d3.loss_iou: 0.4028 d4.loss_cls: 0.2377 d4.loss_bbox: 0.1646 d4.loss_iou: 0.4050 enc_loss_cls: 0.2955 enc_loss_bbox: 0.2117 enc_loss_iou: 0.4953 dn_loss_cls: 0.0550 dn_loss_bbox: 0.3756 dn_loss_iou: 0.4588 d0.dn_loss_cls: 0.0908 d0.dn_loss_bbox: 0.5102 d0.dn_loss_iou: 0.6223 d1.dn_loss_cls: 0.0673 d1.dn_loss_bbox: 0.4109 d1.dn_loss_iou: 0.4970 d2.dn_loss_cls: 0.0579 d2.dn_loss_bbox: 0.3841 d2.dn_loss_iou: 0.4713 d3.dn_loss_cls: 0.0552 d3.dn_loss_bbox: 0.3772 d3.dn_loss_iou: 0.4608 d4.dn_loss_cls: 0.0540 d4.dn_loss_bbox: 0.3765 d4.dn_loss_iou: 0.4595 2023/02/28 11:00:46 - mmengine - INFO - Epoch(train) [2][7100/7393] lr: 1.0000e-04 eta: 17:44:02 time: 0.8813 data_time: 0.0041 memory: 26689 grad_norm: 39.2571 loss: 12.3459 loss_cls: 0.2964 loss_bbox: 0.2092 loss_iou: 0.4460 d0.loss_cls: 0.3728 d0.loss_bbox: 0.2173 d0.loss_iou: 0.4692 d1.loss_cls: 0.3260 d1.loss_bbox: 0.2137 d1.loss_iou: 0.4543 d2.loss_cls: 0.3067 d2.loss_bbox: 0.2135 d2.loss_iou: 0.4531 d3.loss_cls: 0.3022 d3.loss_bbox: 0.2091 d3.loss_iou: 0.4459 d4.loss_cls: 0.2980 d4.loss_bbox: 0.2084 d4.loss_iou: 0.4461 enc_loss_cls: 0.3577 enc_loss_bbox: 0.2625 enc_loss_iou: 0.5493 dn_loss_cls: 0.0514 dn_loss_bbox: 0.3178 dn_loss_iou: 0.4442 d0.dn_loss_cls: 0.0877 d0.dn_loss_bbox: 0.4291 d0.dn_loss_iou: 0.5963 d1.dn_loss_cls: 0.0650 d1.dn_loss_bbox: 0.3474 d1.dn_loss_iou: 0.4827 d2.dn_loss_cls: 0.0555 d2.dn_loss_bbox: 0.3257 d2.dn_loss_iou: 0.4542 d3.dn_loss_cls: 0.0526 d3.dn_loss_bbox: 0.3189 d3.dn_loss_iou: 0.4463 d4.dn_loss_cls: 0.0518 d4.dn_loss_bbox: 0.3176 d4.dn_loss_iou: 0.4444 2023/02/28 11:01:29 - mmengine - INFO - Epoch(train) [2][7150/7393] lr: 1.0000e-04 eta: 17:43:20 time: 0.8651 data_time: 0.0040 memory: 26735 grad_norm: 34.4377 loss: 11.8764 loss_cls: 0.2563 loss_bbox: 0.1929 loss_iou: 0.4012 d0.loss_cls: 0.3297 d0.loss_bbox: 0.2034 d0.loss_iou: 0.4215 d1.loss_cls: 0.2813 d1.loss_bbox: 0.2044 d1.loss_iou: 0.4145 d2.loss_cls: 0.2642 d2.loss_bbox: 0.1998 d2.loss_iou: 0.4049 d3.loss_cls: 0.2561 d3.loss_bbox: 0.1981 d3.loss_iou: 0.4048 d4.loss_cls: 0.2522 d4.loss_bbox: 0.1973 d4.loss_iou: 0.4036 enc_loss_cls: 0.3140 enc_loss_bbox: 0.2593 enc_loss_iou: 0.5114 dn_loss_cls: 0.0532 dn_loss_bbox: 0.3631 dn_loss_iou: 0.4317 d0.dn_loss_cls: 0.0882 d0.dn_loss_bbox: 0.4890 d0.dn_loss_iou: 0.5840 d1.dn_loss_cls: 0.0633 d1.dn_loss_bbox: 0.3956 d1.dn_loss_iou: 0.4665 d2.dn_loss_cls: 0.0552 d2.dn_loss_bbox: 0.3707 d2.dn_loss_iou: 0.4431 d3.dn_loss_cls: 0.0537 d3.dn_loss_bbox: 0.3653 d3.dn_loss_iou: 0.4351 d4.dn_loss_cls: 0.0525 d4.dn_loss_bbox: 0.3637 d4.dn_loss_iou: 0.4320 2023/02/28 11:02:12 - mmengine - INFO - Epoch(train) [2][7200/7393] lr: 1.0000e-04 eta: 17:42:40 time: 0.8695 data_time: 0.0039 memory: 27184 grad_norm: 34.9610 loss: 11.7960 loss_cls: 0.2479 loss_bbox: 0.1858 loss_iou: 0.3907 d0.loss_cls: 0.3255 d0.loss_bbox: 0.1927 d0.loss_iou: 0.4054 d1.loss_cls: 0.2787 d1.loss_bbox: 0.1972 d1.loss_iou: 0.4008 d2.loss_cls: 0.2572 d2.loss_bbox: 0.1897 d2.loss_iou: 0.3992 d3.loss_cls: 0.2531 d3.loss_bbox: 0.1868 d3.loss_iou: 0.3914 d4.loss_cls: 0.2507 d4.loss_bbox: 0.1845 d4.loss_iou: 0.3872 enc_loss_cls: 0.3158 enc_loss_bbox: 0.2333 enc_loss_iou: 0.4683 dn_loss_cls: 0.0597 dn_loss_bbox: 0.3422 dn_loss_iou: 0.4528 d0.dn_loss_cls: 0.0967 d0.dn_loss_bbox: 0.5184 d0.dn_loss_iou: 0.6289 d1.dn_loss_cls: 0.0704 d1.dn_loss_bbox: 0.3933 d1.dn_loss_iou: 0.4966 d2.dn_loss_cls: 0.0607 d2.dn_loss_bbox: 0.3544 d2.dn_loss_iou: 0.4681 d3.dn_loss_cls: 0.0583 d3.dn_loss_bbox: 0.3438 d3.dn_loss_iou: 0.4559 d4.dn_loss_cls: 0.0577 d4.dn_loss_bbox: 0.3428 d4.dn_loss_iou: 0.4535 2023/02/28 11:02:57 - mmengine - INFO - Epoch(train) [2][7250/7393] lr: 1.0000e-04 eta: 17:42:03 time: 0.8874 data_time: 0.0041 memory: 30276 grad_norm: 39.4141 loss: 12.1384 loss_cls: 0.2559 loss_bbox: 0.1643 loss_iou: 0.3983 d0.loss_cls: 0.3190 d0.loss_bbox: 0.1800 d0.loss_iou: 0.4240 d1.loss_cls: 0.2867 d1.loss_bbox: 0.1705 d1.loss_iou: 0.4041 d2.loss_cls: 0.2652 d2.loss_bbox: 0.1680 d2.loss_iou: 0.4000 d3.loss_cls: 0.2611 d3.loss_bbox: 0.1672 d3.loss_iou: 0.4005 d4.loss_cls: 0.2564 d4.loss_bbox: 0.1659 d4.loss_iou: 0.3995 enc_loss_cls: 0.3077 enc_loss_bbox: 0.2260 enc_loss_iou: 0.4906 dn_loss_cls: 0.0635 dn_loss_bbox: 0.4051 dn_loss_iou: 0.4586 d0.dn_loss_cls: 0.0936 d0.dn_loss_bbox: 0.5505 d0.dn_loss_iou: 0.6215 d1.dn_loss_cls: 0.0719 d1.dn_loss_bbox: 0.4479 d1.dn_loss_iou: 0.5032 d2.dn_loss_cls: 0.0658 d2.dn_loss_bbox: 0.4135 d2.dn_loss_iou: 0.4710 d3.dn_loss_cls: 0.0650 d3.dn_loss_bbox: 0.4070 d3.dn_loss_iou: 0.4620 d4.dn_loss_cls: 0.0629 d4.dn_loss_bbox: 0.4056 d4.dn_loss_iou: 0.4590 2023/02/28 11:03:41 - mmengine - INFO - Epoch(train) [2][7300/7393] lr: 1.0000e-04 eta: 17:41:27 time: 0.8855 data_time: 0.0042 memory: 28585 grad_norm: 41.6448 loss: 11.6541 loss_cls: 0.2562 loss_bbox: 0.1835 loss_iou: 0.3767 d0.loss_cls: 0.3184 d0.loss_bbox: 0.1938 d0.loss_iou: 0.3927 d1.loss_cls: 0.2833 d1.loss_bbox: 0.1933 d1.loss_iou: 0.3918 d2.loss_cls: 0.2669 d2.loss_bbox: 0.1843 d2.loss_iou: 0.3811 d3.loss_cls: 0.2586 d3.loss_bbox: 0.1821 d3.loss_iou: 0.3792 d4.loss_cls: 0.2530 d4.loss_bbox: 0.1854 d4.loss_iou: 0.3783 enc_loss_cls: 0.3072 enc_loss_bbox: 0.2324 enc_loss_iou: 0.4543 dn_loss_cls: 0.0493 dn_loss_bbox: 0.3689 dn_loss_iou: 0.4379 d0.dn_loss_cls: 0.0833 d0.dn_loss_bbox: 0.5144 d0.dn_loss_iou: 0.5970 d1.dn_loss_cls: 0.0613 d1.dn_loss_bbox: 0.4074 d1.dn_loss_iou: 0.4804 d2.dn_loss_cls: 0.0517 d2.dn_loss_bbox: 0.3795 d2.dn_loss_iou: 0.4513 d3.dn_loss_cls: 0.0497 d3.dn_loss_bbox: 0.3723 d3.dn_loss_iou: 0.4412 d4.dn_loss_cls: 0.0482 d4.dn_loss_bbox: 0.3695 d4.dn_loss_iou: 0.4383 2023/02/28 11:04:25 - mmengine - INFO - Epoch(train) [2][7350/7393] lr: 1.0000e-04 eta: 17:40:47 time: 0.8751 data_time: 0.0039 memory: 26859 grad_norm: 38.1669 loss: 12.3947 loss_cls: 0.2714 loss_bbox: 0.1860 loss_iou: 0.4065 d0.loss_cls: 0.3378 d0.loss_bbox: 0.2032 d0.loss_iou: 0.4335 d1.loss_cls: 0.3007 d1.loss_bbox: 0.1947 d1.loss_iou: 0.4159 d2.loss_cls: 0.2778 d2.loss_bbox: 0.1928 d2.loss_iou: 0.4108 d3.loss_cls: 0.2718 d3.loss_bbox: 0.1890 d3.loss_iou: 0.4091 d4.loss_cls: 0.2681 d4.loss_bbox: 0.1889 d4.loss_iou: 0.4103 enc_loss_cls: 0.3289 enc_loss_bbox: 0.2555 enc_loss_iou: 0.5106 dn_loss_cls: 0.0624 dn_loss_bbox: 0.3977 dn_loss_iou: 0.4526 d0.dn_loss_cls: 0.0965 d0.dn_loss_bbox: 0.5428 d0.dn_loss_iou: 0.6066 d1.dn_loss_cls: 0.0723 d1.dn_loss_bbox: 0.4376 d1.dn_loss_iou: 0.4937 d2.dn_loss_cls: 0.0641 d2.dn_loss_bbox: 0.4082 d2.dn_loss_iou: 0.4651 d3.dn_loss_cls: 0.0619 d3.dn_loss_bbox: 0.4013 d3.dn_loss_iou: 0.4563 d4.dn_loss_cls: 0.0611 d4.dn_loss_bbox: 0.3981 d4.dn_loss_iou: 0.4530 2023/02/28 11:05:01 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 11:05:01 - mmengine - INFO - Saving checkpoint at 2 epochs 2023/02/28 11:05:12 - mmengine - INFO - Epoch(val) [2][ 50/625] eta: 0:01:02 time: 0.1088 data_time: 0.0021 memory: 28413 2023/02/28 11:05:17 - mmengine - INFO - Epoch(val) [2][100/625] eta: 0:00:56 time: 0.1064 data_time: 0.0016 memory: 5417 2023/02/28 11:05:23 - mmengine - INFO - Epoch(val) [2][150/625] eta: 0:00:50 time: 0.1068 data_time: 0.0016 memory: 5361 2023/02/28 11:05:28 - mmengine - INFO - Epoch(val) [2][200/625] eta: 0:00:45 time: 0.1081 data_time: 0.0015 memory: 5382 2023/02/28 11:05:33 - mmengine - INFO - Epoch(val) [2][250/625] eta: 0:00:40 time: 0.1062 data_time: 0.0015 memory: 5432 2023/02/28 11:05:39 - mmengine - INFO - Epoch(val) [2][300/625] eta: 0:00:34 time: 0.1044 data_time: 0.0015 memory: 5361 2023/02/28 11:05:44 - mmengine - INFO - Epoch(val) [2][350/625] eta: 0:00:29 time: 0.1072 data_time: 0.0015 memory: 5375 2023/02/28 11:05:49 - mmengine - INFO - Epoch(val) [2][400/625] eta: 0:00:24 time: 0.1064 data_time: 0.0016 memory: 5417 2023/02/28 11:05:55 - mmengine - INFO - Epoch(val) [2][450/625] eta: 0:00:18 time: 0.1060 data_time: 0.0015 memory: 5431 2023/02/28 11:06:00 - mmengine - INFO - Epoch(val) [2][500/625] eta: 0:00:13 time: 0.1055 data_time: 0.0016 memory: 5361 2023/02/28 11:06:05 - mmengine - INFO - Epoch(val) [2][550/625] eta: 0:00:07 time: 0.1073 data_time: 0.0016 memory: 5418 2023/02/28 11:06:10 - mmengine - INFO - Epoch(val) [2][600/625] eta: 0:00:02 time: 0.1044 data_time: 0.0014 memory: 5382 2023/02/28 11:06:28 - mmengine - INFO - Evaluating bbox... 2023/02/28 11:07:53 - mmengine - INFO - bbox_mAP_copypaste: 0.454 0.638 0.490 0.281 0.486 0.619 2023/02/28 11:07:55 - mmengine - INFO - Epoch(val) [2][625/625] coco/bbox_mAP: 0.4540 coco/bbox_mAP_50: 0.6380 coco/bbox_mAP_75: 0.4900 coco/bbox_mAP_s: 0.2810 coco/bbox_mAP_m: 0.4860 coco/bbox_mAP_l: 0.6190 2023/02/28 11:08:38 - mmengine - INFO - Epoch(train) [3][ 50/7393] lr: 1.0000e-04 eta: 17:39:25 time: 0.8554 data_time: 0.0048 memory: 28179 grad_norm: 37.6625 loss: 11.6527 loss_cls: 0.2378 loss_bbox: 0.1894 loss_iou: 0.3807 d0.loss_cls: 0.3091 d0.loss_bbox: 0.1895 d0.loss_iou: 0.3934 d1.loss_cls: 0.2716 d1.loss_bbox: 0.1860 d1.loss_iou: 0.3826 d2.loss_cls: 0.2505 d2.loss_bbox: 0.1842 d2.loss_iou: 0.3837 d3.loss_cls: 0.2480 d3.loss_bbox: 0.1818 d3.loss_iou: 0.3784 d4.loss_cls: 0.2430 d4.loss_bbox: 0.1853 d4.loss_iou: 0.3771 enc_loss_cls: 0.2966 enc_loss_bbox: 0.2300 enc_loss_iou: 0.4546 dn_loss_cls: 0.0546 dn_loss_bbox: 0.3499 dn_loss_iou: 0.4715 d0.dn_loss_cls: 0.0920 d0.dn_loss_bbox: 0.4830 d0.dn_loss_iou: 0.6334 d1.dn_loss_cls: 0.0675 d1.dn_loss_bbox: 0.3836 d1.dn_loss_iou: 0.5122 d2.dn_loss_cls: 0.0586 d2.dn_loss_bbox: 0.3552 d2.dn_loss_iou: 0.4820 d3.dn_loss_cls: 0.0559 d3.dn_loss_bbox: 0.3506 d3.dn_loss_iou: 0.4736 d4.dn_loss_cls: 0.0545 d4.dn_loss_bbox: 0.3501 d4.dn_loss_iou: 0.4718 2023/02/28 11:09:21 - mmengine - INFO - Epoch(train) [3][ 100/7393] lr: 1.0000e-04 eta: 17:38:41 time: 0.8565 data_time: 0.0040 memory: 27738 grad_norm: 38.5315 loss: 10.9986 loss_cls: 0.2480 loss_bbox: 0.1627 loss_iou: 0.3676 d0.loss_cls: 0.3200 d0.loss_bbox: 0.1734 d0.loss_iou: 0.3860 d1.loss_cls: 0.2732 d1.loss_bbox: 0.1667 d1.loss_iou: 0.3752 d2.loss_cls: 0.2602 d2.loss_bbox: 0.1619 d2.loss_iou: 0.3691 d3.loss_cls: 0.2520 d3.loss_bbox: 0.1607 d3.loss_iou: 0.3723 d4.loss_cls: 0.2502 d4.loss_bbox: 0.1593 d4.loss_iou: 0.3689 enc_loss_cls: 0.3063 enc_loss_bbox: 0.2138 enc_loss_iou: 0.4601 dn_loss_cls: 0.0500 dn_loss_bbox: 0.3181 dn_loss_iou: 0.4171 d0.dn_loss_cls: 0.0856 d0.dn_loss_bbox: 0.4618 d0.dn_loss_iou: 0.5925 d1.dn_loss_cls: 0.0629 d1.dn_loss_bbox: 0.3564 d1.dn_loss_iou: 0.4592 d2.dn_loss_cls: 0.0541 d2.dn_loss_bbox: 0.3273 d2.dn_loss_iou: 0.4288 d3.dn_loss_cls: 0.0511 d3.dn_loss_bbox: 0.3192 d3.dn_loss_iou: 0.4204 d4.dn_loss_cls: 0.0501 d4.dn_loss_bbox: 0.3186 d4.dn_loss_iou: 0.4177 2023/02/28 11:10:04 - mmengine - INFO - Epoch(train) [3][ 150/7393] lr: 1.0000e-04 eta: 17:38:00 time: 0.8724 data_time: 0.0040 memory: 28179 grad_norm: 39.9031 loss: 10.6601 loss_cls: 0.2126 loss_bbox: 0.1691 loss_iou: 0.3239 d0.loss_cls: 0.2771 d0.loss_bbox: 0.1780 d0.loss_iou: 0.3448 d1.loss_cls: 0.2339 d1.loss_bbox: 0.1755 d1.loss_iou: 0.3337 d2.loss_cls: 0.2253 d2.loss_bbox: 0.1687 d2.loss_iou: 0.3251 d3.loss_cls: 0.2161 d3.loss_bbox: 0.1712 d3.loss_iou: 0.3260 d4.loss_cls: 0.2142 d4.loss_bbox: 0.1696 d4.loss_iou: 0.3234 enc_loss_cls: 0.2609 enc_loss_bbox: 0.2138 enc_loss_iou: 0.4136 dn_loss_cls: 0.0498 dn_loss_bbox: 0.3419 dn_loss_iou: 0.4205 d0.dn_loss_cls: 0.0849 d0.dn_loss_bbox: 0.5056 d0.dn_loss_iou: 0.5935 d1.dn_loss_cls: 0.0622 d1.dn_loss_bbox: 0.3852 d1.dn_loss_iou: 0.4670 d2.dn_loss_cls: 0.0537 d2.dn_loss_bbox: 0.3514 d2.dn_loss_iou: 0.4352 d3.dn_loss_cls: 0.0513 d3.dn_loss_bbox: 0.3446 d3.dn_loss_iou: 0.4248 d4.dn_loss_cls: 0.0494 d4.dn_loss_bbox: 0.3420 d4.dn_loss_iou: 0.4209 2023/02/28 11:10:47 - mmengine - INFO - Epoch(train) [3][ 200/7393] lr: 1.0000e-04 eta: 17:37:18 time: 0.8615 data_time: 0.0040 memory: 27689 grad_norm: 39.6122 loss: 11.2401 loss_cls: 0.2240 loss_bbox: 0.1559 loss_iou: 0.3635 d0.loss_cls: 0.2808 d0.loss_bbox: 0.1662 d0.loss_iou: 0.3828 d1.loss_cls: 0.2470 d1.loss_bbox: 0.1621 d1.loss_iou: 0.3741 d2.loss_cls: 0.2309 d2.loss_bbox: 0.1570 d2.loss_iou: 0.3666 d3.loss_cls: 0.2242 d3.loss_bbox: 0.1584 d3.loss_iou: 0.3663 d4.loss_cls: 0.2247 d4.loss_bbox: 0.1562 d4.loss_iou: 0.3638 enc_loss_cls: 0.2751 enc_loss_bbox: 0.2072 enc_loss_iou: 0.4495 dn_loss_cls: 0.0488 dn_loss_bbox: 0.3765 dn_loss_iou: 0.4507 d0.dn_loss_cls: 0.0814 d0.dn_loss_bbox: 0.5124 d0.dn_loss_iou: 0.6106 d1.dn_loss_cls: 0.0604 d1.dn_loss_bbox: 0.4097 d1.dn_loss_iou: 0.4902 d2.dn_loss_cls: 0.0516 d2.dn_loss_bbox: 0.3873 d2.dn_loss_iou: 0.4663 d3.dn_loss_cls: 0.0494 d3.dn_loss_bbox: 0.3783 d3.dn_loss_iou: 0.4540 d4.dn_loss_cls: 0.0491 d4.dn_loss_bbox: 0.3760 d4.dn_loss_iou: 0.4512 2023/02/28 11:11:00 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 11:11:31 - mmengine - INFO - Epoch(train) [3][ 250/7393] lr: 1.0000e-04 eta: 17:36:40 time: 0.8804 data_time: 0.0040 memory: 28335 grad_norm: 40.7779 loss: 12.0857 loss_cls: 0.2730 loss_bbox: 0.1750 loss_iou: 0.4609 d0.loss_cls: 0.3446 d0.loss_bbox: 0.1833 d0.loss_iou: 0.4847 d1.loss_cls: 0.3099 d1.loss_bbox: 0.1774 d1.loss_iou: 0.4713 d2.loss_cls: 0.2825 d2.loss_bbox: 0.1753 d2.loss_iou: 0.4640 d3.loss_cls: 0.2760 d3.loss_bbox: 0.1738 d3.loss_iou: 0.4613 d4.loss_cls: 0.2709 d4.loss_bbox: 0.1761 d4.loss_iou: 0.4612 enc_loss_cls: 0.3391 enc_loss_bbox: 0.2128 enc_loss_iou: 0.5548 dn_loss_cls: 0.0531 dn_loss_bbox: 0.3038 dn_loss_iou: 0.4700 d0.dn_loss_cls: 0.0857 d0.dn_loss_bbox: 0.4162 d0.dn_loss_iou: 0.6302 d1.dn_loss_cls: 0.0620 d1.dn_loss_bbox: 0.3304 d1.dn_loss_iou: 0.5109 d2.dn_loss_cls: 0.0547 d2.dn_loss_bbox: 0.3084 d2.dn_loss_iou: 0.4802 d3.dn_loss_cls: 0.0511 d3.dn_loss_bbox: 0.3043 d3.dn_loss_iou: 0.4720 d4.dn_loss_cls: 0.0508 d4.dn_loss_bbox: 0.3039 d4.dn_loss_iou: 0.4703 2023/02/28 11:12:14 - mmengine - INFO - Epoch(train) [3][ 300/7393] lr: 1.0000e-04 eta: 17:35:58 time: 0.8653 data_time: 0.0040 memory: 26735 grad_norm: 37.8448 loss: 10.9119 loss_cls: 0.2278 loss_bbox: 0.1570 loss_iou: 0.3456 d0.loss_cls: 0.2852 d0.loss_bbox: 0.1644 d0.loss_iou: 0.3603 d1.loss_cls: 0.2481 d1.loss_bbox: 0.1642 d1.loss_iou: 0.3570 d2.loss_cls: 0.2381 d2.loss_bbox: 0.1568 d2.loss_iou: 0.3499 d3.loss_cls: 0.2311 d3.loss_bbox: 0.1589 d3.loss_iou: 0.3490 d4.loss_cls: 0.2282 d4.loss_bbox: 0.1570 d4.loss_iou: 0.3462 enc_loss_cls: 0.2729 enc_loss_bbox: 0.1987 enc_loss_iou: 0.4202 dn_loss_cls: 0.0465 dn_loss_bbox: 0.3425 dn_loss_iou: 0.4526 d0.dn_loss_cls: 0.0846 d0.dn_loss_bbox: 0.4706 d0.dn_loss_iou: 0.6118 d1.dn_loss_cls: 0.0590 d1.dn_loss_bbox: 0.3794 d1.dn_loss_iou: 0.4936 d2.dn_loss_cls: 0.0507 d2.dn_loss_bbox: 0.3500 d2.dn_loss_iou: 0.4631 d3.dn_loss_cls: 0.0483 d3.dn_loss_bbox: 0.3439 d3.dn_loss_iou: 0.4556 d4.dn_loss_cls: 0.0464 d4.dn_loss_bbox: 0.3432 d4.dn_loss_iou: 0.4533 2023/02/28 11:12:58 - mmengine - INFO - Epoch(train) [3][ 350/7393] lr: 1.0000e-04 eta: 17:35:17 time: 0.8694 data_time: 0.0040 memory: 29354 grad_norm: 36.6986 loss: 12.8918 loss_cls: 0.2736 loss_bbox: 0.2003 loss_iou: 0.4610 d0.loss_cls: 0.3564 d0.loss_bbox: 0.2085 d0.loss_iou: 0.4823 d1.loss_cls: 0.3120 d1.loss_bbox: 0.2036 d1.loss_iou: 0.4648 d2.loss_cls: 0.2871 d2.loss_bbox: 0.2038 d2.loss_iou: 0.4645 d3.loss_cls: 0.2816 d3.loss_bbox: 0.1975 d3.loss_iou: 0.4576 d4.loss_cls: 0.2749 d4.loss_bbox: 0.1987 d4.loss_iou: 0.4604 enc_loss_cls: 0.3491 enc_loss_bbox: 0.2466 enc_loss_iou: 0.5488 dn_loss_cls: 0.0575 dn_loss_bbox: 0.3913 dn_loss_iou: 0.4669 d0.dn_loss_cls: 0.0925 d0.dn_loss_bbox: 0.5347 d0.dn_loss_iou: 0.6299 d1.dn_loss_cls: 0.0700 d1.dn_loss_bbox: 0.4302 d1.dn_loss_iou: 0.5082 d2.dn_loss_cls: 0.0610 d2.dn_loss_bbox: 0.4019 d2.dn_loss_iou: 0.4791 d3.dn_loss_cls: 0.0584 d3.dn_loss_bbox: 0.3929 d3.dn_loss_iou: 0.4688 d4.dn_loss_cls: 0.0568 d4.dn_loss_bbox: 0.3917 d4.dn_loss_iou: 0.4670 2023/02/28 11:13:41 - mmengine - INFO - Epoch(train) [3][ 400/7393] lr: 1.0000e-04 eta: 17:34:34 time: 0.8613 data_time: 0.0040 memory: 29182 grad_norm: 44.3187 loss: 10.5555 loss_cls: 0.2190 loss_bbox: 0.1801 loss_iou: 0.3420 d0.loss_cls: 0.2872 d0.loss_bbox: 0.1963 d0.loss_iou: 0.3608 d1.loss_cls: 0.2459 d1.loss_bbox: 0.1872 d1.loss_iou: 0.3513 d2.loss_cls: 0.2264 d2.loss_bbox: 0.1857 d2.loss_iou: 0.3463 d3.loss_cls: 0.2188 d3.loss_bbox: 0.1839 d3.loss_iou: 0.3444 d4.loss_cls: 0.2195 d4.loss_bbox: 0.1815 d4.loss_iou: 0.3416 enc_loss_cls: 0.2810 enc_loss_bbox: 0.2327 enc_loss_iou: 0.4202 dn_loss_cls: 0.0468 dn_loss_bbox: 0.3170 dn_loss_iou: 0.3844 d0.dn_loss_cls: 0.0808 d0.dn_loss_bbox: 0.4867 d0.dn_loss_iou: 0.5426 d1.dn_loss_cls: 0.0590 d1.dn_loss_bbox: 0.3728 d1.dn_loss_iou: 0.4271 d2.dn_loss_cls: 0.0498 d2.dn_loss_bbox: 0.3340 d2.dn_loss_iou: 0.3969 d3.dn_loss_cls: 0.0471 d3.dn_loss_bbox: 0.3210 d3.dn_loss_iou: 0.3886 d4.dn_loss_cls: 0.0462 d4.dn_loss_bbox: 0.3177 d4.dn_loss_iou: 0.3853 2023/02/28 11:14:24 - mmengine - INFO - Epoch(train) [3][ 450/7393] lr: 1.0000e-04 eta: 17:33:52 time: 0.8641 data_time: 0.0041 memory: 27184 grad_norm: 35.3785 loss: 11.2599 loss_cls: 0.2453 loss_bbox: 0.1783 loss_iou: 0.3782 d0.loss_cls: 0.3092 d0.loss_bbox: 0.1906 d0.loss_iou: 0.3988 d1.loss_cls: 0.2728 d1.loss_bbox: 0.1857 d1.loss_iou: 0.3884 d2.loss_cls: 0.2507 d2.loss_bbox: 0.1814 d2.loss_iou: 0.3845 d3.loss_cls: 0.2436 d3.loss_bbox: 0.1813 d3.loss_iou: 0.3829 d4.loss_cls: 0.2463 d4.loss_bbox: 0.1773 d4.loss_iou: 0.3783 enc_loss_cls: 0.2957 enc_loss_bbox: 0.2318 enc_loss_iou: 0.4681 dn_loss_cls: 0.0533 dn_loss_bbox: 0.3438 dn_loss_iou: 0.4114 d0.dn_loss_cls: 0.0858 d0.dn_loss_bbox: 0.4758 d0.dn_loss_iou: 0.5631 d1.dn_loss_cls: 0.0620 d1.dn_loss_bbox: 0.3843 d1.dn_loss_iou: 0.4544 d2.dn_loss_cls: 0.0542 d2.dn_loss_bbox: 0.3550 d2.dn_loss_iou: 0.4254 d3.dn_loss_cls: 0.0519 d3.dn_loss_bbox: 0.3465 d3.dn_loss_iou: 0.4146 d4.dn_loss_cls: 0.0522 d4.dn_loss_bbox: 0.3449 d4.dn_loss_iou: 0.4122 2023/02/28 11:15:08 - mmengine - INFO - Epoch(train) [3][ 500/7393] lr: 1.0000e-04 eta: 17:33:10 time: 0.8672 data_time: 0.0040 memory: 26789 grad_norm: 38.6284 loss: 11.9906 loss_cls: 0.2767 loss_bbox: 0.1818 loss_iou: 0.4340 d0.loss_cls: 0.3584 d0.loss_bbox: 0.1893 d0.loss_iou: 0.4545 d1.loss_cls: 0.3073 d1.loss_bbox: 0.1845 d1.loss_iou: 0.4382 d2.loss_cls: 0.2812 d2.loss_bbox: 0.1861 d2.loss_iou: 0.4411 d3.loss_cls: 0.2790 d3.loss_bbox: 0.1828 d3.loss_iou: 0.4332 d4.loss_cls: 0.2755 d4.loss_bbox: 0.1820 d4.loss_iou: 0.4334 enc_loss_cls: 0.3514 enc_loss_bbox: 0.2463 enc_loss_iou: 0.5470 dn_loss_cls: 0.0548 dn_loss_bbox: 0.3103 dn_loss_iou: 0.4536 d0.dn_loss_cls: 0.0860 d0.dn_loss_bbox: 0.4297 d0.dn_loss_iou: 0.6138 d1.dn_loss_cls: 0.0636 d1.dn_loss_bbox: 0.3417 d1.dn_loss_iou: 0.4931 d2.dn_loss_cls: 0.0550 d2.dn_loss_bbox: 0.3170 d2.dn_loss_iou: 0.4662 d3.dn_loss_cls: 0.0540 d3.dn_loss_bbox: 0.3129 d3.dn_loss_iou: 0.4572 d4.dn_loss_cls: 0.0537 d4.dn_loss_bbox: 0.3104 d4.dn_loss_iou: 0.4539 2023/02/28 11:15:52 - mmengine - INFO - Epoch(train) [3][ 550/7393] lr: 1.0000e-04 eta: 17:32:32 time: 0.8786 data_time: 0.0040 memory: 28179 grad_norm: 37.8171 loss: 12.7924 loss_cls: 0.2739 loss_bbox: 0.1985 loss_iou: 0.4593 d0.loss_cls: 0.3566 d0.loss_bbox: 0.2058 d0.loss_iou: 0.4816 d1.loss_cls: 0.3176 d1.loss_bbox: 0.1991 d1.loss_iou: 0.4657 d2.loss_cls: 0.2950 d2.loss_bbox: 0.1980 d2.loss_iou: 0.4622 d3.loss_cls: 0.2844 d3.loss_bbox: 0.1972 d3.loss_iou: 0.4587 d4.loss_cls: 0.2738 d4.loss_bbox: 0.1997 d4.loss_iou: 0.4631 enc_loss_cls: 0.3513 enc_loss_bbox: 0.2541 enc_loss_iou: 0.5599 dn_loss_cls: 0.0565 dn_loss_bbox: 0.3503 dn_loss_iou: 0.4914 d0.dn_loss_cls: 0.0929 d0.dn_loss_bbox: 0.4812 d0.dn_loss_iou: 0.6551 d1.dn_loss_cls: 0.0687 d1.dn_loss_bbox: 0.3837 d1.dn_loss_iou: 0.5295 d2.dn_loss_cls: 0.0596 d2.dn_loss_bbox: 0.3607 d2.dn_loss_iou: 0.5030 d3.dn_loss_cls: 0.0566 d3.dn_loss_bbox: 0.3540 d3.dn_loss_iou: 0.4947 d4.dn_loss_cls: 0.0557 d4.dn_loss_bbox: 0.3510 d4.dn_loss_iou: 0.4921 2023/02/28 11:16:35 - mmengine - INFO - Epoch(train) [3][ 600/7393] lr: 1.0000e-04 eta: 17:31:51 time: 0.8707 data_time: 0.0041 memory: 28799 grad_norm: 34.2457 loss: 11.3027 loss_cls: 0.2317 loss_bbox: 0.1694 loss_iou: 0.3619 d0.loss_cls: 0.3084 d0.loss_bbox: 0.1784 d0.loss_iou: 0.3818 d1.loss_cls: 0.2664 d1.loss_bbox: 0.1768 d1.loss_iou: 0.3729 d2.loss_cls: 0.2470 d2.loss_bbox: 0.1727 d2.loss_iou: 0.3631 d3.loss_cls: 0.2371 d3.loss_bbox: 0.1712 d3.loss_iou: 0.3604 d4.loss_cls: 0.2319 d4.loss_bbox: 0.1692 d4.loss_iou: 0.3617 enc_loss_cls: 0.2956 enc_loss_bbox: 0.2250 enc_loss_iou: 0.4530 dn_loss_cls: 0.0508 dn_loss_bbox: 0.3577 dn_loss_iou: 0.4463 d0.dn_loss_cls: 0.0819 d0.dn_loss_bbox: 0.4861 d0.dn_loss_iou: 0.6074 d1.dn_loss_cls: 0.0630 d1.dn_loss_bbox: 0.3914 d1.dn_loss_iou: 0.4874 d2.dn_loss_cls: 0.0547 d2.dn_loss_bbox: 0.3661 d2.dn_loss_iou: 0.4584 d3.dn_loss_cls: 0.0523 d3.dn_loss_bbox: 0.3591 d3.dn_loss_iou: 0.4495 d4.dn_loss_cls: 0.0509 d4.dn_loss_bbox: 0.3574 d4.dn_loss_iou: 0.4467 2023/02/28 11:17:18 - mmengine - INFO - Epoch(train) [3][ 650/7393] lr: 1.0000e-04 eta: 17:31:07 time: 0.8543 data_time: 0.0040 memory: 29367 grad_norm: 55.8691 loss: 11.6117 loss_cls: 0.2532 loss_bbox: 0.1670 loss_iou: 0.3741 d0.loss_cls: 0.3268 d0.loss_bbox: 0.1885 d0.loss_iou: 0.4080 d1.loss_cls: 0.2864 d1.loss_bbox: 0.1752 d1.loss_iou: 0.3922 d2.loss_cls: 0.2637 d2.loss_bbox: 0.1722 d2.loss_iou: 0.3827 d3.loss_cls: 0.2576 d3.loss_bbox: 0.1694 d3.loss_iou: 0.3765 d4.loss_cls: 0.2557 d4.loss_bbox: 0.1669 d4.loss_iou: 0.3737 enc_loss_cls: 0.3145 enc_loss_bbox: 0.2353 enc_loss_iou: 0.4904 dn_loss_cls: 0.0485 dn_loss_bbox: 0.3695 dn_loss_iou: 0.4306 d0.dn_loss_cls: 0.0844 d0.dn_loss_bbox: 0.5141 d0.dn_loss_iou: 0.6060 d1.dn_loss_cls: 0.0619 d1.dn_loss_bbox: 0.4090 d1.dn_loss_iou: 0.4748 d2.dn_loss_cls: 0.0527 d2.dn_loss_bbox: 0.3804 d2.dn_loss_iou: 0.4445 d3.dn_loss_cls: 0.0508 d3.dn_loss_bbox: 0.3717 d3.dn_loss_iou: 0.4334 d4.dn_loss_cls: 0.0488 d4.dn_loss_bbox: 0.3697 d4.dn_loss_iou: 0.4311 2023/02/28 11:18:00 - mmengine - INFO - Epoch(train) [3][ 700/7393] lr: 1.0000e-04 eta: 17:30:22 time: 0.8525 data_time: 0.0043 memory: 29862 grad_norm: 36.4274 loss: 12.1209 loss_cls: 0.2510 loss_bbox: 0.2045 loss_iou: 0.4069 d0.loss_cls: 0.3280 d0.loss_bbox: 0.2140 d0.loss_iou: 0.4337 d1.loss_cls: 0.2770 d1.loss_bbox: 0.2129 d1.loss_iou: 0.4191 d2.loss_cls: 0.2556 d2.loss_bbox: 0.2078 d2.loss_iou: 0.4140 d3.loss_cls: 0.2514 d3.loss_bbox: 0.2061 d3.loss_iou: 0.4085 d4.loss_cls: 0.2492 d4.loss_bbox: 0.2055 d4.loss_iou: 0.4079 enc_loss_cls: 0.3145 enc_loss_bbox: 0.2610 enc_loss_iou: 0.4975 dn_loss_cls: 0.0550 dn_loss_bbox: 0.3569 dn_loss_iou: 0.4575 d0.dn_loss_cls: 0.0904 d0.dn_loss_bbox: 0.5120 d0.dn_loss_iou: 0.6215 d1.dn_loss_cls: 0.0658 d1.dn_loss_bbox: 0.4021 d1.dn_loss_iou: 0.4981 d2.dn_loss_cls: 0.0561 d2.dn_loss_bbox: 0.3679 d2.dn_loss_iou: 0.4684 d3.dn_loss_cls: 0.0539 d3.dn_loss_bbox: 0.3602 d3.dn_loss_iou: 0.4599 d4.dn_loss_cls: 0.0540 d4.dn_loss_bbox: 0.3574 d4.dn_loss_iou: 0.4579 2023/02/28 11:18:43 - mmengine - INFO - Epoch(train) [3][ 750/7393] lr: 1.0000e-04 eta: 17:29:38 time: 0.8562 data_time: 0.0041 memory: 27525 grad_norm: 35.5535 loss: 11.3628 loss_cls: 0.2553 loss_bbox: 0.1700 loss_iou: 0.4105 d0.loss_cls: 0.3222 d0.loss_bbox: 0.1748 d0.loss_iou: 0.4206 d1.loss_cls: 0.2794 d1.loss_bbox: 0.1771 d1.loss_iou: 0.4144 d2.loss_cls: 0.2672 d2.loss_bbox: 0.1689 d2.loss_iou: 0.4104 d3.loss_cls: 0.2585 d3.loss_bbox: 0.1707 d3.loss_iou: 0.4110 d4.loss_cls: 0.2561 d4.loss_bbox: 0.1699 d4.loss_iou: 0.4100 enc_loss_cls: 0.2942 enc_loss_bbox: 0.2254 enc_loss_iou: 0.4909 dn_loss_cls: 0.0501 dn_loss_bbox: 0.3191 dn_loss_iou: 0.4270 d0.dn_loss_cls: 0.0835 d0.dn_loss_bbox: 0.4458 d0.dn_loss_iou: 0.5764 d1.dn_loss_cls: 0.0617 d1.dn_loss_bbox: 0.3533 d1.dn_loss_iou: 0.4692 d2.dn_loss_cls: 0.0544 d2.dn_loss_bbox: 0.3281 d2.dn_loss_iou: 0.4412 d3.dn_loss_cls: 0.0505 d3.dn_loss_bbox: 0.3202 d3.dn_loss_iou: 0.4297 d4.dn_loss_cls: 0.0496 d4.dn_loss_bbox: 0.3187 d4.dn_loss_iou: 0.4268 2023/02/28 11:19:26 - mmengine - INFO - Epoch(train) [3][ 800/7393] lr: 1.0000e-04 eta: 17:28:55 time: 0.8642 data_time: 0.0041 memory: 25729 grad_norm: 34.9372 loss: 11.7930 loss_cls: 0.2583 loss_bbox: 0.1851 loss_iou: 0.3930 d0.loss_cls: 0.3188 d0.loss_bbox: 0.1943 d0.loss_iou: 0.4137 d1.loss_cls: 0.2820 d1.loss_bbox: 0.1944 d1.loss_iou: 0.4058 d2.loss_cls: 0.2676 d2.loss_bbox: 0.1872 d2.loss_iou: 0.3957 d3.loss_cls: 0.2557 d3.loss_bbox: 0.1887 d3.loss_iou: 0.3959 d4.loss_cls: 0.2562 d4.loss_bbox: 0.1858 d4.loss_iou: 0.3939 enc_loss_cls: 0.3140 enc_loss_bbox: 0.2353 enc_loss_iou: 0.4891 dn_loss_cls: 0.0511 dn_loss_bbox: 0.3659 dn_loss_iou: 0.4433 d0.dn_loss_cls: 0.0873 d0.dn_loss_bbox: 0.4797 d0.dn_loss_iou: 0.6010 d1.dn_loss_cls: 0.0636 d1.dn_loss_bbox: 0.3963 d1.dn_loss_iou: 0.4833 d2.dn_loss_cls: 0.0547 d2.dn_loss_bbox: 0.3752 d2.dn_loss_iou: 0.4558 d3.dn_loss_cls: 0.0523 d3.dn_loss_bbox: 0.3669 d3.dn_loss_iou: 0.4449 d4.dn_loss_cls: 0.0507 d4.dn_loss_bbox: 0.3666 d4.dn_loss_iou: 0.4436 2023/02/28 11:20:09 - mmengine - INFO - Epoch(train) [3][ 850/7393] lr: 1.0000e-04 eta: 17:28:10 time: 0.8510 data_time: 0.0041 memory: 27317 grad_norm: 38.5376 loss: 11.8987 loss_cls: 0.2562 loss_bbox: 0.1825 loss_iou: 0.3566 d0.loss_cls: 0.3309 d0.loss_bbox: 0.2016 d0.loss_iou: 0.3938 d1.loss_cls: 0.2835 d1.loss_bbox: 0.1950 d1.loss_iou: 0.3692 d2.loss_cls: 0.2697 d2.loss_bbox: 0.1859 d2.loss_iou: 0.3597 d3.loss_cls: 0.2582 d3.loss_bbox: 0.1870 d3.loss_iou: 0.3593 d4.loss_cls: 0.2585 d4.loss_bbox: 0.1827 d4.loss_iou: 0.3556 enc_loss_cls: 0.3095 enc_loss_bbox: 0.2618 enc_loss_iou: 0.4852 dn_loss_cls: 0.0568 dn_loss_bbox: 0.3916 dn_loss_iou: 0.4450 d0.dn_loss_cls: 0.0912 d0.dn_loss_bbox: 0.5471 d0.dn_loss_iou: 0.6112 d1.dn_loss_cls: 0.0689 d1.dn_loss_bbox: 0.4355 d1.dn_loss_iou: 0.4920 d2.dn_loss_cls: 0.0614 d2.dn_loss_bbox: 0.4015 d2.dn_loss_iou: 0.4589 d3.dn_loss_cls: 0.0583 d3.dn_loss_bbox: 0.3936 d3.dn_loss_iou: 0.4485 d4.dn_loss_cls: 0.0561 d4.dn_loss_bbox: 0.3925 d4.dn_loss_iou: 0.4460 2023/02/28 11:20:53 - mmengine - INFO - Epoch(train) [3][ 900/7393] lr: 1.0000e-04 eta: 17:27:31 time: 0.8762 data_time: 0.0040 memory: 28428 grad_norm: 36.2999 loss: 12.0609 loss_cls: 0.2897 loss_bbox: 0.2038 loss_iou: 0.4538 d0.loss_cls: 0.3519 d0.loss_bbox: 0.2183 d0.loss_iou: 0.4775 d1.loss_cls: 0.3129 d1.loss_bbox: 0.2147 d1.loss_iou: 0.4666 d2.loss_cls: 0.2987 d2.loss_bbox: 0.2087 d2.loss_iou: 0.4593 d3.loss_cls: 0.2906 d3.loss_bbox: 0.2049 d3.loss_iou: 0.4587 d4.loss_cls: 0.2875 d4.loss_bbox: 0.2061 d4.loss_iou: 0.4563 enc_loss_cls: 0.3305 enc_loss_bbox: 0.2684 enc_loss_iou: 0.5613 dn_loss_cls: 0.0510 dn_loss_bbox: 0.3046 dn_loss_iou: 0.4183 d0.dn_loss_cls: 0.0839 d0.dn_loss_bbox: 0.4250 d0.dn_loss_iou: 0.5584 d1.dn_loss_cls: 0.0632 d1.dn_loss_bbox: 0.3358 d1.dn_loss_iou: 0.4518 d2.dn_loss_cls: 0.0553 d2.dn_loss_bbox: 0.3112 d2.dn_loss_iou: 0.4278 d3.dn_loss_cls: 0.0529 d3.dn_loss_bbox: 0.3064 d3.dn_loss_iou: 0.4211 d4.dn_loss_cls: 0.0505 d4.dn_loss_bbox: 0.3047 d4.dn_loss_iou: 0.4186 2023/02/28 11:21:36 - mmengine - INFO - Epoch(train) [3][ 950/7393] lr: 1.0000e-04 eta: 17:26:49 time: 0.8658 data_time: 0.0041 memory: 29024 grad_norm: 38.7169 loss: 12.0273 loss_cls: 0.2769 loss_bbox: 0.1851 loss_iou: 0.4467 d0.loss_cls: 0.3464 d0.loss_bbox: 0.1932 d0.loss_iou: 0.4759 d1.loss_cls: 0.2995 d1.loss_bbox: 0.1970 d1.loss_iou: 0.4633 d2.loss_cls: 0.2817 d2.loss_bbox: 0.1925 d2.loss_iou: 0.4557 d3.loss_cls: 0.2776 d3.loss_bbox: 0.1883 d3.loss_iou: 0.4509 d4.loss_cls: 0.2749 d4.loss_bbox: 0.1864 d4.loss_iou: 0.4489 enc_loss_cls: 0.3281 enc_loss_bbox: 0.2420 enc_loss_iou: 0.5567 dn_loss_cls: 0.0523 dn_loss_bbox: 0.3174 dn_loss_iou: 0.4329 d0.dn_loss_cls: 0.0873 d0.dn_loss_bbox: 0.4514 d0.dn_loss_iou: 0.5925 d1.dn_loss_cls: 0.0635 d1.dn_loss_bbox: 0.3553 d1.dn_loss_iou: 0.4724 d2.dn_loss_cls: 0.0559 d2.dn_loss_bbox: 0.3247 d2.dn_loss_iou: 0.4435 d3.dn_loss_cls: 0.0528 d3.dn_loss_bbox: 0.3190 d3.dn_loss_iou: 0.4362 d4.dn_loss_cls: 0.0513 d4.dn_loss_bbox: 0.3178 d4.dn_loss_iou: 0.4334 2023/02/28 11:22:19 - mmengine - INFO - Epoch(train) [3][1000/7393] lr: 1.0000e-04 eta: 17:26:07 time: 0.8676 data_time: 0.0040 memory: 26789 grad_norm: 36.1323 loss: 13.4467 loss_cls: 0.3272 loss_bbox: 0.2022 loss_iou: 0.5230 d0.loss_cls: 0.4103 d0.loss_bbox: 0.2162 d0.loss_iou: 0.5422 d1.loss_cls: 0.3681 d1.loss_bbox: 0.2059 d1.loss_iou: 0.5260 d2.loss_cls: 0.3400 d2.loss_bbox: 0.2040 d2.loss_iou: 0.5278 d3.loss_cls: 0.3348 d3.loss_bbox: 0.2023 d3.loss_iou: 0.5224 d4.loss_cls: 0.3304 d4.loss_bbox: 0.2005 d4.loss_iou: 0.5230 enc_loss_cls: 0.3982 enc_loss_bbox: 0.2568 enc_loss_iou: 0.6238 dn_loss_cls: 0.0588 dn_loss_bbox: 0.3652 dn_loss_iou: 0.4463 d0.dn_loss_cls: 0.0886 d0.dn_loss_bbox: 0.5070 d0.dn_loss_iou: 0.6040 d1.dn_loss_cls: 0.0663 d1.dn_loss_bbox: 0.4005 d1.dn_loss_iou: 0.4851 d2.dn_loss_cls: 0.0591 d2.dn_loss_bbox: 0.3775 d2.dn_loss_iou: 0.4602 d3.dn_loss_cls: 0.0573 d3.dn_loss_bbox: 0.3671 d3.dn_loss_iou: 0.4494 d4.dn_loss_cls: 0.0563 d4.dn_loss_bbox: 0.3659 d4.dn_loss_iou: 0.4472 2023/02/28 11:23:03 - mmengine - INFO - Epoch(train) [3][1050/7393] lr: 1.0000e-04 eta: 17:25:28 time: 0.8758 data_time: 0.0041 memory: 26633 grad_norm: 40.8224 loss: 12.6632 loss_cls: 0.2874 loss_bbox: 0.2052 loss_iou: 0.4937 d0.loss_cls: 0.3684 d0.loss_bbox: 0.2093 d0.loss_iou: 0.5138 d1.loss_cls: 0.3280 d1.loss_bbox: 0.2102 d1.loss_iou: 0.5054 d2.loss_cls: 0.3064 d2.loss_bbox: 0.2074 d2.loss_iou: 0.4975 d3.loss_cls: 0.3001 d3.loss_bbox: 0.2039 d3.loss_iou: 0.4932 d4.loss_cls: 0.2898 d4.loss_bbox: 0.2065 d4.loss_iou: 0.4949 enc_loss_cls: 0.3557 enc_loss_bbox: 0.2435 enc_loss_iou: 0.5782 dn_loss_cls: 0.0472 dn_loss_bbox: 0.3275 dn_loss_iou: 0.4463 d0.dn_loss_cls: 0.0864 d0.dn_loss_bbox: 0.4591 d0.dn_loss_iou: 0.5964 d1.dn_loss_cls: 0.0618 d1.dn_loss_bbox: 0.3628 d1.dn_loss_iou: 0.4847 d2.dn_loss_cls: 0.0513 d2.dn_loss_bbox: 0.3345 d2.dn_loss_iou: 0.4570 d3.dn_loss_cls: 0.0498 d3.dn_loss_bbox: 0.3289 d3.dn_loss_iou: 0.4491 d4.dn_loss_cls: 0.0475 d4.dn_loss_bbox: 0.3276 d4.dn_loss_iou: 0.4467 2023/02/28 11:23:46 - mmengine - INFO - Epoch(train) [3][1100/7393] lr: 1.0000e-04 eta: 17:24:43 time: 0.8510 data_time: 0.0040 memory: 31184 grad_norm: 37.1213 loss: 11.0822 loss_cls: 0.2491 loss_bbox: 0.1596 loss_iou: 0.3922 d0.loss_cls: 0.3164 d0.loss_bbox: 0.1694 d0.loss_iou: 0.4019 d1.loss_cls: 0.2749 d1.loss_bbox: 0.1677 d1.loss_iou: 0.3905 d2.loss_cls: 0.2586 d2.loss_bbox: 0.1641 d2.loss_iou: 0.3940 d3.loss_cls: 0.2552 d3.loss_bbox: 0.1602 d3.loss_iou: 0.3930 d4.loss_cls: 0.2508 d4.loss_bbox: 0.1604 d4.loss_iou: 0.3918 enc_loss_cls: 0.3104 enc_loss_bbox: 0.2212 enc_loss_iou: 0.4778 dn_loss_cls: 0.0533 dn_loss_bbox: 0.3039 dn_loss_iou: 0.4224 d0.dn_loss_cls: 0.0867 d0.dn_loss_bbox: 0.4420 d0.dn_loss_iou: 0.5815 d1.dn_loss_cls: 0.0654 d1.dn_loss_bbox: 0.3421 d1.dn_loss_iou: 0.4616 d2.dn_loss_cls: 0.0568 d2.dn_loss_bbox: 0.3119 d2.dn_loss_iou: 0.4321 d3.dn_loss_cls: 0.0545 d3.dn_loss_bbox: 0.3055 d3.dn_loss_iou: 0.4241 d4.dn_loss_cls: 0.0533 d4.dn_loss_bbox: 0.3037 d4.dn_loss_iou: 0.4224 2023/02/28 11:24:29 - mmengine - INFO - Epoch(train) [3][1150/7393] lr: 1.0000e-04 eta: 17:24:00 time: 0.8607 data_time: 0.0041 memory: 27457 grad_norm: 39.5020 loss: 11.5060 loss_cls: 0.2548 loss_bbox: 0.1871 loss_iou: 0.3713 d0.loss_cls: 0.3104 d0.loss_bbox: 0.1983 d0.loss_iou: 0.3989 d1.loss_cls: 0.2693 d1.loss_bbox: 0.1965 d1.loss_iou: 0.3968 d2.loss_cls: 0.2573 d2.loss_bbox: 0.1910 d2.loss_iou: 0.3837 d3.loss_cls: 0.2574 d3.loss_bbox: 0.1868 d3.loss_iou: 0.3762 d4.loss_cls: 0.2552 d4.loss_bbox: 0.1863 d4.loss_iou: 0.3739 enc_loss_cls: 0.3038 enc_loss_bbox: 0.2315 enc_loss_iou: 0.4600 dn_loss_cls: 0.0486 dn_loss_bbox: 0.3640 dn_loss_iou: 0.4204 d0.dn_loss_cls: 0.0820 d0.dn_loss_bbox: 0.5088 d0.dn_loss_iou: 0.5788 d1.dn_loss_cls: 0.0598 d1.dn_loss_bbox: 0.4040 d1.dn_loss_iou: 0.4630 d2.dn_loss_cls: 0.0516 d2.dn_loss_bbox: 0.3735 d2.dn_loss_iou: 0.4334 d3.dn_loss_cls: 0.0493 d3.dn_loss_bbox: 0.3657 d3.dn_loss_iou: 0.4233 d4.dn_loss_cls: 0.0482 d4.dn_loss_bbox: 0.3641 d4.dn_loss_iou: 0.4209 2023/02/28 11:25:12 - mmengine - INFO - Epoch(train) [3][1200/7393] lr: 1.0000e-04 eta: 17:23:18 time: 0.8654 data_time: 0.0040 memory: 26937 grad_norm: 35.6160 loss: 11.1352 loss_cls: 0.2358 loss_bbox: 0.1734 loss_iou: 0.3702 d0.loss_cls: 0.3067 d0.loss_bbox: 0.1787 d0.loss_iou: 0.3963 d1.loss_cls: 0.2641 d1.loss_bbox: 0.1783 d1.loss_iou: 0.3848 d2.loss_cls: 0.2429 d2.loss_bbox: 0.1760 d2.loss_iou: 0.3730 d3.loss_cls: 0.2365 d3.loss_bbox: 0.1750 d3.loss_iou: 0.3718 d4.loss_cls: 0.2345 d4.loss_bbox: 0.1738 d4.loss_iou: 0.3705 enc_loss_cls: 0.2937 enc_loss_bbox: 0.2306 enc_loss_iou: 0.4706 dn_loss_cls: 0.0468 dn_loss_bbox: 0.3278 dn_loss_iou: 0.4241 d0.dn_loss_cls: 0.0807 d0.dn_loss_bbox: 0.4884 d0.dn_loss_iou: 0.5992 d1.dn_loss_cls: 0.0568 d1.dn_loss_bbox: 0.3739 d1.dn_loss_iou: 0.4710 d2.dn_loss_cls: 0.0496 d2.dn_loss_bbox: 0.3370 d2.dn_loss_iou: 0.4376 d3.dn_loss_cls: 0.0478 d3.dn_loss_bbox: 0.3303 d3.dn_loss_iou: 0.4275 d4.dn_loss_cls: 0.0465 d4.dn_loss_bbox: 0.3283 d4.dn_loss_iou: 0.4245 2023/02/28 11:25:24 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 11:25:55 - mmengine - INFO - Epoch(train) [3][1250/7393] lr: 1.0000e-04 eta: 17:22:33 time: 0.8531 data_time: 0.0041 memory: 28179 grad_norm: 38.3275 loss: 12.0476 loss_cls: 0.2972 loss_bbox: 0.1774 loss_iou: 0.4286 d0.loss_cls: 0.3650 d0.loss_bbox: 0.1865 d0.loss_iou: 0.4503 d1.loss_cls: 0.3211 d1.loss_bbox: 0.1819 d1.loss_iou: 0.4382 d2.loss_cls: 0.3036 d2.loss_bbox: 0.1775 d2.loss_iou: 0.4293 d3.loss_cls: 0.3007 d3.loss_bbox: 0.1774 d3.loss_iou: 0.4277 d4.loss_cls: 0.2954 d4.loss_bbox: 0.1790 d4.loss_iou: 0.4301 enc_loss_cls: 0.3514 enc_loss_bbox: 0.2395 enc_loss_iou: 0.5374 dn_loss_cls: 0.0537 dn_loss_bbox: 0.3280 dn_loss_iou: 0.4304 d0.dn_loss_cls: 0.0872 d0.dn_loss_bbox: 0.4731 d0.dn_loss_iou: 0.6048 d1.dn_loss_cls: 0.0643 d1.dn_loss_bbox: 0.3670 d1.dn_loss_iou: 0.4740 d2.dn_loss_cls: 0.0573 d2.dn_loss_bbox: 0.3370 d2.dn_loss_iou: 0.4443 d3.dn_loss_cls: 0.0546 d3.dn_loss_bbox: 0.3297 d3.dn_loss_iou: 0.4346 d4.dn_loss_cls: 0.0533 d4.dn_loss_bbox: 0.3280 d4.dn_loss_iou: 0.4309 2023/02/28 11:26:38 - mmengine - INFO - Epoch(train) [3][1300/7393] lr: 1.0000e-04 eta: 17:21:49 time: 0.8587 data_time: 0.0041 memory: 27233 grad_norm: 36.9607 loss: 11.2926 loss_cls: 0.2444 loss_bbox: 0.1638 loss_iou: 0.4024 d0.loss_cls: 0.3084 d0.loss_bbox: 0.1759 d0.loss_iou: 0.4262 d1.loss_cls: 0.2771 d1.loss_bbox: 0.1640 d1.loss_iou: 0.4047 d2.loss_cls: 0.2584 d2.loss_bbox: 0.1636 d2.loss_iou: 0.4066 d3.loss_cls: 0.2528 d3.loss_bbox: 0.1635 d3.loss_iou: 0.3990 d4.loss_cls: 0.2445 d4.loss_bbox: 0.1651 d4.loss_iou: 0.4035 enc_loss_cls: 0.2908 enc_loss_bbox: 0.2154 enc_loss_iou: 0.4911 dn_loss_cls: 0.0502 dn_loss_bbox: 0.3248 dn_loss_iou: 0.4277 d0.dn_loss_cls: 0.0847 d0.dn_loss_bbox: 0.4675 d0.dn_loss_iou: 0.5847 d1.dn_loss_cls: 0.0611 d1.dn_loss_bbox: 0.3654 d1.dn_loss_iou: 0.4693 d2.dn_loss_cls: 0.0521 d2.dn_loss_bbox: 0.3349 d2.dn_loss_iou: 0.4402 d3.dn_loss_cls: 0.0494 d3.dn_loss_bbox: 0.3263 d3.dn_loss_iou: 0.4305 d4.dn_loss_cls: 0.0493 d4.dn_loss_bbox: 0.3247 d4.dn_loss_iou: 0.4281 2023/02/28 11:27:21 - mmengine - INFO - Epoch(train) [3][1350/7393] lr: 1.0000e-04 eta: 17:21:08 time: 0.8687 data_time: 0.0041 memory: 29321 grad_norm: 35.5921 loss: 12.8694 loss_cls: 0.2634 loss_bbox: 0.1899 loss_iou: 0.4565 d0.loss_cls: 0.3395 d0.loss_bbox: 0.2022 d0.loss_iou: 0.4770 d1.loss_cls: 0.2865 d1.loss_bbox: 0.2004 d1.loss_iou: 0.4725 d2.loss_cls: 0.2718 d2.loss_bbox: 0.1942 d2.loss_iou: 0.4696 d3.loss_cls: 0.2643 d3.loss_bbox: 0.1921 d3.loss_iou: 0.4620 d4.loss_cls: 0.2605 d4.loss_bbox: 0.1927 d4.loss_iou: 0.4594 enc_loss_cls: 0.3346 enc_loss_bbox: 0.2470 enc_loss_iou: 0.5566 dn_loss_cls: 0.0528 dn_loss_bbox: 0.4005 dn_loss_iou: 0.4810 d0.dn_loss_cls: 0.0866 d0.dn_loss_bbox: 0.5443 d0.dn_loss_iou: 0.6467 d1.dn_loss_cls: 0.0640 d1.dn_loss_bbox: 0.4393 d1.dn_loss_iou: 0.5252 d2.dn_loss_cls: 0.0567 d2.dn_loss_bbox: 0.4093 d2.dn_loss_iou: 0.4949 d3.dn_loss_cls: 0.0538 d3.dn_loss_bbox: 0.4022 d3.dn_loss_iou: 0.4843 d4.dn_loss_cls: 0.0526 d4.dn_loss_bbox: 0.4009 d4.dn_loss_iou: 0.4813 2023/02/28 11:28:06 - mmengine - INFO - Epoch(train) [3][1400/7393] lr: 1.0000e-04 eta: 17:20:35 time: 0.9038 data_time: 0.0040 memory: 26789 grad_norm: 36.3798 loss: 13.0241 loss_cls: 0.2949 loss_bbox: 0.2131 loss_iou: 0.4286 d0.loss_cls: 0.3648 d0.loss_bbox: 0.2319 d0.loss_iou: 0.4656 d1.loss_cls: 0.3217 d1.loss_bbox: 0.2269 d1.loss_iou: 0.4424 d2.loss_cls: 0.3058 d2.loss_bbox: 0.2175 d2.loss_iou: 0.4339 d3.loss_cls: 0.2965 d3.loss_bbox: 0.2146 d3.loss_iou: 0.4313 d4.loss_cls: 0.2959 d4.loss_bbox: 0.2104 d4.loss_iou: 0.4306 enc_loss_cls: 0.3513 enc_loss_bbox: 0.2801 enc_loss_iou: 0.5349 dn_loss_cls: 0.0605 dn_loss_bbox: 0.3853 dn_loss_iou: 0.4676 d0.dn_loss_cls: 0.0997 d0.dn_loss_bbox: 0.5624 d0.dn_loss_iou: 0.6459 d1.dn_loss_cls: 0.0735 d1.dn_loss_bbox: 0.4393 d1.dn_loss_iou: 0.5166 d2.dn_loss_cls: 0.0645 d2.dn_loss_bbox: 0.3989 d2.dn_loss_iou: 0.4836 d3.dn_loss_cls: 0.0613 d3.dn_loss_bbox: 0.3878 d3.dn_loss_iou: 0.4710 d4.dn_loss_cls: 0.0607 d4.dn_loss_bbox: 0.3853 d4.dn_loss_iou: 0.4678 2023/02/28 11:28:50 - mmengine - INFO - Epoch(train) [3][1450/7393] lr: 1.0000e-04 eta: 17:19:53 time: 0.8679 data_time: 0.0040 memory: 31306 grad_norm: 38.8300 loss: 11.2242 loss_cls: 0.2472 loss_bbox: 0.1785 loss_iou: 0.3910 d0.loss_cls: 0.3240 d0.loss_bbox: 0.1891 d0.loss_iou: 0.4002 d1.loss_cls: 0.2833 d1.loss_bbox: 0.1849 d1.loss_iou: 0.3902 d2.loss_cls: 0.2647 d2.loss_bbox: 0.1795 d2.loss_iou: 0.3864 d3.loss_cls: 0.2553 d3.loss_bbox: 0.1745 d3.loss_iou: 0.3852 d4.loss_cls: 0.2472 d4.loss_bbox: 0.1780 d4.loss_iou: 0.3900 enc_loss_cls: 0.3064 enc_loss_bbox: 0.2438 enc_loss_iou: 0.4821 dn_loss_cls: 0.0472 dn_loss_bbox: 0.3187 dn_loss_iou: 0.4110 d0.dn_loss_cls: 0.0807 d0.dn_loss_bbox: 0.4708 d0.dn_loss_iou: 0.5662 d1.dn_loss_cls: 0.0585 d1.dn_loss_bbox: 0.3649 d1.dn_loss_iou: 0.4546 d2.dn_loss_cls: 0.0496 d2.dn_loss_bbox: 0.3334 d2.dn_loss_iou: 0.4246 d3.dn_loss_cls: 0.0475 d3.dn_loss_bbox: 0.3218 d3.dn_loss_iou: 0.4146 d4.dn_loss_cls: 0.0471 d4.dn_loss_bbox: 0.3196 d4.dn_loss_iou: 0.4117 2023/02/28 11:29:33 - mmengine - INFO - Epoch(train) [3][1500/7393] lr: 1.0000e-04 eta: 17:19:13 time: 0.8710 data_time: 0.0041 memory: 29981 grad_norm: 41.4027 loss: 11.0269 loss_cls: 0.2246 loss_bbox: 0.1725 loss_iou: 0.3517 d0.loss_cls: 0.2896 d0.loss_bbox: 0.1763 d0.loss_iou: 0.3651 d1.loss_cls: 0.2464 d1.loss_bbox: 0.1784 d1.loss_iou: 0.3697 d2.loss_cls: 0.2338 d2.loss_bbox: 0.1735 d2.loss_iou: 0.3600 d3.loss_cls: 0.2262 d3.loss_bbox: 0.1747 d3.loss_iou: 0.3573 d4.loss_cls: 0.2230 d4.loss_bbox: 0.1742 d4.loss_iou: 0.3561 enc_loss_cls: 0.2714 enc_loss_bbox: 0.2193 enc_loss_iou: 0.4299 dn_loss_cls: 0.0483 dn_loss_bbox: 0.3480 dn_loss_iou: 0.4355 d0.dn_loss_cls: 0.0805 d0.dn_loss_bbox: 0.5016 d0.dn_loss_iou: 0.5918 d1.dn_loss_cls: 0.0597 d1.dn_loss_bbox: 0.3865 d1.dn_loss_iou: 0.4782 d2.dn_loss_cls: 0.0519 d2.dn_loss_bbox: 0.3558 d2.dn_loss_iou: 0.4466 d3.dn_loss_cls: 0.0490 d3.dn_loss_bbox: 0.3486 d3.dn_loss_iou: 0.4383 d4.dn_loss_cls: 0.0478 d4.dn_loss_bbox: 0.3487 d4.dn_loss_iou: 0.4364 2023/02/28 11:30:16 - mmengine - INFO - Epoch(train) [3][1550/7393] lr: 1.0000e-04 eta: 17:18:29 time: 0.8601 data_time: 0.0041 memory: 27184 grad_norm: 35.2159 loss: 10.7831 loss_cls: 0.2193 loss_bbox: 0.1632 loss_iou: 0.3509 d0.loss_cls: 0.2790 d0.loss_bbox: 0.1749 d0.loss_iou: 0.3714 d1.loss_cls: 0.2460 d1.loss_bbox: 0.1640 d1.loss_iou: 0.3589 d2.loss_cls: 0.2274 d2.loss_bbox: 0.1645 d2.loss_iou: 0.3533 d3.loss_cls: 0.2230 d3.loss_bbox: 0.1644 d3.loss_iou: 0.3525 d4.loss_cls: 0.2195 d4.loss_bbox: 0.1632 d4.loss_iou: 0.3508 enc_loss_cls: 0.2779 enc_loss_bbox: 0.2095 enc_loss_iou: 0.4195 dn_loss_cls: 0.0471 dn_loss_bbox: 0.3588 dn_loss_iou: 0.4093 d0.dn_loss_cls: 0.0832 d0.dn_loss_bbox: 0.4993 d0.dn_loss_iou: 0.5591 d1.dn_loss_cls: 0.0610 d1.dn_loss_bbox: 0.3920 d1.dn_loss_iou: 0.4456 d2.dn_loss_cls: 0.0516 d2.dn_loss_bbox: 0.3658 d2.dn_loss_iou: 0.4199 d3.dn_loss_cls: 0.0486 d3.dn_loss_bbox: 0.3605 d3.dn_loss_iou: 0.4116 d4.dn_loss_cls: 0.0474 d4.dn_loss_bbox: 0.3594 d4.dn_loss_iou: 0.4098 2023/02/28 11:30:59 - mmengine - INFO - Epoch(train) [3][1600/7393] lr: 1.0000e-04 eta: 17:17:45 time: 0.8558 data_time: 0.0041 memory: 26767 grad_norm: 35.0439 loss: 11.9153 loss_cls: 0.2752 loss_bbox: 0.1865 loss_iou: 0.4103 d0.loss_cls: 0.3488 d0.loss_bbox: 0.1971 d0.loss_iou: 0.4418 d1.loss_cls: 0.3052 d1.loss_bbox: 0.1918 d1.loss_iou: 0.4294 d2.loss_cls: 0.2856 d2.loss_bbox: 0.1876 d2.loss_iou: 0.4213 d3.loss_cls: 0.2782 d3.loss_bbox: 0.1879 d3.loss_iou: 0.4127 d4.loss_cls: 0.2755 d4.loss_bbox: 0.1883 d4.loss_iou: 0.4130 enc_loss_cls: 0.3292 enc_loss_bbox: 0.2421 enc_loss_iou: 0.5153 dn_loss_cls: 0.0567 dn_loss_bbox: 0.3258 dn_loss_iou: 0.4376 d0.dn_loss_cls: 0.0887 d0.dn_loss_bbox: 0.4698 d0.dn_loss_iou: 0.5984 d1.dn_loss_cls: 0.0684 d1.dn_loss_bbox: 0.3706 d1.dn_loss_iou: 0.4840 d2.dn_loss_cls: 0.0600 d2.dn_loss_bbox: 0.3363 d2.dn_loss_iou: 0.4513 d3.dn_loss_cls: 0.0572 d3.dn_loss_bbox: 0.3278 d3.dn_loss_iou: 0.4406 d4.dn_loss_cls: 0.0561 d4.dn_loss_bbox: 0.3256 d4.dn_loss_iou: 0.4376 2023/02/28 11:31:42 - mmengine - INFO - Epoch(train) [3][1650/7393] lr: 1.0000e-04 eta: 17:17:02 time: 0.8612 data_time: 0.0041 memory: 26789 grad_norm: 34.9345 loss: 13.2961 loss_cls: 0.3011 loss_bbox: 0.2015 loss_iou: 0.5006 d0.loss_cls: 0.3705 d0.loss_bbox: 0.2092 d0.loss_iou: 0.5175 d1.loss_cls: 0.3289 d1.loss_bbox: 0.2055 d1.loss_iou: 0.5099 d2.loss_cls: 0.3104 d2.loss_bbox: 0.2038 d2.loss_iou: 0.5098 d3.loss_cls: 0.3071 d3.loss_bbox: 0.2015 d3.loss_iou: 0.5022 d4.loss_cls: 0.3040 d4.loss_bbox: 0.2002 d4.loss_iou: 0.5028 enc_loss_cls: 0.3661 enc_loss_bbox: 0.2533 enc_loss_iou: 0.5877 dn_loss_cls: 0.0568 dn_loss_bbox: 0.3757 dn_loss_iou: 0.4798 d0.dn_loss_cls: 0.0876 d0.dn_loss_bbox: 0.4967 d0.dn_loss_iou: 0.6357 d1.dn_loss_cls: 0.0668 d1.dn_loss_bbox: 0.4138 d1.dn_loss_iou: 0.5215 d2.dn_loss_cls: 0.0601 d2.dn_loss_bbox: 0.3838 d2.dn_loss_iou: 0.4920 d3.dn_loss_cls: 0.0583 d3.dn_loss_bbox: 0.3771 d3.dn_loss_iou: 0.4830 d4.dn_loss_cls: 0.0571 d4.dn_loss_bbox: 0.3761 d4.dn_loss_iou: 0.4804 2023/02/28 11:32:26 - mmengine - INFO - Epoch(train) [3][1700/7393] lr: 1.0000e-04 eta: 17:16:21 time: 0.8688 data_time: 0.0040 memory: 26735 grad_norm: 37.7541 loss: 12.1342 loss_cls: 0.2531 loss_bbox: 0.1843 loss_iou: 0.4186 d0.loss_cls: 0.3261 d0.loss_bbox: 0.1888 d0.loss_iou: 0.4262 d1.loss_cls: 0.2792 d1.loss_bbox: 0.1925 d1.loss_iou: 0.4230 d2.loss_cls: 0.2653 d2.loss_bbox: 0.1853 d2.loss_iou: 0.4198 d3.loss_cls: 0.2586 d3.loss_bbox: 0.1817 d3.loss_iou: 0.4156 d4.loss_cls: 0.2530 d4.loss_bbox: 0.1824 d4.loss_iou: 0.4183 enc_loss_cls: 0.3153 enc_loss_bbox: 0.2296 enc_loss_iou: 0.4909 dn_loss_cls: 0.0613 dn_loss_bbox: 0.3727 dn_loss_iou: 0.4671 d0.dn_loss_cls: 0.0951 d0.dn_loss_bbox: 0.4982 d0.dn_loss_iou: 0.6255 d1.dn_loss_cls: 0.0693 d1.dn_loss_bbox: 0.4032 d1.dn_loss_iou: 0.5067 d2.dn_loss_cls: 0.0612 d2.dn_loss_bbox: 0.3810 d2.dn_loss_iou: 0.4807 d3.dn_loss_cls: 0.0597 d3.dn_loss_bbox: 0.3746 d3.dn_loss_iou: 0.4701 d4.dn_loss_cls: 0.0600 d4.dn_loss_bbox: 0.3730 d4.dn_loss_iou: 0.4676 2023/02/28 11:33:09 - mmengine - INFO - Epoch(train) [3][1750/7393] lr: 1.0000e-04 eta: 17:15:38 time: 0.8620 data_time: 0.0040 memory: 26735 grad_norm: 35.8841 loss: 10.9685 loss_cls: 0.2246 loss_bbox: 0.1700 loss_iou: 0.3434 d0.loss_cls: 0.2953 d0.loss_bbox: 0.1769 d0.loss_iou: 0.3596 d1.loss_cls: 0.2540 d1.loss_bbox: 0.1768 d1.loss_iou: 0.3508 d2.loss_cls: 0.2333 d2.loss_bbox: 0.1736 d2.loss_iou: 0.3466 d3.loss_cls: 0.2277 d3.loss_bbox: 0.1730 d3.loss_iou: 0.3423 d4.loss_cls: 0.2260 d4.loss_bbox: 0.1719 d4.loss_iou: 0.3433 enc_loss_cls: 0.2818 enc_loss_bbox: 0.2184 enc_loss_iou: 0.4242 dn_loss_cls: 0.0441 dn_loss_bbox: 0.3690 dn_loss_iou: 0.4294 d0.dn_loss_cls: 0.0801 d0.dn_loss_bbox: 0.4872 d0.dn_loss_iou: 0.5797 d1.dn_loss_cls: 0.0568 d1.dn_loss_bbox: 0.3938 d1.dn_loss_iou: 0.4650 d2.dn_loss_cls: 0.0478 d2.dn_loss_bbox: 0.3726 d2.dn_loss_iou: 0.4403 d3.dn_loss_cls: 0.0449 d3.dn_loss_bbox: 0.3691 d3.dn_loss_iou: 0.4317 d4.dn_loss_cls: 0.0439 d4.dn_loss_bbox: 0.3695 d4.dn_loss_iou: 0.4299 2023/02/28 11:33:51 - mmengine - INFO - Epoch(train) [3][1800/7393] lr: 1.0000e-04 eta: 17:14:54 time: 0.8552 data_time: 0.0041 memory: 29182 grad_norm: 40.0917 loss: 13.1675 loss_cls: 0.3202 loss_bbox: 0.2119 loss_iou: 0.5421 d0.loss_cls: 0.3902 d0.loss_bbox: 0.2244 d0.loss_iou: 0.5668 d1.loss_cls: 0.3422 d1.loss_bbox: 0.2232 d1.loss_iou: 0.5629 d2.loss_cls: 0.3248 d2.loss_bbox: 0.2168 d2.loss_iou: 0.5532 d3.loss_cls: 0.3209 d3.loss_bbox: 0.2140 d3.loss_iou: 0.5465 d4.loss_cls: 0.3203 d4.loss_bbox: 0.2134 d4.loss_iou: 0.5469 enc_loss_cls: 0.3787 enc_loss_bbox: 0.2660 enc_loss_iou: 0.6501 dn_loss_cls: 0.0514 dn_loss_bbox: 0.3112 dn_loss_iou: 0.4471 d0.dn_loss_cls: 0.0831 d0.dn_loss_bbox: 0.4293 d0.dn_loss_iou: 0.5835 d1.dn_loss_cls: 0.0614 d1.dn_loss_bbox: 0.3412 d1.dn_loss_iou: 0.4803 d2.dn_loss_cls: 0.0541 d2.dn_loss_bbox: 0.3157 d2.dn_loss_iou: 0.4557 d3.dn_loss_cls: 0.0510 d3.dn_loss_bbox: 0.3105 d3.dn_loss_iou: 0.4485 d4.dn_loss_cls: 0.0506 d4.dn_loss_bbox: 0.3103 d4.dn_loss_iou: 0.4470 2023/02/28 11:34:34 - mmengine - INFO - Epoch(train) [3][1850/7393] lr: 1.0000e-04 eta: 17:14:08 time: 0.8483 data_time: 0.0042 memory: 27985 grad_norm: 39.3235 loss: 12.8584 loss_cls: 0.3262 loss_bbox: 0.2033 loss_iou: 0.5381 d0.loss_cls: 0.3979 d0.loss_bbox: 0.2138 d0.loss_iou: 0.5623 d1.loss_cls: 0.3564 d1.loss_bbox: 0.2135 d1.loss_iou: 0.5493 d2.loss_cls: 0.3345 d2.loss_bbox: 0.2083 d2.loss_iou: 0.5461 d3.loss_cls: 0.3256 d3.loss_bbox: 0.2074 d3.loss_iou: 0.5457 d4.loss_cls: 0.3252 d4.loss_bbox: 0.2055 d4.loss_iou: 0.5416 enc_loss_cls: 0.3817 enc_loss_bbox: 0.2558 enc_loss_iou: 0.6484 dn_loss_cls: 0.0503 dn_loss_bbox: 0.2833 dn_loss_iou: 0.4215 d0.dn_loss_cls: 0.0855 d0.dn_loss_bbox: 0.4177 d0.dn_loss_iou: 0.5727 d1.dn_loss_cls: 0.0631 d1.dn_loss_bbox: 0.3209 d1.dn_loss_iou: 0.4583 d2.dn_loss_cls: 0.0551 d2.dn_loss_bbox: 0.2934 d2.dn_loss_iou: 0.4324 d3.dn_loss_cls: 0.0521 d3.dn_loss_bbox: 0.2859 d3.dn_loss_iou: 0.4241 d4.dn_loss_cls: 0.0508 d4.dn_loss_bbox: 0.2835 d4.dn_loss_iou: 0.4215 2023/02/28 11:35:16 - mmengine - INFO - Epoch(train) [3][1900/7393] lr: 1.0000e-04 eta: 17:13:23 time: 0.8517 data_time: 0.0041 memory: 28179 grad_norm: 34.6033 loss: 11.1504 loss_cls: 0.2426 loss_bbox: 0.1679 loss_iou: 0.3766 d0.loss_cls: 0.3214 d0.loss_bbox: 0.1803 d0.loss_iou: 0.3999 d1.loss_cls: 0.2752 d1.loss_bbox: 0.1753 d1.loss_iou: 0.3897 d2.loss_cls: 0.2569 d2.loss_bbox: 0.1717 d2.loss_iou: 0.3835 d3.loss_cls: 0.2473 d3.loss_bbox: 0.1698 d3.loss_iou: 0.3778 d4.loss_cls: 0.2450 d4.loss_bbox: 0.1676 d4.loss_iou: 0.3755 enc_loss_cls: 0.2981 enc_loss_bbox: 0.2158 enc_loss_iou: 0.4714 dn_loss_cls: 0.0526 dn_loss_bbox: 0.3367 dn_loss_iou: 0.4079 d0.dn_loss_cls: 0.0841 d0.dn_loss_bbox: 0.4868 d0.dn_loss_iou: 0.5737 d1.dn_loss_cls: 0.0599 d1.dn_loss_bbox: 0.3750 d1.dn_loss_iou: 0.4493 d2.dn_loss_cls: 0.0527 d2.dn_loss_bbox: 0.3456 d2.dn_loss_iou: 0.4207 d3.dn_loss_cls: 0.0518 d3.dn_loss_bbox: 0.3378 d3.dn_loss_iou: 0.4103 d4.dn_loss_cls: 0.0511 d4.dn_loss_bbox: 0.3369 d4.dn_loss_iou: 0.4082 2023/02/28 11:36:00 - mmengine - INFO - Epoch(train) [3][1950/7393] lr: 1.0000e-04 eta: 17:12:41 time: 0.8669 data_time: 0.0041 memory: 26632 grad_norm: 36.7971 loss: 10.6318 loss_cls: 0.2155 loss_bbox: 0.1497 loss_iou: 0.3388 d0.loss_cls: 0.2742 d0.loss_bbox: 0.1642 d0.loss_iou: 0.3695 d1.loss_cls: 0.2356 d1.loss_bbox: 0.1620 d1.loss_iou: 0.3541 d2.loss_cls: 0.2222 d2.loss_bbox: 0.1561 d2.loss_iou: 0.3440 d3.loss_cls: 0.2208 d3.loss_bbox: 0.1488 d3.loss_iou: 0.3382 d4.loss_cls: 0.2147 d4.loss_bbox: 0.1508 d4.loss_iou: 0.3398 enc_loss_cls: 0.2653 enc_loss_bbox: 0.1915 enc_loss_iou: 0.4260 dn_loss_cls: 0.0534 dn_loss_bbox: 0.3301 dn_loss_iou: 0.4226 d0.dn_loss_cls: 0.0883 d0.dn_loss_bbox: 0.4910 d0.dn_loss_iou: 0.5964 d1.dn_loss_cls: 0.0631 d1.dn_loss_bbox: 0.3814 d1.dn_loss_iou: 0.4712 d2.dn_loss_cls: 0.0549 d2.dn_loss_bbox: 0.3424 d2.dn_loss_iou: 0.4374 d3.dn_loss_cls: 0.0534 d3.dn_loss_bbox: 0.3327 d3.dn_loss_iou: 0.4258 d4.dn_loss_cls: 0.0525 d4.dn_loss_bbox: 0.3305 d4.dn_loss_iou: 0.4229 2023/02/28 11:36:44 - mmengine - INFO - Epoch(train) [3][2000/7393] lr: 1.0000e-04 eta: 17:12:03 time: 0.8806 data_time: 0.0040 memory: 27985 grad_norm: 37.3161 loss: 11.3432 loss_cls: 0.2317 loss_bbox: 0.1879 loss_iou: 0.3842 d0.loss_cls: 0.3088 d0.loss_bbox: 0.1905 d0.loss_iou: 0.3961 d1.loss_cls: 0.2598 d1.loss_bbox: 0.1944 d1.loss_iou: 0.3891 d2.loss_cls: 0.2388 d2.loss_bbox: 0.1939 d2.loss_iou: 0.3869 d3.loss_cls: 0.2353 d3.loss_bbox: 0.1917 d3.loss_iou: 0.3851 d4.loss_cls: 0.2339 d4.loss_bbox: 0.1873 d4.loss_iou: 0.3836 enc_loss_cls: 0.2924 enc_loss_bbox: 0.2378 enc_loss_iou: 0.4755 dn_loss_cls: 0.0464 dn_loss_bbox: 0.3455 dn_loss_iou: 0.4333 d0.dn_loss_cls: 0.0805 d0.dn_loss_bbox: 0.4694 d0.dn_loss_iou: 0.5799 d1.dn_loss_cls: 0.0592 d1.dn_loss_bbox: 0.3728 d1.dn_loss_iou: 0.4679 d2.dn_loss_cls: 0.0513 d2.dn_loss_bbox: 0.3514 d2.dn_loss_iou: 0.4441 d3.dn_loss_cls: 0.0482 d3.dn_loss_bbox: 0.3466 d3.dn_loss_iou: 0.4358 d4.dn_loss_cls: 0.0466 d4.dn_loss_bbox: 0.3456 d4.dn_loss_iou: 0.4338 2023/02/28 11:37:27 - mmengine - INFO - Epoch(train) [3][2050/7393] lr: 1.0000e-04 eta: 17:11:22 time: 0.8720 data_time: 0.0039 memory: 26633 grad_norm: 35.5223 loss: 11.4837 loss_cls: 0.2625 loss_bbox: 0.1708 loss_iou: 0.3862 d0.loss_cls: 0.3291 d0.loss_bbox: 0.1832 d0.loss_iou: 0.4115 d1.loss_cls: 0.2982 d1.loss_bbox: 0.1699 d1.loss_iou: 0.3917 d2.loss_cls: 0.2758 d2.loss_bbox: 0.1697 d2.loss_iou: 0.3921 d3.loss_cls: 0.2690 d3.loss_bbox: 0.1695 d3.loss_iou: 0.3893 d4.loss_cls: 0.2639 d4.loss_bbox: 0.1682 d4.loss_iou: 0.3830 enc_loss_cls: 0.3109 enc_loss_bbox: 0.2315 enc_loss_iou: 0.4848 dn_loss_cls: 0.0492 dn_loss_bbox: 0.3320 dn_loss_iou: 0.4375 d0.dn_loss_cls: 0.0817 d0.dn_loss_bbox: 0.4737 d0.dn_loss_iou: 0.5972 d1.dn_loss_cls: 0.0610 d1.dn_loss_bbox: 0.3712 d1.dn_loss_iou: 0.4818 d2.dn_loss_cls: 0.0529 d2.dn_loss_bbox: 0.3406 d2.dn_loss_iou: 0.4519 d3.dn_loss_cls: 0.0502 d3.dn_loss_bbox: 0.3331 d3.dn_loss_iou: 0.4405 d4.dn_loss_cls: 0.0486 d4.dn_loss_bbox: 0.3320 d4.dn_loss_iou: 0.4378 2023/02/28 11:38:10 - mmengine - INFO - Epoch(train) [3][2100/7393] lr: 1.0000e-04 eta: 17:10:37 time: 0.8528 data_time: 0.0041 memory: 26182 grad_norm: 34.0073 loss: 11.5664 loss_cls: 0.2680 loss_bbox: 0.1786 loss_iou: 0.4167 d0.loss_cls: 0.3346 d0.loss_bbox: 0.1870 d0.loss_iou: 0.4410 d1.loss_cls: 0.2984 d1.loss_bbox: 0.1811 d1.loss_iou: 0.4257 d2.loss_cls: 0.2804 d2.loss_bbox: 0.1775 d2.loss_iou: 0.4220 d3.loss_cls: 0.2699 d3.loss_bbox: 0.1788 d3.loss_iou: 0.4191 d4.loss_cls: 0.2663 d4.loss_bbox: 0.1784 d4.loss_iou: 0.4191 enc_loss_cls: 0.3325 enc_loss_bbox: 0.2304 enc_loss_iou: 0.5089 dn_loss_cls: 0.0479 dn_loss_bbox: 0.3288 dn_loss_iou: 0.4078 d0.dn_loss_cls: 0.0857 d0.dn_loss_bbox: 0.4627 d0.dn_loss_iou: 0.5688 d1.dn_loss_cls: 0.0606 d1.dn_loss_bbox: 0.3616 d1.dn_loss_iou: 0.4489 d2.dn_loss_cls: 0.0515 d2.dn_loss_bbox: 0.3360 d2.dn_loss_iou: 0.4205 d3.dn_loss_cls: 0.0483 d3.dn_loss_bbox: 0.3293 d3.dn_loss_iou: 0.4097 d4.dn_loss_cls: 0.0472 d4.dn_loss_bbox: 0.3288 d4.dn_loss_iou: 0.4082 2023/02/28 11:38:53 - mmengine - INFO - Epoch(train) [3][2150/7393] lr: 1.0000e-04 eta: 17:09:52 time: 0.8531 data_time: 0.0040 memory: 27598 grad_norm: 39.1904 loss: 11.4021 loss_cls: 0.2587 loss_bbox: 0.1666 loss_iou: 0.4191 d0.loss_cls: 0.3263 d0.loss_bbox: 0.1832 d0.loss_iou: 0.4383 d1.loss_cls: 0.2844 d1.loss_bbox: 0.1737 d1.loss_iou: 0.4274 d2.loss_cls: 0.2696 d2.loss_bbox: 0.1710 d2.loss_iou: 0.4193 d3.loss_cls: 0.2667 d3.loss_bbox: 0.1653 d3.loss_iou: 0.4167 d4.loss_cls: 0.2590 d4.loss_bbox: 0.1660 d4.loss_iou: 0.4182 enc_loss_cls: 0.3101 enc_loss_bbox: 0.2195 enc_loss_iou: 0.5056 dn_loss_cls: 0.0547 dn_loss_bbox: 0.2860 dn_loss_iou: 0.4432 d0.dn_loss_cls: 0.0889 d0.dn_loss_bbox: 0.4140 d0.dn_loss_iou: 0.6040 d1.dn_loss_cls: 0.0656 d1.dn_loss_bbox: 0.3206 d1.dn_loss_iou: 0.4831 d2.dn_loss_cls: 0.0569 d2.dn_loss_bbox: 0.2934 d2.dn_loss_iou: 0.4545 d3.dn_loss_cls: 0.0558 d3.dn_loss_bbox: 0.2874 d3.dn_loss_iou: 0.4455 d4.dn_loss_cls: 0.0538 d4.dn_loss_bbox: 0.2864 d4.dn_loss_iou: 0.4434 2023/02/28 11:39:35 - mmengine - INFO - Epoch(train) [3][2200/7393] lr: 1.0000e-04 eta: 17:09:07 time: 0.8518 data_time: 0.0041 memory: 29182 grad_norm: 29.6761 loss: 10.6387 loss_cls: 0.2369 loss_bbox: 0.1648 loss_iou: 0.3539 d0.loss_cls: 0.3123 d0.loss_bbox: 0.1803 d0.loss_iou: 0.3827 d1.loss_cls: 0.2624 d1.loss_bbox: 0.1740 d1.loss_iou: 0.3658 d2.loss_cls: 0.2455 d2.loss_bbox: 0.1665 d2.loss_iou: 0.3605 d3.loss_cls: 0.2365 d3.loss_bbox: 0.1657 d3.loss_iou: 0.3560 d4.loss_cls: 0.2360 d4.loss_bbox: 0.1652 d4.loss_iou: 0.3546 enc_loss_cls: 0.2944 enc_loss_bbox: 0.2249 enc_loss_iou: 0.4520 dn_loss_cls: 0.0473 dn_loss_bbox: 0.3176 dn_loss_iou: 0.3832 d0.dn_loss_cls: 0.0816 d0.dn_loss_bbox: 0.4649 d0.dn_loss_iou: 0.5381 d1.dn_loss_cls: 0.0594 d1.dn_loss_bbox: 0.3603 d1.dn_loss_iou: 0.4240 d2.dn_loss_cls: 0.0515 d2.dn_loss_bbox: 0.3239 d2.dn_loss_iou: 0.3942 d3.dn_loss_cls: 0.0491 d3.dn_loss_bbox: 0.3188 d3.dn_loss_iou: 0.3858 d4.dn_loss_cls: 0.0471 d4.dn_loss_bbox: 0.3174 d4.dn_loss_iou: 0.3836 2023/02/28 11:39:48 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 11:40:18 - mmengine - INFO - Epoch(train) [3][2250/7393] lr: 1.0000e-04 eta: 17:08:22 time: 0.8505 data_time: 0.0042 memory: 28099 grad_norm: 37.5320 loss: 11.7082 loss_cls: 0.2716 loss_bbox: 0.1830 loss_iou: 0.4387 d0.loss_cls: 0.3573 d0.loss_bbox: 0.1880 d0.loss_iou: 0.4610 d1.loss_cls: 0.3060 d1.loss_bbox: 0.1891 d1.loss_iou: 0.4557 d2.loss_cls: 0.2861 d2.loss_bbox: 0.1866 d2.loss_iou: 0.4469 d3.loss_cls: 0.2811 d3.loss_bbox: 0.1832 d3.loss_iou: 0.4384 d4.loss_cls: 0.2741 d4.loss_bbox: 0.1816 d4.loss_iou: 0.4387 enc_loss_cls: 0.3377 enc_loss_bbox: 0.2412 enc_loss_iou: 0.5335 dn_loss_cls: 0.0458 dn_loss_bbox: 0.2899 dn_loss_iou: 0.4296 d0.dn_loss_cls: 0.0822 d0.dn_loss_bbox: 0.4151 d0.dn_loss_iou: 0.5824 d1.dn_loss_cls: 0.0576 d1.dn_loss_bbox: 0.3240 d1.dn_loss_iou: 0.4722 d2.dn_loss_cls: 0.0497 d2.dn_loss_bbox: 0.2982 d2.dn_loss_iou: 0.4437 d3.dn_loss_cls: 0.0472 d3.dn_loss_bbox: 0.2919 d3.dn_loss_iou: 0.4330 d4.dn_loss_cls: 0.0457 d4.dn_loss_bbox: 0.2906 d4.dn_loss_iou: 0.4303 2023/02/28 11:41:01 - mmengine - INFO - Epoch(train) [3][2300/7393] lr: 1.0000e-04 eta: 17:07:39 time: 0.8590 data_time: 0.0040 memory: 26735 grad_norm: 34.7895 loss: 11.4579 loss_cls: 0.2489 loss_bbox: 0.1727 loss_iou: 0.3693 d0.loss_cls: 0.3183 d0.loss_bbox: 0.1713 d0.loss_iou: 0.3766 d1.loss_cls: 0.2750 d1.loss_bbox: 0.1750 d1.loss_iou: 0.3759 d2.loss_cls: 0.2574 d2.loss_bbox: 0.1730 d2.loss_iou: 0.3729 d3.loss_cls: 0.2505 d3.loss_bbox: 0.1752 d3.loss_iou: 0.3710 d4.loss_cls: 0.2491 d4.loss_bbox: 0.1733 d4.loss_iou: 0.3696 enc_loss_cls: 0.2995 enc_loss_bbox: 0.2181 enc_loss_iou: 0.4435 dn_loss_cls: 0.0627 dn_loss_bbox: 0.3834 dn_loss_iou: 0.4195 d0.dn_loss_cls: 0.0925 d0.dn_loss_bbox: 0.5258 d0.dn_loss_iou: 0.5744 d1.dn_loss_cls: 0.0706 d1.dn_loss_bbox: 0.4198 d1.dn_loss_iou: 0.4577 d2.dn_loss_cls: 0.0622 d2.dn_loss_bbox: 0.3907 d2.dn_loss_iou: 0.4314 d3.dn_loss_cls: 0.0611 d3.dn_loss_bbox: 0.3837 d3.dn_loss_iou: 0.4216 d4.dn_loss_cls: 0.0606 d4.dn_loss_bbox: 0.3840 d4.dn_loss_iou: 0.4201 2023/02/28 11:41:44 - mmengine - INFO - Epoch(train) [3][2350/7393] lr: 1.0000e-04 eta: 17:06:57 time: 0.8658 data_time: 0.0040 memory: 28049 grad_norm: 38.4456 loss: 12.6291 loss_cls: 0.2879 loss_bbox: 0.2121 loss_iou: 0.4982 d0.loss_cls: 0.3630 d0.loss_bbox: 0.2127 d0.loss_iou: 0.5149 d1.loss_cls: 0.3198 d1.loss_bbox: 0.2101 d1.loss_iou: 0.4979 d2.loss_cls: 0.3021 d2.loss_bbox: 0.2100 d2.loss_iou: 0.4963 d3.loss_cls: 0.2908 d3.loss_bbox: 0.2143 d3.loss_iou: 0.4972 d4.loss_cls: 0.2884 d4.loss_bbox: 0.2123 d4.loss_iou: 0.4971 enc_loss_cls: 0.3537 enc_loss_bbox: 0.2441 enc_loss_iou: 0.5842 dn_loss_cls: 0.0523 dn_loss_bbox: 0.3206 dn_loss_iou: 0.4483 d0.dn_loss_cls: 0.0849 d0.dn_loss_bbox: 0.4424 d0.dn_loss_iou: 0.5902 d1.dn_loss_cls: 0.0624 d1.dn_loss_bbox: 0.3511 d1.dn_loss_iou: 0.4843 d2.dn_loss_cls: 0.0546 d2.dn_loss_bbox: 0.3258 d2.dn_loss_iou: 0.4586 d3.dn_loss_cls: 0.0530 d3.dn_loss_bbox: 0.3214 d3.dn_loss_iou: 0.4507 d4.dn_loss_cls: 0.0522 d4.dn_loss_bbox: 0.3205 d4.dn_loss_iou: 0.4486 2023/02/28 11:42:27 - mmengine - INFO - Epoch(train) [3][2400/7393] lr: 1.0000e-04 eta: 17:06:14 time: 0.8608 data_time: 0.0041 memory: 27686 grad_norm: 35.1498 loss: 9.9097 loss_cls: 0.1972 loss_bbox: 0.1529 loss_iou: 0.2976 d0.loss_cls: 0.2674 d0.loss_bbox: 0.1625 d0.loss_iou: 0.3246 d1.loss_cls: 0.2170 d1.loss_bbox: 0.1604 d1.loss_iou: 0.3125 d2.loss_cls: 0.2023 d2.loss_bbox: 0.1561 d2.loss_iou: 0.3059 d3.loss_cls: 0.2020 d3.loss_bbox: 0.1522 d3.loss_iou: 0.3007 d4.loss_cls: 0.1983 d4.loss_bbox: 0.1536 d4.loss_iou: 0.2988 enc_loss_cls: 0.2503 enc_loss_bbox: 0.2131 enc_loss_iou: 0.3929 dn_loss_cls: 0.0389 dn_loss_bbox: 0.3240 dn_loss_iou: 0.3881 d0.dn_loss_cls: 0.0759 d0.dn_loss_bbox: 0.4751 d0.dn_loss_iou: 0.5531 d1.dn_loss_cls: 0.0520 d1.dn_loss_bbox: 0.3630 d1.dn_loss_iou: 0.4306 d2.dn_loss_cls: 0.0442 d2.dn_loss_bbox: 0.3340 d2.dn_loss_iou: 0.4023 d3.dn_loss_cls: 0.0415 d3.dn_loss_bbox: 0.3255 d3.dn_loss_iou: 0.3910 d4.dn_loss_cls: 0.0393 d4.dn_loss_bbox: 0.3243 d4.dn_loss_iou: 0.3887 2023/02/28 11:43:11 - mmengine - INFO - Epoch(train) [3][2450/7393] lr: 1.0000e-04 eta: 17:05:33 time: 0.8710 data_time: 0.0041 memory: 26789 grad_norm: 34.4075 loss: 11.2054 loss_cls: 0.2474 loss_bbox: 0.1671 loss_iou: 0.3617 d0.loss_cls: 0.3231 d0.loss_bbox: 0.1648 d0.loss_iou: 0.3848 d1.loss_cls: 0.2846 d1.loss_bbox: 0.1683 d1.loss_iou: 0.3729 d2.loss_cls: 0.2621 d2.loss_bbox: 0.1651 d2.loss_iou: 0.3624 d3.loss_cls: 0.2498 d3.loss_bbox: 0.1663 d3.loss_iou: 0.3621 d4.loss_cls: 0.2475 d4.loss_bbox: 0.1662 d4.loss_iou: 0.3631 enc_loss_cls: 0.3041 enc_loss_bbox: 0.2114 enc_loss_iou: 0.4527 dn_loss_cls: 0.0569 dn_loss_bbox: 0.3519 dn_loss_iou: 0.4200 d0.dn_loss_cls: 0.0892 d0.dn_loss_bbox: 0.4972 d0.dn_loss_iou: 0.5825 d1.dn_loss_cls: 0.0673 d1.dn_loss_bbox: 0.3881 d1.dn_loss_iou: 0.4585 d2.dn_loss_cls: 0.0586 d2.dn_loss_bbox: 0.3599 d2.dn_loss_iou: 0.4301 d3.dn_loss_cls: 0.0555 d3.dn_loss_bbox: 0.3526 d3.dn_loss_iou: 0.4222 d4.dn_loss_cls: 0.0557 d4.dn_loss_bbox: 0.3515 d4.dn_loss_iou: 0.4203 2023/02/28 11:43:54 - mmengine - INFO - Epoch(train) [3][2500/7393] lr: 1.0000e-04 eta: 17:04:50 time: 0.8639 data_time: 0.0041 memory: 27339 grad_norm: 35.6774 loss: 12.4923 loss_cls: 0.2879 loss_bbox: 0.1849 loss_iou: 0.4996 d0.loss_cls: 0.3634 d0.loss_bbox: 0.1947 d0.loss_iou: 0.5323 d1.loss_cls: 0.3126 d1.loss_bbox: 0.1923 d1.loss_iou: 0.5164 d2.loss_cls: 0.2900 d2.loss_bbox: 0.1896 d2.loss_iou: 0.5112 d3.loss_cls: 0.2901 d3.loss_bbox: 0.1848 d3.loss_iou: 0.4986 d4.loss_cls: 0.2877 d4.loss_bbox: 0.1845 d4.loss_iou: 0.4998 enc_loss_cls: 0.3488 enc_loss_bbox: 0.2373 enc_loss_iou: 0.6077 dn_loss_cls: 0.0474 dn_loss_bbox: 0.3360 dn_loss_iou: 0.4277 d0.dn_loss_cls: 0.0778 d0.dn_loss_bbox: 0.4641 d0.dn_loss_iou: 0.5724 d1.dn_loss_cls: 0.0563 d1.dn_loss_bbox: 0.3722 d1.dn_loss_iou: 0.4662 d2.dn_loss_cls: 0.0495 d2.dn_loss_bbox: 0.3439 d2.dn_loss_iou: 0.4400 d3.dn_loss_cls: 0.0471 d3.dn_loss_bbox: 0.3368 d3.dn_loss_iou: 0.4296 d4.dn_loss_cls: 0.0467 d4.dn_loss_bbox: 0.3363 d4.dn_loss_iou: 0.4279 2023/02/28 11:44:37 - mmengine - INFO - Epoch(train) [3][2550/7393] lr: 1.0000e-04 eta: 17:04:10 time: 0.8728 data_time: 0.0041 memory: 27179 grad_norm: 33.9012 loss: 11.8896 loss_cls: 0.2568 loss_bbox: 0.1785 loss_iou: 0.4293 d0.loss_cls: 0.3106 d0.loss_bbox: 0.1912 d0.loss_iou: 0.4467 d1.loss_cls: 0.2723 d1.loss_bbox: 0.1903 d1.loss_iou: 0.4461 d2.loss_cls: 0.2596 d2.loss_bbox: 0.1855 d2.loss_iou: 0.4364 d3.loss_cls: 0.2577 d3.loss_bbox: 0.1825 d3.loss_iou: 0.4325 d4.loss_cls: 0.2565 d4.loss_bbox: 0.1812 d4.loss_iou: 0.4325 enc_loss_cls: 0.3031 enc_loss_bbox: 0.2329 enc_loss_iou: 0.5150 dn_loss_cls: 0.0529 dn_loss_bbox: 0.3633 dn_loss_iou: 0.4288 d0.dn_loss_cls: 0.0848 d0.dn_loss_bbox: 0.4879 d0.dn_loss_iou: 0.5769 d1.dn_loss_cls: 0.0631 d1.dn_loss_bbox: 0.4004 d1.dn_loss_iou: 0.4709 d2.dn_loss_cls: 0.0560 d2.dn_loss_bbox: 0.3721 d2.dn_loss_iou: 0.4401 d3.dn_loss_cls: 0.0545 d3.dn_loss_bbox: 0.3645 d3.dn_loss_iou: 0.4307 d4.dn_loss_cls: 0.0527 d4.dn_loss_bbox: 0.3633 d4.dn_loss_iou: 0.4294 2023/02/28 11:45:22 - mmengine - INFO - Epoch(train) [3][2600/7393] lr: 1.0000e-04 eta: 17:03:31 time: 0.8816 data_time: 0.0042 memory: 26732 grad_norm: 34.7186 loss: 11.7959 loss_cls: 0.2788 loss_bbox: 0.1930 loss_iou: 0.4410 d0.loss_cls: 0.3463 d0.loss_bbox: 0.2005 d0.loss_iou: 0.4614 d1.loss_cls: 0.3047 d1.loss_bbox: 0.1957 d1.loss_iou: 0.4516 d2.loss_cls: 0.2942 d2.loss_bbox: 0.1936 d2.loss_iou: 0.4436 d3.loss_cls: 0.2876 d3.loss_bbox: 0.1923 d3.loss_iou: 0.4416 d4.loss_cls: 0.2786 d4.loss_bbox: 0.1935 d4.loss_iou: 0.4444 enc_loss_cls: 0.3341 enc_loss_bbox: 0.2428 enc_loss_iou: 0.5403 dn_loss_cls: 0.0462 dn_loss_bbox: 0.2995 dn_loss_iou: 0.4237 d0.dn_loss_cls: 0.0808 d0.dn_loss_bbox: 0.4350 d0.dn_loss_iou: 0.5604 d1.dn_loss_cls: 0.0566 d1.dn_loss_bbox: 0.3381 d1.dn_loss_iou: 0.4596 d2.dn_loss_cls: 0.0490 d2.dn_loss_bbox: 0.3090 d2.dn_loss_iou: 0.4342 d3.dn_loss_cls: 0.0469 d3.dn_loss_bbox: 0.3015 d3.dn_loss_iou: 0.4259 d4.dn_loss_cls: 0.0462 d4.dn_loss_bbox: 0.2996 d4.dn_loss_iou: 0.4239 2023/02/28 11:46:04 - mmengine - INFO - Epoch(train) [3][2650/7393] lr: 1.0000e-04 eta: 17:02:46 time: 0.8519 data_time: 0.0042 memory: 26767 grad_norm: 33.2767 loss: 12.3462 loss_cls: 0.2965 loss_bbox: 0.1988 loss_iou: 0.4494 d0.loss_cls: 0.3789 d0.loss_bbox: 0.2078 d0.loss_iou: 0.4604 d1.loss_cls: 0.3296 d1.loss_bbox: 0.2016 d1.loss_iou: 0.4540 d2.loss_cls: 0.3098 d2.loss_bbox: 0.1983 d2.loss_iou: 0.4466 d3.loss_cls: 0.2998 d3.loss_bbox: 0.1990 d3.loss_iou: 0.4481 d4.loss_cls: 0.2939 d4.loss_bbox: 0.2007 d4.loss_iou: 0.4508 enc_loss_cls: 0.3518 enc_loss_bbox: 0.2625 enc_loss_iou: 0.5510 dn_loss_cls: 0.0491 dn_loss_bbox: 0.3393 dn_loss_iou: 0.4317 d0.dn_loss_cls: 0.0833 d0.dn_loss_bbox: 0.4688 d0.dn_loss_iou: 0.5878 d1.dn_loss_cls: 0.0602 d1.dn_loss_bbox: 0.3734 d1.dn_loss_iou: 0.4722 d2.dn_loss_cls: 0.0522 d2.dn_loss_bbox: 0.3477 d2.dn_loss_iou: 0.4440 d3.dn_loss_cls: 0.0497 d3.dn_loss_bbox: 0.3414 d3.dn_loss_iou: 0.4353 d4.dn_loss_cls: 0.0484 d4.dn_loss_bbox: 0.3400 d4.dn_loss_iou: 0.4323 2023/02/28 11:46:48 - mmengine - INFO - Epoch(train) [3][2700/7393] lr: 1.0000e-04 eta: 17:02:05 time: 0.8694 data_time: 0.0041 memory: 28372 grad_norm: 39.3191 loss: 11.0088 loss_cls: 0.2269 loss_bbox: 0.1636 loss_iou: 0.3780 d0.loss_cls: 0.2933 d0.loss_bbox: 0.1664 d0.loss_iou: 0.3874 d1.loss_cls: 0.2494 d1.loss_bbox: 0.1723 d1.loss_iou: 0.3859 d2.loss_cls: 0.2378 d2.loss_bbox: 0.1620 d2.loss_iou: 0.3827 d3.loss_cls: 0.2330 d3.loss_bbox: 0.1590 d3.loss_iou: 0.3764 d4.loss_cls: 0.2278 d4.loss_bbox: 0.1637 d4.loss_iou: 0.3775 enc_loss_cls: 0.2814 enc_loss_bbox: 0.2065 enc_loss_iou: 0.4522 dn_loss_cls: 0.0508 dn_loss_bbox: 0.3427 dn_loss_iou: 0.4190 d0.dn_loss_cls: 0.0874 d0.dn_loss_bbox: 0.4857 d0.dn_loss_iou: 0.5714 d1.dn_loss_cls: 0.0633 d1.dn_loss_bbox: 0.3804 d1.dn_loss_iou: 0.4578 d2.dn_loss_cls: 0.0553 d2.dn_loss_bbox: 0.3503 d2.dn_loss_iou: 0.4294 d3.dn_loss_cls: 0.0525 d3.dn_loss_bbox: 0.3443 d3.dn_loss_iou: 0.4216 d4.dn_loss_cls: 0.0509 d4.dn_loss_bbox: 0.3431 d4.dn_loss_iou: 0.4197 2023/02/28 11:47:31 - mmengine - INFO - Epoch(train) [3][2750/7393] lr: 1.0000e-04 eta: 17:01:23 time: 0.8659 data_time: 0.0043 memory: 27897 grad_norm: 40.0878 loss: 10.9161 loss_cls: 0.2234 loss_bbox: 0.1600 loss_iou: 0.3515 d0.loss_cls: 0.2883 d0.loss_bbox: 0.1708 d0.loss_iou: 0.3759 d1.loss_cls: 0.2490 d1.loss_bbox: 0.1664 d1.loss_iou: 0.3691 d2.loss_cls: 0.2322 d2.loss_bbox: 0.1627 d2.loss_iou: 0.3608 d3.loss_cls: 0.2282 d3.loss_bbox: 0.1595 d3.loss_iou: 0.3519 d4.loss_cls: 0.2226 d4.loss_bbox: 0.1603 d4.loss_iou: 0.3553 enc_loss_cls: 0.2840 enc_loss_bbox: 0.2075 enc_loss_iou: 0.4354 dn_loss_cls: 0.0432 dn_loss_bbox: 0.3781 dn_loss_iou: 0.4020 d0.dn_loss_cls: 0.0764 d0.dn_loss_bbox: 0.5238 d0.dn_loss_iou: 0.5562 d1.dn_loss_cls: 0.0544 d1.dn_loss_bbox: 0.4197 d1.dn_loss_iou: 0.4453 d2.dn_loss_cls: 0.0464 d2.dn_loss_bbox: 0.3883 d2.dn_loss_iou: 0.4151 d3.dn_loss_cls: 0.0436 d3.dn_loss_bbox: 0.3801 d3.dn_loss_iou: 0.4053 d4.dn_loss_cls: 0.0430 d4.dn_loss_bbox: 0.3780 d4.dn_loss_iou: 0.4025 2023/02/28 11:48:14 - mmengine - INFO - Epoch(train) [3][2800/7393] lr: 1.0000e-04 eta: 17:00:38 time: 0.8550 data_time: 0.0041 memory: 27598 grad_norm: 33.7312 loss: 10.4265 loss_cls: 0.1950 loss_bbox: 0.1520 loss_iou: 0.3266 d0.loss_cls: 0.2633 d0.loss_bbox: 0.1607 d0.loss_iou: 0.3463 d1.loss_cls: 0.2231 d1.loss_bbox: 0.1589 d1.loss_iou: 0.3349 d2.loss_cls: 0.2010 d2.loss_bbox: 0.1567 d2.loss_iou: 0.3348 d3.loss_cls: 0.1993 d3.loss_bbox: 0.1525 d3.loss_iou: 0.3289 d4.loss_cls: 0.1965 d4.loss_bbox: 0.1518 d4.loss_iou: 0.3270 enc_loss_cls: 0.2526 enc_loss_bbox: 0.2016 enc_loss_iou: 0.4041 dn_loss_cls: 0.0446 dn_loss_bbox: 0.3565 dn_loss_iou: 0.4153 d0.dn_loss_cls: 0.0824 d0.dn_loss_bbox: 0.4973 d0.dn_loss_iou: 0.5750 d1.dn_loss_cls: 0.0592 d1.dn_loss_bbox: 0.3908 d1.dn_loss_iou: 0.4576 d2.dn_loss_cls: 0.0501 d2.dn_loss_bbox: 0.3635 d2.dn_loss_iou: 0.4271 d3.dn_loss_cls: 0.0469 d3.dn_loss_bbox: 0.3578 d3.dn_loss_iou: 0.4171 d4.dn_loss_cls: 0.0449 d4.dn_loss_bbox: 0.3571 d4.dn_loss_iou: 0.4159 2023/02/28 11:48:57 - mmengine - INFO - Epoch(train) [3][2850/7393] lr: 1.0000e-04 eta: 16:59:55 time: 0.8596 data_time: 0.0041 memory: 29198 grad_norm: 36.0450 loss: 12.3243 loss_cls: 0.3092 loss_bbox: 0.1963 loss_iou: 0.4515 d0.loss_cls: 0.3744 d0.loss_bbox: 0.2039 d0.loss_iou: 0.4628 d1.loss_cls: 0.3327 d1.loss_bbox: 0.2061 d1.loss_iou: 0.4609 d2.loss_cls: 0.3129 d2.loss_bbox: 0.2047 d2.loss_iou: 0.4594 d3.loss_cls: 0.3145 d3.loss_bbox: 0.1989 d3.loss_iou: 0.4540 d4.loss_cls: 0.3127 d4.loss_bbox: 0.1964 d4.loss_iou: 0.4516 enc_loss_cls: 0.3523 enc_loss_bbox: 0.2499 enc_loss_iou: 0.5494 dn_loss_cls: 0.0628 dn_loss_bbox: 0.3234 dn_loss_iou: 0.4266 d0.dn_loss_cls: 0.0912 d0.dn_loss_bbox: 0.4441 d0.dn_loss_iou: 0.5754 d1.dn_loss_cls: 0.0712 d1.dn_loss_bbox: 0.3516 d1.dn_loss_iou: 0.4643 d2.dn_loss_cls: 0.0630 d2.dn_loss_bbox: 0.3300 d2.dn_loss_iou: 0.4367 d3.dn_loss_cls: 0.0620 d3.dn_loss_bbox: 0.3247 d3.dn_loss_iou: 0.4296 d4.dn_loss_cls: 0.0619 d4.dn_loss_bbox: 0.3238 d4.dn_loss_iou: 0.4272 2023/02/28 11:49:39 - mmengine - INFO - Epoch(train) [3][2900/7393] lr: 1.0000e-04 eta: 16:59:11 time: 0.8529 data_time: 0.0041 memory: 26872 grad_norm: 34.8262 loss: 11.7511 loss_cls: 0.2340 loss_bbox: 0.1780 loss_iou: 0.3709 d0.loss_cls: 0.3088 d0.loss_bbox: 0.1854 d0.loss_iou: 0.3964 d1.loss_cls: 0.2636 d1.loss_bbox: 0.1864 d1.loss_iou: 0.3836 d2.loss_cls: 0.2411 d2.loss_bbox: 0.1810 d2.loss_iou: 0.3753 d3.loss_cls: 0.2376 d3.loss_bbox: 0.1803 d3.loss_iou: 0.3734 d4.loss_cls: 0.2345 d4.loss_bbox: 0.1810 d4.loss_iou: 0.3712 enc_loss_cls: 0.2896 enc_loss_bbox: 0.2333 enc_loss_iou: 0.4721 dn_loss_cls: 0.0505 dn_loss_bbox: 0.3962 dn_loss_iou: 0.4501 d0.dn_loss_cls: 0.0888 d0.dn_loss_bbox: 0.5556 d0.dn_loss_iou: 0.6103 d1.dn_loss_cls: 0.0642 d1.dn_loss_bbox: 0.4425 d1.dn_loss_iou: 0.4922 d2.dn_loss_cls: 0.0548 d2.dn_loss_bbox: 0.4069 d2.dn_loss_iou: 0.4617 d3.dn_loss_cls: 0.0526 d3.dn_loss_bbox: 0.3975 d3.dn_loss_iou: 0.4523 d4.dn_loss_cls: 0.0510 d4.dn_loss_bbox: 0.3963 d4.dn_loss_iou: 0.4501 2023/02/28 11:50:22 - mmengine - INFO - Epoch(train) [3][2950/7393] lr: 1.0000e-04 eta: 16:58:26 time: 0.8543 data_time: 0.0041 memory: 28179 grad_norm: 33.7001 loss: 9.6301 loss_cls: 0.1823 loss_bbox: 0.1263 loss_iou: 0.2283 d0.loss_cls: 0.2259 d0.loss_bbox: 0.1450 d0.loss_iou: 0.2502 d1.loss_cls: 0.1982 d1.loss_bbox: 0.1379 d1.loss_iou: 0.2459 d2.loss_cls: 0.1853 d2.loss_bbox: 0.1346 d2.loss_iou: 0.2378 d3.loss_cls: 0.1811 d3.loss_bbox: 0.1327 d3.loss_iou: 0.2321 d4.loss_cls: 0.1797 d4.loss_bbox: 0.1275 d4.loss_iou: 0.2292 enc_loss_cls: 0.2265 enc_loss_bbox: 0.1886 enc_loss_iou: 0.3014 dn_loss_cls: 0.0540 dn_loss_bbox: 0.3926 dn_loss_iou: 0.3932 d0.dn_loss_cls: 0.0838 d0.dn_loss_bbox: 0.5610 d0.dn_loss_iou: 0.5580 d1.dn_loss_cls: 0.0637 d1.dn_loss_bbox: 0.4384 d1.dn_loss_iou: 0.4376 d2.dn_loss_cls: 0.0553 d2.dn_loss_bbox: 0.4044 d2.dn_loss_iou: 0.4061 d3.dn_loss_cls: 0.0539 d3.dn_loss_bbox: 0.3949 d3.dn_loss_iou: 0.3964 d4.dn_loss_cls: 0.0531 d4.dn_loss_bbox: 0.3931 d4.dn_loss_iou: 0.3940 2023/02/28 11:51:06 - mmengine - INFO - Epoch(train) [3][3000/7393] lr: 1.0000e-04 eta: 16:57:45 time: 0.8709 data_time: 0.0042 memory: 29840 grad_norm: 35.8265 loss: 10.6573 loss_cls: 0.2243 loss_bbox: 0.1675 loss_iou: 0.3688 d0.loss_cls: 0.2955 d0.loss_bbox: 0.1711 d0.loss_iou: 0.3866 d1.loss_cls: 0.2555 d1.loss_bbox: 0.1697 d1.loss_iou: 0.3724 d2.loss_cls: 0.2382 d2.loss_bbox: 0.1654 d2.loss_iou: 0.3696 d3.loss_cls: 0.2279 d3.loss_bbox: 0.1673 d3.loss_iou: 0.3702 d4.loss_cls: 0.2263 d4.loss_bbox: 0.1659 d4.loss_iou: 0.3678 enc_loss_cls: 0.2816 enc_loss_bbox: 0.2092 enc_loss_iou: 0.4495 dn_loss_cls: 0.0460 dn_loss_bbox: 0.3165 dn_loss_iou: 0.3939 d0.dn_loss_cls: 0.0763 d0.dn_loss_bbox: 0.4571 d0.dn_loss_iou: 0.5555 d1.dn_loss_cls: 0.0562 d1.dn_loss_bbox: 0.3631 d1.dn_loss_iou: 0.4419 d2.dn_loss_cls: 0.0477 d2.dn_loss_bbox: 0.3277 d2.dn_loss_iou: 0.4073 d3.dn_loss_cls: 0.0457 d3.dn_loss_bbox: 0.3184 d3.dn_loss_iou: 0.3975 d4.dn_loss_cls: 0.0453 d4.dn_loss_bbox: 0.3165 d4.dn_loss_iou: 0.3945 2023/02/28 11:51:50 - mmengine - INFO - Epoch(train) [3][3050/7393] lr: 1.0000e-04 eta: 16:57:06 time: 0.8813 data_time: 0.0041 memory: 28238 grad_norm: 36.5951 loss: 12.2113 loss_cls: 0.2674 loss_bbox: 0.1943 loss_iou: 0.4344 d0.loss_cls: 0.3442 d0.loss_bbox: 0.2087 d0.loss_iou: 0.4589 d1.loss_cls: 0.2980 d1.loss_bbox: 0.2021 d1.loss_iou: 0.4472 d2.loss_cls: 0.2759 d2.loss_bbox: 0.1993 d2.loss_iou: 0.4461 d3.loss_cls: 0.2715 d3.loss_bbox: 0.1956 d3.loss_iou: 0.4373 d4.loss_cls: 0.2678 d4.loss_bbox: 0.1937 d4.loss_iou: 0.4330 enc_loss_cls: 0.3310 enc_loss_bbox: 0.2595 enc_loss_iou: 0.5366 dn_loss_cls: 0.0501 dn_loss_bbox: 0.3540 dn_loss_iou: 0.4432 d0.dn_loss_cls: 0.0826 d0.dn_loss_bbox: 0.4821 d0.dn_loss_iou: 0.5907 d1.dn_loss_cls: 0.0602 d1.dn_loss_bbox: 0.3899 d1.dn_loss_iou: 0.4830 d2.dn_loss_cls: 0.0531 d2.dn_loss_bbox: 0.3639 d2.dn_loss_iou: 0.4557 d3.dn_loss_cls: 0.0514 d3.dn_loss_bbox: 0.3561 d3.dn_loss_iou: 0.4456 d4.dn_loss_cls: 0.0499 d4.dn_loss_bbox: 0.3540 d4.dn_loss_iou: 0.4432 2023/02/28 11:52:33 - mmengine - INFO - Epoch(train) [3][3100/7393] lr: 1.0000e-04 eta: 16:56:23 time: 0.8618 data_time: 0.0043 memory: 27431 grad_norm: 33.5421 loss: 12.4104 loss_cls: 0.2922 loss_bbox: 0.1896 loss_iou: 0.5163 d0.loss_cls: 0.3662 d0.loss_bbox: 0.1980 d0.loss_iou: 0.5428 d1.loss_cls: 0.3219 d1.loss_bbox: 0.1914 d1.loss_iou: 0.5239 d2.loss_cls: 0.3041 d2.loss_bbox: 0.1851 d2.loss_iou: 0.5165 d3.loss_cls: 0.2969 d3.loss_bbox: 0.1881 d3.loss_iou: 0.5158 d4.loss_cls: 0.2923 d4.loss_bbox: 0.1900 d4.loss_iou: 0.5170 enc_loss_cls: 0.3556 enc_loss_bbox: 0.2408 enc_loss_iou: 0.6215 dn_loss_cls: 0.0436 dn_loss_bbox: 0.2882 dn_loss_iou: 0.4436 d0.dn_loss_cls: 0.0762 d0.dn_loss_bbox: 0.4028 d0.dn_loss_iou: 0.5923 d1.dn_loss_cls: 0.0540 d1.dn_loss_bbox: 0.3164 d1.dn_loss_iou: 0.4787 d2.dn_loss_cls: 0.0465 d2.dn_loss_bbox: 0.2936 d2.dn_loss_iou: 0.4541 d3.dn_loss_cls: 0.0446 d3.dn_loss_bbox: 0.2887 d3.dn_loss_iou: 0.4458 d4.dn_loss_cls: 0.0436 d4.dn_loss_bbox: 0.2881 d4.dn_loss_iou: 0.4437 2023/02/28 11:53:15 - mmengine - INFO - Epoch(train) [3][3150/7393] lr: 1.0000e-04 eta: 16:55:39 time: 0.8541 data_time: 0.0042 memory: 26735 grad_norm: 36.3797 loss: 12.3148 loss_cls: 0.2500 loss_bbox: 0.2099 loss_iou: 0.4666 d0.loss_cls: 0.3265 d0.loss_bbox: 0.2176 d0.loss_iou: 0.4916 d1.loss_cls: 0.2793 d1.loss_bbox: 0.2163 d1.loss_iou: 0.4824 d2.loss_cls: 0.2615 d2.loss_bbox: 0.2122 d2.loss_iou: 0.4700 d3.loss_cls: 0.2525 d3.loss_bbox: 0.2130 d3.loss_iou: 0.4685 d4.loss_cls: 0.2518 d4.loss_bbox: 0.2096 d4.loss_iou: 0.4659 enc_loss_cls: 0.3180 enc_loss_bbox: 0.2585 enc_loss_iou: 0.5557 dn_loss_cls: 0.0457 dn_loss_bbox: 0.3489 dn_loss_iou: 0.4402 d0.dn_loss_cls: 0.0793 d0.dn_loss_bbox: 0.4778 d0.dn_loss_iou: 0.5996 d1.dn_loss_cls: 0.0573 d1.dn_loss_bbox: 0.3789 d1.dn_loss_iou: 0.4798 d2.dn_loss_cls: 0.0492 d2.dn_loss_bbox: 0.3546 d2.dn_loss_iou: 0.4519 d3.dn_loss_cls: 0.0467 d3.dn_loss_bbox: 0.3496 d3.dn_loss_iou: 0.4426 d4.dn_loss_cls: 0.0453 d4.dn_loss_bbox: 0.3496 d4.dn_loss_iou: 0.4406 2023/02/28 11:53:59 - mmengine - INFO - Epoch(train) [3][3200/7393] lr: 1.0000e-04 eta: 16:54:57 time: 0.8652 data_time: 0.0042 memory: 26767 grad_norm: 34.9875 loss: 11.5029 loss_cls: 0.2400 loss_bbox: 0.1852 loss_iou: 0.3752 d0.loss_cls: 0.3040 d0.loss_bbox: 0.1944 d0.loss_iou: 0.3965 d1.loss_cls: 0.2655 d1.loss_bbox: 0.1948 d1.loss_iou: 0.3872 d2.loss_cls: 0.2486 d2.loss_bbox: 0.1901 d2.loss_iou: 0.3818 d3.loss_cls: 0.2372 d3.loss_bbox: 0.1882 d3.loss_iou: 0.3837 d4.loss_cls: 0.2379 d4.loss_bbox: 0.1866 d4.loss_iou: 0.3808 enc_loss_cls: 0.2998 enc_loss_bbox: 0.2362 enc_loss_iou: 0.4551 dn_loss_cls: 0.0462 dn_loss_bbox: 0.3758 dn_loss_iou: 0.4247 d0.dn_loss_cls: 0.0819 d0.dn_loss_bbox: 0.5256 d0.dn_loss_iou: 0.5810 d1.dn_loss_cls: 0.0593 d1.dn_loss_bbox: 0.4100 d1.dn_loss_iou: 0.4597 d2.dn_loss_cls: 0.0500 d2.dn_loss_bbox: 0.3845 d2.dn_loss_iou: 0.4347 d3.dn_loss_cls: 0.0476 d3.dn_loss_bbox: 0.3779 d3.dn_loss_iou: 0.4275 d4.dn_loss_cls: 0.0465 d4.dn_loss_bbox: 0.3760 d4.dn_loss_iou: 0.4250 2023/02/28 11:54:11 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 11:54:42 - mmengine - INFO - Epoch(train) [3][3250/7393] lr: 1.0000e-04 eta: 16:54:15 time: 0.8708 data_time: 0.0041 memory: 26789 grad_norm: 36.7590 loss: 10.6689 loss_cls: 0.2187 loss_bbox: 0.1789 loss_iou: 0.3501 d0.loss_cls: 0.2774 d0.loss_bbox: 0.1880 d0.loss_iou: 0.3680 d1.loss_cls: 0.2383 d1.loss_bbox: 0.1901 d1.loss_iou: 0.3623 d2.loss_cls: 0.2288 d2.loss_bbox: 0.1802 d2.loss_iou: 0.3528 d3.loss_cls: 0.2203 d3.loss_bbox: 0.1843 d3.loss_iou: 0.3531 d4.loss_cls: 0.2171 d4.loss_bbox: 0.1815 d4.loss_iou: 0.3527 enc_loss_cls: 0.2671 enc_loss_bbox: 0.2260 enc_loss_iou: 0.4204 dn_loss_cls: 0.0481 dn_loss_bbox: 0.3379 dn_loss_iou: 0.3931 d0.dn_loss_cls: 0.0779 d0.dn_loss_bbox: 0.4899 d0.dn_loss_iou: 0.5493 d1.dn_loss_cls: 0.0566 d1.dn_loss_bbox: 0.3746 d1.dn_loss_iou: 0.4303 d2.dn_loss_cls: 0.0496 d2.dn_loss_bbox: 0.3438 d2.dn_loss_iou: 0.4035 d3.dn_loss_cls: 0.0472 d3.dn_loss_bbox: 0.3379 d3.dn_loss_iou: 0.3947 d4.dn_loss_cls: 0.0468 d4.dn_loss_bbox: 0.3379 d4.dn_loss_iou: 0.3934 2023/02/28 11:55:26 - mmengine - INFO - Epoch(train) [3][3300/7393] lr: 1.0000e-04 eta: 16:53:36 time: 0.8805 data_time: 0.0042 memory: 29388 grad_norm: 38.1366 loss: 12.4380 loss_cls: 0.2717 loss_bbox: 0.1923 loss_iou: 0.4607 d0.loss_cls: 0.3378 d0.loss_bbox: 0.2073 d0.loss_iou: 0.4845 d1.loss_cls: 0.2972 d1.loss_bbox: 0.2035 d1.loss_iou: 0.4742 d2.loss_cls: 0.2787 d2.loss_bbox: 0.2005 d2.loss_iou: 0.4696 d3.loss_cls: 0.2719 d3.loss_bbox: 0.1985 d3.loss_iou: 0.4661 d4.loss_cls: 0.2684 d4.loss_bbox: 0.1967 d4.loss_iou: 0.4646 enc_loss_cls: 0.3358 enc_loss_bbox: 0.2462 enc_loss_iou: 0.5473 dn_loss_cls: 0.0493 dn_loss_bbox: 0.3427 dn_loss_iou: 0.4681 d0.dn_loss_cls: 0.0834 d0.dn_loss_bbox: 0.4586 d0.dn_loss_iou: 0.6196 d1.dn_loss_cls: 0.0610 d1.dn_loss_bbox: 0.3702 d1.dn_loss_iou: 0.5053 d2.dn_loss_cls: 0.0531 d2.dn_loss_bbox: 0.3502 d2.dn_loss_iou: 0.4788 d3.dn_loss_cls: 0.0504 d3.dn_loss_bbox: 0.3435 d3.dn_loss_iou: 0.4708 d4.dn_loss_cls: 0.0489 d4.dn_loss_bbox: 0.3422 d4.dn_loss_iou: 0.4685 2023/02/28 11:56:09 - mmengine - INFO - Epoch(train) [3][3350/7393] lr: 1.0000e-04 eta: 16:52:53 time: 0.8608 data_time: 0.0041 memory: 27157 grad_norm: 38.8447 loss: 10.2400 loss_cls: 0.2095 loss_bbox: 0.1637 loss_iou: 0.3647 d0.loss_cls: 0.2822 d0.loss_bbox: 0.1745 d0.loss_iou: 0.3867 d1.loss_cls: 0.2378 d1.loss_bbox: 0.1651 d1.loss_iou: 0.3703 d2.loss_cls: 0.2156 d2.loss_bbox: 0.1626 d2.loss_iou: 0.3682 d3.loss_cls: 0.2143 d3.loss_bbox: 0.1630 d3.loss_iou: 0.3644 d4.loss_cls: 0.2086 d4.loss_bbox: 0.1655 d4.loss_iou: 0.3668 enc_loss_cls: 0.2690 enc_loss_bbox: 0.2109 enc_loss_iou: 0.4449 dn_loss_cls: 0.0385 dn_loss_bbox: 0.2803 dn_loss_iou: 0.4004 d0.dn_loss_cls: 0.0734 d0.dn_loss_bbox: 0.4066 d0.dn_loss_iou: 0.5493 d1.dn_loss_cls: 0.0522 d1.dn_loss_bbox: 0.3117 d1.dn_loss_iou: 0.4362 d2.dn_loss_cls: 0.0438 d2.dn_loss_bbox: 0.2862 d2.dn_loss_iou: 0.4097 d3.dn_loss_cls: 0.0409 d3.dn_loss_bbox: 0.2813 d3.dn_loss_iou: 0.4018 d4.dn_loss_cls: 0.0391 d4.dn_loss_bbox: 0.2798 d4.dn_loss_iou: 0.4003 2023/02/28 11:56:53 - mmengine - INFO - Epoch(train) [3][3400/7393] lr: 1.0000e-04 eta: 16:52:13 time: 0.8740 data_time: 0.0041 memory: 30165 grad_norm: 33.2166 loss: 11.5319 loss_cls: 0.2355 loss_bbox: 0.1708 loss_iou: 0.3859 d0.loss_cls: 0.2904 d0.loss_bbox: 0.1803 d0.loss_iou: 0.4036 d1.loss_cls: 0.2514 d1.loss_bbox: 0.1797 d1.loss_iou: 0.3971 d2.loss_cls: 0.2367 d2.loss_bbox: 0.1796 d2.loss_iou: 0.3928 d3.loss_cls: 0.2387 d3.loss_bbox: 0.1710 d3.loss_iou: 0.3867 d4.loss_cls: 0.2342 d4.loss_bbox: 0.1721 d4.loss_iou: 0.3865 enc_loss_cls: 0.2819 enc_loss_bbox: 0.2225 enc_loss_iou: 0.4708 dn_loss_cls: 0.0503 dn_loss_bbox: 0.3745 dn_loss_iou: 0.4344 d0.dn_loss_cls: 0.0873 d0.dn_loss_bbox: 0.5393 d0.dn_loss_iou: 0.5961 d1.dn_loss_cls: 0.0635 d1.dn_loss_bbox: 0.4228 d1.dn_loss_iou: 0.4799 d2.dn_loss_cls: 0.0548 d2.dn_loss_bbox: 0.3858 d2.dn_loss_iou: 0.4484 d3.dn_loss_cls: 0.0509 d3.dn_loss_bbox: 0.3771 d3.dn_loss_iou: 0.4378 d4.dn_loss_cls: 0.0505 d4.dn_loss_bbox: 0.3750 d4.dn_loss_iou: 0.4348 2023/02/28 11:57:36 - mmengine - INFO - Epoch(train) [3][3450/7393] lr: 1.0000e-04 eta: 16:51:30 time: 0.8662 data_time: 0.0041 memory: 27179 grad_norm: 36.9394 loss: 11.5007 loss_cls: 0.2680 loss_bbox: 0.1641 loss_iou: 0.3867 d0.loss_cls: 0.3354 d0.loss_bbox: 0.1730 d0.loss_iou: 0.4227 d1.loss_cls: 0.2984 d1.loss_bbox: 0.1696 d1.loss_iou: 0.3995 d2.loss_cls: 0.2796 d2.loss_bbox: 0.1661 d2.loss_iou: 0.3944 d3.loss_cls: 0.2735 d3.loss_bbox: 0.1638 d3.loss_iou: 0.3860 d4.loss_cls: 0.2697 d4.loss_bbox: 0.1634 d4.loss_iou: 0.3865 enc_loss_cls: 0.3184 enc_loss_bbox: 0.2241 enc_loss_iou: 0.5031 dn_loss_cls: 0.0534 dn_loss_bbox: 0.3141 dn_loss_iou: 0.4527 d0.dn_loss_cls: 0.0883 d0.dn_loss_bbox: 0.4450 d0.dn_loss_iou: 0.6085 d1.dn_loss_cls: 0.0655 d1.dn_loss_bbox: 0.3474 d1.dn_loss_iou: 0.4899 d2.dn_loss_cls: 0.0561 d2.dn_loss_bbox: 0.3213 d2.dn_loss_iou: 0.4644 d3.dn_loss_cls: 0.0548 d3.dn_loss_bbox: 0.3169 d3.dn_loss_iou: 0.4550 d4.dn_loss_cls: 0.0536 d4.dn_loss_bbox: 0.3148 d4.dn_loss_iou: 0.4531 2023/02/28 11:58:19 - mmengine - INFO - Epoch(train) [3][3500/7393] lr: 1.0000e-04 eta: 16:50:48 time: 0.8615 data_time: 0.0042 memory: 28428 grad_norm: 35.1164 loss: 11.1743 loss_cls: 0.2396 loss_bbox: 0.1828 loss_iou: 0.3413 d0.loss_cls: 0.3072 d0.loss_bbox: 0.1944 d0.loss_iou: 0.3596 d1.loss_cls: 0.2684 d1.loss_bbox: 0.1877 d1.loss_iou: 0.3479 d2.loss_cls: 0.2522 d2.loss_bbox: 0.1862 d2.loss_iou: 0.3433 d3.loss_cls: 0.2437 d3.loss_bbox: 0.1859 d3.loss_iou: 0.3425 d4.loss_cls: 0.2407 d4.loss_bbox: 0.1828 d4.loss_iou: 0.3409 enc_loss_cls: 0.2958 enc_loss_bbox: 0.2477 enc_loss_iou: 0.4305 dn_loss_cls: 0.0490 dn_loss_bbox: 0.3535 dn_loss_iou: 0.4319 d0.dn_loss_cls: 0.0845 d0.dn_loss_bbox: 0.4893 d0.dn_loss_iou: 0.5878 d1.dn_loss_cls: 0.0603 d1.dn_loss_bbox: 0.3893 d1.dn_loss_iou: 0.4715 d2.dn_loss_cls: 0.0533 d2.dn_loss_bbox: 0.3621 d2.dn_loss_iou: 0.4452 d3.dn_loss_cls: 0.0505 d3.dn_loss_bbox: 0.3551 d3.dn_loss_iou: 0.4347 d4.dn_loss_cls: 0.0495 d4.dn_loss_bbox: 0.3535 d4.dn_loss_iou: 0.4323 2023/02/28 11:59:02 - mmengine - INFO - Epoch(train) [3][3550/7393] lr: 1.0000e-04 eta: 16:50:04 time: 0.8605 data_time: 0.0042 memory: 26633 grad_norm: 36.9392 loss: 12.0850 loss_cls: 0.2823 loss_bbox: 0.1844 loss_iou: 0.4307 d0.loss_cls: 0.3451 d0.loss_bbox: 0.2023 d0.loss_iou: 0.4695 d1.loss_cls: 0.3022 d1.loss_bbox: 0.1965 d1.loss_iou: 0.4430 d2.loss_cls: 0.2884 d2.loss_bbox: 0.1885 d2.loss_iou: 0.4379 d3.loss_cls: 0.2834 d3.loss_bbox: 0.1862 d3.loss_iou: 0.4315 d4.loss_cls: 0.2799 d4.loss_bbox: 0.1862 d4.loss_iou: 0.4322 enc_loss_cls: 0.3426 enc_loss_bbox: 0.2383 enc_loss_iou: 0.5413 dn_loss_cls: 0.0493 dn_loss_bbox: 0.3564 dn_loss_iou: 0.4265 d0.dn_loss_cls: 0.0838 d0.dn_loss_bbox: 0.4714 d0.dn_loss_iou: 0.5693 d1.dn_loss_cls: 0.0606 d1.dn_loss_bbox: 0.3886 d1.dn_loss_iou: 0.4630 d2.dn_loss_cls: 0.0532 d2.dn_loss_bbox: 0.3637 d2.dn_loss_iou: 0.4380 d3.dn_loss_cls: 0.0504 d3.dn_loss_bbox: 0.3576 d3.dn_loss_iou: 0.4282 d4.dn_loss_cls: 0.0494 d4.dn_loss_bbox: 0.3567 d4.dn_loss_iou: 0.4268 2023/02/28 11:59:46 - mmengine - INFO - Epoch(train) [3][3600/7393] lr: 1.0000e-04 eta: 16:49:24 time: 0.8756 data_time: 0.0042 memory: 28179 grad_norm: 34.6483 loss: 11.4237 loss_cls: 0.2230 loss_bbox: 0.1710 loss_iou: 0.3758 d0.loss_cls: 0.2941 d0.loss_bbox: 0.1825 d0.loss_iou: 0.3885 d1.loss_cls: 0.2605 d1.loss_bbox: 0.1735 d1.loss_iou: 0.3781 d2.loss_cls: 0.2366 d2.loss_bbox: 0.1748 d2.loss_iou: 0.3786 d3.loss_cls: 0.2254 d3.loss_bbox: 0.1737 d3.loss_iou: 0.3783 d4.loss_cls: 0.2234 d4.loss_bbox: 0.1714 d4.loss_iou: 0.3753 enc_loss_cls: 0.2886 enc_loss_bbox: 0.2307 enc_loss_iou: 0.4572 dn_loss_cls: 0.0446 dn_loss_bbox: 0.3885 dn_loss_iou: 0.4262 d0.dn_loss_cls: 0.0795 d0.dn_loss_bbox: 0.5652 d0.dn_loss_iou: 0.5856 d1.dn_loss_cls: 0.0568 d1.dn_loss_bbox: 0.4372 d1.dn_loss_iou: 0.4664 d2.dn_loss_cls: 0.0491 d2.dn_loss_bbox: 0.4003 d2.dn_loss_iou: 0.4372 d3.dn_loss_cls: 0.0463 d3.dn_loss_bbox: 0.3911 d3.dn_loss_iou: 0.4292 d4.dn_loss_cls: 0.0445 d4.dn_loss_bbox: 0.3886 d4.dn_loss_iou: 0.4265 2023/02/28 12:00:29 - mmengine - INFO - Epoch(train) [3][3650/7393] lr: 1.0000e-04 eta: 16:48:41 time: 0.8633 data_time: 0.0043 memory: 26633 grad_norm: 39.4696 loss: 12.3125 loss_cls: 0.2961 loss_bbox: 0.1977 loss_iou: 0.4500 d0.loss_cls: 0.3754 d0.loss_bbox: 0.1938 d0.loss_iou: 0.4648 d1.loss_cls: 0.3314 d1.loss_bbox: 0.1959 d1.loss_iou: 0.4535 d2.loss_cls: 0.3109 d2.loss_bbox: 0.1971 d2.loss_iou: 0.4480 d3.loss_cls: 0.3031 d3.loss_bbox: 0.1968 d3.loss_iou: 0.4491 d4.loss_cls: 0.2982 d4.loss_bbox: 0.1970 d4.loss_iou: 0.4473 enc_loss_cls: 0.3738 enc_loss_bbox: 0.2341 enc_loss_iou: 0.5345 dn_loss_cls: 0.0517 dn_loss_bbox: 0.3305 dn_loss_iou: 0.4370 d0.dn_loss_cls: 0.0904 d0.dn_loss_bbox: 0.4627 d0.dn_loss_iou: 0.5938 d1.dn_loss_cls: 0.0644 d1.dn_loss_bbox: 0.3677 d1.dn_loss_iou: 0.4780 d2.dn_loss_cls: 0.0553 d2.dn_loss_bbox: 0.3381 d2.dn_loss_iou: 0.4501 d3.dn_loss_cls: 0.0528 d3.dn_loss_bbox: 0.3321 d3.dn_loss_iou: 0.4400 d4.dn_loss_cls: 0.0515 d4.dn_loss_bbox: 0.3306 d4.dn_loss_iou: 0.4372 2023/02/28 12:01:12 - mmengine - INFO - Epoch(train) [3][3700/7393] lr: 1.0000e-04 eta: 16:47:57 time: 0.8519 data_time: 0.0042 memory: 28263 grad_norm: 37.5620 loss: 11.2088 loss_cls: 0.2446 loss_bbox: 0.1715 loss_iou: 0.3900 d0.loss_cls: 0.3159 d0.loss_bbox: 0.1731 d0.loss_iou: 0.4135 d1.loss_cls: 0.2713 d1.loss_bbox: 0.1723 d1.loss_iou: 0.3915 d2.loss_cls: 0.2556 d2.loss_bbox: 0.1712 d2.loss_iou: 0.3901 d3.loss_cls: 0.2507 d3.loss_bbox: 0.1705 d3.loss_iou: 0.3861 d4.loss_cls: 0.2454 d4.loss_bbox: 0.1732 d4.loss_iou: 0.3917 enc_loss_cls: 0.2979 enc_loss_bbox: 0.2230 enc_loss_iou: 0.4826 dn_loss_cls: 0.0445 dn_loss_bbox: 0.3410 dn_loss_iou: 0.4150 d0.dn_loss_cls: 0.0815 d0.dn_loss_bbox: 0.4733 d0.dn_loss_iou: 0.5663 d1.dn_loss_cls: 0.0602 d1.dn_loss_bbox: 0.3691 d1.dn_loss_iou: 0.4498 d2.dn_loss_cls: 0.0503 d2.dn_loss_bbox: 0.3445 d2.dn_loss_iou: 0.4246 d3.dn_loss_cls: 0.0464 d3.dn_loss_bbox: 0.3421 d3.dn_loss_iou: 0.4172 d4.dn_loss_cls: 0.0445 d4.dn_loss_bbox: 0.3413 d4.dn_loss_iou: 0.4154 2023/02/28 12:01:54 - mmengine - INFO - Epoch(train) [3][3750/7393] lr: 1.0000e-04 eta: 16:47:11 time: 0.8478 data_time: 0.0042 memory: 27929 grad_norm: 35.6037 loss: 11.0188 loss_cls: 0.2401 loss_bbox: 0.1651 loss_iou: 0.4012 d0.loss_cls: 0.3191 d0.loss_bbox: 0.1742 d0.loss_iou: 0.4277 d1.loss_cls: 0.2722 d1.loss_bbox: 0.1695 d1.loss_iou: 0.4116 d2.loss_cls: 0.2507 d2.loss_bbox: 0.1652 d2.loss_iou: 0.4089 d3.loss_cls: 0.2450 d3.loss_bbox: 0.1666 d3.loss_iou: 0.4036 d4.loss_cls: 0.2432 d4.loss_bbox: 0.1644 d4.loss_iou: 0.4010 enc_loss_cls: 0.2999 enc_loss_bbox: 0.2266 enc_loss_iou: 0.4962 dn_loss_cls: 0.0464 dn_loss_bbox: 0.2760 dn_loss_iou: 0.4308 d0.dn_loss_cls: 0.0788 d0.dn_loss_bbox: 0.4099 d0.dn_loss_iou: 0.5941 d1.dn_loss_cls: 0.0575 d1.dn_loss_bbox: 0.3103 d1.dn_loss_iou: 0.4723 d2.dn_loss_cls: 0.0501 d2.dn_loss_bbox: 0.2834 d2.dn_loss_iou: 0.4451 d3.dn_loss_cls: 0.0479 d3.dn_loss_bbox: 0.2770 d3.dn_loss_iou: 0.4330 d4.dn_loss_cls: 0.0466 d4.dn_loss_bbox: 0.2762 d4.dn_loss_iou: 0.4314 2023/02/28 12:02:37 - mmengine - INFO - Epoch(train) [3][3800/7393] lr: 1.0000e-04 eta: 16:46:26 time: 0.8531 data_time: 0.0042 memory: 28596 grad_norm: 37.5305 loss: 11.8885 loss_cls: 0.2626 loss_bbox: 0.1781 loss_iou: 0.4116 d0.loss_cls: 0.3423 d0.loss_bbox: 0.1896 d0.loss_iou: 0.4399 d1.loss_cls: 0.2924 d1.loss_bbox: 0.1841 d1.loss_iou: 0.4279 d2.loss_cls: 0.2764 d2.loss_bbox: 0.1791 d2.loss_iou: 0.4181 d3.loss_cls: 0.2670 d3.loss_bbox: 0.1802 d3.loss_iou: 0.4147 d4.loss_cls: 0.2626 d4.loss_bbox: 0.1792 d4.loss_iou: 0.4126 enc_loss_cls: 0.3212 enc_loss_bbox: 0.2327 enc_loss_iou: 0.5101 dn_loss_cls: 0.0506 dn_loss_bbox: 0.3489 dn_loss_iou: 0.4454 d0.dn_loss_cls: 0.0837 d0.dn_loss_bbox: 0.4769 d0.dn_loss_iou: 0.5914 d1.dn_loss_cls: 0.0622 d1.dn_loss_bbox: 0.3932 d1.dn_loss_iou: 0.4848 d2.dn_loss_cls: 0.0552 d2.dn_loss_bbox: 0.3588 d2.dn_loss_iou: 0.4576 d3.dn_loss_cls: 0.0519 d3.dn_loss_bbox: 0.3514 d3.dn_loss_iou: 0.4486 d4.dn_loss_cls: 0.0502 d4.dn_loss_bbox: 0.3494 d4.dn_loss_iou: 0.4458 2023/02/28 12:03:20 - mmengine - INFO - Epoch(train) [3][3850/7393] lr: 1.0000e-04 eta: 16:45:45 time: 0.8676 data_time: 0.0041 memory: 26789 grad_norm: 48.0890 loss: 10.9509 loss_cls: 0.2354 loss_bbox: 0.1620 loss_iou: 0.3376 d0.loss_cls: 0.2852 d0.loss_bbox: 0.1705 d0.loss_iou: 0.3581 d1.loss_cls: 0.2559 d1.loss_bbox: 0.1649 d1.loss_iou: 0.3467 d2.loss_cls: 0.2412 d2.loss_bbox: 0.1629 d2.loss_iou: 0.3444 d3.loss_cls: 0.2382 d3.loss_bbox: 0.1628 d3.loss_iou: 0.3398 d4.loss_cls: 0.2347 d4.loss_bbox: 0.1613 d4.loss_iou: 0.3378 enc_loss_cls: 0.2744 enc_loss_bbox: 0.2148 enc_loss_iou: 0.4185 dn_loss_cls: 0.0508 dn_loss_bbox: 0.3641 dn_loss_iou: 0.4283 d0.dn_loss_cls: 0.0822 d0.dn_loss_bbox: 0.5117 d0.dn_loss_iou: 0.5853 d1.dn_loss_cls: 0.0607 d1.dn_loss_bbox: 0.3991 d1.dn_loss_iou: 0.4647 d2.dn_loss_cls: 0.0534 d2.dn_loss_bbox: 0.3738 d2.dn_loss_iou: 0.4385 d3.dn_loss_cls: 0.0517 d3.dn_loss_bbox: 0.3661 d3.dn_loss_iou: 0.4303 d4.dn_loss_cls: 0.0500 d4.dn_loss_bbox: 0.3645 d4.dn_loss_iou: 0.4285 2023/02/28 12:04:04 - mmengine - INFO - Epoch(train) [3][3900/7393] lr: 1.0000e-04 eta: 16:45:03 time: 0.8675 data_time: 0.0041 memory: 26767 grad_norm: 35.9318 loss: 10.4186 loss_cls: 0.2015 loss_bbox: 0.1675 loss_iou: 0.3179 d0.loss_cls: 0.2667 d0.loss_bbox: 0.1723 d0.loss_iou: 0.3204 d1.loss_cls: 0.2266 d1.loss_bbox: 0.1714 d1.loss_iou: 0.3181 d2.loss_cls: 0.2067 d2.loss_bbox: 0.1717 d2.loss_iou: 0.3209 d3.loss_cls: 0.2025 d3.loss_bbox: 0.1710 d3.loss_iou: 0.3193 d4.loss_cls: 0.2007 d4.loss_bbox: 0.1696 d4.loss_iou: 0.3196 enc_loss_cls: 0.2549 enc_loss_bbox: 0.2178 enc_loss_iou: 0.3813 dn_loss_cls: 0.0479 dn_loss_bbox: 0.3504 dn_loss_iou: 0.4159 d0.dn_loss_cls: 0.0801 d0.dn_loss_bbox: 0.4999 d0.dn_loss_iou: 0.5696 d1.dn_loss_cls: 0.0566 d1.dn_loss_bbox: 0.3843 d1.dn_loss_iou: 0.4510 d2.dn_loss_cls: 0.0492 d2.dn_loss_bbox: 0.3593 d2.dn_loss_iou: 0.4263 d3.dn_loss_cls: 0.0468 d3.dn_loss_bbox: 0.3512 d3.dn_loss_iou: 0.4176 d4.dn_loss_cls: 0.0471 d4.dn_loss_bbox: 0.3505 d4.dn_loss_iou: 0.4163 2023/02/28 12:04:47 - mmengine - INFO - Epoch(train) [3][3950/7393] lr: 1.0000e-04 eta: 16:44:20 time: 0.8647 data_time: 0.0043 memory: 26711 grad_norm: 43.0776 loss: 12.3142 loss_cls: 0.2950 loss_bbox: 0.1998 loss_iou: 0.4914 d0.loss_cls: 0.3560 d0.loss_bbox: 0.2085 d0.loss_iou: 0.5189 d1.loss_cls: 0.3183 d1.loss_bbox: 0.2068 d1.loss_iou: 0.5081 d2.loss_cls: 0.3029 d2.loss_bbox: 0.2001 d2.loss_iou: 0.4936 d3.loss_cls: 0.2942 d3.loss_bbox: 0.1997 d3.loss_iou: 0.4925 d4.loss_cls: 0.2924 d4.loss_bbox: 0.2001 d4.loss_iou: 0.4921 enc_loss_cls: 0.3425 enc_loss_bbox: 0.2475 enc_loss_iou: 0.5880 dn_loss_cls: 0.0488 dn_loss_bbox: 0.2958 dn_loss_iou: 0.4347 d0.dn_loss_cls: 0.0811 d0.dn_loss_bbox: 0.4089 d0.dn_loss_iou: 0.5830 d1.dn_loss_cls: 0.0581 d1.dn_loss_bbox: 0.3252 d1.dn_loss_iou: 0.4727 d2.dn_loss_cls: 0.0500 d2.dn_loss_bbox: 0.3012 d2.dn_loss_iou: 0.4451 d3.dn_loss_cls: 0.0482 d3.dn_loss_bbox: 0.2968 d3.dn_loss_iou: 0.4365 d4.dn_loss_cls: 0.0486 d4.dn_loss_bbox: 0.2959 d4.dn_loss_iou: 0.4351 2023/02/28 12:05:30 - mmengine - INFO - Epoch(train) [3][4000/7393] lr: 1.0000e-04 eta: 16:43:37 time: 0.8569 data_time: 0.0042 memory: 26632 grad_norm: 41.6788 loss: 12.2762 loss_cls: 0.2862 loss_bbox: 0.1962 loss_iou: 0.5188 d0.loss_cls: 0.3689 d0.loss_bbox: 0.2047 d0.loss_iou: 0.5394 d1.loss_cls: 0.3143 d1.loss_bbox: 0.2116 d1.loss_iou: 0.5336 d2.loss_cls: 0.2959 d2.loss_bbox: 0.2089 d2.loss_iou: 0.5253 d3.loss_cls: 0.2894 d3.loss_bbox: 0.2032 d3.loss_iou: 0.5233 d4.loss_cls: 0.2851 d4.loss_bbox: 0.2000 d4.loss_iou: 0.5198 enc_loss_cls: 0.3495 enc_loss_bbox: 0.2505 enc_loss_iou: 0.6165 dn_loss_cls: 0.0415 dn_loss_bbox: 0.2711 dn_loss_iou: 0.4254 d0.dn_loss_cls: 0.0742 d0.dn_loss_bbox: 0.3884 d0.dn_loss_iou: 0.5771 d1.dn_loss_cls: 0.0532 d1.dn_loss_bbox: 0.3002 d1.dn_loss_iou: 0.4610 d2.dn_loss_cls: 0.0461 d2.dn_loss_bbox: 0.2780 d2.dn_loss_iou: 0.4360 d3.dn_loss_cls: 0.0433 d3.dn_loss_bbox: 0.2728 d3.dn_loss_iou: 0.4284 d4.dn_loss_cls: 0.0417 d4.dn_loss_bbox: 0.2713 d4.dn_loss_iou: 0.4255 2023/02/28 12:06:13 - mmengine - INFO - Epoch(train) [3][4050/7393] lr: 1.0000e-04 eta: 16:42:52 time: 0.8534 data_time: 0.0042 memory: 29971 grad_norm: 32.1013 loss: 11.0235 loss_cls: 0.2239 loss_bbox: 0.1547 loss_iou: 0.3991 d0.loss_cls: 0.2743 d0.loss_bbox: 0.1645 d0.loss_iou: 0.4213 d1.loss_cls: 0.2424 d1.loss_bbox: 0.1605 d1.loss_iou: 0.4091 d2.loss_cls: 0.2367 d2.loss_bbox: 0.1550 d2.loss_iou: 0.4001 d3.loss_cls: 0.2253 d3.loss_bbox: 0.1542 d3.loss_iou: 0.4006 d4.loss_cls: 0.2225 d4.loss_bbox: 0.1559 d4.loss_iou: 0.4017 enc_loss_cls: 0.2750 enc_loss_bbox: 0.1923 enc_loss_iou: 0.4733 dn_loss_cls: 0.0417 dn_loss_bbox: 0.3200 dn_loss_iou: 0.4315 d0.dn_loss_cls: 0.0794 d0.dn_loss_bbox: 0.5021 d0.dn_loss_iou: 0.5981 d1.dn_loss_cls: 0.0528 d1.dn_loss_bbox: 0.3702 d1.dn_loss_iou: 0.4738 d2.dn_loss_cls: 0.0446 d2.dn_loss_bbox: 0.3305 d2.dn_loss_iou: 0.4431 d3.dn_loss_cls: 0.0426 d3.dn_loss_bbox: 0.3225 d3.dn_loss_iou: 0.4336 d4.dn_loss_cls: 0.0419 d4.dn_loss_bbox: 0.3207 d4.dn_loss_iou: 0.4318 2023/02/28 12:06:56 - mmengine - INFO - Epoch(train) [3][4100/7393] lr: 1.0000e-04 eta: 16:42:09 time: 0.8637 data_time: 0.0042 memory: 29951 grad_norm: 38.6944 loss: 11.1688 loss_cls: 0.2448 loss_bbox: 0.1601 loss_iou: 0.3364 d0.loss_cls: 0.3033 d0.loss_bbox: 0.1674 d0.loss_iou: 0.3683 d1.loss_cls: 0.2660 d1.loss_bbox: 0.1630 d1.loss_iou: 0.3524 d2.loss_cls: 0.2494 d2.loss_bbox: 0.1618 d2.loss_iou: 0.3426 d3.loss_cls: 0.2453 d3.loss_bbox: 0.1599 d3.loss_iou: 0.3401 d4.loss_cls: 0.2445 d4.loss_bbox: 0.1588 d4.loss_iou: 0.3376 enc_loss_cls: 0.2916 enc_loss_bbox: 0.2030 enc_loss_iou: 0.4259 dn_loss_cls: 0.0522 dn_loss_bbox: 0.3838 dn_loss_iou: 0.4295 d0.dn_loss_cls: 0.0865 d0.dn_loss_bbox: 0.5213 d0.dn_loss_iou: 0.5890 d1.dn_loss_cls: 0.0632 d1.dn_loss_bbox: 0.4211 d1.dn_loss_iou: 0.4715 d2.dn_loss_cls: 0.0557 d2.dn_loss_bbox: 0.3931 d2.dn_loss_iou: 0.4433 d3.dn_loss_cls: 0.0526 d3.dn_loss_bbox: 0.3855 d3.dn_loss_iou: 0.4329 d4.dn_loss_cls: 0.0515 d4.dn_loss_bbox: 0.3842 d4.dn_loss_iou: 0.4298 2023/02/28 12:07:39 - mmengine - INFO - Epoch(train) [3][4150/7393] lr: 1.0000e-04 eta: 16:41:27 time: 0.8654 data_time: 0.0042 memory: 25030 grad_norm: 37.0616 loss: 10.5402 loss_cls: 0.2199 loss_bbox: 0.1748 loss_iou: 0.3717 d0.loss_cls: 0.2843 d0.loss_bbox: 0.1818 d0.loss_iou: 0.3902 d1.loss_cls: 0.2505 d1.loss_bbox: 0.1758 d1.loss_iou: 0.3815 d2.loss_cls: 0.2308 d2.loss_bbox: 0.1746 d2.loss_iou: 0.3766 d3.loss_cls: 0.2250 d3.loss_bbox: 0.1746 d3.loss_iou: 0.3733 d4.loss_cls: 0.2207 d4.loss_bbox: 0.1741 d4.loss_iou: 0.3726 enc_loss_cls: 0.2765 enc_loss_bbox: 0.2237 enc_loss_iou: 0.4565 dn_loss_cls: 0.0409 dn_loss_bbox: 0.2829 dn_loss_iou: 0.4125 d0.dn_loss_cls: 0.0740 d0.dn_loss_bbox: 0.4047 d0.dn_loss_iou: 0.5634 d1.dn_loss_cls: 0.0504 d1.dn_loss_bbox: 0.3148 d1.dn_loss_iou: 0.4510 d2.dn_loss_cls: 0.0437 d2.dn_loss_bbox: 0.2898 d2.dn_loss_iou: 0.4252 d3.dn_loss_cls: 0.0412 d3.dn_loss_bbox: 0.2845 d3.dn_loss_iou: 0.4156 d4.dn_loss_cls: 0.0404 d4.dn_loss_bbox: 0.2830 d4.dn_loss_iou: 0.4128 2023/02/28 12:08:21 - mmengine - INFO - Epoch(train) [3][4200/7393] lr: 1.0000e-04 eta: 16:40:41 time: 0.8424 data_time: 0.0042 memory: 29182 grad_norm: 34.7517 loss: 14.1626 loss_cls: 0.3453 loss_bbox: 0.2335 loss_iou: 0.6028 d0.loss_cls: 0.4345 d0.loss_bbox: 0.2290 d0.loss_iou: 0.6251 d1.loss_cls: 0.3875 d1.loss_bbox: 0.2266 d1.loss_iou: 0.5985 d2.loss_cls: 0.3597 d2.loss_bbox: 0.2303 d2.loss_iou: 0.6001 d3.loss_cls: 0.3474 d3.loss_bbox: 0.2310 d3.loss_iou: 0.5997 d4.loss_cls: 0.3416 d4.loss_bbox: 0.2342 d4.loss_iou: 0.6053 enc_loss_cls: 0.4114 enc_loss_bbox: 0.2873 enc_loss_iou: 0.7101 dn_loss_cls: 0.0600 dn_loss_bbox: 0.3248 dn_loss_iou: 0.4731 d0.dn_loss_cls: 0.0866 d0.dn_loss_bbox: 0.4417 d0.dn_loss_iou: 0.6192 d1.dn_loss_cls: 0.0664 d1.dn_loss_bbox: 0.3523 d1.dn_loss_iou: 0.5061 d2.dn_loss_cls: 0.0599 d2.dn_loss_bbox: 0.3313 d2.dn_loss_iou: 0.4834 d3.dn_loss_cls: 0.0587 d3.dn_loss_bbox: 0.3258 d3.dn_loss_iou: 0.4754 d4.dn_loss_cls: 0.0588 d4.dn_loss_bbox: 0.3249 d4.dn_loss_iou: 0.4734 2023/02/28 12:08:33 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 12:09:04 - mmengine - INFO - Epoch(train) [3][4250/7393] lr: 1.0000e-04 eta: 16:39:56 time: 0.8503 data_time: 0.0041 memory: 26999 grad_norm: 37.5470 loss: 10.0747 loss_cls: 0.2353 loss_bbox: 0.1504 loss_iou: 0.3365 d0.loss_cls: 0.3005 d0.loss_bbox: 0.1585 d0.loss_iou: 0.3593 d1.loss_cls: 0.2611 d1.loss_bbox: 0.1591 d1.loss_iou: 0.3518 d2.loss_cls: 0.2489 d2.loss_bbox: 0.1530 d2.loss_iou: 0.3402 d3.loss_cls: 0.2434 d3.loss_bbox: 0.1539 d3.loss_iou: 0.3359 d4.loss_cls: 0.2374 d4.loss_bbox: 0.1527 d4.loss_iou: 0.3372 enc_loss_cls: 0.2892 enc_loss_bbox: 0.1974 enc_loss_iou: 0.4217 dn_loss_cls: 0.0485 dn_loss_bbox: 0.2875 dn_loss_iou: 0.3650 d0.dn_loss_cls: 0.0791 d0.dn_loss_bbox: 0.4222 d0.dn_loss_iou: 0.5255 d1.dn_loss_cls: 0.0580 d1.dn_loss_bbox: 0.3228 d1.dn_loss_iou: 0.4046 d2.dn_loss_cls: 0.0512 d2.dn_loss_bbox: 0.2987 d2.dn_loss_iou: 0.3791 d3.dn_loss_cls: 0.0498 d3.dn_loss_bbox: 0.2899 d3.dn_loss_iou: 0.3677 d4.dn_loss_cls: 0.0479 d4.dn_loss_bbox: 0.2879 d4.dn_loss_iou: 0.3655 2023/02/28 12:09:47 - mmengine - INFO - Epoch(train) [3][4300/7393] lr: 1.0000e-04 eta: 16:39:16 time: 0.8771 data_time: 0.0042 memory: 27650 grad_norm: 36.9998 loss: 10.9600 loss_cls: 0.2365 loss_bbox: 0.1781 loss_iou: 0.3622 d0.loss_cls: 0.3129 d0.loss_bbox: 0.1880 d0.loss_iou: 0.3856 d1.loss_cls: 0.2629 d1.loss_bbox: 0.1876 d1.loss_iou: 0.3808 d2.loss_cls: 0.2454 d2.loss_bbox: 0.1868 d2.loss_iou: 0.3728 d3.loss_cls: 0.2403 d3.loss_bbox: 0.1825 d3.loss_iou: 0.3665 d4.loss_cls: 0.2344 d4.loss_bbox: 0.1824 d4.loss_iou: 0.3646 enc_loss_cls: 0.2992 enc_loss_bbox: 0.2361 enc_loss_iou: 0.4590 dn_loss_cls: 0.0540 dn_loss_bbox: 0.3195 dn_loss_iou: 0.4043 d0.dn_loss_cls: 0.0858 d0.dn_loss_bbox: 0.4525 d0.dn_loss_iou: 0.5673 d1.dn_loss_cls: 0.0604 d1.dn_loss_bbox: 0.3540 d1.dn_loss_iou: 0.4445 d2.dn_loss_cls: 0.0518 d2.dn_loss_bbox: 0.3282 d2.dn_loss_iou: 0.4166 d3.dn_loss_cls: 0.0508 d3.dn_loss_bbox: 0.3216 d3.dn_loss_iou: 0.4077 d4.dn_loss_cls: 0.0514 d4.dn_loss_bbox: 0.3202 d4.dn_loss_iou: 0.4049 2023/02/28 12:10:31 - mmengine - INFO - Epoch(train) [3][4350/7393] lr: 1.0000e-04 eta: 16:38:36 time: 0.8790 data_time: 0.0042 memory: 33804 grad_norm: 36.3000 loss: 10.8110 loss_cls: 0.2169 loss_bbox: 0.1739 loss_iou: 0.3625 d0.loss_cls: 0.2773 d0.loss_bbox: 0.1837 d0.loss_iou: 0.3839 d1.loss_cls: 0.2361 d1.loss_bbox: 0.1853 d1.loss_iou: 0.3764 d2.loss_cls: 0.2196 d2.loss_bbox: 0.1844 d2.loss_iou: 0.3676 d3.loss_cls: 0.2154 d3.loss_bbox: 0.1767 d3.loss_iou: 0.3658 d4.loss_cls: 0.2143 d4.loss_bbox: 0.1762 d4.loss_iou: 0.3628 enc_loss_cls: 0.2732 enc_loss_bbox: 0.2219 enc_loss_iou: 0.4332 dn_loss_cls: 0.0430 dn_loss_bbox: 0.3412 dn_loss_iou: 0.4119 d0.dn_loss_cls: 0.0742 d0.dn_loss_bbox: 0.4836 d0.dn_loss_iou: 0.5530 d1.dn_loss_cls: 0.0528 d1.dn_loss_bbox: 0.3787 d1.dn_loss_iou: 0.4482 d2.dn_loss_cls: 0.0455 d2.dn_loss_bbox: 0.3501 d2.dn_loss_iou: 0.4229 d3.dn_loss_cls: 0.0435 d3.dn_loss_bbox: 0.3435 d3.dn_loss_iou: 0.4150 d4.dn_loss_cls: 0.0432 d4.dn_loss_bbox: 0.3415 d4.dn_loss_iou: 0.4122 2023/02/28 12:11:15 - mmengine - INFO - Epoch(train) [3][4400/7393] lr: 1.0000e-04 eta: 16:37:55 time: 0.8721 data_time: 0.0042 memory: 27650 grad_norm: 37.0922 loss: 11.2310 loss_cls: 0.2249 loss_bbox: 0.1754 loss_iou: 0.3485 d0.loss_cls: 0.2899 d0.loss_bbox: 0.1801 d0.loss_iou: 0.3677 d1.loss_cls: 0.2584 d1.loss_bbox: 0.1792 d1.loss_iou: 0.3553 d2.loss_cls: 0.2366 d2.loss_bbox: 0.1743 d2.loss_iou: 0.3513 d3.loss_cls: 0.2290 d3.loss_bbox: 0.1723 d3.loss_iou: 0.3496 d4.loss_cls: 0.2231 d4.loss_bbox: 0.1758 d4.loss_iou: 0.3502 enc_loss_cls: 0.2793 enc_loss_bbox: 0.2278 enc_loss_iou: 0.4265 dn_loss_cls: 0.0514 dn_loss_bbox: 0.4131 dn_loss_iou: 0.4117 d0.dn_loss_cls: 0.0787 d0.dn_loss_bbox: 0.5471 d0.dn_loss_iou: 0.5497 d1.dn_loss_cls: 0.0586 d1.dn_loss_bbox: 0.4452 d1.dn_loss_iou: 0.4487 d2.dn_loss_cls: 0.0518 d2.dn_loss_bbox: 0.4212 d2.dn_loss_iou: 0.4235 d3.dn_loss_cls: 0.0508 d3.dn_loss_bbox: 0.4137 d3.dn_loss_iou: 0.4142 d4.dn_loss_cls: 0.0502 d4.dn_loss_bbox: 0.4135 d4.dn_loss_iou: 0.4124 2023/02/28 12:11:58 - mmengine - INFO - Epoch(train) [3][4450/7393] lr: 1.0000e-04 eta: 16:37:11 time: 0.8577 data_time: 0.0042 memory: 28179 grad_norm: 36.0024 loss: 10.4790 loss_cls: 0.2122 loss_bbox: 0.1719 loss_iou: 0.3555 d0.loss_cls: 0.2765 d0.loss_bbox: 0.1768 d0.loss_iou: 0.3683 d1.loss_cls: 0.2392 d1.loss_bbox: 0.1730 d1.loss_iou: 0.3611 d2.loss_cls: 0.2186 d2.loss_bbox: 0.1760 d2.loss_iou: 0.3610 d3.loss_cls: 0.2183 d3.loss_bbox: 0.1692 d3.loss_iou: 0.3527 d4.loss_cls: 0.2137 d4.loss_bbox: 0.1729 d4.loss_iou: 0.3554 enc_loss_cls: 0.2579 enc_loss_bbox: 0.2256 enc_loss_iou: 0.4395 dn_loss_cls: 0.0435 dn_loss_bbox: 0.3203 dn_loss_iou: 0.3896 d0.dn_loss_cls: 0.0817 d0.dn_loss_bbox: 0.4719 d0.dn_loss_iou: 0.5477 d1.dn_loss_cls: 0.0559 d1.dn_loss_bbox: 0.3575 d1.dn_loss_iou: 0.4273 d2.dn_loss_cls: 0.0463 d2.dn_loss_bbox: 0.3304 d2.dn_loss_iou: 0.3991 d3.dn_loss_cls: 0.0442 d3.dn_loss_bbox: 0.3219 d3.dn_loss_iou: 0.3915 d4.dn_loss_cls: 0.0435 d4.dn_loss_bbox: 0.3209 d4.dn_loss_iou: 0.3902 2023/02/28 12:12:41 - mmengine - INFO - Epoch(train) [3][4500/7393] lr: 1.0000e-04 eta: 16:36:29 time: 0.8679 data_time: 0.0042 memory: 32836 grad_norm: 38.6344 loss: 11.8070 loss_cls: 0.2541 loss_bbox: 0.1811 loss_iou: 0.3817 d0.loss_cls: 0.3250 d0.loss_bbox: 0.1890 d0.loss_iou: 0.3946 d1.loss_cls: 0.2753 d1.loss_bbox: 0.1921 d1.loss_iou: 0.3884 d2.loss_cls: 0.2627 d2.loss_bbox: 0.1833 d2.loss_iou: 0.3834 d3.loss_cls: 0.2592 d3.loss_bbox: 0.1806 d3.loss_iou: 0.3787 d4.loss_cls: 0.2555 d4.loss_bbox: 0.1807 d4.loss_iou: 0.3796 enc_loss_cls: 0.3051 enc_loss_bbox: 0.2343 enc_loss_iou: 0.4677 dn_loss_cls: 0.0546 dn_loss_bbox: 0.4004 dn_loss_iou: 0.4299 d0.dn_loss_cls: 0.0890 d0.dn_loss_bbox: 0.5528 d0.dn_loss_iou: 0.5856 d1.dn_loss_cls: 0.0662 d1.dn_loss_bbox: 0.4343 d1.dn_loss_iou: 0.4679 d2.dn_loss_cls: 0.0569 d2.dn_loss_bbox: 0.4051 d2.dn_loss_iou: 0.4400 d3.dn_loss_cls: 0.0549 d3.dn_loss_bbox: 0.4007 d3.dn_loss_iou: 0.4322 d4.dn_loss_cls: 0.0540 d4.dn_loss_bbox: 0.4006 d4.dn_loss_iou: 0.4301 2023/02/28 12:13:25 - mmengine - INFO - Epoch(train) [3][4550/7393] lr: 1.0000e-04 eta: 16:35:47 time: 0.8640 data_time: 0.0042 memory: 27689 grad_norm: 53.6391 loss: 10.4453 loss_cls: 0.2261 loss_bbox: 0.1499 loss_iou: 0.3677 d0.loss_cls: 0.2934 d0.loss_bbox: 0.1649 d0.loss_iou: 0.4004 d1.loss_cls: 0.2536 d1.loss_bbox: 0.1613 d1.loss_iou: 0.3904 d2.loss_cls: 0.2343 d2.loss_bbox: 0.1555 d2.loss_iou: 0.3839 d3.loss_cls: 0.2257 d3.loss_bbox: 0.1516 d3.loss_iou: 0.3743 d4.loss_cls: 0.2244 d4.loss_bbox: 0.1508 d4.loss_iou: 0.3715 enc_loss_cls: 0.2865 enc_loss_bbox: 0.1948 enc_loss_iou: 0.4607 dn_loss_cls: 0.0446 dn_loss_bbox: 0.2791 dn_loss_iou: 0.4092 d0.dn_loss_cls: 0.0776 d0.dn_loss_bbox: 0.3999 d0.dn_loss_iou: 0.5632 d1.dn_loss_cls: 0.0551 d1.dn_loss_bbox: 0.3142 d1.dn_loss_iou: 0.4510 d2.dn_loss_cls: 0.0477 d2.dn_loss_bbox: 0.2881 d2.dn_loss_iou: 0.4223 d3.dn_loss_cls: 0.0453 d3.dn_loss_bbox: 0.2814 d3.dn_loss_iou: 0.4121 d4.dn_loss_cls: 0.0444 d4.dn_loss_bbox: 0.2792 d4.dn_loss_iou: 0.4094 2023/02/28 12:14:08 - mmengine - INFO - Epoch(train) [3][4600/7393] lr: 1.0000e-04 eta: 16:35:06 time: 0.8767 data_time: 0.0042 memory: 28179 grad_norm: 35.7447 loss: 12.0738 loss_cls: 0.2703 loss_bbox: 0.1824 loss_iou: 0.4556 d0.loss_cls: 0.3442 d0.loss_bbox: 0.1874 d0.loss_iou: 0.4644 d1.loss_cls: 0.2969 d1.loss_bbox: 0.1876 d1.loss_iou: 0.4646 d2.loss_cls: 0.2867 d2.loss_bbox: 0.1798 d2.loss_iou: 0.4518 d3.loss_cls: 0.2751 d3.loss_bbox: 0.1828 d3.loss_iou: 0.4556 d4.loss_cls: 0.2742 d4.loss_bbox: 0.1808 d4.loss_iou: 0.4538 enc_loss_cls: 0.3335 enc_loss_bbox: 0.2210 enc_loss_iou: 0.5302 dn_loss_cls: 0.0508 dn_loss_bbox: 0.3131 dn_loss_iou: 0.4616 d0.dn_loss_cls: 0.0866 d0.dn_loss_bbox: 0.4509 d0.dn_loss_iou: 0.6194 d1.dn_loss_cls: 0.0641 d1.dn_loss_bbox: 0.3459 d1.dn_loss_iou: 0.4969 d2.dn_loss_cls: 0.0561 d2.dn_loss_bbox: 0.3202 d2.dn_loss_iou: 0.4720 d3.dn_loss_cls: 0.0533 d3.dn_loss_bbox: 0.3140 d3.dn_loss_iou: 0.4635 d4.dn_loss_cls: 0.0514 d4.dn_loss_bbox: 0.3130 d4.dn_loss_iou: 0.4621 2023/02/28 12:14:51 - mmengine - INFO - Epoch(train) [3][4650/7393] lr: 1.0000e-04 eta: 16:34:21 time: 0.8494 data_time: 0.0042 memory: 26789 grad_norm: 41.4870 loss: 13.0732 loss_cls: 0.3284 loss_bbox: 0.2064 loss_iou: 0.4754 d0.loss_cls: 0.3951 d0.loss_bbox: 0.2210 d0.loss_iou: 0.5076 d1.loss_cls: 0.3656 d1.loss_bbox: 0.2089 d1.loss_iou: 0.4822 d2.loss_cls: 0.3456 d2.loss_bbox: 0.2068 d2.loss_iou: 0.4767 d3.loss_cls: 0.3318 d3.loss_bbox: 0.2068 d3.loss_iou: 0.4764 d4.loss_cls: 0.3315 d4.loss_bbox: 0.2075 d4.loss_iou: 0.4738 enc_loss_cls: 0.3848 enc_loss_bbox: 0.2605 enc_loss_iou: 0.5754 dn_loss_cls: 0.0622 dn_loss_bbox: 0.3383 dn_loss_iou: 0.4735 d0.dn_loss_cls: 0.0892 d0.dn_loss_bbox: 0.4531 d0.dn_loss_iou: 0.6095 d1.dn_loss_cls: 0.0684 d1.dn_loss_bbox: 0.3641 d1.dn_loss_iou: 0.5084 d2.dn_loss_cls: 0.0622 d2.dn_loss_bbox: 0.3433 d2.dn_loss_iou: 0.4852 d3.dn_loss_cls: 0.0606 d3.dn_loss_bbox: 0.3381 d3.dn_loss_iou: 0.4756 d4.dn_loss_cls: 0.0604 d4.dn_loss_bbox: 0.3386 d4.dn_loss_iou: 0.4740 2023/02/28 12:15:34 - mmengine - INFO - Epoch(train) [3][4700/7393] lr: 1.0000e-04 eta: 16:33:37 time: 0.8554 data_time: 0.0043 memory: 26903 grad_norm: 36.4715 loss: 10.4168 loss_cls: 0.2276 loss_bbox: 0.1603 loss_iou: 0.3747 d0.loss_cls: 0.2890 d0.loss_bbox: 0.1710 d0.loss_iou: 0.3964 d1.loss_cls: 0.2545 d1.loss_bbox: 0.1631 d1.loss_iou: 0.3830 d2.loss_cls: 0.2362 d2.loss_bbox: 0.1634 d2.loss_iou: 0.3864 d3.loss_cls: 0.2323 d3.loss_bbox: 0.1603 d3.loss_iou: 0.3753 d4.loss_cls: 0.2269 d4.loss_bbox: 0.1610 d4.loss_iou: 0.3751 enc_loss_cls: 0.2809 enc_loss_bbox: 0.2134 enc_loss_iou: 0.4601 dn_loss_cls: 0.0396 dn_loss_bbox: 0.3006 dn_loss_iou: 0.3720 d0.dn_loss_cls: 0.0712 d0.dn_loss_bbox: 0.4460 d0.dn_loss_iou: 0.5313 d1.dn_loss_cls: 0.0500 d1.dn_loss_bbox: 0.3377 d1.dn_loss_iou: 0.4113 d2.dn_loss_cls: 0.0432 d2.dn_loss_bbox: 0.3101 d2.dn_loss_iou: 0.3843 d3.dn_loss_cls: 0.0407 d3.dn_loss_bbox: 0.3017 d3.dn_loss_iou: 0.3742 d4.dn_loss_cls: 0.0394 d4.dn_loss_bbox: 0.3005 d4.dn_loss_iou: 0.3722 2023/02/28 12:16:17 - mmengine - INFO - Epoch(train) [3][4750/7393] lr: 1.0000e-04 eta: 16:32:55 time: 0.8643 data_time: 0.0042 memory: 27689 grad_norm: 36.1398 loss: 10.3675 loss_cls: 0.2213 loss_bbox: 0.1658 loss_iou: 0.3585 d0.loss_cls: 0.2873 d0.loss_bbox: 0.1692 d0.loss_iou: 0.3809 d1.loss_cls: 0.2458 d1.loss_bbox: 0.1651 d1.loss_iou: 0.3648 d2.loss_cls: 0.2303 d2.loss_bbox: 0.1609 d2.loss_iou: 0.3602 d3.loss_cls: 0.2224 d3.loss_bbox: 0.1659 d3.loss_iou: 0.3629 d4.loss_cls: 0.2207 d4.loss_bbox: 0.1666 d4.loss_iou: 0.3588 enc_loss_cls: 0.2767 enc_loss_bbox: 0.2041 enc_loss_iou: 0.4421 dn_loss_cls: 0.0401 dn_loss_bbox: 0.2957 dn_loss_iou: 0.3956 d0.dn_loss_cls: 0.0754 d0.dn_loss_bbox: 0.4368 d0.dn_loss_iou: 0.5593 d1.dn_loss_cls: 0.0516 d1.dn_loss_bbox: 0.3290 d1.dn_loss_iou: 0.4337 d2.dn_loss_cls: 0.0431 d2.dn_loss_bbox: 0.3025 d2.dn_loss_iou: 0.4066 d3.dn_loss_cls: 0.0409 d3.dn_loss_bbox: 0.2968 d3.dn_loss_iou: 0.3983 d4.dn_loss_cls: 0.0396 d4.dn_loss_bbox: 0.2962 d4.dn_loss_iou: 0.3961 2023/02/28 12:17:00 - mmengine - INFO - Epoch(train) [3][4800/7393] lr: 1.0000e-04 eta: 16:32:12 time: 0.8635 data_time: 0.0043 memory: 26633 grad_norm: 38.7810 loss: 11.2730 loss_cls: 0.2475 loss_bbox: 0.1810 loss_iou: 0.3824 d0.loss_cls: 0.3207 d0.loss_bbox: 0.1886 d0.loss_iou: 0.4035 d1.loss_cls: 0.2730 d1.loss_bbox: 0.1864 d1.loss_iou: 0.3902 d2.loss_cls: 0.2552 d2.loss_bbox: 0.1806 d2.loss_iou: 0.3865 d3.loss_cls: 0.2490 d3.loss_bbox: 0.1835 d3.loss_iou: 0.3865 d4.loss_cls: 0.2464 d4.loss_bbox: 0.1823 d4.loss_iou: 0.3852 enc_loss_cls: 0.3102 enc_loss_bbox: 0.2260 enc_loss_iou: 0.4645 dn_loss_cls: 0.0493 dn_loss_bbox: 0.3285 dn_loss_iou: 0.4276 d0.dn_loss_cls: 0.0822 d0.dn_loss_bbox: 0.4514 d0.dn_loss_iou: 0.5813 d1.dn_loss_cls: 0.0597 d1.dn_loss_bbox: 0.3586 d1.dn_loss_iou: 0.4652 d2.dn_loss_cls: 0.0519 d2.dn_loss_bbox: 0.3348 d2.dn_loss_iou: 0.4385 d3.dn_loss_cls: 0.0496 d3.dn_loss_bbox: 0.3292 d3.dn_loss_iou: 0.4302 d4.dn_loss_cls: 0.0494 d4.dn_loss_bbox: 0.3285 d4.dn_loss_iou: 0.4279 2023/02/28 12:17:43 - mmengine - INFO - Epoch(train) [3][4850/7393] lr: 1.0000e-04 eta: 16:31:29 time: 0.8633 data_time: 0.0042 memory: 26735 grad_norm: 33.5842 loss: 10.3122 loss_cls: 0.2015 loss_bbox: 0.1508 loss_iou: 0.3768 d0.loss_cls: 0.2757 d0.loss_bbox: 0.1590 d0.loss_iou: 0.3902 d1.loss_cls: 0.2266 d1.loss_bbox: 0.1592 d1.loss_iou: 0.3876 d2.loss_cls: 0.2077 d2.loss_bbox: 0.1550 d2.loss_iou: 0.3869 d3.loss_cls: 0.2026 d3.loss_bbox: 0.1548 d3.loss_iou: 0.3817 d4.loss_cls: 0.2004 d4.loss_bbox: 0.1520 d4.loss_iou: 0.3793 enc_loss_cls: 0.2589 enc_loss_bbox: 0.1947 enc_loss_iou: 0.4485 dn_loss_cls: 0.0456 dn_loss_bbox: 0.2820 dn_loss_iou: 0.4197 d0.dn_loss_cls: 0.0790 d0.dn_loss_bbox: 0.4005 d0.dn_loss_iou: 0.5530 d1.dn_loss_cls: 0.0572 d1.dn_loss_bbox: 0.3083 d1.dn_loss_iou: 0.4531 d2.dn_loss_cls: 0.0488 d2.dn_loss_bbox: 0.2872 d2.dn_loss_iou: 0.4278 d3.dn_loss_cls: 0.0468 d3.dn_loss_bbox: 0.2834 d3.dn_loss_iou: 0.4220 d4.dn_loss_cls: 0.0459 d4.dn_loss_bbox: 0.2820 d4.dn_loss_iou: 0.4199 2023/02/28 12:18:26 - mmengine - INFO - Epoch(train) [3][4900/7393] lr: 1.0000e-04 eta: 16:30:46 time: 0.8621 data_time: 0.0042 memory: 26633 grad_norm: 33.0429 loss: 12.3200 loss_cls: 0.2640 loss_bbox: 0.1828 loss_iou: 0.4160 d0.loss_cls: 0.3348 d0.loss_bbox: 0.2044 d0.loss_iou: 0.4468 d1.loss_cls: 0.2935 d1.loss_bbox: 0.1935 d1.loss_iou: 0.4303 d2.loss_cls: 0.2763 d2.loss_bbox: 0.1881 d2.loss_iou: 0.4210 d3.loss_cls: 0.2674 d3.loss_bbox: 0.1875 d3.loss_iou: 0.4204 d4.loss_cls: 0.2642 d4.loss_bbox: 0.1841 d4.loss_iou: 0.4167 enc_loss_cls: 0.3234 enc_loss_bbox: 0.2467 enc_loss_iou: 0.5108 dn_loss_cls: 0.0490 dn_loss_bbox: 0.3869 dn_loss_iou: 0.4669 d0.dn_loss_cls: 0.0837 d0.dn_loss_bbox: 0.5194 d0.dn_loss_iou: 0.6157 d1.dn_loss_cls: 0.0603 d1.dn_loss_bbox: 0.4237 d1.dn_loss_iou: 0.5047 d2.dn_loss_cls: 0.0515 d2.dn_loss_bbox: 0.3954 d2.dn_loss_iou: 0.4783 d3.dn_loss_cls: 0.0495 d3.dn_loss_bbox: 0.3887 d3.dn_loss_iou: 0.4703 d4.dn_loss_cls: 0.0489 d4.dn_loss_bbox: 0.3871 d4.dn_loss_iou: 0.4673 2023/02/28 12:19:10 - mmengine - INFO - Epoch(train) [3][4950/7393] lr: 1.0000e-04 eta: 16:30:04 time: 0.8666 data_time: 0.0043 memory: 30482 grad_norm: 35.0225 loss: 10.5393 loss_cls: 0.2302 loss_bbox: 0.1378 loss_iou: 0.3515 d0.loss_cls: 0.2944 d0.loss_bbox: 0.1450 d0.loss_iou: 0.3696 d1.loss_cls: 0.2524 d1.loss_bbox: 0.1451 d1.loss_iou: 0.3579 d2.loss_cls: 0.2391 d2.loss_bbox: 0.1411 d2.loss_iou: 0.3557 d3.loss_cls: 0.2335 d3.loss_bbox: 0.1395 d3.loss_iou: 0.3519 d4.loss_cls: 0.2310 d4.loss_bbox: 0.1379 d4.loss_iou: 0.3509 enc_loss_cls: 0.2767 enc_loss_bbox: 0.1798 enc_loss_iou: 0.4291 dn_loss_cls: 0.0477 dn_loss_bbox: 0.3158 dn_loss_iou: 0.4227 d0.dn_loss_cls: 0.0828 d0.dn_loss_bbox: 0.4735 d0.dn_loss_iou: 0.5707 d1.dn_loss_cls: 0.0592 d1.dn_loss_bbox: 0.3593 d1.dn_loss_iou: 0.4639 d2.dn_loss_cls: 0.0497 d2.dn_loss_bbox: 0.3294 d2.dn_loss_iou: 0.4349 d3.dn_loss_cls: 0.0474 d3.dn_loss_bbox: 0.3197 d3.dn_loss_iou: 0.4259 d4.dn_loss_cls: 0.0470 d4.dn_loss_bbox: 0.3167 d4.dn_loss_iou: 0.4231 2023/02/28 12:19:53 - mmengine - INFO - Epoch(train) [3][5000/7393] lr: 1.0000e-04 eta: 16:29:21 time: 0.8607 data_time: 0.0042 memory: 27525 grad_norm: 35.2442 loss: 11.1905 loss_cls: 0.2521 loss_bbox: 0.1699 loss_iou: 0.3931 d0.loss_cls: 0.3086 d0.loss_bbox: 0.1837 d0.loss_iou: 0.4166 d1.loss_cls: 0.2767 d1.loss_bbox: 0.1777 d1.loss_iou: 0.4011 d2.loss_cls: 0.2578 d2.loss_bbox: 0.1792 d2.loss_iou: 0.4030 d3.loss_cls: 0.2546 d3.loss_bbox: 0.1727 d3.loss_iou: 0.3943 d4.loss_cls: 0.2524 d4.loss_bbox: 0.1722 d4.loss_iou: 0.3952 enc_loss_cls: 0.2952 enc_loss_bbox: 0.2183 enc_loss_iou: 0.4723 dn_loss_cls: 0.0534 dn_loss_bbox: 0.3127 dn_loss_iou: 0.4258 d0.dn_loss_cls: 0.0823 d0.dn_loss_bbox: 0.4364 d0.dn_loss_iou: 0.5690 d1.dn_loss_cls: 0.0607 d1.dn_loss_bbox: 0.3450 d1.dn_loss_iou: 0.4623 d2.dn_loss_cls: 0.0531 d2.dn_loss_bbox: 0.3198 d2.dn_loss_iou: 0.4380 d3.dn_loss_cls: 0.0517 d3.dn_loss_bbox: 0.3142 d3.dn_loss_iou: 0.4282 d4.dn_loss_cls: 0.0523 d4.dn_loss_bbox: 0.3128 d4.dn_loss_iou: 0.4260 2023/02/28 12:20:36 - mmengine - INFO - Epoch(train) [3][5050/7393] lr: 1.0000e-04 eta: 16:28:39 time: 0.8648 data_time: 0.0043 memory: 26735 grad_norm: 33.3556 loss: 11.4553 loss_cls: 0.2684 loss_bbox: 0.1852 loss_iou: 0.4174 d0.loss_cls: 0.3467 d0.loss_bbox: 0.1891 d0.loss_iou: 0.4396 d1.loss_cls: 0.2998 d1.loss_bbox: 0.1886 d1.loss_iou: 0.4217 d2.loss_cls: 0.2787 d2.loss_bbox: 0.1883 d2.loss_iou: 0.4220 d3.loss_cls: 0.2694 d3.loss_bbox: 0.1873 d3.loss_iou: 0.4180 d4.loss_cls: 0.2682 d4.loss_bbox: 0.1852 d4.loss_iou: 0.4169 enc_loss_cls: 0.3272 enc_loss_bbox: 0.2395 enc_loss_iou: 0.5130 dn_loss_cls: 0.0491 dn_loss_bbox: 0.3187 dn_loss_iou: 0.4019 d0.dn_loss_cls: 0.0792 d0.dn_loss_bbox: 0.4265 d0.dn_loss_iou: 0.5423 d1.dn_loss_cls: 0.0592 d1.dn_loss_bbox: 0.3412 d1.dn_loss_iou: 0.4358 d2.dn_loss_cls: 0.0517 d2.dn_loss_bbox: 0.3230 d2.dn_loss_iou: 0.4120 d3.dn_loss_cls: 0.0498 d3.dn_loss_bbox: 0.3204 d3.dn_loss_iou: 0.4046 d4.dn_loss_cls: 0.0485 d4.dn_loss_bbox: 0.3188 d4.dn_loss_iou: 0.4021 2023/02/28 12:21:19 - mmengine - INFO - Epoch(train) [3][5100/7393] lr: 1.0000e-04 eta: 16:27:55 time: 0.8564 data_time: 0.0043 memory: 29321 grad_norm: 37.1994 loss: 12.0025 loss_cls: 0.2798 loss_bbox: 0.1809 loss_iou: 0.4609 d0.loss_cls: 0.3416 d0.loss_bbox: 0.1890 d0.loss_iou: 0.4927 d1.loss_cls: 0.3069 d1.loss_bbox: 0.1873 d1.loss_iou: 0.4715 d2.loss_cls: 0.2876 d2.loss_bbox: 0.1868 d2.loss_iou: 0.4715 d3.loss_cls: 0.2805 d3.loss_bbox: 0.1853 d3.loss_iou: 0.4638 d4.loss_cls: 0.2811 d4.loss_bbox: 0.1813 d4.loss_iou: 0.4610 enc_loss_cls: 0.3438 enc_loss_bbox: 0.2187 enc_loss_iou: 0.5439 dn_loss_cls: 0.0512 dn_loss_bbox: 0.3123 dn_loss_iou: 0.4274 d0.dn_loss_cls: 0.0814 d0.dn_loss_bbox: 0.4518 d0.dn_loss_iou: 0.5779 d1.dn_loss_cls: 0.0601 d1.dn_loss_bbox: 0.3522 d1.dn_loss_iou: 0.4674 d2.dn_loss_cls: 0.0542 d2.dn_loss_bbox: 0.3230 d2.dn_loss_iou: 0.4400 d3.dn_loss_cls: 0.0512 d3.dn_loss_bbox: 0.3145 d3.dn_loss_iou: 0.4309 d4.dn_loss_cls: 0.0509 d4.dn_loss_bbox: 0.3126 d4.dn_loss_iou: 0.4276 2023/02/28 12:22:02 - mmengine - INFO - Epoch(train) [3][5150/7393] lr: 1.0000e-04 eta: 16:27:11 time: 0.8575 data_time: 0.0041 memory: 27187 grad_norm: 37.9264 loss: 11.9456 loss_cls: 0.2665 loss_bbox: 0.1823 loss_iou: 0.4151 d0.loss_cls: 0.3310 d0.loss_bbox: 0.1924 d0.loss_iou: 0.4363 d1.loss_cls: 0.2846 d1.loss_bbox: 0.1919 d1.loss_iou: 0.4265 d2.loss_cls: 0.2729 d2.loss_bbox: 0.1841 d2.loss_iou: 0.4194 d3.loss_cls: 0.2679 d3.loss_bbox: 0.1834 d3.loss_iou: 0.4185 d4.loss_cls: 0.2653 d4.loss_bbox: 0.1827 d4.loss_iou: 0.4171 enc_loss_cls: 0.3226 enc_loss_bbox: 0.2346 enc_loss_iou: 0.5081 dn_loss_cls: 0.0504 dn_loss_bbox: 0.3524 dn_loss_iou: 0.4465 d0.dn_loss_cls: 0.0784 d0.dn_loss_bbox: 0.4970 d0.dn_loss_iou: 0.6007 d1.dn_loss_cls: 0.0575 d1.dn_loss_bbox: 0.3967 d1.dn_loss_iou: 0.4886 d2.dn_loss_cls: 0.0509 d2.dn_loss_bbox: 0.3620 d2.dn_loss_iou: 0.4583 d3.dn_loss_cls: 0.0499 d3.dn_loss_bbox: 0.3545 d3.dn_loss_iou: 0.4499 d4.dn_loss_cls: 0.0491 d4.dn_loss_bbox: 0.3525 d4.dn_loss_iou: 0.4470 2023/02/28 12:22:44 - mmengine - INFO - Epoch(train) [3][5200/7393] lr: 1.0000e-04 eta: 16:26:27 time: 0.8528 data_time: 0.0043 memory: 28179 grad_norm: 40.6904 loss: 11.0555 loss_cls: 0.2623 loss_bbox: 0.1766 loss_iou: 0.3926 d0.loss_cls: 0.3301 d0.loss_bbox: 0.1914 d0.loss_iou: 0.4186 d1.loss_cls: 0.2960 d1.loss_bbox: 0.1783 d1.loss_iou: 0.3996 d2.loss_cls: 0.2774 d2.loss_bbox: 0.1737 d2.loss_iou: 0.3925 d3.loss_cls: 0.2689 d3.loss_bbox: 0.1738 d3.loss_iou: 0.3915 d4.loss_cls: 0.2640 d4.loss_bbox: 0.1759 d4.loss_iou: 0.3918 enc_loss_cls: 0.3243 enc_loss_bbox: 0.2241 enc_loss_iou: 0.4730 dn_loss_cls: 0.0460 dn_loss_bbox: 0.3099 dn_loss_iou: 0.3917 d0.dn_loss_cls: 0.0774 d0.dn_loss_bbox: 0.4348 d0.dn_loss_iou: 0.5352 d1.dn_loss_cls: 0.0559 d1.dn_loss_bbox: 0.3381 d1.dn_loss_iou: 0.4268 d2.dn_loss_cls: 0.0493 d2.dn_loss_bbox: 0.3145 d2.dn_loss_iou: 0.4006 d3.dn_loss_cls: 0.0468 d3.dn_loss_bbox: 0.3100 d3.dn_loss_iou: 0.3940 d4.dn_loss_cls: 0.0459 d4.dn_loss_bbox: 0.3100 d4.dn_loss_iou: 0.3921 2023/02/28 12:22:56 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 12:23:28 - mmengine - INFO - Epoch(train) [3][5250/7393] lr: 1.0000e-04 eta: 16:25:45 time: 0.8670 data_time: 0.0042 memory: 30112 grad_norm: 33.3501 loss: 12.2245 loss_cls: 0.2894 loss_bbox: 0.1969 loss_iou: 0.4700 d0.loss_cls: 0.3520 d0.loss_bbox: 0.2057 d0.loss_iou: 0.4874 d1.loss_cls: 0.3172 d1.loss_bbox: 0.2022 d1.loss_iou: 0.4771 d2.loss_cls: 0.3029 d2.loss_bbox: 0.1967 d2.loss_iou: 0.4741 d3.loss_cls: 0.2943 d3.loss_bbox: 0.1991 d3.loss_iou: 0.4686 d4.loss_cls: 0.2901 d4.loss_bbox: 0.1971 d4.loss_iou: 0.4671 enc_loss_cls: 0.3479 enc_loss_bbox: 0.2378 enc_loss_iou: 0.5503 dn_loss_cls: 0.0470 dn_loss_bbox: 0.3245 dn_loss_iou: 0.4273 d0.dn_loss_cls: 0.0771 d0.dn_loss_bbox: 0.4474 d0.dn_loss_iou: 0.5723 d1.dn_loss_cls: 0.0581 d1.dn_loss_bbox: 0.3579 d1.dn_loss_iou: 0.4638 d2.dn_loss_cls: 0.0509 d2.dn_loss_bbox: 0.3327 d2.dn_loss_iou: 0.4388 d3.dn_loss_cls: 0.0486 d3.dn_loss_bbox: 0.3257 d3.dn_loss_iou: 0.4297 d4.dn_loss_cls: 0.0467 d4.dn_loss_bbox: 0.3245 d4.dn_loss_iou: 0.4276 2023/02/28 12:24:11 - mmengine - INFO - Epoch(train) [3][5300/7393] lr: 1.0000e-04 eta: 16:25:02 time: 0.8637 data_time: 0.0043 memory: 26767 grad_norm: 34.3152 loss: 11.0712 loss_cls: 0.2472 loss_bbox: 0.1614 loss_iou: 0.3571 d0.loss_cls: 0.3125 d0.loss_bbox: 0.1833 d0.loss_iou: 0.3932 d1.loss_cls: 0.2750 d1.loss_bbox: 0.1758 d1.loss_iou: 0.3696 d2.loss_cls: 0.2547 d2.loss_bbox: 0.1707 d2.loss_iou: 0.3678 d3.loss_cls: 0.2527 d3.loss_bbox: 0.1618 d3.loss_iou: 0.3584 d4.loss_cls: 0.2466 d4.loss_bbox: 0.1627 d4.loss_iou: 0.3598 enc_loss_cls: 0.3025 enc_loss_bbox: 0.2262 enc_loss_iou: 0.4576 dn_loss_cls: 0.0425 dn_loss_bbox: 0.3416 dn_loss_iou: 0.4080 d0.dn_loss_cls: 0.0814 d0.dn_loss_bbox: 0.5110 d0.dn_loss_iou: 0.5754 d1.dn_loss_cls: 0.0577 d1.dn_loss_bbox: 0.3882 d1.dn_loss_iou: 0.4527 d2.dn_loss_cls: 0.0486 d2.dn_loss_bbox: 0.3518 d2.dn_loss_iou: 0.4209 d3.dn_loss_cls: 0.0457 d3.dn_loss_bbox: 0.3439 d3.dn_loss_iou: 0.4112 d4.dn_loss_cls: 0.0432 d4.dn_loss_bbox: 0.3421 d4.dn_loss_iou: 0.4087 2023/02/28 12:24:54 - mmengine - INFO - Epoch(train) [3][5350/7393] lr: 1.0000e-04 eta: 16:24:21 time: 0.8742 data_time: 0.0042 memory: 28373 grad_norm: 34.7207 loss: 10.1865 loss_cls: 0.2236 loss_bbox: 0.1635 loss_iou: 0.3554 d0.loss_cls: 0.2863 d0.loss_bbox: 0.1639 d0.loss_iou: 0.3673 d1.loss_cls: 0.2453 d1.loss_bbox: 0.1657 d1.loss_iou: 0.3651 d2.loss_cls: 0.2302 d2.loss_bbox: 0.1605 d2.loss_iou: 0.3600 d3.loss_cls: 0.2250 d3.loss_bbox: 0.1638 d3.loss_iou: 0.3562 d4.loss_cls: 0.2226 d4.loss_bbox: 0.1637 d4.loss_iou: 0.3561 enc_loss_cls: 0.2741 enc_loss_bbox: 0.2037 enc_loss_iou: 0.4290 dn_loss_cls: 0.0359 dn_loss_bbox: 0.2860 dn_loss_iou: 0.3924 d0.dn_loss_cls: 0.0722 d0.dn_loss_bbox: 0.4162 d0.dn_loss_iou: 0.5422 d1.dn_loss_cls: 0.0481 d1.dn_loss_bbox: 0.3120 d1.dn_loss_iou: 0.4295 d2.dn_loss_cls: 0.0397 d2.dn_loss_bbox: 0.2938 d2.dn_loss_iou: 0.4024 d3.dn_loss_cls: 0.0380 d3.dn_loss_bbox: 0.2869 d3.dn_loss_iou: 0.3949 d4.dn_loss_cls: 0.0364 d4.dn_loss_bbox: 0.2861 d4.dn_loss_iou: 0.3928 2023/02/28 12:25:37 - mmengine - INFO - Epoch(train) [3][5400/7393] lr: 1.0000e-04 eta: 16:23:36 time: 0.8508 data_time: 0.0042 memory: 27689 grad_norm: 38.5687 loss: 11.9715 loss_cls: 0.2539 loss_bbox: 0.1899 loss_iou: 0.4311 d0.loss_cls: 0.3254 d0.loss_bbox: 0.1971 d0.loss_iou: 0.4564 d1.loss_cls: 0.2844 d1.loss_bbox: 0.1873 d1.loss_iou: 0.4370 d2.loss_cls: 0.2684 d2.loss_bbox: 0.1899 d2.loss_iou: 0.4355 d3.loss_cls: 0.2599 d3.loss_bbox: 0.1899 d3.loss_iou: 0.4323 d4.loss_cls: 0.2562 d4.loss_bbox: 0.1880 d4.loss_iou: 0.4307 enc_loss_cls: 0.3217 enc_loss_bbox: 0.2375 enc_loss_iou: 0.5218 dn_loss_cls: 0.0504 dn_loss_bbox: 0.3322 dn_loss_iou: 0.4475 d0.dn_loss_cls: 0.0860 d0.dn_loss_bbox: 0.4962 d0.dn_loss_iou: 0.6135 d1.dn_loss_cls: 0.0623 d1.dn_loss_bbox: 0.3775 d1.dn_loss_iou: 0.4922 d2.dn_loss_cls: 0.0551 d2.dn_loss_bbox: 0.3417 d2.dn_loss_iou: 0.4583 d3.dn_loss_cls: 0.0518 d3.dn_loss_bbox: 0.3334 d3.dn_loss_iou: 0.4492 d4.dn_loss_cls: 0.0506 d4.dn_loss_bbox: 0.3320 d4.dn_loss_iou: 0.4474 2023/02/28 12:26:20 - mmengine - INFO - Epoch(train) [3][5450/7393] lr: 1.0000e-04 eta: 16:22:54 time: 0.8627 data_time: 0.0042 memory: 28643 grad_norm: 40.8679 loss: 12.1184 loss_cls: 0.2813 loss_bbox: 0.1884 loss_iou: 0.4471 d0.loss_cls: 0.3536 d0.loss_bbox: 0.1936 d0.loss_iou: 0.4714 d1.loss_cls: 0.3070 d1.loss_bbox: 0.1873 d1.loss_iou: 0.4558 d2.loss_cls: 0.2911 d2.loss_bbox: 0.1845 d2.loss_iou: 0.4494 d3.loss_cls: 0.2832 d3.loss_bbox: 0.1882 d3.loss_iou: 0.4497 d4.loss_cls: 0.2789 d4.loss_bbox: 0.1889 d4.loss_iou: 0.4499 enc_loss_cls: 0.3464 enc_loss_bbox: 0.2339 enc_loss_iou: 0.5406 dn_loss_cls: 0.0459 dn_loss_bbox: 0.3427 dn_loss_iou: 0.4398 d0.dn_loss_cls: 0.0773 d0.dn_loss_bbox: 0.4500 d0.dn_loss_iou: 0.5848 d1.dn_loss_cls: 0.0553 d1.dn_loss_bbox: 0.3686 d1.dn_loss_iou: 0.4756 d2.dn_loss_cls: 0.0486 d2.dn_loss_bbox: 0.3471 d2.dn_loss_iou: 0.4504 d3.dn_loss_cls: 0.0464 d3.dn_loss_bbox: 0.3441 d3.dn_loss_iou: 0.4430 d4.dn_loss_cls: 0.0450 d4.dn_loss_bbox: 0.3434 d4.dn_loss_iou: 0.4404 2023/02/28 12:27:03 - mmengine - INFO - Epoch(train) [3][5500/7393] lr: 1.0000e-04 eta: 16:22:10 time: 0.8566 data_time: 0.0042 memory: 27184 grad_norm: 34.5722 loss: 12.7978 loss_cls: 0.3192 loss_bbox: 0.2150 loss_iou: 0.5037 d0.loss_cls: 0.4050 d0.loss_bbox: 0.2236 d0.loss_iou: 0.5338 d1.loss_cls: 0.3541 d1.loss_bbox: 0.2226 d1.loss_iou: 0.5265 d2.loss_cls: 0.3405 d2.loss_bbox: 0.2139 d2.loss_iou: 0.5069 d3.loss_cls: 0.3283 d3.loss_bbox: 0.2100 d3.loss_iou: 0.5026 d4.loss_cls: 0.3235 d4.loss_bbox: 0.2117 d4.loss_iou: 0.5019 enc_loss_cls: 0.3969 enc_loss_bbox: 0.2614 enc_loss_iou: 0.6025 dn_loss_cls: 0.0517 dn_loss_bbox: 0.2991 dn_loss_iou: 0.4392 d0.dn_loss_cls: 0.0830 d0.dn_loss_bbox: 0.4016 d0.dn_loss_iou: 0.5749 d1.dn_loss_cls: 0.0614 d1.dn_loss_bbox: 0.3209 d1.dn_loss_iou: 0.4706 d2.dn_loss_cls: 0.0539 d2.dn_loss_bbox: 0.3048 d2.dn_loss_iou: 0.4490 d3.dn_loss_cls: 0.0515 d3.dn_loss_bbox: 0.3005 d3.dn_loss_iou: 0.4421 d4.dn_loss_cls: 0.0515 d4.dn_loss_bbox: 0.2991 d4.dn_loss_iou: 0.4397 2023/02/28 12:27:47 - mmengine - INFO - Epoch(train) [3][5550/7393] lr: 1.0000e-04 eta: 16:21:28 time: 0.8711 data_time: 0.0043 memory: 25549 grad_norm: 32.3996 loss: 12.0137 loss_cls: 0.2850 loss_bbox: 0.1707 loss_iou: 0.4786 d0.loss_cls: 0.3549 d0.loss_bbox: 0.1800 d0.loss_iou: 0.4973 d1.loss_cls: 0.3130 d1.loss_bbox: 0.1809 d1.loss_iou: 0.4919 d2.loss_cls: 0.2969 d2.loss_bbox: 0.1773 d2.loss_iou: 0.4834 d3.loss_cls: 0.2904 d3.loss_bbox: 0.1726 d3.loss_iou: 0.4827 d4.loss_cls: 0.2867 d4.loss_bbox: 0.1699 d4.loss_iou: 0.4816 enc_loss_cls: 0.3428 enc_loss_bbox: 0.2221 enc_loss_iou: 0.5678 dn_loss_cls: 0.0489 dn_loss_bbox: 0.2812 dn_loss_iou: 0.4611 d0.dn_loss_cls: 0.0773 d0.dn_loss_bbox: 0.3850 d0.dn_loss_iou: 0.5974 d1.dn_loss_cls: 0.0564 d1.dn_loss_bbox: 0.3031 d1.dn_loss_iou: 0.4921 d2.dn_loss_cls: 0.0502 d2.dn_loss_bbox: 0.2841 d2.dn_loss_iou: 0.4687 d3.dn_loss_cls: 0.0488 d3.dn_loss_bbox: 0.2812 d3.dn_loss_iou: 0.4619 d4.dn_loss_cls: 0.0481 d4.dn_loss_bbox: 0.2808 d4.dn_loss_iou: 0.4610 2023/02/28 12:28:30 - mmengine - INFO - Epoch(train) [3][5600/7393] lr: 1.0000e-04 eta: 16:20:48 time: 0.8760 data_time: 0.0042 memory: 26915 grad_norm: 33.6313 loss: 11.9600 loss_cls: 0.2585 loss_bbox: 0.2009 loss_iou: 0.4326 d0.loss_cls: 0.3358 d0.loss_bbox: 0.2104 d0.loss_iou: 0.4563 d1.loss_cls: 0.2917 d1.loss_bbox: 0.2040 d1.loss_iou: 0.4447 d2.loss_cls: 0.2728 d2.loss_bbox: 0.2037 d2.loss_iou: 0.4378 d3.loss_cls: 0.2626 d3.loss_bbox: 0.2037 d3.loss_iou: 0.4334 d4.loss_cls: 0.2583 d4.loss_bbox: 0.2032 d4.loss_iou: 0.4352 enc_loss_cls: 0.3238 enc_loss_bbox: 0.2570 enc_loss_iou: 0.5206 dn_loss_cls: 0.0425 dn_loss_bbox: 0.3409 dn_loss_iou: 0.4283 d0.dn_loss_cls: 0.0776 d0.dn_loss_bbox: 0.4813 d0.dn_loss_iou: 0.5789 d1.dn_loss_cls: 0.0550 d1.dn_loss_bbox: 0.3785 d1.dn_loss_iou: 0.4657 d2.dn_loss_cls: 0.0458 d2.dn_loss_bbox: 0.3503 d2.dn_loss_iou: 0.4401 d3.dn_loss_cls: 0.0436 d3.dn_loss_bbox: 0.3421 d3.dn_loss_iou: 0.4304 d4.dn_loss_cls: 0.0422 d4.dn_loss_bbox: 0.3412 d4.dn_loss_iou: 0.4286 2023/02/28 12:29:13 - mmengine - INFO - Epoch(train) [3][5650/7393] lr: 1.0000e-04 eta: 16:20:05 time: 0.8619 data_time: 0.0043 memory: 26633 grad_norm: 35.2109 loss: 11.4293 loss_cls: 0.2535 loss_bbox: 0.1974 loss_iou: 0.4486 d0.loss_cls: 0.3319 d0.loss_bbox: 0.2061 d0.loss_iou: 0.4692 d1.loss_cls: 0.2881 d1.loss_bbox: 0.2019 d1.loss_iou: 0.4583 d2.loss_cls: 0.2693 d2.loss_bbox: 0.1972 d2.loss_iou: 0.4497 d3.loss_cls: 0.2587 d3.loss_bbox: 0.1969 d3.loss_iou: 0.4467 d4.loss_cls: 0.2554 d4.loss_bbox: 0.1970 d4.loss_iou: 0.4473 enc_loss_cls: 0.3228 enc_loss_bbox: 0.2444 enc_loss_iou: 0.5324 dn_loss_cls: 0.0432 dn_loss_bbox: 0.2867 dn_loss_iou: 0.3921 d0.dn_loss_cls: 0.0765 d0.dn_loss_bbox: 0.4215 d0.dn_loss_iou: 0.5412 d1.dn_loss_cls: 0.0531 d1.dn_loss_bbox: 0.3209 d1.dn_loss_iou: 0.4297 d2.dn_loss_cls: 0.0467 d2.dn_loss_bbox: 0.2936 d2.dn_loss_iou: 0.4029 d3.dn_loss_cls: 0.0445 d3.dn_loss_bbox: 0.2874 d3.dn_loss_iou: 0.3945 d4.dn_loss_cls: 0.0432 d4.dn_loss_bbox: 0.2866 d4.dn_loss_iou: 0.3922 2023/02/28 12:29:56 - mmengine - INFO - Epoch(train) [3][5700/7393] lr: 1.0000e-04 eta: 16:19:21 time: 0.8581 data_time: 0.0042 memory: 26735 grad_norm: 41.4659 loss: 12.8399 loss_cls: 0.3032 loss_bbox: 0.1942 loss_iou: 0.5173 d0.loss_cls: 0.3785 d0.loss_bbox: 0.1956 d0.loss_iou: 0.5407 d1.loss_cls: 0.3344 d1.loss_bbox: 0.1985 d1.loss_iou: 0.5289 d2.loss_cls: 0.3147 d2.loss_bbox: 0.1945 d2.loss_iou: 0.5223 d3.loss_cls: 0.3078 d3.loss_bbox: 0.1934 d3.loss_iou: 0.5202 d4.loss_cls: 0.3033 d4.loss_bbox: 0.1950 d4.loss_iou: 0.5189 enc_loss_cls: 0.3722 enc_loss_bbox: 0.2372 enc_loss_iou: 0.6118 dn_loss_cls: 0.0478 dn_loss_bbox: 0.3213 dn_loss_iou: 0.4534 d0.dn_loss_cls: 0.0802 d0.dn_loss_bbox: 0.4527 d0.dn_loss_iou: 0.6001 d1.dn_loss_cls: 0.0573 d1.dn_loss_bbox: 0.3597 d1.dn_loss_iou: 0.4914 d2.dn_loss_cls: 0.0499 d2.dn_loss_bbox: 0.3295 d2.dn_loss_iou: 0.4660 d3.dn_loss_cls: 0.0480 d3.dn_loss_bbox: 0.3218 d3.dn_loss_iou: 0.4560 d4.dn_loss_cls: 0.0467 d4.dn_loss_bbox: 0.3215 d4.dn_loss_iou: 0.4541 2023/02/28 12:30:39 - mmengine - INFO - Epoch(train) [3][5750/7393] lr: 1.0000e-04 eta: 16:18:36 time: 0.8503 data_time: 0.0042 memory: 27184 grad_norm: 31.4897 loss: 12.8260 loss_cls: 0.2965 loss_bbox: 0.2189 loss_iou: 0.4869 d0.loss_cls: 0.3900 d0.loss_bbox: 0.2230 d0.loss_iou: 0.4915 d1.loss_cls: 0.3354 d1.loss_bbox: 0.2257 d1.loss_iou: 0.4936 d2.loss_cls: 0.3091 d2.loss_bbox: 0.2225 d2.loss_iou: 0.4928 d3.loss_cls: 0.2988 d3.loss_bbox: 0.2227 d3.loss_iou: 0.4921 d4.loss_cls: 0.2946 d4.loss_bbox: 0.2205 d4.loss_iou: 0.4907 enc_loss_cls: 0.3711 enc_loss_bbox: 0.2674 enc_loss_iou: 0.5808 dn_loss_cls: 0.0555 dn_loss_bbox: 0.3189 dn_loss_iou: 0.4561 d0.dn_loss_cls: 0.0873 d0.dn_loss_bbox: 0.4511 d0.dn_loss_iou: 0.6071 d1.dn_loss_cls: 0.0650 d1.dn_loss_bbox: 0.3479 d1.dn_loss_iou: 0.4948 d2.dn_loss_cls: 0.0583 d2.dn_loss_bbox: 0.3252 d2.dn_loss_iou: 0.4672 d3.dn_loss_cls: 0.0560 d3.dn_loss_bbox: 0.3203 d3.dn_loss_iou: 0.4592 d4.dn_loss_cls: 0.0558 d4.dn_loss_bbox: 0.3189 d4.dn_loss_iou: 0.4565 2023/02/28 12:31:23 - mmengine - INFO - Epoch(train) [3][5800/7393] lr: 1.0000e-04 eta: 16:17:56 time: 0.8762 data_time: 0.0043 memory: 26735 grad_norm: 30.8583 loss: 10.4639 loss_cls: 0.2108 loss_bbox: 0.1710 loss_iou: 0.3331 d0.loss_cls: 0.2810 d0.loss_bbox: 0.1741 d0.loss_iou: 0.3435 d1.loss_cls: 0.2354 d1.loss_bbox: 0.1776 d1.loss_iou: 0.3413 d2.loss_cls: 0.2194 d2.loss_bbox: 0.1748 d2.loss_iou: 0.3390 d3.loss_cls: 0.2141 d3.loss_bbox: 0.1753 d3.loss_iou: 0.3348 d4.loss_cls: 0.2095 d4.loss_bbox: 0.1736 d4.loss_iou: 0.3350 enc_loss_cls: 0.2654 enc_loss_bbox: 0.2169 enc_loss_iou: 0.4010 dn_loss_cls: 0.0407 dn_loss_bbox: 0.3303 dn_loss_iou: 0.4049 d0.dn_loss_cls: 0.0773 d0.dn_loss_bbox: 0.4781 d0.dn_loss_iou: 0.5699 d1.dn_loss_cls: 0.0538 d1.dn_loss_bbox: 0.3729 d1.dn_loss_iou: 0.4488 d2.dn_loss_cls: 0.0450 d2.dn_loss_bbox: 0.3391 d2.dn_loss_iou: 0.4192 d3.dn_loss_cls: 0.0417 d3.dn_loss_bbox: 0.3318 d3.dn_loss_iou: 0.4074 d4.dn_loss_cls: 0.0403 d4.dn_loss_bbox: 0.3305 d4.dn_loss_iou: 0.4054 2023/02/28 12:32:06 - mmengine - INFO - Epoch(train) [3][5850/7393] lr: 1.0000e-04 eta: 16:17:13 time: 0.8631 data_time: 0.0042 memory: 26789 grad_norm: 34.7774 loss: 10.7224 loss_cls: 0.2456 loss_bbox: 0.1454 loss_iou: 0.3896 d0.loss_cls: 0.3049 d0.loss_bbox: 0.1591 d0.loss_iou: 0.4113 d1.loss_cls: 0.2685 d1.loss_bbox: 0.1502 d1.loss_iou: 0.3990 d2.loss_cls: 0.2521 d2.loss_bbox: 0.1509 d2.loss_iou: 0.3944 d3.loss_cls: 0.2459 d3.loss_bbox: 0.1482 d3.loss_iou: 0.3920 d4.loss_cls: 0.2469 d4.loss_bbox: 0.1446 d4.loss_iou: 0.3882 enc_loss_cls: 0.2963 enc_loss_bbox: 0.1920 enc_loss_iou: 0.4653 dn_loss_cls: 0.0550 dn_loss_bbox: 0.2778 dn_loss_iou: 0.4224 d0.dn_loss_cls: 0.0867 d0.dn_loss_bbox: 0.4115 d0.dn_loss_iou: 0.5642 d1.dn_loss_cls: 0.0643 d1.dn_loss_bbox: 0.3067 d1.dn_loss_iou: 0.4571 d2.dn_loss_cls: 0.0569 d2.dn_loss_bbox: 0.2833 d2.dn_loss_iou: 0.4328 d3.dn_loss_cls: 0.0545 d3.dn_loss_bbox: 0.2786 d3.dn_loss_iou: 0.4250 d4.dn_loss_cls: 0.0543 d4.dn_loss_bbox: 0.2780 d4.dn_loss_iou: 0.4227 2023/02/28 12:32:50 - mmengine - INFO - Epoch(train) [3][5900/7393] lr: 1.0000e-04 eta: 16:16:32 time: 0.8761 data_time: 0.0042 memory: 26735 grad_norm: 38.4762 loss: 11.6177 loss_cls: 0.2646 loss_bbox: 0.1756 loss_iou: 0.3990 d0.loss_cls: 0.3313 d0.loss_bbox: 0.1934 d0.loss_iou: 0.4164 d1.loss_cls: 0.2914 d1.loss_bbox: 0.1861 d1.loss_iou: 0.4028 d2.loss_cls: 0.2738 d2.loss_bbox: 0.1797 d2.loss_iou: 0.4030 d3.loss_cls: 0.2660 d3.loss_bbox: 0.1790 d3.loss_iou: 0.4009 d4.loss_cls: 0.2668 d4.loss_bbox: 0.1754 d4.loss_iou: 0.3997 enc_loss_cls: 0.3173 enc_loss_bbox: 0.2358 enc_loss_iou: 0.4869 dn_loss_cls: 0.0495 dn_loss_bbox: 0.3440 dn_loss_iou: 0.4410 d0.dn_loss_cls: 0.0851 d0.dn_loss_bbox: 0.4525 d0.dn_loss_iou: 0.5738 d1.dn_loss_cls: 0.0604 d1.dn_loss_bbox: 0.3695 d1.dn_loss_iou: 0.4718 d2.dn_loss_cls: 0.0538 d2.dn_loss_bbox: 0.3492 d2.dn_loss_iou: 0.4482 d3.dn_loss_cls: 0.0512 d3.dn_loss_bbox: 0.3450 d3.dn_loss_iou: 0.4424 d4.dn_loss_cls: 0.0498 d4.dn_loss_bbox: 0.3442 d4.dn_loss_iou: 0.4412 2023/02/28 12:33:34 - mmengine - INFO - Epoch(train) [3][5950/7393] lr: 1.0000e-04 eta: 16:15:53 time: 0.8843 data_time: 0.0043 memory: 26632 grad_norm: 34.2152 loss: 10.8660 loss_cls: 0.2296 loss_bbox: 0.1761 loss_iou: 0.4137 d0.loss_cls: 0.3000 d0.loss_bbox: 0.1737 d0.loss_iou: 0.4336 d1.loss_cls: 0.2551 d1.loss_bbox: 0.1743 d1.loss_iou: 0.4213 d2.loss_cls: 0.2426 d2.loss_bbox: 0.1729 d2.loss_iou: 0.4122 d3.loss_cls: 0.2343 d3.loss_bbox: 0.1741 d3.loss_iou: 0.4118 d4.loss_cls: 0.2298 d4.loss_bbox: 0.1769 d4.loss_iou: 0.4127 enc_loss_cls: 0.2900 enc_loss_bbox: 0.2098 enc_loss_iou: 0.4934 dn_loss_cls: 0.0378 dn_loss_bbox: 0.2768 dn_loss_iou: 0.4259 d0.dn_loss_cls: 0.0730 d0.dn_loss_bbox: 0.3846 d0.dn_loss_iou: 0.5780 d1.dn_loss_cls: 0.0495 d1.dn_loss_bbox: 0.3002 d1.dn_loss_iou: 0.4629 d2.dn_loss_cls: 0.0405 d2.dn_loss_bbox: 0.2800 d2.dn_loss_iou: 0.4360 d3.dn_loss_cls: 0.0386 d3.dn_loss_bbox: 0.2771 d3.dn_loss_iou: 0.4275 d4.dn_loss_cls: 0.0374 d4.dn_loss_bbox: 0.2766 d4.dn_loss_iou: 0.4259 2023/02/28 12:34:18 - mmengine - INFO - Epoch(train) [3][6000/7393] lr: 1.0000e-04 eta: 16:15:14 time: 0.8835 data_time: 0.0043 memory: 29451 grad_norm: 35.5163 loss: 10.4486 loss_cls: 0.2199 loss_bbox: 0.1496 loss_iou: 0.3279 d0.loss_cls: 0.2857 d0.loss_bbox: 0.1623 d0.loss_iou: 0.3485 d1.loss_cls: 0.2434 d1.loss_bbox: 0.1573 d1.loss_iou: 0.3385 d2.loss_cls: 0.2274 d2.loss_bbox: 0.1518 d2.loss_iou: 0.3324 d3.loss_cls: 0.2225 d3.loss_bbox: 0.1505 d3.loss_iou: 0.3291 d4.loss_cls: 0.2181 d4.loss_bbox: 0.1520 d4.loss_iou: 0.3294 enc_loss_cls: 0.2731 enc_loss_bbox: 0.2031 enc_loss_iou: 0.4150 dn_loss_cls: 0.0470 dn_loss_bbox: 0.3326 dn_loss_iou: 0.4141 d0.dn_loss_cls: 0.0806 d0.dn_loss_bbox: 0.4781 d0.dn_loss_iou: 0.5708 d1.dn_loss_cls: 0.0564 d1.dn_loss_bbox: 0.3695 d1.dn_loss_iou: 0.4529 d2.dn_loss_cls: 0.0493 d2.dn_loss_bbox: 0.3412 d2.dn_loss_iou: 0.4258 d3.dn_loss_cls: 0.0476 d3.dn_loss_bbox: 0.3342 d3.dn_loss_iou: 0.4169 d4.dn_loss_cls: 0.0463 d4.dn_loss_bbox: 0.3333 d4.dn_loss_iou: 0.4148 2023/02/28 12:35:01 - mmengine - INFO - Epoch(train) [3][6050/7393] lr: 1.0000e-04 eta: 16:14:30 time: 0.8557 data_time: 0.0043 memory: 27715 grad_norm: 34.8398 loss: 11.4873 loss_cls: 0.2470 loss_bbox: 0.2001 loss_iou: 0.3659 d0.loss_cls: 0.3328 d0.loss_bbox: 0.1942 d0.loss_iou: 0.3821 d1.loss_cls: 0.2787 d1.loss_bbox: 0.1958 d1.loss_iou: 0.3754 d2.loss_cls: 0.2599 d2.loss_bbox: 0.2008 d2.loss_iou: 0.3754 d3.loss_cls: 0.2530 d3.loss_bbox: 0.1989 d3.loss_iou: 0.3724 d4.loss_cls: 0.2486 d4.loss_bbox: 0.2009 d4.loss_iou: 0.3691 enc_loss_cls: 0.3126 enc_loss_bbox: 0.2356 enc_loss_iou: 0.4419 dn_loss_cls: 0.0419 dn_loss_bbox: 0.3862 dn_loss_iou: 0.4083 d0.dn_loss_cls: 0.0787 d0.dn_loss_bbox: 0.5306 d0.dn_loss_iou: 0.5489 d1.dn_loss_cls: 0.0548 d1.dn_loss_bbox: 0.4201 d1.dn_loss_iou: 0.4416 d2.dn_loss_cls: 0.0464 d2.dn_loss_bbox: 0.3920 d2.dn_loss_iou: 0.4177 d3.dn_loss_cls: 0.0444 d3.dn_loss_bbox: 0.3874 d3.dn_loss_iou: 0.4102 d4.dn_loss_cls: 0.0422 d4.dn_loss_bbox: 0.3863 d4.dn_loss_iou: 0.4085 2023/02/28 12:35:44 - mmengine - INFO - Epoch(train) [3][6100/7393] lr: 1.0000e-04 eta: 16:13:46 time: 0.8592 data_time: 0.0042 memory: 26735 grad_norm: 41.3396 loss: 11.1553 loss_cls: 0.2192 loss_bbox: 0.1640 loss_iou: 0.3077 d0.loss_cls: 0.2859 d0.loss_bbox: 0.1674 d0.loss_iou: 0.3233 d1.loss_cls: 0.2481 d1.loss_bbox: 0.1673 d1.loss_iou: 0.3174 d2.loss_cls: 0.2327 d2.loss_bbox: 0.1644 d2.loss_iou: 0.3092 d3.loss_cls: 0.2226 d3.loss_bbox: 0.1621 d3.loss_iou: 0.3089 d4.loss_cls: 0.2203 d4.loss_bbox: 0.1627 d4.loss_iou: 0.3083 enc_loss_cls: 0.2847 enc_loss_bbox: 0.2086 enc_loss_iou: 0.3853 dn_loss_cls: 0.0467 dn_loss_bbox: 0.4409 dn_loss_iou: 0.4284 d0.dn_loss_cls: 0.0809 d0.dn_loss_bbox: 0.6023 d0.dn_loss_iou: 0.5852 d1.dn_loss_cls: 0.0585 d1.dn_loss_bbox: 0.4927 d1.dn_loss_iou: 0.4705 d2.dn_loss_cls: 0.0504 d2.dn_loss_bbox: 0.4517 d2.dn_loss_iou: 0.4409 d3.dn_loss_cls: 0.0472 d3.dn_loss_bbox: 0.4421 d3.dn_loss_iou: 0.4306 d4.dn_loss_cls: 0.0466 d4.dn_loss_bbox: 0.4410 d4.dn_loss_iou: 0.4289 2023/02/28 12:36:27 - mmengine - INFO - Epoch(train) [3][6150/7393] lr: 1.0000e-04 eta: 16:13:04 time: 0.8641 data_time: 0.0042 memory: 26735 grad_norm: 35.8324 loss: 10.2545 loss_cls: 0.2272 loss_bbox: 0.1641 loss_iou: 0.3701 d0.loss_cls: 0.2815 d0.loss_bbox: 0.1816 d0.loss_iou: 0.3964 d1.loss_cls: 0.2439 d1.loss_bbox: 0.1755 d1.loss_iou: 0.3821 d2.loss_cls: 0.2317 d2.loss_bbox: 0.1690 d2.loss_iou: 0.3743 d3.loss_cls: 0.2295 d3.loss_bbox: 0.1642 d3.loss_iou: 0.3701 d4.loss_cls: 0.2284 d4.loss_bbox: 0.1633 d4.loss_iou: 0.3693 enc_loss_cls: 0.2804 enc_loss_bbox: 0.2137 enc_loss_iou: 0.4479 dn_loss_cls: 0.0362 dn_loss_bbox: 0.2725 dn_loss_iou: 0.3909 d0.dn_loss_cls: 0.0710 d0.dn_loss_bbox: 0.3862 d0.dn_loss_iou: 0.5333 d1.dn_loss_cls: 0.0483 d1.dn_loss_bbox: 0.2979 d1.dn_loss_iou: 0.4249 d2.dn_loss_cls: 0.0411 d2.dn_loss_bbox: 0.2801 d2.dn_loss_iou: 0.4016 d3.dn_loss_cls: 0.0384 d3.dn_loss_bbox: 0.2740 d3.dn_loss_iou: 0.3927 d4.dn_loss_cls: 0.0367 d4.dn_loss_bbox: 0.2728 d4.dn_loss_iou: 0.3914 2023/02/28 12:37:09 - mmengine - INFO - Epoch(train) [3][6200/7393] lr: 1.0000e-04 eta: 16:12:19 time: 0.8496 data_time: 0.0042 memory: 27280 grad_norm: 34.8151 loss: 11.8840 loss_cls: 0.2499 loss_bbox: 0.1920 loss_iou: 0.4200 d0.loss_cls: 0.3056 d0.loss_bbox: 0.1964 d0.loss_iou: 0.4352 d1.loss_cls: 0.2730 d1.loss_bbox: 0.1990 d1.loss_iou: 0.4292 d2.loss_cls: 0.2589 d2.loss_bbox: 0.1968 d2.loss_iou: 0.4241 d3.loss_cls: 0.2555 d3.loss_bbox: 0.1962 d3.loss_iou: 0.4221 d4.loss_cls: 0.2493 d4.loss_bbox: 0.1950 d4.loss_iou: 0.4219 enc_loss_cls: 0.3020 enc_loss_bbox: 0.2284 enc_loss_iou: 0.4914 dn_loss_cls: 0.0495 dn_loss_bbox: 0.3466 dn_loss_iou: 0.4561 d0.dn_loss_cls: 0.0832 d0.dn_loss_bbox: 0.4865 d0.dn_loss_iou: 0.6043 d1.dn_loss_cls: 0.0614 d1.dn_loss_bbox: 0.3817 d1.dn_loss_iou: 0.4916 d2.dn_loss_cls: 0.0527 d2.dn_loss_bbox: 0.3536 d2.dn_loss_iou: 0.4671 d3.dn_loss_cls: 0.0501 d3.dn_loss_bbox: 0.3475 d3.dn_loss_iou: 0.4588 d4.dn_loss_cls: 0.0488 d4.dn_loss_bbox: 0.3464 d4.dn_loss_iou: 0.4563 2023/02/28 12:37:22 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 12:37:53 - mmengine - INFO - Epoch(train) [3][6250/7393] lr: 1.0000e-04 eta: 16:11:38 time: 0.8753 data_time: 0.0042 memory: 25610 grad_norm: 34.1978 loss: 10.8296 loss_cls: 0.2221 loss_bbox: 0.1659 loss_iou: 0.3911 d0.loss_cls: 0.2812 d0.loss_bbox: 0.1719 d0.loss_iou: 0.4052 d1.loss_cls: 0.2455 d1.loss_bbox: 0.1680 d1.loss_iou: 0.3951 d2.loss_cls: 0.2302 d2.loss_bbox: 0.1648 d2.loss_iou: 0.3931 d3.loss_cls: 0.2258 d3.loss_bbox: 0.1653 d3.loss_iou: 0.3918 d4.loss_cls: 0.2202 d4.loss_bbox: 0.1692 d4.loss_iou: 0.3933 enc_loss_cls: 0.2794 enc_loss_bbox: 0.2057 enc_loss_iou: 0.4671 dn_loss_cls: 0.0479 dn_loss_bbox: 0.3064 dn_loss_iou: 0.4133 d0.dn_loss_cls: 0.0810 d0.dn_loss_bbox: 0.4652 d0.dn_loss_iou: 0.5715 d1.dn_loss_cls: 0.0574 d1.dn_loss_bbox: 0.3506 d1.dn_loss_iou: 0.4544 d2.dn_loss_cls: 0.0498 d2.dn_loss_bbox: 0.3170 d2.dn_loss_iou: 0.4249 d3.dn_loss_cls: 0.0479 d3.dn_loss_bbox: 0.3077 d3.dn_loss_iou: 0.4147 d4.dn_loss_cls: 0.0473 d4.dn_loss_bbox: 0.3070 d4.dn_loss_iou: 0.4136 2023/02/28 12:38:37 - mmengine - INFO - Epoch(train) [3][6300/7393] lr: 1.0000e-04 eta: 16:10:56 time: 0.8713 data_time: 0.0043 memory: 29596 grad_norm: 36.5602 loss: 10.7831 loss_cls: 0.2596 loss_bbox: 0.1867 loss_iou: 0.4196 d0.loss_cls: 0.3375 d0.loss_bbox: 0.1938 d0.loss_iou: 0.4490 d1.loss_cls: 0.2949 d1.loss_bbox: 0.1888 d1.loss_iou: 0.4296 d2.loss_cls: 0.2758 d2.loss_bbox: 0.1849 d2.loss_iou: 0.4234 d3.loss_cls: 0.2703 d3.loss_bbox: 0.1863 d3.loss_iou: 0.4202 d4.loss_cls: 0.2642 d4.loss_bbox: 0.1860 d4.loss_iou: 0.4209 enc_loss_cls: 0.3156 enc_loss_bbox: 0.2377 enc_loss_iou: 0.5257 dn_loss_cls: 0.0416 dn_loss_bbox: 0.2369 dn_loss_iou: 0.3812 d0.dn_loss_cls: 0.0678 d0.dn_loss_bbox: 0.3455 d0.dn_loss_iou: 0.5157 d1.dn_loss_cls: 0.0485 d1.dn_loss_bbox: 0.2642 d1.dn_loss_iou: 0.4130 d2.dn_loss_cls: 0.0431 d2.dn_loss_bbox: 0.2428 d2.dn_loss_iou: 0.3897 d3.dn_loss_cls: 0.0423 d3.dn_loss_bbox: 0.2375 d3.dn_loss_iou: 0.3825 d4.dn_loss_cls: 0.0418 d4.dn_loss_bbox: 0.2368 d4.dn_loss_iou: 0.3815 2023/02/28 12:39:21 - mmengine - INFO - Epoch(train) [3][6350/7393] lr: 1.0000e-04 eta: 16:10:16 time: 0.8815 data_time: 0.0043 memory: 27181 grad_norm: 34.6024 loss: 11.4741 loss_cls: 0.2587 loss_bbox: 0.1810 loss_iou: 0.4105 d0.loss_cls: 0.3252 d0.loss_bbox: 0.1842 d0.loss_iou: 0.4216 d1.loss_cls: 0.2917 d1.loss_bbox: 0.1797 d1.loss_iou: 0.4064 d2.loss_cls: 0.2775 d2.loss_bbox: 0.1819 d2.loss_iou: 0.4063 d3.loss_cls: 0.2667 d3.loss_bbox: 0.1796 d3.loss_iou: 0.4064 d4.loss_cls: 0.2628 d4.loss_bbox: 0.1772 d4.loss_iou: 0.4057 enc_loss_cls: 0.3109 enc_loss_bbox: 0.2182 enc_loss_iou: 0.4908 dn_loss_cls: 0.0485 dn_loss_bbox: 0.3255 dn_loss_iou: 0.4247 d0.dn_loss_cls: 0.0814 d0.dn_loss_bbox: 0.4633 d0.dn_loss_iou: 0.5755 d1.dn_loss_cls: 0.0579 d1.dn_loss_bbox: 0.3669 d1.dn_loss_iou: 0.4637 d2.dn_loss_cls: 0.0506 d2.dn_loss_bbox: 0.3356 d2.dn_loss_iou: 0.4368 d3.dn_loss_cls: 0.0482 d3.dn_loss_bbox: 0.3274 d3.dn_loss_iou: 0.4271 d4.dn_loss_cls: 0.0477 d4.dn_loss_bbox: 0.3255 d4.dn_loss_iou: 0.4248 2023/02/28 12:40:04 - mmengine - INFO - Epoch(train) [3][6400/7393] lr: 1.0000e-04 eta: 16:09:33 time: 0.8580 data_time: 0.0048 memory: 27936 grad_norm: 37.2193 loss: 10.8095 loss_cls: 0.2450 loss_bbox: 0.1593 loss_iou: 0.3771 d0.loss_cls: 0.3113 d0.loss_bbox: 0.1734 d0.loss_iou: 0.4070 d1.loss_cls: 0.2696 d1.loss_bbox: 0.1649 d1.loss_iou: 0.3892 d2.loss_cls: 0.2519 d2.loss_bbox: 0.1637 d2.loss_iou: 0.3887 d3.loss_cls: 0.2477 d3.loss_bbox: 0.1604 d3.loss_iou: 0.3802 d4.loss_cls: 0.2462 d4.loss_bbox: 0.1599 d4.loss_iou: 0.3770 enc_loss_cls: 0.2960 enc_loss_bbox: 0.2155 enc_loss_iou: 0.4791 dn_loss_cls: 0.0435 dn_loss_bbox: 0.3072 dn_loss_iou: 0.4027 d0.dn_loss_cls: 0.0775 d0.dn_loss_bbox: 0.4418 d0.dn_loss_iou: 0.5493 d1.dn_loss_cls: 0.0555 d1.dn_loss_bbox: 0.3417 d1.dn_loss_iou: 0.4369 d2.dn_loss_cls: 0.0477 d2.dn_loss_bbox: 0.3144 d2.dn_loss_iou: 0.4126 d3.dn_loss_cls: 0.0451 d3.dn_loss_bbox: 0.3094 d3.dn_loss_iou: 0.4061 d4.dn_loss_cls: 0.0435 d4.dn_loss_bbox: 0.3081 d4.dn_loss_iou: 0.4035 2023/02/28 12:40:47 - mmengine - INFO - Epoch(train) [3][6450/7393] lr: 1.0000e-04 eta: 16:08:50 time: 0.8641 data_time: 0.0048 memory: 28127 grad_norm: 34.7706 loss: 11.5264 loss_cls: 0.2844 loss_bbox: 0.1754 loss_iou: 0.4359 d0.loss_cls: 0.3469 d0.loss_bbox: 0.1845 d0.loss_iou: 0.4546 d1.loss_cls: 0.3062 d1.loss_bbox: 0.1803 d1.loss_iou: 0.4461 d2.loss_cls: 0.2927 d2.loss_bbox: 0.1804 d2.loss_iou: 0.4365 d3.loss_cls: 0.2863 d3.loss_bbox: 0.1774 d3.loss_iou: 0.4339 d4.loss_cls: 0.2811 d4.loss_bbox: 0.1762 d4.loss_iou: 0.4375 enc_loss_cls: 0.3376 enc_loss_bbox: 0.2261 enc_loss_iou: 0.5177 dn_loss_cls: 0.0467 dn_loss_bbox: 0.2833 dn_loss_iou: 0.4255 d0.dn_loss_cls: 0.0792 d0.dn_loss_bbox: 0.4033 d0.dn_loss_iou: 0.5687 d1.dn_loss_cls: 0.0572 d1.dn_loss_bbox: 0.3141 d1.dn_loss_iou: 0.4608 d2.dn_loss_cls: 0.0493 d2.dn_loss_bbox: 0.2902 d2.dn_loss_iou: 0.4373 d3.dn_loss_cls: 0.0469 d3.dn_loss_bbox: 0.2846 d3.dn_loss_iou: 0.4270 d4.dn_loss_cls: 0.0462 d4.dn_loss_bbox: 0.2833 d4.dn_loss_iou: 0.4253 2023/02/28 12:41:30 - mmengine - INFO - Epoch(train) [3][6500/7393] lr: 1.0000e-04 eta: 16:08:07 time: 0.8612 data_time: 0.0047 memory: 26633 grad_norm: 37.4158 loss: 9.8100 loss_cls: 0.1836 loss_bbox: 0.1347 loss_iou: 0.3183 d0.loss_cls: 0.2405 d0.loss_bbox: 0.1363 d0.loss_iou: 0.3272 d1.loss_cls: 0.2062 d1.loss_bbox: 0.1387 d1.loss_iou: 0.3261 d2.loss_cls: 0.1915 d2.loss_bbox: 0.1365 d2.loss_iou: 0.3219 d3.loss_cls: 0.1856 d3.loss_bbox: 0.1369 d3.loss_iou: 0.3216 d4.loss_cls: 0.1837 d4.loss_bbox: 0.1350 d4.loss_iou: 0.3194 enc_loss_cls: 0.2333 enc_loss_bbox: 0.1769 enc_loss_iou: 0.3861 dn_loss_cls: 0.0420 dn_loss_bbox: 0.3136 dn_loss_iou: 0.4063 d0.dn_loss_cls: 0.0778 d0.dn_loss_bbox: 0.4791 d0.dn_loss_iou: 0.5645 d1.dn_loss_cls: 0.0539 d1.dn_loss_bbox: 0.3601 d1.dn_loss_iou: 0.4499 d2.dn_loss_cls: 0.0466 d2.dn_loss_bbox: 0.3241 d2.dn_loss_iou: 0.4169 d3.dn_loss_cls: 0.0444 d3.dn_loss_bbox: 0.3165 d3.dn_loss_iou: 0.4097 d4.dn_loss_cls: 0.0426 d4.dn_loss_bbox: 0.3147 d4.dn_loss_iou: 0.4072 2023/02/28 12:42:13 - mmengine - INFO - Epoch(train) [3][6550/7393] lr: 1.0000e-04 eta: 16:07:25 time: 0.8657 data_time: 0.0048 memory: 26632 grad_norm: 40.5749 loss: 10.7648 loss_cls: 0.2322 loss_bbox: 0.1580 loss_iou: 0.3798 d0.loss_cls: 0.2983 d0.loss_bbox: 0.1646 d0.loss_iou: 0.3973 d1.loss_cls: 0.2580 d1.loss_bbox: 0.1621 d1.loss_iou: 0.3876 d2.loss_cls: 0.2440 d2.loss_bbox: 0.1587 d2.loss_iou: 0.3828 d3.loss_cls: 0.2360 d3.loss_bbox: 0.1581 d3.loss_iou: 0.3809 d4.loss_cls: 0.2333 d4.loss_bbox: 0.1572 d4.loss_iou: 0.3797 enc_loss_cls: 0.2923 enc_loss_bbox: 0.2022 enc_loss_iou: 0.4564 dn_loss_cls: 0.0469 dn_loss_bbox: 0.3030 dn_loss_iou: 0.4098 d0.dn_loss_cls: 0.0798 d0.dn_loss_bbox: 0.4679 d0.dn_loss_iou: 0.5785 d1.dn_loss_cls: 0.0576 d1.dn_loss_bbox: 0.3429 d1.dn_loss_iou: 0.4512 d2.dn_loss_cls: 0.0509 d2.dn_loss_bbox: 0.3120 d2.dn_loss_iou: 0.4199 d3.dn_loss_cls: 0.0476 d3.dn_loss_bbox: 0.3045 d3.dn_loss_iou: 0.4121 d4.dn_loss_cls: 0.0467 d4.dn_loss_bbox: 0.3037 d4.dn_loss_iou: 0.4102 2023/02/28 12:42:57 - mmengine - INFO - Epoch(train) [3][6600/7393] lr: 1.0000e-04 eta: 16:06:42 time: 0.8642 data_time: 0.0048 memory: 30722 grad_norm: 35.0218 loss: 11.3765 loss_cls: 0.2501 loss_bbox: 0.1923 loss_iou: 0.4165 d0.loss_cls: 0.3247 d0.loss_bbox: 0.1933 d0.loss_iou: 0.4354 d1.loss_cls: 0.2766 d1.loss_bbox: 0.1980 d1.loss_iou: 0.4322 d2.loss_cls: 0.2664 d2.loss_bbox: 0.1942 d2.loss_iou: 0.4216 d3.loss_cls: 0.2577 d3.loss_bbox: 0.1910 d3.loss_iou: 0.4188 d4.loss_cls: 0.2531 d4.loss_bbox: 0.1916 d4.loss_iou: 0.4187 enc_loss_cls: 0.3089 enc_loss_bbox: 0.2295 enc_loss_iou: 0.4903 dn_loss_cls: 0.0474 dn_loss_bbox: 0.3158 dn_loss_iou: 0.3998 d0.dn_loss_cls: 0.0806 d0.dn_loss_bbox: 0.4611 d0.dn_loss_iou: 0.5452 d1.dn_loss_cls: 0.0568 d1.dn_loss_bbox: 0.3537 d1.dn_loss_iou: 0.4372 d2.dn_loss_cls: 0.0515 d2.dn_loss_bbox: 0.3250 d2.dn_loss_iou: 0.4103 d3.dn_loss_cls: 0.0495 d3.dn_loss_bbox: 0.3165 d3.dn_loss_iou: 0.4014 d4.dn_loss_cls: 0.0478 d4.dn_loss_bbox: 0.3160 d4.dn_loss_iou: 0.4001 2023/02/28 12:43:40 - mmengine - INFO - Epoch(train) [3][6650/7393] lr: 1.0000e-04 eta: 16:06:00 time: 0.8667 data_time: 0.0046 memory: 27985 grad_norm: 37.9202 loss: 11.0214 loss_cls: 0.2314 loss_bbox: 0.1613 loss_iou: 0.4348 d0.loss_cls: 0.2982 d0.loss_bbox: 0.1750 d0.loss_iou: 0.4572 d1.loss_cls: 0.2606 d1.loss_bbox: 0.1659 d1.loss_iou: 0.4497 d2.loss_cls: 0.2483 d2.loss_bbox: 0.1586 d2.loss_iou: 0.4382 d3.loss_cls: 0.2377 d3.loss_bbox: 0.1604 d3.loss_iou: 0.4357 d4.loss_cls: 0.2316 d4.loss_bbox: 0.1602 d4.loss_iou: 0.4374 enc_loss_cls: 0.2872 enc_loss_bbox: 0.2114 enc_loss_iou: 0.5153 dn_loss_cls: 0.0387 dn_loss_bbox: 0.2924 dn_loss_iou: 0.4107 d0.dn_loss_cls: 0.0758 d0.dn_loss_bbox: 0.4142 d0.dn_loss_iou: 0.5489 d1.dn_loss_cls: 0.0518 d1.dn_loss_bbox: 0.3273 d1.dn_loss_iou: 0.4451 d2.dn_loss_cls: 0.0441 d2.dn_loss_bbox: 0.3004 d2.dn_loss_iou: 0.4218 d3.dn_loss_cls: 0.0417 d3.dn_loss_bbox: 0.2943 d3.dn_loss_iou: 0.4137 d4.dn_loss_cls: 0.0396 d4.dn_loss_bbox: 0.2933 d4.dn_loss_iou: 0.4113 2023/02/28 12:44:23 - mmengine - INFO - Epoch(train) [3][6700/7393] lr: 1.0000e-04 eta: 16:05:17 time: 0.8634 data_time: 0.0043 memory: 28099 grad_norm: 32.3860 loss: 11.7038 loss_cls: 0.2682 loss_bbox: 0.1860 loss_iou: 0.4267 d0.loss_cls: 0.3470 d0.loss_bbox: 0.1855 d0.loss_iou: 0.4496 d1.loss_cls: 0.2987 d1.loss_bbox: 0.1867 d1.loss_iou: 0.4416 d2.loss_cls: 0.2826 d2.loss_bbox: 0.1818 d2.loss_iou: 0.4248 d3.loss_cls: 0.2747 d3.loss_bbox: 0.1844 d3.loss_iou: 0.4250 d4.loss_cls: 0.2688 d4.loss_bbox: 0.1858 d4.loss_iou: 0.4259 enc_loss_cls: 0.3358 enc_loss_bbox: 0.2247 enc_loss_iou: 0.5078 dn_loss_cls: 0.0517 dn_loss_bbox: 0.3322 dn_loss_iou: 0.4122 d0.dn_loss_cls: 0.0831 d0.dn_loss_bbox: 0.4668 d0.dn_loss_iou: 0.5616 d1.dn_loss_cls: 0.0600 d1.dn_loss_bbox: 0.3666 d1.dn_loss_iou: 0.4503 d2.dn_loss_cls: 0.0532 d2.dn_loss_bbox: 0.3398 d2.dn_loss_iou: 0.4224 d3.dn_loss_cls: 0.0506 d3.dn_loss_bbox: 0.3330 d3.dn_loss_iou: 0.4140 d4.dn_loss_cls: 0.0501 d4.dn_loss_bbox: 0.3320 d4.dn_loss_iou: 0.4123 2023/02/28 12:45:06 - mmengine - INFO - Epoch(train) [3][6750/7393] lr: 1.0000e-04 eta: 16:04:33 time: 0.8584 data_time: 0.0044 memory: 26633 grad_norm: 36.6363 loss: 11.1628 loss_cls: 0.2496 loss_bbox: 0.1787 loss_iou: 0.3918 d0.loss_cls: 0.3117 d0.loss_bbox: 0.1881 d0.loss_iou: 0.4142 d1.loss_cls: 0.2765 d1.loss_bbox: 0.1806 d1.loss_iou: 0.3992 d2.loss_cls: 0.2620 d2.loss_bbox: 0.1776 d2.loss_iou: 0.3925 d3.loss_cls: 0.2546 d3.loss_bbox: 0.1790 d3.loss_iou: 0.3906 d4.loss_cls: 0.2476 d4.loss_bbox: 0.1801 d4.loss_iou: 0.3956 enc_loss_cls: 0.3070 enc_loss_bbox: 0.2207 enc_loss_iou: 0.4748 dn_loss_cls: 0.0457 dn_loss_bbox: 0.3276 dn_loss_iou: 0.3913 d0.dn_loss_cls: 0.0814 d0.dn_loss_bbox: 0.4937 d0.dn_loss_iou: 0.5517 d1.dn_loss_cls: 0.0590 d1.dn_loss_bbox: 0.3751 d1.dn_loss_iou: 0.4350 d2.dn_loss_cls: 0.0497 d2.dn_loss_bbox: 0.3385 d2.dn_loss_iou: 0.4047 d3.dn_loss_cls: 0.0476 d3.dn_loss_bbox: 0.3294 d3.dn_loss_iou: 0.3945 d4.dn_loss_cls: 0.0454 d4.dn_loss_bbox: 0.3280 d4.dn_loss_iou: 0.3917 2023/02/28 12:45:49 - mmengine - INFO - Epoch(train) [3][6800/7393] lr: 1.0000e-04 eta: 16:03:50 time: 0.8614 data_time: 0.0043 memory: 26767 grad_norm: 34.5543 loss: 11.4160 loss_cls: 0.2369 loss_bbox: 0.1730 loss_iou: 0.3680 d0.loss_cls: 0.3085 d0.loss_bbox: 0.1787 d0.loss_iou: 0.3785 d1.loss_cls: 0.2694 d1.loss_bbox: 0.1752 d1.loss_iou: 0.3714 d2.loss_cls: 0.2509 d2.loss_bbox: 0.1748 d2.loss_iou: 0.3702 d3.loss_cls: 0.2406 d3.loss_bbox: 0.1754 d3.loss_iou: 0.3711 d4.loss_cls: 0.2357 d4.loss_bbox: 0.1760 d4.loss_iou: 0.3716 enc_loss_cls: 0.2933 enc_loss_bbox: 0.2196 enc_loss_iou: 0.4429 dn_loss_cls: 0.0473 dn_loss_bbox: 0.3829 dn_loss_iou: 0.4299 d0.dn_loss_cls: 0.0806 d0.dn_loss_bbox: 0.5368 d0.dn_loss_iou: 0.5934 d1.dn_loss_cls: 0.0567 d1.dn_loss_bbox: 0.4238 d1.dn_loss_iou: 0.4713 d2.dn_loss_cls: 0.0501 d2.dn_loss_bbox: 0.3936 d2.dn_loss_iou: 0.4424 d3.dn_loss_cls: 0.0479 d3.dn_loss_bbox: 0.3845 d3.dn_loss_iou: 0.4321 d4.dn_loss_cls: 0.0474 d4.dn_loss_bbox: 0.3832 d4.dn_loss_iou: 0.4305 2023/02/28 12:46:33 - mmengine - INFO - Epoch(train) [3][6850/7393] lr: 1.0000e-04 eta: 16:03:09 time: 0.8707 data_time: 0.0042 memory: 25030 grad_norm: 38.1301 loss: 11.6129 loss_cls: 0.2557 loss_bbox: 0.1717 loss_iou: 0.4346 d0.loss_cls: 0.3301 d0.loss_bbox: 0.1776 d0.loss_iou: 0.4651 d1.loss_cls: 0.2853 d1.loss_bbox: 0.1745 d1.loss_iou: 0.4446 d2.loss_cls: 0.2697 d2.loss_bbox: 0.1706 d2.loss_iou: 0.4364 d3.loss_cls: 0.2608 d3.loss_bbox: 0.1696 d3.loss_iou: 0.4347 d4.loss_cls: 0.2552 d4.loss_bbox: 0.1718 d4.loss_iou: 0.4371 enc_loss_cls: 0.3205 enc_loss_bbox: 0.2199 enc_loss_iou: 0.5250 dn_loss_cls: 0.0479 dn_loss_bbox: 0.3049 dn_loss_iou: 0.4385 d0.dn_loss_cls: 0.0848 d0.dn_loss_bbox: 0.4428 d0.dn_loss_iou: 0.5966 d1.dn_loss_cls: 0.0611 d1.dn_loss_bbox: 0.3418 d1.dn_loss_iou: 0.4788 d2.dn_loss_cls: 0.0525 d2.dn_loss_bbox: 0.3142 d2.dn_loss_iou: 0.4509 d3.dn_loss_cls: 0.0501 d3.dn_loss_bbox: 0.3061 d3.dn_loss_iou: 0.4403 d4.dn_loss_cls: 0.0479 d4.dn_loss_bbox: 0.3048 d4.dn_loss_iou: 0.4386 2023/02/28 12:47:16 - mmengine - INFO - Epoch(train) [3][6900/7393] lr: 1.0000e-04 eta: 16:02:26 time: 0.8624 data_time: 0.0042 memory: 28148 grad_norm: 51.4179 loss: 10.9066 loss_cls: 0.2239 loss_bbox: 0.1889 loss_iou: 0.3665 d0.loss_cls: 0.2825 d0.loss_bbox: 0.2056 d0.loss_iou: 0.3926 d1.loss_cls: 0.2448 d1.loss_bbox: 0.1963 d1.loss_iou: 0.3771 d2.loss_cls: 0.2319 d2.loss_bbox: 0.1937 d2.loss_iou: 0.3740 d3.loss_cls: 0.2249 d3.loss_bbox: 0.1922 d3.loss_iou: 0.3693 d4.loss_cls: 0.2246 d4.loss_bbox: 0.1897 d4.loss_iou: 0.3673 enc_loss_cls: 0.2768 enc_loss_bbox: 0.2498 enc_loss_iou: 0.4551 dn_loss_cls: 0.0418 dn_loss_bbox: 0.3370 dn_loss_iou: 0.3908 d0.dn_loss_cls: 0.0718 d0.dn_loss_bbox: 0.4927 d0.dn_loss_iou: 0.5374 d1.dn_loss_cls: 0.0523 d1.dn_loss_bbox: 0.3808 d1.dn_loss_iou: 0.4309 d2.dn_loss_cls: 0.0446 d2.dn_loss_bbox: 0.3490 d2.dn_loss_iou: 0.4032 d3.dn_loss_cls: 0.0431 d3.dn_loss_bbox: 0.3395 d3.dn_loss_iou: 0.3935 d4.dn_loss_cls: 0.0422 d4.dn_loss_bbox: 0.3371 d4.dn_loss_iou: 0.3912 2023/02/28 12:48:01 - mmengine - INFO - Epoch(train) [3][6950/7393] lr: 1.0000e-04 eta: 16:01:48 time: 0.8976 data_time: 0.0041 memory: 27095 grad_norm: 35.1530 loss: 10.4312 loss_cls: 0.2241 loss_bbox: 0.1679 loss_iou: 0.3427 d0.loss_cls: 0.2950 d0.loss_bbox: 0.1741 d0.loss_iou: 0.3624 d1.loss_cls: 0.2522 d1.loss_bbox: 0.1721 d1.loss_iou: 0.3507 d2.loss_cls: 0.2351 d2.loss_bbox: 0.1674 d2.loss_iou: 0.3475 d3.loss_cls: 0.2285 d3.loss_bbox: 0.1680 d3.loss_iou: 0.3430 d4.loss_cls: 0.2244 d4.loss_bbox: 0.1678 d4.loss_iou: 0.3438 enc_loss_cls: 0.2867 enc_loss_bbox: 0.2221 enc_loss_iou: 0.4337 dn_loss_cls: 0.0449 dn_loss_bbox: 0.3077 dn_loss_iou: 0.3952 d0.dn_loss_cls: 0.0798 d0.dn_loss_bbox: 0.4475 d0.dn_loss_iou: 0.5417 d1.dn_loss_cls: 0.0556 d1.dn_loss_bbox: 0.3474 d1.dn_loss_iou: 0.4338 d2.dn_loss_cls: 0.0475 d2.dn_loss_bbox: 0.3152 d2.dn_loss_iou: 0.4058 d3.dn_loss_cls: 0.0454 d3.dn_loss_bbox: 0.3087 d3.dn_loss_iou: 0.3972 d4.dn_loss_cls: 0.0450 d4.dn_loss_bbox: 0.3077 d4.dn_loss_iou: 0.3957 2023/02/28 12:48:44 - mmengine - INFO - Epoch(train) [3][7000/7393] lr: 1.0000e-04 eta: 16:01:07 time: 0.8733 data_time: 0.0042 memory: 26182 grad_norm: 36.8852 loss: 11.0741 loss_cls: 0.2487 loss_bbox: 0.1810 loss_iou: 0.4308 d0.loss_cls: 0.3185 d0.loss_bbox: 0.1781 d0.loss_iou: 0.4403 d1.loss_cls: 0.2811 d1.loss_bbox: 0.1767 d1.loss_iou: 0.4283 d2.loss_cls: 0.2603 d2.loss_bbox: 0.1786 d2.loss_iou: 0.4302 d3.loss_cls: 0.2550 d3.loss_bbox: 0.1798 d3.loss_iou: 0.4295 d4.loss_cls: 0.2467 d4.loss_bbox: 0.1814 d4.loss_iou: 0.4307 enc_loss_cls: 0.3150 enc_loss_bbox: 0.2146 enc_loss_iou: 0.4996 dn_loss_cls: 0.0366 dn_loss_bbox: 0.2738 dn_loss_iou: 0.4269 d0.dn_loss_cls: 0.0694 d0.dn_loss_bbox: 0.3751 d0.dn_loss_iou: 0.5594 d1.dn_loss_cls: 0.0487 d1.dn_loss_bbox: 0.2936 d1.dn_loss_iou: 0.4554 d2.dn_loss_cls: 0.0410 d2.dn_loss_bbox: 0.2768 d2.dn_loss_iou: 0.4347 d3.dn_loss_cls: 0.0388 d3.dn_loss_bbox: 0.2734 d3.dn_loss_iou: 0.4283 d4.dn_loss_cls: 0.0369 d4.dn_loss_bbox: 0.2736 d4.dn_loss_iou: 0.4269 2023/02/28 12:49:27 - mmengine - INFO - Epoch(train) [3][7050/7393] lr: 1.0000e-04 eta: 16:00:24 time: 0.8628 data_time: 0.0043 memory: 34415 grad_norm: 37.8228 loss: 10.8279 loss_cls: 0.2231 loss_bbox: 0.1594 loss_iou: 0.4103 d0.loss_cls: 0.2868 d0.loss_bbox: 0.1630 d0.loss_iou: 0.4309 d1.loss_cls: 0.2528 d1.loss_bbox: 0.1625 d1.loss_iou: 0.4149 d2.loss_cls: 0.2341 d2.loss_bbox: 0.1621 d2.loss_iou: 0.4112 d3.loss_cls: 0.2266 d3.loss_bbox: 0.1601 d3.loss_iou: 0.4101 d4.loss_cls: 0.2240 d4.loss_bbox: 0.1594 d4.loss_iou: 0.4100 enc_loss_cls: 0.2830 enc_loss_bbox: 0.1925 enc_loss_iou: 0.4756 dn_loss_cls: 0.0365 dn_loss_bbox: 0.3080 dn_loss_iou: 0.4232 d0.dn_loss_cls: 0.0715 d0.dn_loss_bbox: 0.4085 d0.dn_loss_iou: 0.5609 d1.dn_loss_cls: 0.0493 d1.dn_loss_bbox: 0.3329 d1.dn_loss_iou: 0.4556 d2.dn_loss_cls: 0.0413 d2.dn_loss_bbox: 0.3142 d2.dn_loss_iou: 0.4338 d3.dn_loss_cls: 0.0382 d3.dn_loss_bbox: 0.3086 d3.dn_loss_iou: 0.4248 d4.dn_loss_cls: 0.0367 d4.dn_loss_bbox: 0.3079 d4.dn_loss_iou: 0.4235 2023/02/28 12:50:11 - mmengine - INFO - Epoch(train) [3][7100/7393] lr: 1.0000e-04 eta: 15:59:42 time: 0.8652 data_time: 0.0043 memory: 27286 grad_norm: 39.0374 loss: 10.8004 loss_cls: 0.2311 loss_bbox: 0.1734 loss_iou: 0.3650 d0.loss_cls: 0.3026 d0.loss_bbox: 0.1827 d0.loss_iou: 0.3881 d1.loss_cls: 0.2590 d1.loss_bbox: 0.1797 d1.loss_iou: 0.3824 d2.loss_cls: 0.2476 d2.loss_bbox: 0.1737 d2.loss_iou: 0.3708 d3.loss_cls: 0.2381 d3.loss_bbox: 0.1713 d3.loss_iou: 0.3643 d4.loss_cls: 0.2352 d4.loss_bbox: 0.1694 d4.loss_iou: 0.3634 enc_loss_cls: 0.2921 enc_loss_bbox: 0.2237 enc_loss_iou: 0.4567 dn_loss_cls: 0.0409 dn_loss_bbox: 0.2995 dn_loss_iou: 0.4263 d0.dn_loss_cls: 0.0766 d0.dn_loss_bbox: 0.4224 d0.dn_loss_iou: 0.5855 d1.dn_loss_cls: 0.0528 d1.dn_loss_bbox: 0.3301 d1.dn_loss_iou: 0.4666 d2.dn_loss_cls: 0.0452 d2.dn_loss_bbox: 0.3062 d2.dn_loss_iou: 0.4383 d3.dn_loss_cls: 0.0421 d3.dn_loss_bbox: 0.3007 d3.dn_loss_iou: 0.4292 d4.dn_loss_cls: 0.0408 d4.dn_loss_bbox: 0.2996 d4.dn_loss_iou: 0.4271 2023/02/28 12:50:54 - mmengine - INFO - Epoch(train) [3][7150/7393] lr: 1.0000e-04 eta: 15:58:59 time: 0.8617 data_time: 0.0043 memory: 29686 grad_norm: 35.4631 loss: 10.3842 loss_cls: 0.2136 loss_bbox: 0.1526 loss_iou: 0.3591 d0.loss_cls: 0.2741 d0.loss_bbox: 0.1636 d0.loss_iou: 0.3843 d1.loss_cls: 0.2358 d1.loss_bbox: 0.1593 d1.loss_iou: 0.3722 d2.loss_cls: 0.2230 d2.loss_bbox: 0.1534 d2.loss_iou: 0.3649 d3.loss_cls: 0.2127 d3.loss_bbox: 0.1524 d3.loss_iou: 0.3628 d4.loss_cls: 0.2118 d4.loss_bbox: 0.1531 d4.loss_iou: 0.3618 enc_loss_cls: 0.2560 enc_loss_bbox: 0.1977 enc_loss_iou: 0.4410 dn_loss_cls: 0.0395 dn_loss_bbox: 0.3049 dn_loss_iou: 0.4183 d0.dn_loss_cls: 0.0729 d0.dn_loss_bbox: 0.4297 d0.dn_loss_iou: 0.5631 d1.dn_loss_cls: 0.0489 d1.dn_loss_bbox: 0.3377 d1.dn_loss_iou: 0.4523 d2.dn_loss_cls: 0.0427 d2.dn_loss_bbox: 0.3121 d2.dn_loss_iou: 0.4282 d3.dn_loss_cls: 0.0400 d3.dn_loss_bbox: 0.3060 d3.dn_loss_iou: 0.4198 d4.dn_loss_cls: 0.0388 d4.dn_loss_bbox: 0.3050 d4.dn_loss_iou: 0.4188 2023/02/28 12:51:37 - mmengine - INFO - Epoch(train) [3][7200/7393] lr: 1.0000e-04 eta: 15:58:15 time: 0.8575 data_time: 0.0042 memory: 29596 grad_norm: 39.9056 loss: 11.2338 loss_cls: 0.2439 loss_bbox: 0.1927 loss_iou: 0.4404 d0.loss_cls: 0.3281 d0.loss_bbox: 0.1965 d0.loss_iou: 0.4606 d1.loss_cls: 0.2828 d1.loss_bbox: 0.1900 d1.loss_iou: 0.4488 d2.loss_cls: 0.2605 d2.loss_bbox: 0.1900 d2.loss_iou: 0.4428 d3.loss_cls: 0.2554 d3.loss_bbox: 0.1876 d3.loss_iou: 0.4367 d4.loss_cls: 0.2487 d4.loss_bbox: 0.1904 d4.loss_iou: 0.4393 enc_loss_cls: 0.3159 enc_loss_bbox: 0.2274 enc_loss_iou: 0.5274 dn_loss_cls: 0.0390 dn_loss_bbox: 0.2726 dn_loss_iou: 0.4034 d0.dn_loss_cls: 0.0746 d0.dn_loss_bbox: 0.3977 d0.dn_loss_iou: 0.5670 d1.dn_loss_cls: 0.0505 d1.dn_loss_bbox: 0.3041 d1.dn_loss_iou: 0.4469 d2.dn_loss_cls: 0.0434 d2.dn_loss_bbox: 0.2791 d2.dn_loss_iou: 0.4142 d3.dn_loss_cls: 0.0401 d3.dn_loss_bbox: 0.2739 d3.dn_loss_iou: 0.4060 d4.dn_loss_cls: 0.0388 d4.dn_loss_bbox: 0.2729 d4.dn_loss_iou: 0.4038 2023/02/28 12:51:49 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 12:52:21 - mmengine - INFO - Epoch(train) [3][7250/7393] lr: 1.0000e-04 eta: 15:57:35 time: 0.8819 data_time: 0.0043 memory: 26632 grad_norm: 71.0961 loss: 12.1004 loss_cls: 0.2675 loss_bbox: 0.2015 loss_iou: 0.4356 d0.loss_cls: 0.3435 d0.loss_bbox: 0.1999 d0.loss_iou: 0.4503 d1.loss_cls: 0.3005 d1.loss_bbox: 0.2038 d1.loss_iou: 0.4406 d2.loss_cls: 0.2806 d2.loss_bbox: 0.2028 d2.loss_iou: 0.4399 d3.loss_cls: 0.2702 d3.loss_bbox: 0.2025 d3.loss_iou: 0.4399 d4.loss_cls: 0.2702 d4.loss_bbox: 0.2006 d4.loss_iou: 0.4352 enc_loss_cls: 0.3282 enc_loss_bbox: 0.2471 enc_loss_iou: 0.5168 dn_loss_cls: 0.0491 dn_loss_bbox: 0.3432 dn_loss_iou: 0.4394 d0.dn_loss_cls: 0.0858 d0.dn_loss_bbox: 0.4803 d0.dn_loss_iou: 0.5845 d1.dn_loss_cls: 0.0630 d1.dn_loss_bbox: 0.3799 d1.dn_loss_iou: 0.4751 d2.dn_loss_cls: 0.0543 d2.dn_loss_bbox: 0.3491 d2.dn_loss_iou: 0.4500 d3.dn_loss_cls: 0.0513 d3.dn_loss_bbox: 0.3440 d3.dn_loss_iou: 0.4417 d4.dn_loss_cls: 0.0497 d4.dn_loss_bbox: 0.3433 d4.dn_loss_iou: 0.4397 2023/02/28 12:53:05 - mmengine - INFO - Epoch(train) [3][7300/7393] lr: 1.0000e-04 eta: 15:56:55 time: 0.8851 data_time: 0.0044 memory: 27689 grad_norm: 39.8221 loss: 12.6633 loss_cls: 0.3001 loss_bbox: 0.1902 loss_iou: 0.4391 d0.loss_cls: 0.3690 d0.loss_bbox: 0.1999 d0.loss_iou: 0.4776 d1.loss_cls: 0.3236 d1.loss_bbox: 0.1966 d1.loss_iou: 0.4574 d2.loss_cls: 0.3054 d2.loss_bbox: 0.1978 d2.loss_iou: 0.4523 d3.loss_cls: 0.3030 d3.loss_bbox: 0.1927 d3.loss_iou: 0.4417 d4.loss_cls: 0.2967 d4.loss_bbox: 0.1929 d4.loss_iou: 0.4414 enc_loss_cls: 0.3603 enc_loss_bbox: 0.2390 enc_loss_iou: 0.5322 dn_loss_cls: 0.0521 dn_loss_bbox: 0.3701 dn_loss_iou: 0.4665 d0.dn_loss_cls: 0.0872 d0.dn_loss_bbox: 0.5007 d0.dn_loss_iou: 0.6101 d1.dn_loss_cls: 0.0627 d1.dn_loss_bbox: 0.4064 d1.dn_loss_iou: 0.5034 d2.dn_loss_cls: 0.0557 d2.dn_loss_bbox: 0.3792 d2.dn_loss_iou: 0.4776 d3.dn_loss_cls: 0.0531 d3.dn_loss_bbox: 0.3719 d3.dn_loss_iou: 0.4687 d4.dn_loss_cls: 0.0518 d4.dn_loss_bbox: 0.3702 d4.dn_loss_iou: 0.4670 2023/02/28 12:53:49 - mmengine - INFO - Epoch(train) [3][7350/7393] lr: 1.0000e-04 eta: 15:56:15 time: 0.8816 data_time: 0.0043 memory: 28667 grad_norm: 36.5306 loss: 10.3634 loss_cls: 0.2267 loss_bbox: 0.1676 loss_iou: 0.3604 d0.loss_cls: 0.2964 d0.loss_bbox: 0.1734 d0.loss_iou: 0.3765 d1.loss_cls: 0.2526 d1.loss_bbox: 0.1781 d1.loss_iou: 0.3712 d2.loss_cls: 0.2376 d2.loss_bbox: 0.1724 d2.loss_iou: 0.3655 d3.loss_cls: 0.2326 d3.loss_bbox: 0.1693 d3.loss_iou: 0.3631 d4.loss_cls: 0.2259 d4.loss_bbox: 0.1692 d4.loss_iou: 0.3619 enc_loss_cls: 0.2744 enc_loss_bbox: 0.2126 enc_loss_iou: 0.4513 dn_loss_cls: 0.0443 dn_loss_bbox: 0.2783 dn_loss_iou: 0.3992 d0.dn_loss_cls: 0.0755 d0.dn_loss_bbox: 0.3983 d0.dn_loss_iou: 0.5458 d1.dn_loss_cls: 0.0545 d1.dn_loss_bbox: 0.3069 d1.dn_loss_iou: 0.4330 d2.dn_loss_cls: 0.0477 d2.dn_loss_bbox: 0.2847 d2.dn_loss_iou: 0.4081 d3.dn_loss_cls: 0.0455 d3.dn_loss_bbox: 0.2792 d3.dn_loss_iou: 0.4011 d4.dn_loss_cls: 0.0448 d4.dn_loss_bbox: 0.2784 d4.dn_loss_iou: 0.3993 2023/02/28 12:54:27 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 12:54:27 - mmengine - INFO - Saving checkpoint at 3 epochs 2023/02/28 12:54:38 - mmengine - INFO - Epoch(val) [3][ 50/625] eta: 0:01:02 time: 0.1083 data_time: 0.0019 memory: 26908 2023/02/28 12:54:43 - mmengine - INFO - Epoch(val) [3][100/625] eta: 0:00:56 time: 0.1059 data_time: 0.0015 memory: 5417 2023/02/28 12:54:49 - mmengine - INFO - Epoch(val) [3][150/625] eta: 0:00:50 time: 0.1062 data_time: 0.0015 memory: 5361 2023/02/28 12:54:54 - mmengine - INFO - Epoch(val) [3][200/625] eta: 0:00:45 time: 0.1077 data_time: 0.0014 memory: 5382 2023/02/28 12:54:59 - mmengine - INFO - Epoch(val) [3][250/625] eta: 0:00:40 time: 0.1060 data_time: 0.0015 memory: 5432 2023/02/28 12:55:05 - mmengine - INFO - Epoch(val) [3][300/625] eta: 0:00:34 time: 0.1041 data_time: 0.0015 memory: 5361 2023/02/28 12:55:10 - mmengine - INFO - Epoch(val) [3][350/625] eta: 0:00:29 time: 0.1068 data_time: 0.0015 memory: 5375 2023/02/28 12:55:15 - mmengine - INFO - Epoch(val) [3][400/625] eta: 0:00:23 time: 0.1061 data_time: 0.0015 memory: 5417 2023/02/28 12:55:21 - mmengine - INFO - Epoch(val) [3][450/625] eta: 0:00:18 time: 0.1059 data_time: 0.0015 memory: 5431 2023/02/28 12:55:26 - mmengine - INFO - Epoch(val) [3][500/625] eta: 0:00:13 time: 0.1054 data_time: 0.0015 memory: 5361 2023/02/28 12:55:31 - mmengine - INFO - Epoch(val) [3][550/625] eta: 0:00:07 time: 0.1072 data_time: 0.0016 memory: 5418 2023/02/28 12:55:36 - mmengine - INFO - Epoch(val) [3][600/625] eta: 0:00:02 time: 0.1044 data_time: 0.0016 memory: 5382 2023/02/28 12:55:54 - mmengine - INFO - Evaluating bbox... 2023/02/28 12:57:19 - mmengine - INFO - bbox_mAP_copypaste: 0.490 0.670 0.533 0.326 0.528 0.649 2023/02/28 12:57:21 - mmengine - INFO - Epoch(val) [3][625/625] coco/bbox_mAP: 0.4900 coco/bbox_mAP_50: 0.6700 coco/bbox_mAP_75: 0.5330 coco/bbox_mAP_s: 0.3260 coco/bbox_mAP_m: 0.5280 coco/bbox_mAP_l: 0.6490 2023/02/28 12:58:04 - mmengine - INFO - Epoch(train) [4][ 50/7393] lr: 1.0000e-04 eta: 15:54:57 time: 0.8583 data_time: 0.0056 memory: 26633 grad_norm: 36.8686 loss: 11.7163 loss_cls: 0.2707 loss_bbox: 0.1939 loss_iou: 0.4152 d0.loss_cls: 0.3515 d0.loss_bbox: 0.1995 d0.loss_iou: 0.4356 d1.loss_cls: 0.3079 d1.loss_bbox: 0.1936 d1.loss_iou: 0.4192 d2.loss_cls: 0.2818 d2.loss_bbox: 0.1982 d2.loss_iou: 0.4189 d3.loss_cls: 0.2757 d3.loss_bbox: 0.1930 d3.loss_iou: 0.4147 d4.loss_cls: 0.2733 d4.loss_bbox: 0.1921 d4.loss_iou: 0.4146 enc_loss_cls: 0.3378 enc_loss_bbox: 0.2473 enc_loss_iou: 0.5132 dn_loss_cls: 0.0518 dn_loss_bbox: 0.3156 dn_loss_iou: 0.4334 d0.dn_loss_cls: 0.0800 d0.dn_loss_bbox: 0.4304 d0.dn_loss_iou: 0.5727 d1.dn_loss_cls: 0.0592 d1.dn_loss_bbox: 0.3397 d1.dn_loss_iou: 0.4669 d2.dn_loss_cls: 0.0533 d2.dn_loss_bbox: 0.3193 d2.dn_loss_iou: 0.4426 d3.dn_loss_cls: 0.0519 d3.dn_loss_bbox: 0.3159 d3.dn_loss_iou: 0.4348 d4.dn_loss_cls: 0.0520 d4.dn_loss_bbox: 0.3158 d4.dn_loss_iou: 0.4336 2023/02/28 12:58:48 - mmengine - INFO - Epoch(train) [4][ 100/7393] lr: 1.0000e-04 eta: 15:54:16 time: 0.8764 data_time: 0.0050 memory: 28179 grad_norm: 39.6782 loss: 11.4452 loss_cls: 0.2590 loss_bbox: 0.1719 loss_iou: 0.4148 d0.loss_cls: 0.3377 d0.loss_bbox: 0.1762 d0.loss_iou: 0.4323 d1.loss_cls: 0.2873 d1.loss_bbox: 0.1741 d1.loss_iou: 0.4241 d2.loss_cls: 0.2688 d2.loss_bbox: 0.1759 d2.loss_iou: 0.4194 d3.loss_cls: 0.2615 d3.loss_bbox: 0.1752 d3.loss_iou: 0.4182 d4.loss_cls: 0.2579 d4.loss_bbox: 0.1747 d4.loss_iou: 0.4174 enc_loss_cls: 0.3174 enc_loss_bbox: 0.2177 enc_loss_iou: 0.4969 dn_loss_cls: 0.0446 dn_loss_bbox: 0.3071 dn_loss_iou: 0.4351 d0.dn_loss_cls: 0.0807 d0.dn_loss_bbox: 0.4354 d0.dn_loss_iou: 0.5948 d1.dn_loss_cls: 0.0563 d1.dn_loss_bbox: 0.3405 d1.dn_loss_iou: 0.4760 d2.dn_loss_cls: 0.0496 d2.dn_loss_bbox: 0.3177 d2.dn_loss_iou: 0.4483 d3.dn_loss_cls: 0.0468 d3.dn_loss_bbox: 0.3087 d3.dn_loss_iou: 0.4377 d4.dn_loss_cls: 0.0443 d4.dn_loss_bbox: 0.3077 d4.dn_loss_iou: 0.4357 2023/02/28 12:59:31 - mmengine - INFO - Epoch(train) [4][ 150/7393] lr: 1.0000e-04 eta: 15:53:35 time: 0.8771 data_time: 0.0048 memory: 31355 grad_norm: 40.1313 loss: 9.9586 loss_cls: 0.1881 loss_bbox: 0.1552 loss_iou: 0.3116 d0.loss_cls: 0.2435 d0.loss_bbox: 0.1636 d0.loss_iou: 0.3248 d1.loss_cls: 0.2045 d1.loss_bbox: 0.1624 d1.loss_iou: 0.3258 d2.loss_cls: 0.1944 d2.loss_bbox: 0.1605 d2.loss_iou: 0.3187 d3.loss_cls: 0.1883 d3.loss_bbox: 0.1606 d3.loss_iou: 0.3154 d4.loss_cls: 0.1891 d4.loss_bbox: 0.1568 d4.loss_iou: 0.3125 enc_loss_cls: 0.2285 enc_loss_bbox: 0.2035 enc_loss_iou: 0.3906 dn_loss_cls: 0.0471 dn_loss_bbox: 0.3153 dn_loss_iou: 0.4092 d0.dn_loss_cls: 0.0800 d0.dn_loss_bbox: 0.4528 d0.dn_loss_iou: 0.5647 d1.dn_loss_cls: 0.0574 d1.dn_loss_bbox: 0.3493 d1.dn_loss_iou: 0.4465 d2.dn_loss_cls: 0.0494 d2.dn_loss_bbox: 0.3225 d2.dn_loss_iou: 0.4195 d3.dn_loss_cls: 0.0470 d3.dn_loss_bbox: 0.3163 d3.dn_loss_iou: 0.4112 d4.dn_loss_cls: 0.0471 d4.dn_loss_bbox: 0.3153 d4.dn_loss_iou: 0.4095 2023/02/28 13:00:15 - mmengine - INFO - Epoch(train) [4][ 200/7393] lr: 1.0000e-04 eta: 15:52:52 time: 0.8625 data_time: 0.0049 memory: 26999 grad_norm: 36.2139 loss: 11.3353 loss_cls: 0.2581 loss_bbox: 0.1793 loss_iou: 0.3964 d0.loss_cls: 0.3231 d0.loss_bbox: 0.1929 d0.loss_iou: 0.4231 d1.loss_cls: 0.2910 d1.loss_bbox: 0.1814 d1.loss_iou: 0.4039 d2.loss_cls: 0.2695 d2.loss_bbox: 0.1750 d2.loss_iou: 0.4015 d3.loss_cls: 0.2629 d3.loss_bbox: 0.1784 d3.loss_iou: 0.3976 d4.loss_cls: 0.2573 d4.loss_bbox: 0.1809 d4.loss_iou: 0.3990 enc_loss_cls: 0.3201 enc_loss_bbox: 0.2293 enc_loss_iou: 0.4840 dn_loss_cls: 0.0392 dn_loss_bbox: 0.3453 dn_loss_iou: 0.3984 d0.dn_loss_cls: 0.0748 d0.dn_loss_bbox: 0.4806 d0.dn_loss_iou: 0.5472 d1.dn_loss_cls: 0.0510 d1.dn_loss_bbox: 0.3779 d1.dn_loss_iou: 0.4339 d2.dn_loss_cls: 0.0444 d2.dn_loss_bbox: 0.3537 d2.dn_loss_iou: 0.4114 d3.dn_loss_cls: 0.0419 d3.dn_loss_bbox: 0.3459 d3.dn_loss_iou: 0.4008 d4.dn_loss_cls: 0.0398 d4.dn_loss_bbox: 0.3451 d4.dn_loss_iou: 0.3990 2023/02/28 13:00:58 - mmengine - INFO - Epoch(train) [4][ 250/7393] lr: 1.0000e-04 eta: 15:52:10 time: 0.8730 data_time: 0.0051 memory: 34356 grad_norm: 48.4615 loss: 10.6433 loss_cls: 0.2309 loss_bbox: 0.1753 loss_iou: 0.3210 d0.loss_cls: 0.3025 d0.loss_bbox: 0.1750 d0.loss_iou: 0.3320 d1.loss_cls: 0.2647 d1.loss_bbox: 0.1754 d1.loss_iou: 0.3294 d2.loss_cls: 0.2479 d2.loss_bbox: 0.1711 d2.loss_iou: 0.3231 d3.loss_cls: 0.2362 d3.loss_bbox: 0.1730 d3.loss_iou: 0.3226 d4.loss_cls: 0.2317 d4.loss_bbox: 0.1746 d4.loss_iou: 0.3211 enc_loss_cls: 0.2861 enc_loss_bbox: 0.2246 enc_loss_iou: 0.4033 dn_loss_cls: 0.0458 dn_loss_bbox: 0.3346 dn_loss_iou: 0.4110 d0.dn_loss_cls: 0.0803 d0.dn_loss_bbox: 0.4965 d0.dn_loss_iou: 0.5621 d1.dn_loss_cls: 0.0568 d1.dn_loss_bbox: 0.3788 d1.dn_loss_iou: 0.4504 d2.dn_loss_cls: 0.0492 d2.dn_loss_bbox: 0.3457 d2.dn_loss_iou: 0.4224 d3.dn_loss_cls: 0.0468 d3.dn_loss_bbox: 0.3365 d3.dn_loss_iou: 0.4132 d4.dn_loss_cls: 0.0457 d4.dn_loss_bbox: 0.3347 d4.dn_loss_iou: 0.4113 2023/02/28 13:01:42 - mmengine - INFO - Epoch(train) [4][ 300/7393] lr: 1.0000e-04 eta: 15:51:28 time: 0.8668 data_time: 0.0051 memory: 27715 grad_norm: 42.3495 loss: 10.8354 loss_cls: 0.2289 loss_bbox: 0.1670 loss_iou: 0.4151 d0.loss_cls: 0.2972 d0.loss_bbox: 0.1790 d0.loss_iou: 0.4330 d1.loss_cls: 0.2523 d1.loss_bbox: 0.1747 d1.loss_iou: 0.4260 d2.loss_cls: 0.2418 d2.loss_bbox: 0.1652 d2.loss_iou: 0.4165 d3.loss_cls: 0.2340 d3.loss_bbox: 0.1696 d3.loss_iou: 0.4153 d4.loss_cls: 0.2293 d4.loss_bbox: 0.1677 d4.loss_iou: 0.4181 enc_loss_cls: 0.2904 enc_loss_bbox: 0.2181 enc_loss_iou: 0.5015 dn_loss_cls: 0.0473 dn_loss_bbox: 0.2864 dn_loss_iou: 0.3951 d0.dn_loss_cls: 0.0791 d0.dn_loss_bbox: 0.4140 d0.dn_loss_iou: 0.5505 d1.dn_loss_cls: 0.0575 d1.dn_loss_bbox: 0.3179 d1.dn_loss_iou: 0.4332 d2.dn_loss_cls: 0.0509 d2.dn_loss_bbox: 0.2934 d2.dn_loss_iou: 0.4063 d3.dn_loss_cls: 0.0492 d3.dn_loss_bbox: 0.2870 d3.dn_loss_iou: 0.3971 d4.dn_loss_cls: 0.0475 d4.dn_loss_bbox: 0.2866 d4.dn_loss_iou: 0.3954 2023/02/28 13:02:25 - mmengine - INFO - Epoch(train) [4][ 350/7393] lr: 1.0000e-04 eta: 15:50:45 time: 0.8646 data_time: 0.0051 memory: 26739 grad_norm: 32.5907 loss: 10.5418 loss_cls: 0.2309 loss_bbox: 0.1591 loss_iou: 0.4013 d0.loss_cls: 0.3013 d0.loss_bbox: 0.1658 d0.loss_iou: 0.4108 d1.loss_cls: 0.2589 d1.loss_bbox: 0.1617 d1.loss_iou: 0.4095 d2.loss_cls: 0.2395 d2.loss_bbox: 0.1627 d2.loss_iou: 0.4091 d3.loss_cls: 0.2324 d3.loss_bbox: 0.1641 d3.loss_iou: 0.4038 d4.loss_cls: 0.2325 d4.loss_bbox: 0.1603 d4.loss_iou: 0.4025 enc_loss_cls: 0.2851 enc_loss_bbox: 0.2030 enc_loss_iou: 0.4799 dn_loss_cls: 0.0430 dn_loss_bbox: 0.2720 dn_loss_iou: 0.3960 d0.dn_loss_cls: 0.0773 d0.dn_loss_bbox: 0.3941 d0.dn_loss_iou: 0.5439 d1.dn_loss_cls: 0.0547 d1.dn_loss_bbox: 0.2994 d1.dn_loss_iou: 0.4302 d2.dn_loss_cls: 0.0463 d2.dn_loss_bbox: 0.2773 d2.dn_loss_iou: 0.4056 d3.dn_loss_cls: 0.0442 d3.dn_loss_bbox: 0.2732 d3.dn_loss_iou: 0.3982 d4.dn_loss_cls: 0.0433 d4.dn_loss_bbox: 0.2724 d4.dn_loss_iou: 0.3965 2023/02/28 13:03:08 - mmengine - INFO - Epoch(train) [4][ 400/7393] lr: 1.0000e-04 eta: 15:50:03 time: 0.8676 data_time: 0.0051 memory: 28104 grad_norm: 34.7075 loss: 10.0195 loss_cls: 0.2056 loss_bbox: 0.1499 loss_iou: 0.3128 d0.loss_cls: 0.2660 d0.loss_bbox: 0.1599 d0.loss_iou: 0.3355 d1.loss_cls: 0.2299 d1.loss_bbox: 0.1539 d1.loss_iou: 0.3214 d2.loss_cls: 0.2158 d2.loss_bbox: 0.1524 d2.loss_iou: 0.3171 d3.loss_cls: 0.2100 d3.loss_bbox: 0.1509 d3.loss_iou: 0.3137 d4.loss_cls: 0.2072 d4.loss_bbox: 0.1490 d4.loss_iou: 0.3142 enc_loss_cls: 0.2547 enc_loss_bbox: 0.1913 enc_loss_iou: 0.3893 dn_loss_cls: 0.0427 dn_loss_bbox: 0.3218 dn_loss_iou: 0.3997 d0.dn_loss_cls: 0.0792 d0.dn_loss_bbox: 0.4622 d0.dn_loss_iou: 0.5487 d1.dn_loss_cls: 0.0535 d1.dn_loss_bbox: 0.3557 d1.dn_loss_iou: 0.4373 d2.dn_loss_cls: 0.0463 d2.dn_loss_bbox: 0.3281 d2.dn_loss_iou: 0.4094 d3.dn_loss_cls: 0.0440 d3.dn_loss_bbox: 0.3234 d3.dn_loss_iou: 0.4023 d4.dn_loss_cls: 0.0428 d4.dn_loss_bbox: 0.3219 d4.dn_loss_iou: 0.4001 2023/02/28 13:03:51 - mmengine - INFO - Epoch(train) [4][ 450/7393] lr: 1.0000e-04 eta: 15:49:20 time: 0.8607 data_time: 0.0051 memory: 27598 grad_norm: 39.8459 loss: 10.8429 loss_cls: 0.2087 loss_bbox: 0.1748 loss_iou: 0.3622 d0.loss_cls: 0.2802 d0.loss_bbox: 0.1797 d0.loss_iou: 0.3819 d1.loss_cls: 0.2381 d1.loss_bbox: 0.1796 d1.loss_iou: 0.3732 d2.loss_cls: 0.2219 d2.loss_bbox: 0.1766 d2.loss_iou: 0.3650 d3.loss_cls: 0.2143 d3.loss_bbox: 0.1768 d3.loss_iou: 0.3632 d4.loss_cls: 0.2090 d4.loss_bbox: 0.1760 d4.loss_iou: 0.3629 enc_loss_cls: 0.2656 enc_loss_bbox: 0.2206 enc_loss_iou: 0.4380 dn_loss_cls: 0.0443 dn_loss_bbox: 0.3496 dn_loss_iou: 0.4200 d0.dn_loss_cls: 0.0782 d0.dn_loss_bbox: 0.4661 d0.dn_loss_iou: 0.5608 d1.dn_loss_cls: 0.0550 d1.dn_loss_bbox: 0.3782 d1.dn_loss_iou: 0.4553 d2.dn_loss_cls: 0.0487 d2.dn_loss_bbox: 0.3545 d2.dn_loss_iou: 0.4303 d3.dn_loss_cls: 0.0467 d3.dn_loss_bbox: 0.3504 d3.dn_loss_iou: 0.4216 d4.dn_loss_cls: 0.0448 d4.dn_loss_bbox: 0.3501 d4.dn_loss_iou: 0.4203 2023/02/28 13:04:34 - mmengine - INFO - Epoch(train) [4][ 500/7393] lr: 1.0000e-04 eta: 15:48:36 time: 0.8540 data_time: 0.0055 memory: 29610 grad_norm: 54.7027 loss: 10.6726 loss_cls: 0.2265 loss_bbox: 0.1483 loss_iou: 0.3980 d0.loss_cls: 0.2960 d0.loss_bbox: 0.1576 d0.loss_iou: 0.4209 d1.loss_cls: 0.2523 d1.loss_bbox: 0.1581 d1.loss_iou: 0.4119 d2.loss_cls: 0.2324 d2.loss_bbox: 0.1527 d2.loss_iou: 0.3999 d3.loss_cls: 0.2296 d3.loss_bbox: 0.1479 d3.loss_iou: 0.3979 d4.loss_cls: 0.2256 d4.loss_bbox: 0.1470 d4.loss_iou: 0.3985 enc_loss_cls: 0.2791 enc_loss_bbox: 0.2058 enc_loss_iou: 0.5014 dn_loss_cls: 0.0387 dn_loss_bbox: 0.3087 dn_loss_iou: 0.3945 d0.dn_loss_cls: 0.0691 d0.dn_loss_bbox: 0.4456 d0.dn_loss_iou: 0.5425 d1.dn_loss_cls: 0.0473 d1.dn_loss_bbox: 0.3486 d1.dn_loss_iou: 0.4355 d2.dn_loss_cls: 0.0413 d2.dn_loss_bbox: 0.3174 d2.dn_loss_iou: 0.4055 d3.dn_loss_cls: 0.0391 d3.dn_loss_bbox: 0.3112 d3.dn_loss_iou: 0.3978 d4.dn_loss_cls: 0.0382 d4.dn_loss_bbox: 0.3091 d4.dn_loss_iou: 0.3951 2023/02/28 13:05:18 - mmengine - INFO - Epoch(train) [4][ 550/7393] lr: 1.0000e-04 eta: 15:47:54 time: 0.8713 data_time: 0.0051 memory: 26710 grad_norm: 35.1969 loss: 11.3536 loss_cls: 0.2551 loss_bbox: 0.1683 loss_iou: 0.4277 d0.loss_cls: 0.3199 d0.loss_bbox: 0.1827 d0.loss_iou: 0.4564 d1.loss_cls: 0.2804 d1.loss_bbox: 0.1746 d1.loss_iou: 0.4414 d2.loss_cls: 0.2628 d2.loss_bbox: 0.1720 d2.loss_iou: 0.4395 d3.loss_cls: 0.2591 d3.loss_bbox: 0.1705 d3.loss_iou: 0.4294 d4.loss_cls: 0.2530 d4.loss_bbox: 0.1728 d4.loss_iou: 0.4299 enc_loss_cls: 0.3085 enc_loss_bbox: 0.2142 enc_loss_iou: 0.5243 dn_loss_cls: 0.0429 dn_loss_bbox: 0.3018 dn_loss_iou: 0.4118 d0.dn_loss_cls: 0.0753 d0.dn_loss_bbox: 0.4570 d0.dn_loss_iou: 0.5667 d1.dn_loss_cls: 0.0533 d1.dn_loss_bbox: 0.3455 d1.dn_loss_iou: 0.4515 d2.dn_loss_cls: 0.0469 d2.dn_loss_bbox: 0.3136 d2.dn_loss_iou: 0.4251 d3.dn_loss_cls: 0.0436 d3.dn_loss_bbox: 0.3047 d3.dn_loss_iou: 0.4146 d4.dn_loss_cls: 0.0425 d4.dn_loss_bbox: 0.3023 d4.dn_loss_iou: 0.4121 2023/02/28 13:06:01 - mmengine - INFO - Epoch(train) [4][ 600/7393] lr: 1.0000e-04 eta: 15:47:12 time: 0.8693 data_time: 0.0050 memory: 27689 grad_norm: 35.6887 loss: 11.5313 loss_cls: 0.2430 loss_bbox: 0.1943 loss_iou: 0.4061 d0.loss_cls: 0.3166 d0.loss_bbox: 0.2033 d0.loss_iou: 0.4308 d1.loss_cls: 0.2794 d1.loss_bbox: 0.1959 d1.loss_iou: 0.4086 d2.loss_cls: 0.2594 d2.loss_bbox: 0.1954 d2.loss_iou: 0.4036 d3.loss_cls: 0.2533 d3.loss_bbox: 0.1932 d3.loss_iou: 0.4027 d4.loss_cls: 0.2422 d4.loss_bbox: 0.1937 d4.loss_iou: 0.4063 enc_loss_cls: 0.3115 enc_loss_bbox: 0.2402 enc_loss_iou: 0.4911 dn_loss_cls: 0.0493 dn_loss_bbox: 0.3456 dn_loss_iou: 0.4107 d0.dn_loss_cls: 0.0789 d0.dn_loss_bbox: 0.4784 d0.dn_loss_iou: 0.5674 d1.dn_loss_cls: 0.0581 d1.dn_loss_bbox: 0.3797 d1.dn_loss_iou: 0.4508 d2.dn_loss_cls: 0.0522 d2.dn_loss_bbox: 0.3526 d2.dn_loss_iou: 0.4224 d3.dn_loss_cls: 0.0502 d3.dn_loss_bbox: 0.3464 d3.dn_loss_iou: 0.4129 d4.dn_loss_cls: 0.0487 d4.dn_loss_bbox: 0.3455 d4.dn_loss_iou: 0.4108 2023/02/28 13:06:44 - mmengine - INFO - Epoch(train) [4][ 650/7393] lr: 1.0000e-04 eta: 15:46:29 time: 0.8667 data_time: 0.0051 memory: 27845 grad_norm: 36.4726 loss: 11.0964 loss_cls: 0.2517 loss_bbox: 0.1789 loss_iou: 0.4120 d0.loss_cls: 0.3198 d0.loss_bbox: 0.1904 d0.loss_iou: 0.4358 d1.loss_cls: 0.2756 d1.loss_bbox: 0.1843 d1.loss_iou: 0.4157 d2.loss_cls: 0.2599 d2.loss_bbox: 0.1782 d2.loss_iou: 0.4153 d3.loss_cls: 0.2536 d3.loss_bbox: 0.1785 d3.loss_iou: 0.4113 d4.loss_cls: 0.2518 d4.loss_bbox: 0.1783 d4.loss_iou: 0.4101 enc_loss_cls: 0.3035 enc_loss_bbox: 0.2301 enc_loss_iou: 0.4971 dn_loss_cls: 0.0403 dn_loss_bbox: 0.2943 dn_loss_iou: 0.4048 d0.dn_loss_cls: 0.0728 d0.dn_loss_bbox: 0.4294 d0.dn_loss_iou: 0.5575 d1.dn_loss_cls: 0.0513 d1.dn_loss_bbox: 0.3258 d1.dn_loss_iou: 0.4414 d2.dn_loss_cls: 0.0441 d2.dn_loss_bbox: 0.3019 d2.dn_loss_iou: 0.4176 d3.dn_loss_cls: 0.0418 d3.dn_loss_bbox: 0.2948 d3.dn_loss_iou: 0.4070 d4.dn_loss_cls: 0.0401 d4.dn_loss_bbox: 0.2945 d4.dn_loss_iou: 0.4054 2023/02/28 13:07:27 - mmengine - INFO - Epoch(train) [4][ 700/7393] lr: 1.0000e-04 eta: 15:45:45 time: 0.8558 data_time: 0.0051 memory: 27689 grad_norm: 44.5882 loss: 11.2827 loss_cls: 0.2530 loss_bbox: 0.1739 loss_iou: 0.3745 d0.loss_cls: 0.3093 d0.loss_bbox: 0.1867 d0.loss_iou: 0.4026 d1.loss_cls: 0.2795 d1.loss_bbox: 0.1728 d1.loss_iou: 0.3850 d2.loss_cls: 0.2635 d2.loss_bbox: 0.1758 d2.loss_iou: 0.3784 d3.loss_cls: 0.2579 d3.loss_bbox: 0.1743 d3.loss_iou: 0.3746 d4.loss_cls: 0.2515 d4.loss_bbox: 0.1747 d4.loss_iou: 0.3750 enc_loss_cls: 0.2999 enc_loss_bbox: 0.2247 enc_loss_iou: 0.4531 dn_loss_cls: 0.0462 dn_loss_bbox: 0.3599 dn_loss_iou: 0.4057 d0.dn_loss_cls: 0.0798 d0.dn_loss_bbox: 0.5116 d0.dn_loss_iou: 0.5601 d1.dn_loss_cls: 0.0582 d1.dn_loss_bbox: 0.4038 d1.dn_loss_iou: 0.4472 d2.dn_loss_cls: 0.0500 d2.dn_loss_bbox: 0.3714 d2.dn_loss_iou: 0.4182 d3.dn_loss_cls: 0.0469 d3.dn_loss_bbox: 0.3624 d3.dn_loss_iou: 0.4087 d4.dn_loss_cls: 0.0459 d4.dn_loss_bbox: 0.3600 d4.dn_loss_iou: 0.4061 2023/02/28 13:08:11 - mmengine - INFO - Epoch(train) [4][ 750/7393] lr: 1.0000e-04 eta: 15:45:04 time: 0.8725 data_time: 0.0050 memory: 26633 grad_norm: 36.0924 loss: 10.4019 loss_cls: 0.2056 loss_bbox: 0.1816 loss_iou: 0.3664 d0.loss_cls: 0.2793 d0.loss_bbox: 0.1790 d0.loss_iou: 0.3728 d1.loss_cls: 0.2374 d1.loss_bbox: 0.1774 d1.loss_iou: 0.3683 d2.loss_cls: 0.2138 d2.loss_bbox: 0.1826 d2.loss_iou: 0.3712 d3.loss_cls: 0.2068 d3.loss_bbox: 0.1840 d3.loss_iou: 0.3704 d4.loss_cls: 0.2063 d4.loss_bbox: 0.1814 d4.loss_iou: 0.3663 enc_loss_cls: 0.2635 enc_loss_bbox: 0.2107 enc_loss_iou: 0.4384 dn_loss_cls: 0.0402 dn_loss_bbox: 0.3076 dn_loss_iou: 0.3879 d0.dn_loss_cls: 0.0707 d0.dn_loss_bbox: 0.4395 d0.dn_loss_iou: 0.5376 d1.dn_loss_cls: 0.0502 d1.dn_loss_bbox: 0.3435 d1.dn_loss_iou: 0.4245 d2.dn_loss_cls: 0.0442 d2.dn_loss_bbox: 0.3163 d2.dn_loss_iou: 0.3985 d3.dn_loss_cls: 0.0418 d3.dn_loss_bbox: 0.3096 d3.dn_loss_iou: 0.3905 d4.dn_loss_cls: 0.0402 d4.dn_loss_bbox: 0.3078 d4.dn_loss_iou: 0.3883 2023/02/28 13:08:53 - mmengine - INFO - Epoch(train) [4][ 800/7393] lr: 1.0000e-04 eta: 15:44:19 time: 0.8502 data_time: 0.0050 memory: 28088 grad_norm: 35.7005 loss: 11.4355 loss_cls: 0.2582 loss_bbox: 0.1923 loss_iou: 0.4075 d0.loss_cls: 0.3309 d0.loss_bbox: 0.2067 d0.loss_iou: 0.4397 d1.loss_cls: 0.2872 d1.loss_bbox: 0.1986 d1.loss_iou: 0.4220 d2.loss_cls: 0.2720 d2.loss_bbox: 0.1965 d2.loss_iou: 0.4183 d3.loss_cls: 0.2659 d3.loss_bbox: 0.1933 d3.loss_iou: 0.4100 d4.loss_cls: 0.2632 d4.loss_bbox: 0.1922 d4.loss_iou: 0.4069 enc_loss_cls: 0.3252 enc_loss_bbox: 0.2478 enc_loss_iou: 0.5083 dn_loss_cls: 0.0473 dn_loss_bbox: 0.3137 dn_loss_iou: 0.3990 d0.dn_loss_cls: 0.0791 d0.dn_loss_bbox: 0.4518 d0.dn_loss_iou: 0.5526 d1.dn_loss_cls: 0.0568 d1.dn_loss_bbox: 0.3484 d1.dn_loss_iou: 0.4372 d2.dn_loss_cls: 0.0506 d2.dn_loss_bbox: 0.3205 d2.dn_loss_iou: 0.4096 d3.dn_loss_cls: 0.0493 d3.dn_loss_bbox: 0.3145 d3.dn_loss_iou: 0.4016 d4.dn_loss_cls: 0.0475 d4.dn_loss_bbox: 0.3138 d4.dn_loss_iou: 0.3992 2023/02/28 13:09:12 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 13:09:36 - mmengine - INFO - Epoch(train) [4][ 850/7393] lr: 1.0000e-04 eta: 15:43:35 time: 0.8563 data_time: 0.0049 memory: 27689 grad_norm: 48.5181 loss: 11.9158 loss_cls: 0.2963 loss_bbox: 0.1966 loss_iou: 0.5035 d0.loss_cls: 0.3618 d0.loss_bbox: 0.2062 d0.loss_iou: 0.5369 d1.loss_cls: 0.3256 d1.loss_bbox: 0.2014 d1.loss_iou: 0.5136 d2.loss_cls: 0.3040 d2.loss_bbox: 0.2012 d2.loss_iou: 0.5154 d3.loss_cls: 0.3048 d3.loss_bbox: 0.1948 d3.loss_iou: 0.5019 d4.loss_cls: 0.2974 d4.loss_bbox: 0.1968 d4.loss_iou: 0.5027 enc_loss_cls: 0.3539 enc_loss_bbox: 0.2478 enc_loss_iou: 0.6104 dn_loss_cls: 0.0402 dn_loss_bbox: 0.2590 dn_loss_iou: 0.3887 d0.dn_loss_cls: 0.0747 d0.dn_loss_bbox: 0.3775 d0.dn_loss_iou: 0.5399 d1.dn_loss_cls: 0.0521 d1.dn_loss_bbox: 0.2929 d1.dn_loss_iou: 0.4258 d2.dn_loss_cls: 0.0448 d2.dn_loss_bbox: 0.2664 d2.dn_loss_iou: 0.3991 d3.dn_loss_cls: 0.0422 d3.dn_loss_bbox: 0.2601 d3.dn_loss_iou: 0.3913 d4.dn_loss_cls: 0.0407 d4.dn_loss_bbox: 0.2587 d4.dn_loss_iou: 0.3889 2023/02/28 13:10:19 - mmengine - INFO - Epoch(train) [4][ 900/7393] lr: 1.0000e-04 eta: 15:42:53 time: 0.8682 data_time: 0.0050 memory: 27259 grad_norm: 37.4899 loss: 11.5614 loss_cls: 0.2737 loss_bbox: 0.2002 loss_iou: 0.4559 d0.loss_cls: 0.3507 d0.loss_bbox: 0.2061 d0.loss_iou: 0.4726 d1.loss_cls: 0.3153 d1.loss_bbox: 0.1991 d1.loss_iou: 0.4582 d2.loss_cls: 0.2929 d2.loss_bbox: 0.1940 d2.loss_iou: 0.4554 d3.loss_cls: 0.2875 d3.loss_bbox: 0.1981 d3.loss_iou: 0.4538 d4.loss_cls: 0.2794 d4.loss_bbox: 0.1992 d4.loss_iou: 0.4537 enc_loss_cls: 0.3352 enc_loss_bbox: 0.2382 enc_loss_iou: 0.5489 dn_loss_cls: 0.0419 dn_loss_bbox: 0.2681 dn_loss_iou: 0.4128 d0.dn_loss_cls: 0.0742 d0.dn_loss_bbox: 0.3747 d0.dn_loss_iou: 0.5485 d1.dn_loss_cls: 0.0518 d1.dn_loss_bbox: 0.2927 d1.dn_loss_iou: 0.4430 d2.dn_loss_cls: 0.0448 d2.dn_loss_bbox: 0.2708 d2.dn_loss_iou: 0.4199 d3.dn_loss_cls: 0.0441 d3.dn_loss_bbox: 0.2684 d3.dn_loss_iou: 0.4139 d4.dn_loss_cls: 0.0426 d4.dn_loss_bbox: 0.2680 d4.dn_loss_iou: 0.4131 2023/02/28 13:11:03 - mmengine - INFO - Epoch(train) [4][ 950/7393] lr: 1.0000e-04 eta: 15:42:10 time: 0.8618 data_time: 0.0049 memory: 27689 grad_norm: 48.1387 loss: 10.4425 loss_cls: 0.2215 loss_bbox: 0.1505 loss_iou: 0.3960 d0.loss_cls: 0.2852 d0.loss_bbox: 0.1600 d0.loss_iou: 0.4173 d1.loss_cls: 0.2481 d1.loss_bbox: 0.1556 d1.loss_iou: 0.4013 d2.loss_cls: 0.2313 d2.loss_bbox: 0.1513 d2.loss_iou: 0.4003 d3.loss_cls: 0.2267 d3.loss_bbox: 0.1500 d3.loss_iou: 0.3961 d4.loss_cls: 0.2234 d4.loss_bbox: 0.1488 d4.loss_iou: 0.3957 enc_loss_cls: 0.2853 enc_loss_bbox: 0.1876 enc_loss_iou: 0.4576 dn_loss_cls: 0.0349 dn_loss_bbox: 0.2823 dn_loss_iou: 0.4035 d0.dn_loss_cls: 0.0691 d0.dn_loss_bbox: 0.4175 d0.dn_loss_iou: 0.5568 d1.dn_loss_cls: 0.0448 d1.dn_loss_bbox: 0.3189 d1.dn_loss_iou: 0.4374 d2.dn_loss_cls: 0.0383 d2.dn_loss_bbox: 0.2900 d2.dn_loss_iou: 0.4129 d3.dn_loss_cls: 0.0364 d3.dn_loss_bbox: 0.2838 d3.dn_loss_iou: 0.4054 d4.dn_loss_cls: 0.0350 d4.dn_loss_bbox: 0.2823 d4.dn_loss_iou: 0.4038 2023/02/28 13:11:46 - mmengine - INFO - Epoch(train) [4][1000/7393] lr: 1.0000e-04 eta: 15:41:28 time: 0.8717 data_time: 0.0042 memory: 29974 grad_norm: 33.4584 loss: 10.0627 loss_cls: 0.2252 loss_bbox: 0.1586 loss_iou: 0.3278 d0.loss_cls: 0.2783 d0.loss_bbox: 0.1822 d0.loss_iou: 0.3524 d1.loss_cls: 0.2529 d1.loss_bbox: 0.1640 d1.loss_iou: 0.3343 d2.loss_cls: 0.2331 d2.loss_bbox: 0.1631 d2.loss_iou: 0.3320 d3.loss_cls: 0.2283 d3.loss_bbox: 0.1602 d3.loss_iou: 0.3290 d4.loss_cls: 0.2260 d4.loss_bbox: 0.1578 d4.loss_iou: 0.3276 enc_loss_cls: 0.2735 enc_loss_bbox: 0.2333 enc_loss_iou: 0.4329 dn_loss_cls: 0.0342 dn_loss_bbox: 0.2958 dn_loss_iou: 0.3729 d0.dn_loss_cls: 0.0653 d0.dn_loss_bbox: 0.4483 d0.dn_loss_iou: 0.5265 d1.dn_loss_cls: 0.0449 d1.dn_loss_bbox: 0.3429 d1.dn_loss_iou: 0.4148 d2.dn_loss_cls: 0.0384 d2.dn_loss_bbox: 0.3075 d2.dn_loss_iou: 0.3852 d3.dn_loss_cls: 0.0357 d3.dn_loss_bbox: 0.2982 d3.dn_loss_iou: 0.3758 d4.dn_loss_cls: 0.0342 d4.dn_loss_bbox: 0.2962 d4.dn_loss_iou: 0.3735 2023/02/28 13:12:30 - mmengine - INFO - Epoch(train) [4][1050/7393] lr: 1.0000e-04 eta: 15:40:47 time: 0.8726 data_time: 0.0044 memory: 27614 grad_norm: 35.9504 loss: 10.6001 loss_cls: 0.2343 loss_bbox: 0.1707 loss_iou: 0.4086 d0.loss_cls: 0.3103 d0.loss_bbox: 0.1766 d0.loss_iou: 0.4297 d1.loss_cls: 0.2702 d1.loss_bbox: 0.1739 d1.loss_iou: 0.4144 d2.loss_cls: 0.2465 d2.loss_bbox: 0.1741 d2.loss_iou: 0.4107 d3.loss_cls: 0.2363 d3.loss_bbox: 0.1733 d3.loss_iou: 0.4097 d4.loss_cls: 0.2355 d4.loss_bbox: 0.1712 d4.loss_iou: 0.4087 enc_loss_cls: 0.3045 enc_loss_bbox: 0.2134 enc_loss_iou: 0.4832 dn_loss_cls: 0.0360 dn_loss_bbox: 0.2615 dn_loss_iou: 0.3865 d0.dn_loss_cls: 0.0696 d0.dn_loss_bbox: 0.4001 d0.dn_loss_iou: 0.5379 d1.dn_loss_cls: 0.0475 d1.dn_loss_bbox: 0.2969 d1.dn_loss_iou: 0.4239 d2.dn_loss_cls: 0.0406 d2.dn_loss_bbox: 0.2722 d2.dn_loss_iou: 0.3970 d3.dn_loss_cls: 0.0376 d3.dn_loss_bbox: 0.2631 d3.dn_loss_iou: 0.3886 d4.dn_loss_cls: 0.0363 d4.dn_loss_bbox: 0.2620 d4.dn_loss_iou: 0.3869 2023/02/28 13:13:12 - mmengine - INFO - Epoch(train) [4][1100/7393] lr: 1.0000e-04 eta: 15:40:01 time: 0.8450 data_time: 0.0043 memory: 26329 grad_norm: 38.6816 loss: 11.3642 loss_cls: 0.2628 loss_bbox: 0.1750 loss_iou: 0.4547 d0.loss_cls: 0.3385 d0.loss_bbox: 0.1850 d0.loss_iou: 0.4805 d1.loss_cls: 0.2933 d1.loss_bbox: 0.1795 d1.loss_iou: 0.4593 d2.loss_cls: 0.2755 d2.loss_bbox: 0.1737 d2.loss_iou: 0.4565 d3.loss_cls: 0.2669 d3.loss_bbox: 0.1762 d3.loss_iou: 0.4583 d4.loss_cls: 0.2628 d4.loss_bbox: 0.1760 d4.loss_iou: 0.4560 enc_loss_cls: 0.3286 enc_loss_bbox: 0.2231 enc_loss_iou: 0.5442 dn_loss_cls: 0.0463 dn_loss_bbox: 0.2803 dn_loss_iou: 0.3947 d0.dn_loss_cls: 0.0794 d0.dn_loss_bbox: 0.4074 d0.dn_loss_iou: 0.5326 d1.dn_loss_cls: 0.0579 d1.dn_loss_bbox: 0.3147 d1.dn_loss_iou: 0.4297 d2.dn_loss_cls: 0.0501 d2.dn_loss_bbox: 0.2889 d2.dn_loss_iou: 0.4061 d3.dn_loss_cls: 0.0480 d3.dn_loss_bbox: 0.2820 d3.dn_loss_iou: 0.3975 d4.dn_loss_cls: 0.0467 d4.dn_loss_bbox: 0.2806 d4.dn_loss_iou: 0.3951 2023/02/28 13:13:55 - mmengine - INFO - Epoch(train) [4][1150/7393] lr: 1.0000e-04 eta: 15:39:19 time: 0.8683 data_time: 0.0044 memory: 29092 grad_norm: 39.8182 loss: 10.5740 loss_cls: 0.2221 loss_bbox: 0.1729 loss_iou: 0.3595 d0.loss_cls: 0.2893 d0.loss_bbox: 0.1857 d0.loss_iou: 0.3816 d1.loss_cls: 0.2465 d1.loss_bbox: 0.1786 d1.loss_iou: 0.3687 d2.loss_cls: 0.2273 d2.loss_bbox: 0.1752 d2.loss_iou: 0.3638 d3.loss_cls: 0.2275 d3.loss_bbox: 0.1732 d3.loss_iou: 0.3618 d4.loss_cls: 0.2217 d4.loss_bbox: 0.1733 d4.loss_iou: 0.3605 enc_loss_cls: 0.2832 enc_loss_bbox: 0.2211 enc_loss_iou: 0.4428 dn_loss_cls: 0.0400 dn_loss_bbox: 0.3350 dn_loss_iou: 0.3780 d0.dn_loss_cls: 0.0766 d0.dn_loss_bbox: 0.4598 d0.dn_loss_iou: 0.5291 d1.dn_loss_cls: 0.0527 d1.dn_loss_bbox: 0.3654 d1.dn_loss_iou: 0.4141 d2.dn_loss_cls: 0.0449 d2.dn_loss_bbox: 0.3422 d2.dn_loss_iou: 0.3890 d3.dn_loss_cls: 0.0412 d3.dn_loss_bbox: 0.3355 d3.dn_loss_iou: 0.3802 d4.dn_loss_cls: 0.0400 d4.dn_loss_bbox: 0.3354 d4.dn_loss_iou: 0.3784 2023/02/28 13:14:39 - mmengine - INFO - Epoch(train) [4][1200/7393] lr: 1.0000e-04 eta: 15:38:36 time: 0.8647 data_time: 0.0043 memory: 28179 grad_norm: 42.0500 loss: 10.6657 loss_cls: 0.2542 loss_bbox: 0.1626 loss_iou: 0.4013 d0.loss_cls: 0.3276 d0.loss_bbox: 0.1797 d0.loss_iou: 0.4314 d1.loss_cls: 0.2859 d1.loss_bbox: 0.1656 d1.loss_iou: 0.4163 d2.loss_cls: 0.2672 d2.loss_bbox: 0.1623 d2.loss_iou: 0.4059 d3.loss_cls: 0.2581 d3.loss_bbox: 0.1631 d3.loss_iou: 0.4008 d4.loss_cls: 0.2533 d4.loss_bbox: 0.1642 d4.loss_iou: 0.4023 enc_loss_cls: 0.3147 enc_loss_bbox: 0.2165 enc_loss_iou: 0.4989 dn_loss_cls: 0.0409 dn_loss_bbox: 0.2623 dn_loss_iou: 0.3796 d0.dn_loss_cls: 0.0754 d0.dn_loss_bbox: 0.3973 d0.dn_loss_iou: 0.5343 d1.dn_loss_cls: 0.0516 d1.dn_loss_bbox: 0.2977 d1.dn_loss_iou: 0.4189 d2.dn_loss_cls: 0.0435 d2.dn_loss_bbox: 0.2703 d2.dn_loss_iou: 0.3905 d3.dn_loss_cls: 0.0413 d3.dn_loss_bbox: 0.2640 d3.dn_loss_iou: 0.3819 d4.dn_loss_cls: 0.0413 d4.dn_loss_bbox: 0.2627 d4.dn_loss_iou: 0.3801 2023/02/28 13:15:22 - mmengine - INFO - Epoch(train) [4][1250/7393] lr: 1.0000e-04 eta: 15:37:54 time: 0.8670 data_time: 0.0043 memory: 28291 grad_norm: 49.4325 loss: 11.0460 loss_cls: 0.2544 loss_bbox: 0.1718 loss_iou: 0.3785 d0.loss_cls: 0.3123 d0.loss_bbox: 0.1817 d0.loss_iou: 0.4103 d1.loss_cls: 0.2759 d1.loss_bbox: 0.1797 d1.loss_iou: 0.3930 d2.loss_cls: 0.2633 d2.loss_bbox: 0.1735 d2.loss_iou: 0.3815 d3.loss_cls: 0.2566 d3.loss_bbox: 0.1748 d3.loss_iou: 0.3820 d4.loss_cls: 0.2547 d4.loss_bbox: 0.1717 d4.loss_iou: 0.3779 enc_loss_cls: 0.3052 enc_loss_bbox: 0.2226 enc_loss_iou: 0.4725 dn_loss_cls: 0.0491 dn_loss_bbox: 0.3330 dn_loss_iou: 0.3935 d0.dn_loss_cls: 0.0829 d0.dn_loss_bbox: 0.4535 d0.dn_loss_iou: 0.5372 d1.dn_loss_cls: 0.0592 d1.dn_loss_bbox: 0.3638 d1.dn_loss_iou: 0.4276 d2.dn_loss_cls: 0.0521 d2.dn_loss_bbox: 0.3383 d2.dn_loss_iou: 0.4045 d3.dn_loss_cls: 0.0513 d3.dn_loss_bbox: 0.3342 d3.dn_loss_iou: 0.3962 d4.dn_loss_cls: 0.0491 d4.dn_loss_bbox: 0.3329 d4.dn_loss_iou: 0.3938 2023/02/28 13:16:05 - mmengine - INFO - Epoch(train) [4][1300/7393] lr: 1.0000e-04 eta: 15:37:09 time: 0.8504 data_time: 0.0046 memory: 26632 grad_norm: 36.3201 loss: 10.5645 loss_cls: 0.2330 loss_bbox: 0.1634 loss_iou: 0.3507 d0.loss_cls: 0.2890 d0.loss_bbox: 0.1815 d0.loss_iou: 0.3709 d1.loss_cls: 0.2521 d1.loss_bbox: 0.1755 d1.loss_iou: 0.3670 d2.loss_cls: 0.2400 d2.loss_bbox: 0.1670 d2.loss_iou: 0.3612 d3.loss_cls: 0.2354 d3.loss_bbox: 0.1680 d3.loss_iou: 0.3536 d4.loss_cls: 0.2304 d4.loss_bbox: 0.1686 d4.loss_iou: 0.3538 enc_loss_cls: 0.2858 enc_loss_bbox: 0.2128 enc_loss_iou: 0.4215 dn_loss_cls: 0.0410 dn_loss_bbox: 0.3160 dn_loss_iou: 0.3985 d0.dn_loss_cls: 0.0732 d0.dn_loss_bbox: 0.4623 d0.dn_loss_iou: 0.5402 d1.dn_loss_cls: 0.0519 d1.dn_loss_bbox: 0.3608 d1.dn_loss_iou: 0.4375 d2.dn_loss_cls: 0.0451 d2.dn_loss_bbox: 0.3269 d2.dn_loss_iou: 0.4104 d3.dn_loss_cls: 0.0434 d3.dn_loss_bbox: 0.3187 d3.dn_loss_iou: 0.4014 d4.dn_loss_cls: 0.0413 d4.dn_loss_bbox: 0.3160 d4.dn_loss_iou: 0.3988 2023/02/28 13:16:47 - mmengine - INFO - Epoch(train) [4][1350/7393] lr: 1.0000e-04 eta: 15:36:25 time: 0.8552 data_time: 0.0047 memory: 28122 grad_norm: 37.6194 loss: 11.7247 loss_cls: 0.2742 loss_bbox: 0.2009 loss_iou: 0.4065 d0.loss_cls: 0.3477 d0.loss_bbox: 0.2192 d0.loss_iou: 0.4420 d1.loss_cls: 0.2954 d1.loss_bbox: 0.2082 d1.loss_iou: 0.4214 d2.loss_cls: 0.2782 d2.loss_bbox: 0.2067 d2.loss_iou: 0.4129 d3.loss_cls: 0.2738 d3.loss_bbox: 0.2087 d3.loss_iou: 0.4070 d4.loss_cls: 0.2710 d4.loss_bbox: 0.2069 d4.loss_iou: 0.4093 enc_loss_cls: 0.3289 enc_loss_bbox: 0.2602 enc_loss_iou: 0.5069 dn_loss_cls: 0.0462 dn_loss_bbox: 0.3190 dn_loss_iou: 0.4188 d0.dn_loss_cls: 0.0819 d0.dn_loss_bbox: 0.4569 d0.dn_loss_iou: 0.5659 d1.dn_loss_cls: 0.0577 d1.dn_loss_bbox: 0.3546 d1.dn_loss_iou: 0.4542 d2.dn_loss_cls: 0.0499 d2.dn_loss_bbox: 0.3294 d2.dn_loss_iou: 0.4303 d3.dn_loss_cls: 0.0476 d3.dn_loss_bbox: 0.3207 d3.dn_loss_iou: 0.4209 d4.dn_loss_cls: 0.0464 d4.dn_loss_bbox: 0.3193 d4.dn_loss_iou: 0.4191 2023/02/28 13:17:31 - mmengine - INFO - Epoch(train) [4][1400/7393] lr: 1.0000e-04 eta: 15:35:44 time: 0.8779 data_time: 0.0044 memory: 27637 grad_norm: 35.5340 loss: 10.0325 loss_cls: 0.1975 loss_bbox: 0.1464 loss_iou: 0.3254 d0.loss_cls: 0.2517 d0.loss_bbox: 0.1615 d0.loss_iou: 0.3530 d1.loss_cls: 0.2216 d1.loss_bbox: 0.1532 d1.loss_iou: 0.3343 d2.loss_cls: 0.2042 d2.loss_bbox: 0.1508 d2.loss_iou: 0.3324 d3.loss_cls: 0.2010 d3.loss_bbox: 0.1483 d3.loss_iou: 0.3280 d4.loss_cls: 0.1963 d4.loss_bbox: 0.1479 d4.loss_iou: 0.3269 enc_loss_cls: 0.2412 enc_loss_bbox: 0.1879 enc_loss_iou: 0.4016 dn_loss_cls: 0.0390 dn_loss_bbox: 0.3032 dn_loss_iou: 0.4145 d0.dn_loss_cls: 0.0757 d0.dn_loss_bbox: 0.4603 d0.dn_loss_iou: 0.5767 d1.dn_loss_cls: 0.0514 d1.dn_loss_bbox: 0.3414 d1.dn_loss_iou: 0.4543 d2.dn_loss_cls: 0.0438 d2.dn_loss_bbox: 0.3142 d2.dn_loss_iou: 0.4261 d3.dn_loss_cls: 0.0411 d3.dn_loss_bbox: 0.3051 d3.dn_loss_iou: 0.4169 d4.dn_loss_cls: 0.0386 d4.dn_loss_bbox: 0.3041 d4.dn_loss_iou: 0.4151 2023/02/28 13:18:14 - mmengine - INFO - Epoch(train) [4][1450/7393] lr: 1.0000e-04 eta: 15:35:00 time: 0.8569 data_time: 0.0044 memory: 29128 grad_norm: 37.8163 loss: 11.2265 loss_cls: 0.2645 loss_bbox: 0.1899 loss_iou: 0.4321 d0.loss_cls: 0.3462 d0.loss_bbox: 0.1925 d0.loss_iou: 0.4473 d1.loss_cls: 0.2989 d1.loss_bbox: 0.1917 d1.loss_iou: 0.4369 d2.loss_cls: 0.2798 d2.loss_bbox: 0.1912 d2.loss_iou: 0.4289 d3.loss_cls: 0.2719 d3.loss_bbox: 0.1916 d3.loss_iou: 0.4282 d4.loss_cls: 0.2676 d4.loss_bbox: 0.1901 d4.loss_iou: 0.4291 enc_loss_cls: 0.3261 enc_loss_bbox: 0.2359 enc_loss_iou: 0.5222 dn_loss_cls: 0.0416 dn_loss_bbox: 0.2886 dn_loss_iou: 0.3833 d0.dn_loss_cls: 0.0733 d0.dn_loss_bbox: 0.4027 d0.dn_loss_iou: 0.5220 d1.dn_loss_cls: 0.0517 d1.dn_loss_bbox: 0.3170 d1.dn_loss_iou: 0.4177 d2.dn_loss_cls: 0.0457 d2.dn_loss_bbox: 0.2946 d2.dn_loss_iou: 0.3929 d3.dn_loss_cls: 0.0427 d3.dn_loss_bbox: 0.2899 d3.dn_loss_iou: 0.3856 d4.dn_loss_cls: 0.0420 d4.dn_loss_bbox: 0.2886 d4.dn_loss_iou: 0.3837 2023/02/28 13:18:58 - mmengine - INFO - Epoch(train) [4][1500/7393] lr: 1.0000e-04 eta: 15:34:18 time: 0.8688 data_time: 0.0044 memory: 29702 grad_norm: 34.1928 loss: 11.1327 loss_cls: 0.2511 loss_bbox: 0.1506 loss_iou: 0.3915 d0.loss_cls: 0.3225 d0.loss_bbox: 0.1557 d0.loss_iou: 0.4040 d1.loss_cls: 0.2760 d1.loss_bbox: 0.1553 d1.loss_iou: 0.3929 d2.loss_cls: 0.2572 d2.loss_bbox: 0.1558 d2.loss_iou: 0.3954 d3.loss_cls: 0.2548 d3.loss_bbox: 0.1526 d3.loss_iou: 0.3934 d4.loss_cls: 0.2486 d4.loss_bbox: 0.1518 d4.loss_iou: 0.3918 enc_loss_cls: 0.3123 enc_loss_bbox: 0.1958 enc_loss_iou: 0.4662 dn_loss_cls: 0.0421 dn_loss_bbox: 0.3236 dn_loss_iou: 0.4411 d0.dn_loss_cls: 0.0731 d0.dn_loss_bbox: 0.4489 d0.dn_loss_iou: 0.5938 d1.dn_loss_cls: 0.0526 d1.dn_loss_bbox: 0.3576 d1.dn_loss_iou: 0.4783 d2.dn_loss_cls: 0.0447 d2.dn_loss_bbox: 0.3310 d2.dn_loss_iou: 0.4509 d3.dn_loss_cls: 0.0432 d3.dn_loss_bbox: 0.3253 d3.dn_loss_iou: 0.4438 d4.dn_loss_cls: 0.0415 d4.dn_loss_bbox: 0.3242 d4.dn_loss_iou: 0.4415 2023/02/28 13:19:41 - mmengine - INFO - Epoch(train) [4][1550/7393] lr: 1.0000e-04 eta: 15:33:35 time: 0.8636 data_time: 0.0043 memory: 28179 grad_norm: 37.1855 loss: 11.6300 loss_cls: 0.2551 loss_bbox: 0.1785 loss_iou: 0.4026 d0.loss_cls: 0.3313 d0.loss_bbox: 0.1813 d0.loss_iou: 0.4244 d1.loss_cls: 0.2843 d1.loss_bbox: 0.1819 d1.loss_iou: 0.4119 d2.loss_cls: 0.2712 d2.loss_bbox: 0.1775 d2.loss_iou: 0.4040 d3.loss_cls: 0.2650 d3.loss_bbox: 0.1787 d3.loss_iou: 0.4011 d4.loss_cls: 0.2572 d4.loss_bbox: 0.1774 d4.loss_iou: 0.4015 enc_loss_cls: 0.3224 enc_loss_bbox: 0.2258 enc_loss_iou: 0.4959 dn_loss_cls: 0.0482 dn_loss_bbox: 0.3313 dn_loss_iou: 0.4434 d0.dn_loss_cls: 0.0858 d0.dn_loss_bbox: 0.4746 d0.dn_loss_iou: 0.6018 d1.dn_loss_cls: 0.0616 d1.dn_loss_bbox: 0.3676 d1.dn_loss_iou: 0.4848 d2.dn_loss_cls: 0.0525 d2.dn_loss_bbox: 0.3402 d2.dn_loss_iou: 0.4571 d3.dn_loss_cls: 0.0503 d3.dn_loss_bbox: 0.3320 d3.dn_loss_iou: 0.4462 d4.dn_loss_cls: 0.0484 d4.dn_loss_bbox: 0.3314 d4.dn_loss_iou: 0.4436 2023/02/28 13:20:24 - mmengine - INFO - Epoch(train) [4][1600/7393] lr: 1.0000e-04 eta: 15:32:51 time: 0.8563 data_time: 0.0043 memory: 26735 grad_norm: 47.1780 loss: 10.5182 loss_cls: 0.2231 loss_bbox: 0.1704 loss_iou: 0.3391 d0.loss_cls: 0.2841 d0.loss_bbox: 0.1726 d0.loss_iou: 0.3527 d1.loss_cls: 0.2466 d1.loss_bbox: 0.1732 d1.loss_iou: 0.3415 d2.loss_cls: 0.2310 d2.loss_bbox: 0.1719 d2.loss_iou: 0.3387 d3.loss_cls: 0.2292 d3.loss_bbox: 0.1705 d3.loss_iou: 0.3357 d4.loss_cls: 0.2229 d4.loss_bbox: 0.1698 d4.loss_iou: 0.3385 enc_loss_cls: 0.2770 enc_loss_bbox: 0.2045 enc_loss_iou: 0.4041 dn_loss_cls: 0.0432 dn_loss_bbox: 0.3321 dn_loss_iou: 0.4118 d0.dn_loss_cls: 0.0773 d0.dn_loss_bbox: 0.4630 d0.dn_loss_iou: 0.5494 d1.dn_loss_cls: 0.0534 d1.dn_loss_bbox: 0.3627 d1.dn_loss_iou: 0.4417 d2.dn_loss_cls: 0.0470 d2.dn_loss_bbox: 0.3395 d2.dn_loss_iou: 0.4209 d3.dn_loss_cls: 0.0443 d3.dn_loss_bbox: 0.3334 d3.dn_loss_iou: 0.4138 d4.dn_loss_cls: 0.0432 d4.dn_loss_bbox: 0.3322 d4.dn_loss_iou: 0.4122 2023/02/28 13:21:06 - mmengine - INFO - Epoch(train) [4][1650/7393] lr: 1.0000e-04 eta: 15:32:07 time: 0.8548 data_time: 0.0044 memory: 28422 grad_norm: 41.5739 loss: 10.1495 loss_cls: 0.2217 loss_bbox: 0.1512 loss_iou: 0.3508 d0.loss_cls: 0.2865 d0.loss_bbox: 0.1575 d0.loss_iou: 0.3571 d1.loss_cls: 0.2476 d1.loss_bbox: 0.1564 d1.loss_iou: 0.3507 d2.loss_cls: 0.2328 d2.loss_bbox: 0.1503 d2.loss_iou: 0.3495 d3.loss_cls: 0.2248 d3.loss_bbox: 0.1521 d3.loss_iou: 0.3499 d4.loss_cls: 0.2195 d4.loss_bbox: 0.1538 d4.loss_iou: 0.3531 enc_loss_cls: 0.2794 enc_loss_bbox: 0.1929 enc_loss_iou: 0.4153 dn_loss_cls: 0.0415 dn_loss_bbox: 0.2919 dn_loss_iou: 0.3902 d0.dn_loss_cls: 0.0734 d0.dn_loss_bbox: 0.4497 d0.dn_loss_iou: 0.5372 d1.dn_loss_cls: 0.0517 d1.dn_loss_bbox: 0.3327 d1.dn_loss_iou: 0.4287 d2.dn_loss_cls: 0.0442 d2.dn_loss_bbox: 0.3013 d2.dn_loss_iou: 0.4020 d3.dn_loss_cls: 0.0413 d3.dn_loss_bbox: 0.2939 d3.dn_loss_iou: 0.3932 d4.dn_loss_cls: 0.0406 d4.dn_loss_bbox: 0.2922 d4.dn_loss_iou: 0.3908 2023/02/28 13:21:50 - mmengine - INFO - Epoch(train) [4][1700/7393] lr: 1.0000e-04 eta: 15:31:26 time: 0.8720 data_time: 0.0045 memory: 26749 grad_norm: 36.2306 loss: 11.2126 loss_cls: 0.2412 loss_bbox: 0.1811 loss_iou: 0.3590 d0.loss_cls: 0.3070 d0.loss_bbox: 0.1943 d0.loss_iou: 0.3856 d1.loss_cls: 0.2644 d1.loss_bbox: 0.1914 d1.loss_iou: 0.3701 d2.loss_cls: 0.2518 d2.loss_bbox: 0.1796 d2.loss_iou: 0.3632 d3.loss_cls: 0.2440 d3.loss_bbox: 0.1818 d3.loss_iou: 0.3588 d4.loss_cls: 0.2405 d4.loss_bbox: 0.1810 d4.loss_iou: 0.3596 enc_loss_cls: 0.2981 enc_loss_bbox: 0.2413 enc_loss_iou: 0.4441 dn_loss_cls: 0.0475 dn_loss_bbox: 0.3685 dn_loss_iou: 0.4103 d0.dn_loss_cls: 0.0781 d0.dn_loss_bbox: 0.5009 d0.dn_loss_iou: 0.5581 d1.dn_loss_cls: 0.0575 d1.dn_loss_bbox: 0.4038 d1.dn_loss_iou: 0.4472 d2.dn_loss_cls: 0.0502 d2.dn_loss_bbox: 0.3759 d2.dn_loss_iou: 0.4215 d3.dn_loss_cls: 0.0481 d3.dn_loss_bbox: 0.3689 d3.dn_loss_iou: 0.4124 d4.dn_loss_cls: 0.0471 d4.dn_loss_bbox: 0.3683 d4.dn_loss_iou: 0.4106 2023/02/28 13:22:34 - mmengine - INFO - Epoch(train) [4][1750/7393] lr: 1.0000e-04 eta: 15:30:46 time: 0.8865 data_time: 0.0045 memory: 30188 grad_norm: 38.0472 loss: 11.5326 loss_cls: 0.2567 loss_bbox: 0.1846 loss_iou: 0.4363 d0.loss_cls: 0.3352 d0.loss_bbox: 0.1877 d0.loss_iou: 0.4492 d1.loss_cls: 0.2903 d1.loss_bbox: 0.1843 d1.loss_iou: 0.4363 d2.loss_cls: 0.2691 d2.loss_bbox: 0.1857 d2.loss_iou: 0.4360 d3.loss_cls: 0.2607 d3.loss_bbox: 0.1833 d3.loss_iou: 0.4355 d4.loss_cls: 0.2549 d4.loss_bbox: 0.1851 d4.loss_iou: 0.4366 enc_loss_cls: 0.3231 enc_loss_bbox: 0.2294 enc_loss_iou: 0.5175 dn_loss_cls: 0.0418 dn_loss_bbox: 0.3026 dn_loss_iou: 0.4342 d0.dn_loss_cls: 0.0769 d0.dn_loss_bbox: 0.4213 d0.dn_loss_iou: 0.5712 d1.dn_loss_cls: 0.0531 d1.dn_loss_bbox: 0.3317 d1.dn_loss_iou: 0.4628 d2.dn_loss_cls: 0.0460 d2.dn_loss_bbox: 0.3094 d2.dn_loss_iou: 0.4414 d3.dn_loss_cls: 0.0435 d3.dn_loss_bbox: 0.3037 d3.dn_loss_iou: 0.4358 d4.dn_loss_cls: 0.0426 d4.dn_loss_bbox: 0.3026 d4.dn_loss_iou: 0.4344 2023/02/28 13:23:18 - mmengine - INFO - Epoch(train) [4][1800/7393] lr: 1.0000e-04 eta: 15:30:05 time: 0.8765 data_time: 0.0043 memory: 26767 grad_norm: 33.3416 loss: 10.3807 loss_cls: 0.2196 loss_bbox: 0.1667 loss_iou: 0.3620 d0.loss_cls: 0.2728 d0.loss_bbox: 0.1716 d0.loss_iou: 0.3883 d1.loss_cls: 0.2309 d1.loss_bbox: 0.1728 d1.loss_iou: 0.3760 d2.loss_cls: 0.2253 d2.loss_bbox: 0.1659 d2.loss_iou: 0.3644 d3.loss_cls: 0.2208 d3.loss_bbox: 0.1646 d3.loss_iou: 0.3652 d4.loss_cls: 0.2193 d4.loss_bbox: 0.1664 d4.loss_iou: 0.3636 enc_loss_cls: 0.2620 enc_loss_bbox: 0.2117 enc_loss_iou: 0.4435 dn_loss_cls: 0.0358 dn_loss_bbox: 0.3165 dn_loss_iou: 0.3930 d0.dn_loss_cls: 0.0681 d0.dn_loss_bbox: 0.4326 d0.dn_loss_iou: 0.5274 d1.dn_loss_cls: 0.0466 d1.dn_loss_bbox: 0.3448 d1.dn_loss_iou: 0.4245 d2.dn_loss_cls: 0.0394 d2.dn_loss_bbox: 0.3223 d2.dn_loss_iou: 0.4017 d3.dn_loss_cls: 0.0372 d3.dn_loss_bbox: 0.3166 d3.dn_loss_iou: 0.3943 d4.dn_loss_cls: 0.0362 d4.dn_loss_bbox: 0.3169 d4.dn_loss_iou: 0.3935 2023/02/28 13:23:36 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 13:24:01 - mmengine - INFO - Epoch(train) [4][1850/7393] lr: 1.0000e-04 eta: 15:29:22 time: 0.8660 data_time: 0.0044 memory: 26735 grad_norm: 34.7140 loss: 11.2057 loss_cls: 0.2678 loss_bbox: 0.1761 loss_iou: 0.4474 d0.loss_cls: 0.3451 d0.loss_bbox: 0.1833 d0.loss_iou: 0.4629 d1.loss_cls: 0.2971 d1.loss_bbox: 0.1810 d1.loss_iou: 0.4528 d2.loss_cls: 0.2785 d2.loss_bbox: 0.1795 d2.loss_iou: 0.4532 d3.loss_cls: 0.2726 d3.loss_bbox: 0.1766 d3.loss_iou: 0.4488 d4.loss_cls: 0.2699 d4.loss_bbox: 0.1746 d4.loss_iou: 0.4460 enc_loss_cls: 0.3363 enc_loss_bbox: 0.2195 enc_loss_iou: 0.5198 dn_loss_cls: 0.0512 dn_loss_bbox: 0.2769 dn_loss_iou: 0.3757 d0.dn_loss_cls: 0.0756 d0.dn_loss_bbox: 0.4107 d0.dn_loss_iou: 0.5196 d1.dn_loss_cls: 0.0571 d1.dn_loss_bbox: 0.3106 d1.dn_loss_iou: 0.4094 d2.dn_loss_cls: 0.0513 d2.dn_loss_bbox: 0.2840 d2.dn_loss_iou: 0.3859 d3.dn_loss_cls: 0.0499 d3.dn_loss_bbox: 0.2783 d3.dn_loss_iou: 0.3778 d4.dn_loss_cls: 0.0497 d4.dn_loss_bbox: 0.2771 d4.dn_loss_iou: 0.3762 2023/02/28 13:24:45 - mmengine - INFO - Epoch(train) [4][1900/7393] lr: 1.0000e-04 eta: 15:28:41 time: 0.8747 data_time: 0.0045 memory: 26789 grad_norm: 38.5708 loss: 11.5151 loss_cls: 0.2595 loss_bbox: 0.2118 loss_iou: 0.4184 d0.loss_cls: 0.3404 d0.loss_bbox: 0.2126 d0.loss_iou: 0.4220 d1.loss_cls: 0.2949 d1.loss_bbox: 0.2142 d1.loss_iou: 0.4203 d2.loss_cls: 0.2775 d2.loss_bbox: 0.2075 d2.loss_iou: 0.4090 d3.loss_cls: 0.2644 d3.loss_bbox: 0.2090 d3.loss_iou: 0.4132 d4.loss_cls: 0.2569 d4.loss_bbox: 0.2166 d4.loss_iou: 0.4200 enc_loss_cls: 0.3211 enc_loss_bbox: 0.2506 enc_loss_iou: 0.4820 dn_loss_cls: 0.0458 dn_loss_bbox: 0.3098 dn_loss_iou: 0.4023 d0.dn_loss_cls: 0.0804 d0.dn_loss_bbox: 0.4510 d0.dn_loss_iou: 0.5560 d1.dn_loss_cls: 0.0579 d1.dn_loss_bbox: 0.3445 d1.dn_loss_iou: 0.4420 d2.dn_loss_cls: 0.0497 d2.dn_loss_bbox: 0.3187 d2.dn_loss_iou: 0.4140 d3.dn_loss_cls: 0.0474 d3.dn_loss_bbox: 0.3107 d3.dn_loss_iou: 0.4043 d4.dn_loss_cls: 0.0463 d4.dn_loss_bbox: 0.3100 d4.dn_loss_iou: 0.4026 2023/02/28 13:25:28 - mmengine - INFO - Epoch(train) [4][1950/7393] lr: 1.0000e-04 eta: 15:27:58 time: 0.8640 data_time: 0.0045 memory: 27460 grad_norm: 35.6529 loss: 11.5413 loss_cls: 0.2683 loss_bbox: 0.1962 loss_iou: 0.4327 d0.loss_cls: 0.3417 d0.loss_bbox: 0.2042 d0.loss_iou: 0.4485 d1.loss_cls: 0.2939 d1.loss_bbox: 0.2017 d1.loss_iou: 0.4372 d2.loss_cls: 0.2796 d2.loss_bbox: 0.1980 d2.loss_iou: 0.4368 d3.loss_cls: 0.2685 d3.loss_bbox: 0.2000 d3.loss_iou: 0.4363 d4.loss_cls: 0.2642 d4.loss_bbox: 0.2011 d4.loss_iou: 0.4362 enc_loss_cls: 0.3226 enc_loss_bbox: 0.2536 enc_loss_iou: 0.5256 dn_loss_cls: 0.0396 dn_loss_bbox: 0.2996 dn_loss_iou: 0.4083 d0.dn_loss_cls: 0.0721 d0.dn_loss_bbox: 0.4297 d0.dn_loss_iou: 0.5552 d1.dn_loss_cls: 0.0512 d1.dn_loss_bbox: 0.3311 d1.dn_loss_iou: 0.4406 d2.dn_loss_cls: 0.0440 d2.dn_loss_bbox: 0.3059 d2.dn_loss_iou: 0.4179 d3.dn_loss_cls: 0.0417 d3.dn_loss_bbox: 0.3002 d3.dn_loss_iou: 0.4093 d4.dn_loss_cls: 0.0397 d4.dn_loss_bbox: 0.2998 d4.dn_loss_iou: 0.4085 2023/02/28 13:26:11 - mmengine - INFO - Epoch(train) [4][2000/7393] lr: 1.0000e-04 eta: 15:27:15 time: 0.8631 data_time: 0.0043 memory: 27739 grad_norm: 48.9699 loss: 9.6250 loss_cls: 0.1663 loss_bbox: 0.1447 loss_iou: 0.2942 d0.loss_cls: 0.2298 d0.loss_bbox: 0.1527 d0.loss_iou: 0.3126 d1.loss_cls: 0.1951 d1.loss_bbox: 0.1486 d1.loss_iou: 0.3001 d2.loss_cls: 0.1767 d2.loss_bbox: 0.1479 d2.loss_iou: 0.2991 d3.loss_cls: 0.1702 d3.loss_bbox: 0.1452 d3.loss_iou: 0.2957 d4.loss_cls: 0.1668 d4.loss_bbox: 0.1449 d4.loss_iou: 0.2945 enc_loss_cls: 0.2197 enc_loss_bbox: 0.1918 enc_loss_iou: 0.3708 dn_loss_cls: 0.0394 dn_loss_bbox: 0.3269 dn_loss_iou: 0.3968 d0.dn_loss_cls: 0.0726 d0.dn_loss_bbox: 0.4887 d0.dn_loss_iou: 0.5575 d1.dn_loss_cls: 0.0508 d1.dn_loss_bbox: 0.3664 d1.dn_loss_iou: 0.4356 d2.dn_loss_cls: 0.0435 d2.dn_loss_bbox: 0.3378 d2.dn_loss_iou: 0.4084 d3.dn_loss_cls: 0.0412 d3.dn_loss_bbox: 0.3283 d3.dn_loss_iou: 0.3991 d4.dn_loss_cls: 0.0401 d4.dn_loss_bbox: 0.3270 d4.dn_loss_iou: 0.3976 2023/02/28 13:26:55 - mmengine - INFO - Epoch(train) [4][2050/7393] lr: 1.0000e-04 eta: 15:26:33 time: 0.8706 data_time: 0.0044 memory: 28863 grad_norm: 35.2642 loss: 11.5868 loss_cls: 0.2553 loss_bbox: 0.1924 loss_iou: 0.4234 d0.loss_cls: 0.3188 d0.loss_bbox: 0.2073 d0.loss_iou: 0.4575 d1.loss_cls: 0.2810 d1.loss_bbox: 0.2036 d1.loss_iou: 0.4307 d2.loss_cls: 0.2678 d2.loss_bbox: 0.1924 d2.loss_iou: 0.4238 d3.loss_cls: 0.2605 d3.loss_bbox: 0.1936 d3.loss_iou: 0.4244 d4.loss_cls: 0.2558 d4.loss_bbox: 0.1929 d4.loss_iou: 0.4240 enc_loss_cls: 0.3100 enc_loss_bbox: 0.2463 enc_loss_iou: 0.5252 dn_loss_cls: 0.0455 dn_loss_bbox: 0.3251 dn_loss_iou: 0.4230 d0.dn_loss_cls: 0.0720 d0.dn_loss_bbox: 0.4313 d0.dn_loss_iou: 0.5556 d1.dn_loss_cls: 0.0543 d1.dn_loss_bbox: 0.3464 d1.dn_loss_iou: 0.4524 d2.dn_loss_cls: 0.0473 d2.dn_loss_bbox: 0.3277 d2.dn_loss_iou: 0.4310 d3.dn_loss_cls: 0.0459 d3.dn_loss_bbox: 0.3245 d3.dn_loss_iou: 0.4248 d4.dn_loss_cls: 0.0445 d4.dn_loss_bbox: 0.3253 d4.dn_loss_iou: 0.4234 2023/02/28 13:27:39 - mmengine - INFO - Epoch(train) [4][2100/7393] lr: 1.0000e-04 eta: 15:25:52 time: 0.8773 data_time: 0.0043 memory: 27689 grad_norm: 32.4544 loss: 9.7352 loss_cls: 0.1811 loss_bbox: 0.1348 loss_iou: 0.2960 d0.loss_cls: 0.2403 d0.loss_bbox: 0.1378 d0.loss_iou: 0.3048 d1.loss_cls: 0.2056 d1.loss_bbox: 0.1393 d1.loss_iou: 0.2999 d2.loss_cls: 0.1934 d2.loss_bbox: 0.1345 d2.loss_iou: 0.2963 d3.loss_cls: 0.1862 d3.loss_bbox: 0.1340 d3.loss_iou: 0.2934 d4.loss_cls: 0.1815 d4.loss_bbox: 0.1353 d4.loss_iou: 0.2965 enc_loss_cls: 0.2206 enc_loss_bbox: 0.1701 enc_loss_iou: 0.3630 dn_loss_cls: 0.0371 dn_loss_bbox: 0.3353 dn_loss_iou: 0.4178 d0.dn_loss_cls: 0.0767 d0.dn_loss_bbox: 0.4745 d0.dn_loss_iou: 0.5724 d1.dn_loss_cls: 0.0502 d1.dn_loss_bbox: 0.3702 d1.dn_loss_iou: 0.4564 d2.dn_loss_cls: 0.0415 d2.dn_loss_bbox: 0.3431 d2.dn_loss_iou: 0.4282 d3.dn_loss_cls: 0.0388 d3.dn_loss_bbox: 0.3372 d3.dn_loss_iou: 0.4207 d4.dn_loss_cls: 0.0372 d4.dn_loss_bbox: 0.3356 d4.dn_loss_iou: 0.4181 2023/02/28 13:28:22 - mmengine - INFO - Epoch(train) [4][2150/7393] lr: 1.0000e-04 eta: 15:25:09 time: 0.8640 data_time: 0.0049 memory: 26767 grad_norm: 34.7538 loss: 10.1385 loss_cls: 0.2411 loss_bbox: 0.1551 loss_iou: 0.3535 d0.loss_cls: 0.3027 d0.loss_bbox: 0.1649 d0.loss_iou: 0.3697 d1.loss_cls: 0.2639 d1.loss_bbox: 0.1619 d1.loss_iou: 0.3582 d2.loss_cls: 0.2497 d2.loss_bbox: 0.1551 d2.loss_iou: 0.3504 d3.loss_cls: 0.2479 d3.loss_bbox: 0.1537 d3.loss_iou: 0.3507 d4.loss_cls: 0.2437 d4.loss_bbox: 0.1544 d4.loss_iou: 0.3529 enc_loss_cls: 0.2985 enc_loss_bbox: 0.2011 enc_loss_iou: 0.4229 dn_loss_cls: 0.0333 dn_loss_bbox: 0.2895 dn_loss_iou: 0.3744 d0.dn_loss_cls: 0.0687 d0.dn_loss_bbox: 0.4146 d0.dn_loss_iou: 0.5183 d1.dn_loss_cls: 0.0439 d1.dn_loss_bbox: 0.3165 d1.dn_loss_iou: 0.4087 d2.dn_loss_cls: 0.0365 d2.dn_loss_bbox: 0.2973 d2.dn_loss_iou: 0.3850 d3.dn_loss_cls: 0.0343 d3.dn_loss_bbox: 0.2908 d3.dn_loss_iou: 0.3764 d4.dn_loss_cls: 0.0334 d4.dn_loss_bbox: 0.2898 d4.dn_loss_iou: 0.3750 2023/02/28 13:29:05 - mmengine - INFO - Epoch(train) [4][2200/7393] lr: 1.0000e-04 eta: 15:24:26 time: 0.8614 data_time: 0.0051 memory: 28463 grad_norm: 44.3140 loss: 11.1364 loss_cls: 0.2788 loss_bbox: 0.1827 loss_iou: 0.4319 d0.loss_cls: 0.3442 d0.loss_bbox: 0.1964 d0.loss_iou: 0.4665 d1.loss_cls: 0.3072 d1.loss_bbox: 0.1917 d1.loss_iou: 0.4540 d2.loss_cls: 0.2897 d2.loss_bbox: 0.1845 d2.loss_iou: 0.4365 d3.loss_cls: 0.2816 d3.loss_bbox: 0.1842 d3.loss_iou: 0.4364 d4.loss_cls: 0.2790 d4.loss_bbox: 0.1839 d4.loss_iou: 0.4334 enc_loss_cls: 0.3322 enc_loss_bbox: 0.2399 enc_loss_iou: 0.5412 dn_loss_cls: 0.0394 dn_loss_bbox: 0.2596 dn_loss_iou: 0.3951 d0.dn_loss_cls: 0.0688 d0.dn_loss_bbox: 0.3484 d0.dn_loss_iou: 0.5247 d1.dn_loss_cls: 0.0473 d1.dn_loss_bbox: 0.2658 d1.dn_loss_iou: 0.4212 d2.dn_loss_cls: 0.0418 d2.dn_loss_bbox: 0.2561 d2.dn_loss_iou: 0.4018 d3.dn_loss_cls: 0.0393 d3.dn_loss_bbox: 0.2604 d3.dn_loss_iou: 0.3972 d4.dn_loss_cls: 0.0387 d4.dn_loss_bbox: 0.2595 d4.dn_loss_iou: 0.3953 2023/02/28 13:29:49 - mmengine - INFO - Epoch(train) [4][2250/7393] lr: 1.0000e-04 eta: 15:23:44 time: 0.8732 data_time: 0.0050 memory: 26789 grad_norm: 47.5505 loss: 11.0726 loss_cls: 0.2578 loss_bbox: 0.1612 loss_iou: 0.4320 d0.loss_cls: 0.3251 d0.loss_bbox: 0.1656 d0.loss_iou: 0.4606 d1.loss_cls: 0.2883 d1.loss_bbox: 0.1613 d1.loss_iou: 0.4330 d2.loss_cls: 0.2679 d2.loss_bbox: 0.1633 d2.loss_iou: 0.4343 d3.loss_cls: 0.2611 d3.loss_bbox: 0.1615 d3.loss_iou: 0.4317 d4.loss_cls: 0.2574 d4.loss_bbox: 0.1617 d4.loss_iou: 0.4317 enc_loss_cls: 0.3133 enc_loss_bbox: 0.2022 enc_loss_iou: 0.5123 dn_loss_cls: 0.0436 dn_loss_bbox: 0.2857 dn_loss_iou: 0.3952 d0.dn_loss_cls: 0.0796 d0.dn_loss_bbox: 0.4281 d0.dn_loss_iou: 0.5387 d1.dn_loss_cls: 0.0562 d1.dn_loss_bbox: 0.3252 d1.dn_loss_iou: 0.4315 d2.dn_loss_cls: 0.0481 d2.dn_loss_bbox: 0.2946 d2.dn_loss_iou: 0.4069 d3.dn_loss_cls: 0.0451 d3.dn_loss_bbox: 0.2874 d3.dn_loss_iou: 0.3980 d4.dn_loss_cls: 0.0438 d4.dn_loss_bbox: 0.2859 d4.dn_loss_iou: 0.3956 2023/02/28 13:30:32 - mmengine - INFO - Epoch(train) [4][2300/7393] lr: 1.0000e-04 eta: 15:23:01 time: 0.8628 data_time: 0.0050 memory: 27689 grad_norm: 33.9846 loss: 10.6962 loss_cls: 0.2313 loss_bbox: 0.1502 loss_iou: 0.4109 d0.loss_cls: 0.3050 d0.loss_bbox: 0.1567 d0.loss_iou: 0.4262 d1.loss_cls: 0.2636 d1.loss_bbox: 0.1518 d1.loss_iou: 0.4127 d2.loss_cls: 0.2507 d2.loss_bbox: 0.1486 d2.loss_iou: 0.4095 d3.loss_cls: 0.2350 d3.loss_bbox: 0.1518 d3.loss_iou: 0.4096 d4.loss_cls: 0.2312 d4.loss_bbox: 0.1500 d4.loss_iou: 0.4095 enc_loss_cls: 0.2874 enc_loss_bbox: 0.1929 enc_loss_iou: 0.4871 dn_loss_cls: 0.0461 dn_loss_bbox: 0.2886 dn_loss_iou: 0.4030 d0.dn_loss_cls: 0.0768 d0.dn_loss_bbox: 0.4102 d0.dn_loss_iou: 0.5450 d1.dn_loss_cls: 0.0552 d1.dn_loss_bbox: 0.3235 d1.dn_loss_iou: 0.4369 d2.dn_loss_cls: 0.0487 d2.dn_loss_bbox: 0.2975 d2.dn_loss_iou: 0.4140 d3.dn_loss_cls: 0.0468 d3.dn_loss_bbox: 0.2896 d3.dn_loss_iou: 0.4052 d4.dn_loss_cls: 0.0453 d4.dn_loss_bbox: 0.2890 d4.dn_loss_iou: 0.4030 2023/02/28 13:31:16 - mmengine - INFO - Epoch(train) [4][2350/7393] lr: 1.0000e-04 eta: 15:22:20 time: 0.8803 data_time: 0.0050 memory: 27184 grad_norm: 33.5767 loss: 10.5114 loss_cls: 0.2203 loss_bbox: 0.1759 loss_iou: 0.3774 d0.loss_cls: 0.2882 d0.loss_bbox: 0.1750 d0.loss_iou: 0.3910 d1.loss_cls: 0.2464 d1.loss_bbox: 0.1777 d1.loss_iou: 0.3833 d2.loss_cls: 0.2273 d2.loss_bbox: 0.1753 d2.loss_iou: 0.3801 d3.loss_cls: 0.2226 d3.loss_bbox: 0.1756 d3.loss_iou: 0.3770 d4.loss_cls: 0.2211 d4.loss_bbox: 0.1737 d4.loss_iou: 0.3761 enc_loss_cls: 0.2757 enc_loss_bbox: 0.2095 enc_loss_iou: 0.4529 dn_loss_cls: 0.0393 dn_loss_bbox: 0.2886 dn_loss_iou: 0.4085 d0.dn_loss_cls: 0.0693 d0.dn_loss_bbox: 0.4044 d0.dn_loss_iou: 0.5450 d1.dn_loss_cls: 0.0471 d1.dn_loss_bbox: 0.3234 d1.dn_loss_iou: 0.4452 d2.dn_loss_cls: 0.0422 d2.dn_loss_bbox: 0.2971 d2.dn_loss_iou: 0.4199 d3.dn_loss_cls: 0.0403 d3.dn_loss_bbox: 0.2904 d3.dn_loss_iou: 0.4111 d4.dn_loss_cls: 0.0396 d4.dn_loss_bbox: 0.2887 d4.dn_loss_iou: 0.4090 2023/02/28 13:31:59 - mmengine - INFO - Epoch(train) [4][2400/7393] lr: 1.0000e-04 eta: 15:21:38 time: 0.8640 data_time: 0.0051 memory: 27554 grad_norm: 33.6341 loss: 9.9006 loss_cls: 0.1911 loss_bbox: 0.1486 loss_iou: 0.2986 d0.loss_cls: 0.2475 d0.loss_bbox: 0.1494 d0.loss_iou: 0.3139 d1.loss_cls: 0.2136 d1.loss_bbox: 0.1509 d1.loss_iou: 0.3072 d2.loss_cls: 0.1998 d2.loss_bbox: 0.1529 d2.loss_iou: 0.3074 d3.loss_cls: 0.1962 d3.loss_bbox: 0.1483 d3.loss_iou: 0.2999 d4.loss_cls: 0.1929 d4.loss_bbox: 0.1482 d4.loss_iou: 0.2983 enc_loss_cls: 0.2333 enc_loss_bbox: 0.1820 enc_loss_iou: 0.3602 dn_loss_cls: 0.0423 dn_loss_bbox: 0.3601 dn_loss_iou: 0.3735 d0.dn_loss_cls: 0.0815 d0.dn_loss_bbox: 0.5311 d0.dn_loss_iou: 0.5311 d1.dn_loss_cls: 0.0556 d1.dn_loss_bbox: 0.4077 d1.dn_loss_iou: 0.4146 d2.dn_loss_cls: 0.0487 d2.dn_loss_bbox: 0.3693 d2.dn_loss_iou: 0.3849 d3.dn_loss_cls: 0.0451 d3.dn_loss_bbox: 0.3620 d3.dn_loss_iou: 0.3764 d4.dn_loss_cls: 0.0428 d4.dn_loss_bbox: 0.3598 d4.dn_loss_iou: 0.3737 2023/02/28 13:32:42 - mmengine - INFO - Epoch(train) [4][2450/7393] lr: 1.0000e-04 eta: 15:20:55 time: 0.8640 data_time: 0.0050 memory: 28456 grad_norm: 32.1029 loss: 10.3031 loss_cls: 0.2056 loss_bbox: 0.1437 loss_iou: 0.3406 d0.loss_cls: 0.2648 d0.loss_bbox: 0.1559 d0.loss_iou: 0.3696 d1.loss_cls: 0.2270 d1.loss_bbox: 0.1498 d1.loss_iou: 0.3559 d2.loss_cls: 0.2190 d2.loss_bbox: 0.1439 d2.loss_iou: 0.3452 d3.loss_cls: 0.2090 d3.loss_bbox: 0.1428 d3.loss_iou: 0.3422 d4.loss_cls: 0.2067 d4.loss_bbox: 0.1445 d4.loss_iou: 0.3416 enc_loss_cls: 0.2553 enc_loss_bbox: 0.1942 enc_loss_iou: 0.4232 dn_loss_cls: 0.0389 dn_loss_bbox: 0.3325 dn_loss_iou: 0.4064 d0.dn_loss_cls: 0.0724 d0.dn_loss_bbox: 0.4737 d0.dn_loss_iou: 0.5643 d1.dn_loss_cls: 0.0500 d1.dn_loss_bbox: 0.3725 d1.dn_loss_iou: 0.4477 d2.dn_loss_cls: 0.0423 d2.dn_loss_bbox: 0.3415 d2.dn_loss_iou: 0.4195 d3.dn_loss_cls: 0.0403 d3.dn_loss_bbox: 0.3343 d3.dn_loss_iou: 0.4086 d4.dn_loss_cls: 0.0390 d4.dn_loss_bbox: 0.3325 d4.dn_loss_iou: 0.4065 2023/02/28 13:33:25 - mmengine - INFO - Epoch(train) [4][2500/7393] lr: 1.0000e-04 eta: 15:20:10 time: 0.8536 data_time: 0.0051 memory: 31268 grad_norm: 31.7352 loss: 10.8193 loss_cls: 0.2300 loss_bbox: 0.1771 loss_iou: 0.4038 d0.loss_cls: 0.3179 d0.loss_bbox: 0.1797 d0.loss_iou: 0.4231 d1.loss_cls: 0.2593 d1.loss_bbox: 0.1811 d1.loss_iou: 0.4114 d2.loss_cls: 0.2454 d2.loss_bbox: 0.1744 d2.loss_iou: 0.4071 d3.loss_cls: 0.2350 d3.loss_bbox: 0.1772 d3.loss_iou: 0.4051 d4.loss_cls: 0.2306 d4.loss_bbox: 0.1753 d4.loss_iou: 0.4055 enc_loss_cls: 0.2948 enc_loss_bbox: 0.2231 enc_loss_iou: 0.4980 dn_loss_cls: 0.0364 dn_loss_bbox: 0.2993 dn_loss_iou: 0.3896 d0.dn_loss_cls: 0.0732 d0.dn_loss_bbox: 0.4256 d0.dn_loss_iou: 0.5363 d1.dn_loss_cls: 0.0488 d1.dn_loss_bbox: 0.3284 d1.dn_loss_iou: 0.4264 d2.dn_loss_cls: 0.0402 d2.dn_loss_bbox: 0.3046 d2.dn_loss_iou: 0.4006 d3.dn_loss_cls: 0.0378 d3.dn_loss_bbox: 0.2993 d3.dn_loss_iou: 0.3918 d4.dn_loss_cls: 0.0362 d4.dn_loss_bbox: 0.2996 d4.dn_loss_iou: 0.3904 2023/02/28 13:34:07 - mmengine - INFO - Epoch(train) [4][2550/7393] lr: 1.0000e-04 eta: 15:19:26 time: 0.8486 data_time: 0.0049 memory: 28068 grad_norm: 31.8473 loss: 10.1557 loss_cls: 0.2053 loss_bbox: 0.1672 loss_iou: 0.3285 d0.loss_cls: 0.2856 d0.loss_bbox: 0.1708 d0.loss_iou: 0.3420 d1.loss_cls: 0.2419 d1.loss_bbox: 0.1681 d1.loss_iou: 0.3315 d2.loss_cls: 0.2251 d2.loss_bbox: 0.1666 d2.loss_iou: 0.3281 d3.loss_cls: 0.2096 d3.loss_bbox: 0.1692 d3.loss_iou: 0.3321 d4.loss_cls: 0.2074 d4.loss_bbox: 0.1681 d4.loss_iou: 0.3294 enc_loss_cls: 0.2662 enc_loss_bbox: 0.2057 enc_loss_iou: 0.3998 dn_loss_cls: 0.0372 dn_loss_bbox: 0.3258 dn_loss_iou: 0.3847 d0.dn_loss_cls: 0.0727 d0.dn_loss_bbox: 0.4610 d0.dn_loss_iou: 0.5308 d1.dn_loss_cls: 0.0494 d1.dn_loss_bbox: 0.3561 d1.dn_loss_iou: 0.4169 d2.dn_loss_cls: 0.0417 d2.dn_loss_bbox: 0.3335 d2.dn_loss_iou: 0.3958 d3.dn_loss_cls: 0.0388 d3.dn_loss_bbox: 0.3270 d3.dn_loss_iou: 0.3873 d4.dn_loss_cls: 0.0373 d4.dn_loss_bbox: 0.3261 d4.dn_loss_iou: 0.3852 2023/02/28 13:34:51 - mmengine - INFO - Epoch(train) [4][2600/7393] lr: 1.0000e-04 eta: 15:18:45 time: 0.8793 data_time: 0.0051 memory: 28953 grad_norm: 37.6879 loss: 12.0177 loss_cls: 0.2615 loss_bbox: 0.1750 loss_iou: 0.4670 d0.loss_cls: 0.3316 d0.loss_bbox: 0.1871 d0.loss_iou: 0.4962 d1.loss_cls: 0.2891 d1.loss_bbox: 0.1786 d1.loss_iou: 0.4748 d2.loss_cls: 0.2720 d2.loss_bbox: 0.1735 d2.loss_iou: 0.4653 d3.loss_cls: 0.2691 d3.loss_bbox: 0.1722 d3.loss_iou: 0.4622 d4.loss_cls: 0.2635 d4.loss_bbox: 0.1730 d4.loss_iou: 0.4672 enc_loss_cls: 0.3185 enc_loss_bbox: 0.2197 enc_loss_iou: 0.5569 dn_loss_cls: 0.0467 dn_loss_bbox: 0.3341 dn_loss_iou: 0.4430 d0.dn_loss_cls: 0.0800 d0.dn_loss_bbox: 0.4555 d0.dn_loss_iou: 0.5865 d1.dn_loss_cls: 0.0584 d1.dn_loss_bbox: 0.3668 d1.dn_loss_iou: 0.4769 d2.dn_loss_cls: 0.0507 d2.dn_loss_bbox: 0.3413 d2.dn_loss_iou: 0.4510 d3.dn_loss_cls: 0.0490 d3.dn_loss_bbox: 0.3353 d3.dn_loss_iou: 0.4444 d4.dn_loss_cls: 0.0466 d4.dn_loss_bbox: 0.3343 d4.dn_loss_iou: 0.4431 2023/02/28 13:35:34 - mmengine - INFO - Epoch(train) [4][2650/7393] lr: 1.0000e-04 eta: 15:18:01 time: 0.8581 data_time: 0.0050 memory: 28617 grad_norm: 36.5888 loss: 11.4388 loss_cls: 0.2565 loss_bbox: 0.1721 loss_iou: 0.4313 d0.loss_cls: 0.3169 d0.loss_bbox: 0.1768 d0.loss_iou: 0.4439 d1.loss_cls: 0.2880 d1.loss_bbox: 0.1669 d1.loss_iou: 0.4282 d2.loss_cls: 0.2653 d2.loss_bbox: 0.1721 d2.loss_iou: 0.4353 d3.loss_cls: 0.2619 d3.loss_bbox: 0.1700 d3.loss_iou: 0.4313 d4.loss_cls: 0.2570 d4.loss_bbox: 0.1727 d4.loss_iou: 0.4331 enc_loss_cls: 0.3070 enc_loss_bbox: 0.2052 enc_loss_iou: 0.4996 dn_loss_cls: 0.0509 dn_loss_bbox: 0.3106 dn_loss_iou: 0.4338 d0.dn_loss_cls: 0.0778 d0.dn_loss_bbox: 0.4290 d0.dn_loss_iou: 0.5728 d1.dn_loss_cls: 0.0576 d1.dn_loss_bbox: 0.3399 d1.dn_loss_iou: 0.4696 d2.dn_loss_cls: 0.0511 d2.dn_loss_bbox: 0.3170 d2.dn_loss_iou: 0.4438 d3.dn_loss_cls: 0.0514 d3.dn_loss_bbox: 0.3115 d3.dn_loss_iou: 0.4357 d4.dn_loss_cls: 0.0500 d4.dn_loss_bbox: 0.3109 d4.dn_loss_iou: 0.4342 2023/02/28 13:36:17 - mmengine - INFO - Epoch(train) [4][2700/7393] lr: 1.0000e-04 eta: 15:17:17 time: 0.8547 data_time: 0.0049 memory: 26557 grad_norm: 37.4040 loss: 9.2940 loss_cls: 0.1696 loss_bbox: 0.1481 loss_iou: 0.2994 d0.loss_cls: 0.2328 d0.loss_bbox: 0.1577 d0.loss_iou: 0.3159 d1.loss_cls: 0.1972 d1.loss_bbox: 0.1538 d1.loss_iou: 0.3038 d2.loss_cls: 0.1785 d2.loss_bbox: 0.1518 d2.loss_iou: 0.3005 d3.loss_cls: 0.1722 d3.loss_bbox: 0.1496 d3.loss_iou: 0.3001 d4.loss_cls: 0.1701 d4.loss_bbox: 0.1486 d4.loss_iou: 0.2992 enc_loss_cls: 0.2210 enc_loss_bbox: 0.1919 enc_loss_iou: 0.3708 dn_loss_cls: 0.0337 dn_loss_bbox: 0.2954 dn_loss_iou: 0.3767 d0.dn_loss_cls: 0.0648 d0.dn_loss_bbox: 0.4332 d0.dn_loss_iou: 0.5196 d1.dn_loss_cls: 0.0436 d1.dn_loss_bbox: 0.3367 d1.dn_loss_iou: 0.4123 d2.dn_loss_cls: 0.0371 d2.dn_loss_bbox: 0.3049 d2.dn_loss_iou: 0.3860 d3.dn_loss_cls: 0.0353 d3.dn_loss_bbox: 0.2973 d3.dn_loss_iou: 0.3789 d4.dn_loss_cls: 0.0336 d4.dn_loss_bbox: 0.2955 d4.dn_loss_iou: 0.3768 2023/02/28 13:37:01 - mmengine - INFO - Epoch(train) [4][2750/7393] lr: 1.0000e-04 eta: 15:16:36 time: 0.8780 data_time: 0.0051 memory: 28800 grad_norm: 37.6477 loss: 10.1256 loss_cls: 0.2240 loss_bbox: 0.1433 loss_iou: 0.3861 d0.loss_cls: 0.2863 d0.loss_bbox: 0.1554 d0.loss_iou: 0.4161 d1.loss_cls: 0.2429 d1.loss_bbox: 0.1560 d1.loss_iou: 0.4049 d2.loss_cls: 0.2336 d2.loss_bbox: 0.1467 d2.loss_iou: 0.3943 d3.loss_cls: 0.2308 d3.loss_bbox: 0.1433 d3.loss_iou: 0.3831 d4.loss_cls: 0.2254 d4.loss_bbox: 0.1442 d4.loss_iou: 0.3878 enc_loss_cls: 0.2768 enc_loss_bbox: 0.1954 enc_loss_iou: 0.4850 dn_loss_cls: 0.0398 dn_loss_bbox: 0.2354 dn_loss_iou: 0.3994 d0.dn_loss_cls: 0.0716 d0.dn_loss_bbox: 0.3648 d0.dn_loss_iou: 0.5472 d1.dn_loss_cls: 0.0504 d1.dn_loss_bbox: 0.2697 d1.dn_loss_iou: 0.4347 d2.dn_loss_cls: 0.0428 d2.dn_loss_bbox: 0.2445 d2.dn_loss_iou: 0.4096 d3.dn_loss_cls: 0.0409 d3.dn_loss_bbox: 0.2372 d3.dn_loss_iou: 0.4009 d4.dn_loss_cls: 0.0400 d4.dn_loss_bbox: 0.2356 d4.dn_loss_iou: 0.3996 2023/02/28 13:37:45 - mmengine - INFO - Epoch(train) [4][2800/7393] lr: 1.0000e-04 eta: 15:15:55 time: 0.8776 data_time: 0.0047 memory: 26800 grad_norm: 42.8690 loss: 9.7811 loss_cls: 0.2166 loss_bbox: 0.1526 loss_iou: 0.3620 d0.loss_cls: 0.2911 d0.loss_bbox: 0.1525 d0.loss_iou: 0.3732 d1.loss_cls: 0.2419 d1.loss_bbox: 0.1627 d1.loss_iou: 0.3670 d2.loss_cls: 0.2301 d2.loss_bbox: 0.1522 d2.loss_iou: 0.3626 d3.loss_cls: 0.2229 d3.loss_bbox: 0.1520 d3.loss_iou: 0.3612 d4.loss_cls: 0.2190 d4.loss_bbox: 0.1516 d4.loss_iou: 0.3605 enc_loss_cls: 0.2751 enc_loss_bbox: 0.1941 enc_loss_iou: 0.4396 dn_loss_cls: 0.0388 dn_loss_bbox: 0.2640 dn_loss_iou: 0.3533 d0.dn_loss_cls: 0.0727 d0.dn_loss_bbox: 0.3902 d0.dn_loss_iou: 0.4937 d1.dn_loss_cls: 0.0494 d1.dn_loss_bbox: 0.2973 d1.dn_loss_iou: 0.3872 d2.dn_loss_cls: 0.0423 d2.dn_loss_bbox: 0.2712 d2.dn_loss_iou: 0.3628 d3.dn_loss_cls: 0.0403 d3.dn_loss_bbox: 0.2654 d3.dn_loss_iou: 0.3552 d4.dn_loss_cls: 0.0388 d4.dn_loss_bbox: 0.2647 d4.dn_loss_iou: 0.3539 2023/02/28 13:38:03 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 13:38:28 - mmengine - INFO - Epoch(train) [4][2850/7393] lr: 1.0000e-04 eta: 15:15:11 time: 0.8553 data_time: 0.0046 memory: 27179 grad_norm: 35.1390 loss: 11.8670 loss_cls: 0.2790 loss_bbox: 0.1828 loss_iou: 0.4282 d0.loss_cls: 0.3531 d0.loss_bbox: 0.1988 d0.loss_iou: 0.4611 d1.loss_cls: 0.3051 d1.loss_bbox: 0.1908 d1.loss_iou: 0.4420 d2.loss_cls: 0.2927 d2.loss_bbox: 0.1853 d2.loss_iou: 0.4345 d3.loss_cls: 0.2834 d3.loss_bbox: 0.1845 d3.loss_iou: 0.4317 d4.loss_cls: 0.2798 d4.loss_bbox: 0.1835 d4.loss_iou: 0.4313 enc_loss_cls: 0.3280 enc_loss_bbox: 0.2361 enc_loss_iou: 0.5303 dn_loss_cls: 0.0472 dn_loss_bbox: 0.3252 dn_loss_iou: 0.4338 d0.dn_loss_cls: 0.0830 d0.dn_loss_bbox: 0.4395 d0.dn_loss_iou: 0.5752 d1.dn_loss_cls: 0.0583 d1.dn_loss_bbox: 0.3527 d1.dn_loss_iou: 0.4675 d2.dn_loss_cls: 0.0502 d2.dn_loss_bbox: 0.3318 d2.dn_loss_iou: 0.4427 d3.dn_loss_cls: 0.0483 d3.dn_loss_bbox: 0.3265 d3.dn_loss_iou: 0.4359 d4.dn_loss_cls: 0.0473 d4.dn_loss_bbox: 0.3255 d4.dn_loss_iou: 0.4340 2023/02/28 13:39:11 - mmengine - INFO - Epoch(train) [4][2900/7393] lr: 1.0000e-04 eta: 15:14:28 time: 0.8629 data_time: 0.0044 memory: 28179 grad_norm: 36.7227 loss: 11.5046 loss_cls: 0.2699 loss_bbox: 0.1707 loss_iou: 0.4149 d0.loss_cls: 0.3271 d0.loss_bbox: 0.1821 d0.loss_iou: 0.4407 d1.loss_cls: 0.2886 d1.loss_bbox: 0.1779 d1.loss_iou: 0.4242 d2.loss_cls: 0.2779 d2.loss_bbox: 0.1715 d2.loss_iou: 0.4175 d3.loss_cls: 0.2728 d3.loss_bbox: 0.1714 d3.loss_iou: 0.4138 d4.loss_cls: 0.2708 d4.loss_bbox: 0.1700 d4.loss_iou: 0.4124 enc_loss_cls: 0.3180 enc_loss_bbox: 0.2126 enc_loss_iou: 0.5022 dn_loss_cls: 0.0465 dn_loss_bbox: 0.3131 dn_loss_iou: 0.4305 d0.dn_loss_cls: 0.0804 d0.dn_loss_bbox: 0.4531 d0.dn_loss_iou: 0.5932 d1.dn_loss_cls: 0.0561 d1.dn_loss_bbox: 0.3512 d1.dn_loss_iou: 0.4749 d2.dn_loss_cls: 0.0496 d2.dn_loss_bbox: 0.3218 d2.dn_loss_iou: 0.4425 d3.dn_loss_cls: 0.0477 d3.dn_loss_bbox: 0.3141 d3.dn_loss_iou: 0.4326 d4.dn_loss_cls: 0.0461 d4.dn_loss_bbox: 0.3133 d4.dn_loss_iou: 0.4308 2023/02/28 13:39:53 - mmengine - INFO - Epoch(train) [4][2950/7393] lr: 1.0000e-04 eta: 15:13:43 time: 0.8517 data_time: 0.0044 memory: 25030 grad_norm: 41.9624 loss: 10.7670 loss_cls: 0.2346 loss_bbox: 0.1881 loss_iou: 0.3983 d0.loss_cls: 0.3114 d0.loss_bbox: 0.1732 d0.loss_iou: 0.4051 d1.loss_cls: 0.2606 d1.loss_bbox: 0.1874 d1.loss_iou: 0.3996 d2.loss_cls: 0.2452 d2.loss_bbox: 0.1869 d2.loss_iou: 0.4021 d3.loss_cls: 0.2411 d3.loss_bbox: 0.1835 d3.loss_iou: 0.3952 d4.loss_cls: 0.2370 d4.loss_bbox: 0.1829 d4.loss_iou: 0.3953 enc_loss_cls: 0.3017 enc_loss_bbox: 0.2091 enc_loss_iou: 0.4616 dn_loss_cls: 0.0390 dn_loss_bbox: 0.2946 dn_loss_iou: 0.3877 d0.dn_loss_cls: 0.0748 d0.dn_loss_bbox: 0.4429 d0.dn_loss_iou: 0.5335 d1.dn_loss_cls: 0.0516 d1.dn_loss_bbox: 0.3302 d1.dn_loss_iou: 0.4218 d2.dn_loss_cls: 0.0431 d2.dn_loss_bbox: 0.3026 d2.dn_loss_iou: 0.3971 d3.dn_loss_cls: 0.0405 d3.dn_loss_bbox: 0.2968 d3.dn_loss_iou: 0.3898 d4.dn_loss_cls: 0.0386 d4.dn_loss_bbox: 0.2948 d4.dn_loss_iou: 0.3878 2023/02/28 13:40:37 - mmengine - INFO - Epoch(train) [4][3000/7393] lr: 1.0000e-04 eta: 15:13:02 time: 0.8748 data_time: 0.0044 memory: 26872 grad_norm: 35.1907 loss: 13.0620 loss_cls: 0.3192 loss_bbox: 0.2228 loss_iou: 0.5761 d0.loss_cls: 0.3996 d0.loss_bbox: 0.2360 d0.loss_iou: 0.6044 d1.loss_cls: 0.3511 d1.loss_bbox: 0.2305 d1.loss_iou: 0.5908 d2.loss_cls: 0.3326 d2.loss_bbox: 0.2238 d2.loss_iou: 0.5797 d3.loss_cls: 0.3215 d3.loss_bbox: 0.2229 d3.loss_iou: 0.5797 d4.loss_cls: 0.3168 d4.loss_bbox: 0.2244 d4.loss_iou: 0.5789 enc_loss_cls: 0.3827 enc_loss_bbox: 0.2810 enc_loss_iou: 0.6850 dn_loss_cls: 0.0438 dn_loss_bbox: 0.2614 dn_loss_iou: 0.4378 d0.dn_loss_cls: 0.0719 d0.dn_loss_bbox: 0.3581 d0.dn_loss_iou: 0.5737 d1.dn_loss_cls: 0.0519 d1.dn_loss_bbox: 0.2847 d1.dn_loss_iou: 0.4710 d2.dn_loss_cls: 0.0452 d2.dn_loss_bbox: 0.2662 d2.dn_loss_iou: 0.4470 d3.dn_loss_cls: 0.0437 d3.dn_loss_bbox: 0.2634 d3.dn_loss_iou: 0.4400 d4.dn_loss_cls: 0.0429 d4.dn_loss_bbox: 0.2616 d4.dn_loss_iou: 0.4383 2023/02/28 13:41:20 - mmengine - INFO - Epoch(train) [4][3050/7393] lr: 1.0000e-04 eta: 15:12:18 time: 0.8548 data_time: 0.0045 memory: 26872 grad_norm: 40.3645 loss: 11.3163 loss_cls: 0.2745 loss_bbox: 0.1673 loss_iou: 0.4217 d0.loss_cls: 0.3450 d0.loss_bbox: 0.1788 d0.loss_iou: 0.4510 d1.loss_cls: 0.2990 d1.loss_bbox: 0.1710 d1.loss_iou: 0.4302 d2.loss_cls: 0.2842 d2.loss_bbox: 0.1668 d2.loss_iou: 0.4280 d3.loss_cls: 0.2751 d3.loss_bbox: 0.1672 d3.loss_iou: 0.4244 d4.loss_cls: 0.2746 d4.loss_bbox: 0.1647 d4.loss_iou: 0.4221 enc_loss_cls: 0.3405 enc_loss_bbox: 0.2164 enc_loss_iou: 0.5158 dn_loss_cls: 0.0434 dn_loss_bbox: 0.2855 dn_loss_iou: 0.4197 d0.dn_loss_cls: 0.0771 d0.dn_loss_bbox: 0.4080 d0.dn_loss_iou: 0.5622 d1.dn_loss_cls: 0.0541 d1.dn_loss_bbox: 0.3156 d1.dn_loss_iou: 0.4568 d2.dn_loss_cls: 0.0480 d2.dn_loss_bbox: 0.2927 d2.dn_loss_iou: 0.4314 d3.dn_loss_cls: 0.0448 d3.dn_loss_bbox: 0.2872 d3.dn_loss_iou: 0.4222 d4.dn_loss_cls: 0.0432 d4.dn_loss_bbox: 0.2859 d4.dn_loss_iou: 0.4202 2023/02/28 13:42:03 - mmengine - INFO - Epoch(train) [4][3100/7393] lr: 1.0000e-04 eta: 15:11:35 time: 0.8641 data_time: 0.0044 memory: 30092 grad_norm: 38.0316 loss: 10.3452 loss_cls: 0.2411 loss_bbox: 0.1625 loss_iou: 0.3750 d0.loss_cls: 0.3095 d0.loss_bbox: 0.1693 d0.loss_iou: 0.4018 d1.loss_cls: 0.2705 d1.loss_bbox: 0.1645 d1.loss_iou: 0.3854 d2.loss_cls: 0.2516 d2.loss_bbox: 0.1637 d2.loss_iou: 0.3804 d3.loss_cls: 0.2461 d3.loss_bbox: 0.1627 d3.loss_iou: 0.3749 d4.loss_cls: 0.2434 d4.loss_bbox: 0.1620 d4.loss_iou: 0.3753 enc_loss_cls: 0.3019 enc_loss_bbox: 0.2112 enc_loss_iou: 0.4667 dn_loss_cls: 0.0428 dn_loss_bbox: 0.2645 dn_loss_iou: 0.3858 d0.dn_loss_cls: 0.0754 d0.dn_loss_bbox: 0.3738 d0.dn_loss_iou: 0.5229 d1.dn_loss_cls: 0.0530 d1.dn_loss_bbox: 0.2892 d1.dn_loss_iou: 0.4178 d2.dn_loss_cls: 0.0460 d2.dn_loss_bbox: 0.2711 d2.dn_loss_iou: 0.3946 d3.dn_loss_cls: 0.0428 d3.dn_loss_bbox: 0.2655 d3.dn_loss_iou: 0.3878 d4.dn_loss_cls: 0.0415 d4.dn_loss_bbox: 0.2648 d4.dn_loss_iou: 0.3863 2023/02/28 13:42:46 - mmengine - INFO - Epoch(train) [4][3150/7393] lr: 1.0000e-04 eta: 15:10:52 time: 0.8665 data_time: 0.0045 memory: 27526 grad_norm: 33.3544 loss: 10.1840 loss_cls: 0.2270 loss_bbox: 0.1637 loss_iou: 0.4141 d0.loss_cls: 0.2983 d0.loss_bbox: 0.1659 d0.loss_iou: 0.4427 d1.loss_cls: 0.2531 d1.loss_bbox: 0.1667 d1.loss_iou: 0.4243 d2.loss_cls: 0.2322 d2.loss_bbox: 0.1675 d2.loss_iou: 0.4234 d3.loss_cls: 0.2252 d3.loss_bbox: 0.1686 d3.loss_iou: 0.4214 d4.loss_cls: 0.2242 d4.loss_bbox: 0.1654 d4.loss_iou: 0.4189 enc_loss_cls: 0.2820 enc_loss_bbox: 0.2074 enc_loss_iou: 0.5086 dn_loss_cls: 0.0307 dn_loss_bbox: 0.2342 dn_loss_iou: 0.3722 d0.dn_loss_cls: 0.0612 d0.dn_loss_bbox: 0.3392 d0.dn_loss_iou: 0.5093 d1.dn_loss_cls: 0.0398 d1.dn_loss_bbox: 0.2590 d1.dn_loss_iou: 0.4056 d2.dn_loss_cls: 0.0339 d2.dn_loss_bbox: 0.2381 d2.dn_loss_iou: 0.3815 d3.dn_loss_cls: 0.0319 d3.dn_loss_bbox: 0.2347 d3.dn_loss_iou: 0.3743 d4.dn_loss_cls: 0.0307 d4.dn_loss_bbox: 0.2344 d4.dn_loss_iou: 0.3726 2023/02/28 13:43:30 - mmengine - INFO - Epoch(train) [4][3200/7393] lr: 1.0000e-04 eta: 15:10:11 time: 0.8746 data_time: 0.0045 memory: 27041 grad_norm: 38.1012 loss: 11.1087 loss_cls: 0.2335 loss_bbox: 0.1585 loss_iou: 0.3665 d0.loss_cls: 0.3046 d0.loss_bbox: 0.1745 d0.loss_iou: 0.3926 d1.loss_cls: 0.2648 d1.loss_bbox: 0.1661 d1.loss_iou: 0.3772 d2.loss_cls: 0.2466 d2.loss_bbox: 0.1623 d2.loss_iou: 0.3727 d3.loss_cls: 0.2389 d3.loss_bbox: 0.1593 d3.loss_iou: 0.3689 d4.loss_cls: 0.2368 d4.loss_bbox: 0.1562 d4.loss_iou: 0.3656 enc_loss_cls: 0.2963 enc_loss_bbox: 0.2195 enc_loss_iou: 0.4505 dn_loss_cls: 0.0422 dn_loss_bbox: 0.3747 dn_loss_iou: 0.4072 d0.dn_loss_cls: 0.0769 d0.dn_loss_bbox: 0.5116 d0.dn_loss_iou: 0.5630 d1.dn_loss_cls: 0.0539 d1.dn_loss_bbox: 0.4140 d1.dn_loss_iou: 0.4483 d2.dn_loss_cls: 0.0470 d2.dn_loss_bbox: 0.3846 d2.dn_loss_iou: 0.4206 d3.dn_loss_cls: 0.0435 d3.dn_loss_bbox: 0.3755 d3.dn_loss_iou: 0.4099 d4.dn_loss_cls: 0.0419 d4.dn_loss_bbox: 0.3750 d4.dn_loss_iou: 0.4075 2023/02/28 13:44:13 - mmengine - INFO - Epoch(train) [4][3250/7393] lr: 1.0000e-04 eta: 15:09:27 time: 0.8554 data_time: 0.0045 memory: 26735 grad_norm: 35.6797 loss: 9.7055 loss_cls: 0.2006 loss_bbox: 0.1558 loss_iou: 0.3814 d0.loss_cls: 0.2690 d0.loss_bbox: 0.1629 d0.loss_iou: 0.3924 d1.loss_cls: 0.2290 d1.loss_bbox: 0.1581 d1.loss_iou: 0.3805 d2.loss_cls: 0.2126 d2.loss_bbox: 0.1537 d2.loss_iou: 0.3811 d3.loss_cls: 0.2081 d3.loss_bbox: 0.1515 d3.loss_iou: 0.3776 d4.loss_cls: 0.2017 d4.loss_bbox: 0.1534 d4.loss_iou: 0.3802 enc_loss_cls: 0.2614 enc_loss_bbox: 0.1910 enc_loss_iou: 0.4451 dn_loss_cls: 0.0357 dn_loss_bbox: 0.2255 dn_loss_iou: 0.3823 d0.dn_loss_cls: 0.0674 d0.dn_loss_bbox: 0.3502 d0.dn_loss_iou: 0.5226 d1.dn_loss_cls: 0.0449 d1.dn_loss_bbox: 0.2589 d1.dn_loss_iou: 0.4152 d2.dn_loss_cls: 0.0382 d2.dn_loss_bbox: 0.2339 d2.dn_loss_iou: 0.3913 d3.dn_loss_cls: 0.0371 d3.dn_loss_bbox: 0.2274 d3.dn_loss_iou: 0.3843 d4.dn_loss_cls: 0.0355 d4.dn_loss_bbox: 0.2257 d4.dn_loss_iou: 0.3825 2023/02/28 13:44:56 - mmengine - INFO - Epoch(train) [4][3300/7393] lr: 1.0000e-04 eta: 15:08:44 time: 0.8673 data_time: 0.0043 memory: 29782 grad_norm: 42.6289 loss: 10.5572 loss_cls: 0.2362 loss_bbox: 0.1551 loss_iou: 0.3857 d0.loss_cls: 0.3030 d0.loss_bbox: 0.1627 d0.loss_iou: 0.4069 d1.loss_cls: 0.2564 d1.loss_bbox: 0.1637 d1.loss_iou: 0.3959 d2.loss_cls: 0.2481 d2.loss_bbox: 0.1602 d2.loss_iou: 0.3922 d3.loss_cls: 0.2389 d3.loss_bbox: 0.1561 d3.loss_iou: 0.3864 d4.loss_cls: 0.2373 d4.loss_bbox: 0.1558 d4.loss_iou: 0.3850 enc_loss_cls: 0.2882 enc_loss_bbox: 0.1917 enc_loss_iou: 0.4619 dn_loss_cls: 0.0418 dn_loss_bbox: 0.2776 dn_loss_iou: 0.4162 d0.dn_loss_cls: 0.0767 d0.dn_loss_bbox: 0.3865 d0.dn_loss_iou: 0.5584 d1.dn_loss_cls: 0.0526 d1.dn_loss_bbox: 0.3037 d1.dn_loss_iou: 0.4493 d2.dn_loss_cls: 0.0453 d2.dn_loss_bbox: 0.2819 d2.dn_loss_iou: 0.4253 d3.dn_loss_cls: 0.0427 d3.dn_loss_bbox: 0.2779 d3.dn_loss_iou: 0.4179 d4.dn_loss_cls: 0.0416 d4.dn_loss_bbox: 0.2776 d4.dn_loss_iou: 0.4166 2023/02/28 13:45:40 - mmengine - INFO - Epoch(train) [4][3350/7393] lr: 1.0000e-04 eta: 15:08:03 time: 0.8792 data_time: 0.0044 memory: 28179 grad_norm: 33.6902 loss: 10.4359 loss_cls: 0.2359 loss_bbox: 0.1631 loss_iou: 0.3967 d0.loss_cls: 0.2931 d0.loss_bbox: 0.1652 d0.loss_iou: 0.4075 d1.loss_cls: 0.2565 d1.loss_bbox: 0.1621 d1.loss_iou: 0.3993 d2.loss_cls: 0.2455 d2.loss_bbox: 0.1608 d2.loss_iou: 0.3985 d3.loss_cls: 0.2414 d3.loss_bbox: 0.1605 d3.loss_iou: 0.3989 d4.loss_cls: 0.2365 d4.loss_bbox: 0.1616 d4.loss_iou: 0.3984 enc_loss_cls: 0.2898 enc_loss_bbox: 0.1959 enc_loss_iou: 0.4512 dn_loss_cls: 0.0427 dn_loss_bbox: 0.2702 dn_loss_iou: 0.3865 d0.dn_loss_cls: 0.0769 d0.dn_loss_bbox: 0.3930 d0.dn_loss_iou: 0.5377 d1.dn_loss_cls: 0.0526 d1.dn_loss_bbox: 0.3044 d1.dn_loss_iou: 0.4262 d2.dn_loss_cls: 0.0460 d2.dn_loss_bbox: 0.2786 d2.dn_loss_iou: 0.3983 d3.dn_loss_cls: 0.0444 d3.dn_loss_bbox: 0.2715 d3.dn_loss_iou: 0.3885 d4.dn_loss_cls: 0.0426 d4.dn_loss_bbox: 0.2705 d4.dn_loss_iou: 0.3868 2023/02/28 13:46:24 - mmengine - INFO - Epoch(train) [4][3400/7393] lr: 1.0000e-04 eta: 15:07:23 time: 0.8824 data_time: 0.0045 memory: 27689 grad_norm: 36.5654 loss: 11.4029 loss_cls: 0.2330 loss_bbox: 0.1885 loss_iou: 0.4097 d0.loss_cls: 0.3161 d0.loss_bbox: 0.1934 d0.loss_iou: 0.4351 d1.loss_cls: 0.2682 d1.loss_bbox: 0.1957 d1.loss_iou: 0.4253 d2.loss_cls: 0.2505 d2.loss_bbox: 0.1863 d2.loss_iou: 0.4138 d3.loss_cls: 0.2414 d3.loss_bbox: 0.1862 d3.loss_iou: 0.4075 d4.loss_cls: 0.2352 d4.loss_bbox: 0.1864 d4.loss_iou: 0.4093 enc_loss_cls: 0.3049 enc_loss_bbox: 0.2334 enc_loss_iou: 0.4939 dn_loss_cls: 0.0408 dn_loss_bbox: 0.3160 dn_loss_iou: 0.4454 d0.dn_loss_cls: 0.0730 d0.dn_loss_bbox: 0.4266 d0.dn_loss_iou: 0.5816 d1.dn_loss_cls: 0.0517 d1.dn_loss_bbox: 0.3445 d1.dn_loss_iou: 0.4779 d2.dn_loss_cls: 0.0437 d2.dn_loss_bbox: 0.3227 d2.dn_loss_iou: 0.4563 d3.dn_loss_cls: 0.0416 d3.dn_loss_bbox: 0.3173 d3.dn_loss_iou: 0.4476 d4.dn_loss_cls: 0.0400 d4.dn_loss_bbox: 0.3164 d4.dn_loss_iou: 0.4458 2023/02/28 13:47:07 - mmengine - INFO - Epoch(train) [4][3450/7393] lr: 1.0000e-04 eta: 15:06:39 time: 0.8551 data_time: 0.0046 memory: 27689 grad_norm: 35.6764 loss: 10.0911 loss_cls: 0.2038 loss_bbox: 0.1611 loss_iou: 0.3821 d0.loss_cls: 0.2715 d0.loss_bbox: 0.1588 d0.loss_iou: 0.3887 d1.loss_cls: 0.2257 d1.loss_bbox: 0.1625 d1.loss_iou: 0.3793 d2.loss_cls: 0.2112 d2.loss_bbox: 0.1650 d2.loss_iou: 0.3796 d3.loss_cls: 0.2081 d3.loss_bbox: 0.1634 d3.loss_iou: 0.3810 d4.loss_cls: 0.2056 d4.loss_bbox: 0.1614 d4.loss_iou: 0.3808 enc_loss_cls: 0.2572 enc_loss_bbox: 0.1972 enc_loss_iou: 0.4443 dn_loss_cls: 0.0358 dn_loss_bbox: 0.2718 dn_loss_iou: 0.3922 d0.dn_loss_cls: 0.0678 d0.dn_loss_bbox: 0.3994 d0.dn_loss_iou: 0.5359 d1.dn_loss_cls: 0.0460 d1.dn_loss_bbox: 0.3035 d1.dn_loss_iou: 0.4247 d2.dn_loss_cls: 0.0394 d2.dn_loss_bbox: 0.2782 d2.dn_loss_iou: 0.4021 d3.dn_loss_cls: 0.0375 d3.dn_loss_bbox: 0.2733 d3.dn_loss_iou: 0.3942 d4.dn_loss_cls: 0.0363 d4.dn_loss_bbox: 0.2718 d4.dn_loss_iou: 0.3927 2023/02/28 13:47:50 - mmengine - INFO - Epoch(train) [4][3500/7393] lr: 1.0000e-04 eta: 15:05:55 time: 0.8579 data_time: 0.0044 memory: 27689 grad_norm: 42.2232 loss: 12.1095 loss_cls: 0.2880 loss_bbox: 0.1910 loss_iou: 0.4961 d0.loss_cls: 0.3562 d0.loss_bbox: 0.2015 d0.loss_iou: 0.5293 d1.loss_cls: 0.3165 d1.loss_bbox: 0.2010 d1.loss_iou: 0.5132 d2.loss_cls: 0.3020 d2.loss_bbox: 0.1957 d2.loss_iou: 0.5003 d3.loss_cls: 0.2953 d3.loss_bbox: 0.1919 d3.loss_iou: 0.4967 d4.loss_cls: 0.2902 d4.loss_bbox: 0.1935 d4.loss_iou: 0.4964 enc_loss_cls: 0.3494 enc_loss_bbox: 0.2323 enc_loss_iou: 0.5927 dn_loss_cls: 0.0403 dn_loss_bbox: 0.2901 dn_loss_iou: 0.4227 d0.dn_loss_cls: 0.0711 d0.dn_loss_bbox: 0.3907 d0.dn_loss_iou: 0.5608 d1.dn_loss_cls: 0.0497 d1.dn_loss_bbox: 0.3161 d1.dn_loss_iou: 0.4568 d2.dn_loss_cls: 0.0422 d2.dn_loss_bbox: 0.2977 d2.dn_loss_iou: 0.4316 d3.dn_loss_cls: 0.0407 d3.dn_loss_bbox: 0.2918 d3.dn_loss_iou: 0.4247 d4.dn_loss_cls: 0.0398 d4.dn_loss_bbox: 0.2905 d4.dn_loss_iou: 0.4231 2023/02/28 13:48:33 - mmengine - INFO - Epoch(train) [4][3550/7393] lr: 1.0000e-04 eta: 15:05:12 time: 0.8669 data_time: 0.0044 memory: 29182 grad_norm: 41.2995 loss: 11.3083 loss_cls: 0.2397 loss_bbox: 0.1758 loss_iou: 0.3906 d0.loss_cls: 0.3068 d0.loss_bbox: 0.1880 d0.loss_iou: 0.4118 d1.loss_cls: 0.2683 d1.loss_bbox: 0.1776 d1.loss_iou: 0.3939 d2.loss_cls: 0.2545 d2.loss_bbox: 0.1770 d2.loss_iou: 0.3902 d3.loss_cls: 0.2459 d3.loss_bbox: 0.1765 d3.loss_iou: 0.3881 d4.loss_cls: 0.2409 d4.loss_bbox: 0.1766 d4.loss_iou: 0.3907 enc_loss_cls: 0.2930 enc_loss_bbox: 0.2205 enc_loss_iou: 0.4678 dn_loss_cls: 0.0464 dn_loss_bbox: 0.3471 dn_loss_iou: 0.4209 d0.dn_loss_cls: 0.0844 d0.dn_loss_bbox: 0.4950 d0.dn_loss_iou: 0.5651 d1.dn_loss_cls: 0.0597 d1.dn_loss_bbox: 0.3877 d1.dn_loss_iou: 0.4571 d2.dn_loss_cls: 0.0506 d2.dn_loss_bbox: 0.3550 d2.dn_loss_iou: 0.4304 d3.dn_loss_cls: 0.0486 d3.dn_loss_bbox: 0.3484 d3.dn_loss_iou: 0.4232 d4.dn_loss_cls: 0.0465 d4.dn_loss_bbox: 0.3472 d4.dn_loss_iou: 0.4208 2023/02/28 13:49:17 - mmengine - INFO - Epoch(train) [4][3600/7393] lr: 1.0000e-04 eta: 15:04:31 time: 0.8796 data_time: 0.0044 memory: 27184 grad_norm: 38.6403 loss: 9.8422 loss_cls: 0.1949 loss_bbox: 0.1456 loss_iou: 0.3376 d0.loss_cls: 0.2645 d0.loss_bbox: 0.1524 d0.loss_iou: 0.3386 d1.loss_cls: 0.2191 d1.loss_bbox: 0.1551 d1.loss_iou: 0.3412 d2.loss_cls: 0.2048 d2.loss_bbox: 0.1472 d2.loss_iou: 0.3369 d3.loss_cls: 0.2000 d3.loss_bbox: 0.1476 d3.loss_iou: 0.3398 d4.loss_cls: 0.1954 d4.loss_bbox: 0.1461 d4.loss_iou: 0.3382 enc_loss_cls: 0.2471 enc_loss_bbox: 0.1915 enc_loss_iou: 0.4004 dn_loss_cls: 0.0415 dn_loss_bbox: 0.2957 dn_loss_iou: 0.3897 d0.dn_loss_cls: 0.0713 d0.dn_loss_bbox: 0.4351 d0.dn_loss_iou: 0.5367 d1.dn_loss_cls: 0.0507 d1.dn_loss_bbox: 0.3351 d1.dn_loss_iou: 0.4296 d2.dn_loss_cls: 0.0445 d2.dn_loss_bbox: 0.3056 d2.dn_loss_iou: 0.4020 d3.dn_loss_cls: 0.0425 d3.dn_loss_bbox: 0.2974 d3.dn_loss_iou: 0.3926 d4.dn_loss_cls: 0.0415 d4.dn_loss_bbox: 0.2961 d4.dn_loss_iou: 0.3904 2023/02/28 13:50:01 - mmengine - INFO - Epoch(train) [4][3650/7393] lr: 1.0000e-04 eta: 15:03:49 time: 0.8678 data_time: 0.0045 memory: 26789 grad_norm: 36.3165 loss: 10.7866 loss_cls: 0.2142 loss_bbox: 0.1746 loss_iou: 0.4041 d0.loss_cls: 0.2807 d0.loss_bbox: 0.1792 d0.loss_iou: 0.4154 d1.loss_cls: 0.2385 d1.loss_bbox: 0.1742 d1.loss_iou: 0.4018 d2.loss_cls: 0.2229 d2.loss_bbox: 0.1763 d2.loss_iou: 0.4021 d3.loss_cls: 0.2145 d3.loss_bbox: 0.1765 d3.loss_iou: 0.4044 d4.loss_cls: 0.2133 d4.loss_bbox: 0.1744 d4.loss_iou: 0.4045 enc_loss_cls: 0.2740 enc_loss_bbox: 0.2158 enc_loss_iou: 0.4673 dn_loss_cls: 0.0351 dn_loss_bbox: 0.3147 dn_loss_iou: 0.4104 d0.dn_loss_cls: 0.0683 d0.dn_loss_bbox: 0.4362 d0.dn_loss_iou: 0.5522 d1.dn_loss_cls: 0.0453 d1.dn_loss_bbox: 0.3448 d1.dn_loss_iou: 0.4427 d2.dn_loss_cls: 0.0397 d2.dn_loss_bbox: 0.3219 d2.dn_loss_iou: 0.4190 d3.dn_loss_cls: 0.0371 d3.dn_loss_bbox: 0.3162 d3.dn_loss_iou: 0.4131 d4.dn_loss_cls: 0.0357 d4.dn_loss_bbox: 0.3148 d4.dn_loss_iou: 0.4106 2023/02/28 13:50:44 - mmengine - INFO - Epoch(train) [4][3700/7393] lr: 1.0000e-04 eta: 15:03:06 time: 0.8593 data_time: 0.0044 memory: 27391 grad_norm: 82.8563 loss: 11.3228 loss_cls: 0.2576 loss_bbox: 0.1905 loss_iou: 0.4508 d0.loss_cls: 0.3429 d0.loss_bbox: 0.2044 d0.loss_iou: 0.4813 d1.loss_cls: 0.2974 d1.loss_bbox: 0.1899 d1.loss_iou: 0.4579 d2.loss_cls: 0.2741 d2.loss_bbox: 0.1886 d2.loss_iou: 0.4563 d3.loss_cls: 0.2657 d3.loss_bbox: 0.1878 d3.loss_iou: 0.4518 d4.loss_cls: 0.2566 d4.loss_bbox: 0.1929 d4.loss_iou: 0.4524 enc_loss_cls: 0.3266 enc_loss_bbox: 0.2448 enc_loss_iou: 0.5535 dn_loss_cls: 0.0378 dn_loss_bbox: 0.2716 dn_loss_iou: 0.3882 d0.dn_loss_cls: 0.0702 d0.dn_loss_bbox: 0.3996 d0.dn_loss_iou: 0.5345 d1.dn_loss_cls: 0.0476 d1.dn_loss_bbox: 0.3004 d1.dn_loss_iou: 0.4251 d2.dn_loss_cls: 0.0416 d2.dn_loss_bbox: 0.2794 d2.dn_loss_iou: 0.4000 d3.dn_loss_cls: 0.0393 d3.dn_loss_bbox: 0.2737 d3.dn_loss_iou: 0.3916 d4.dn_loss_cls: 0.0377 d4.dn_loss_bbox: 0.2720 d4.dn_loss_iou: 0.3887 2023/02/28 13:51:27 - mmengine - INFO - Epoch(train) [4][3750/7393] lr: 1.0000e-04 eta: 15:02:22 time: 0.8622 data_time: 0.0045 memory: 28690 grad_norm: 30.9571 loss: 9.8136 loss_cls: 0.1934 loss_bbox: 0.1532 loss_iou: 0.3498 d0.loss_cls: 0.2635 d0.loss_bbox: 0.1599 d0.loss_iou: 0.3599 d1.loss_cls: 0.2231 d1.loss_bbox: 0.1544 d1.loss_iou: 0.3529 d2.loss_cls: 0.2032 d2.loss_bbox: 0.1526 d2.loss_iou: 0.3517 d3.loss_cls: 0.1970 d3.loss_bbox: 0.1534 d3.loss_iou: 0.3506 d4.loss_cls: 0.1948 d4.loss_bbox: 0.1507 d4.loss_iou: 0.3486 enc_loss_cls: 0.2516 enc_loss_bbox: 0.1913 enc_loss_iou: 0.4140 dn_loss_cls: 0.0393 dn_loss_bbox: 0.2819 dn_loss_iou: 0.3870 d0.dn_loss_cls: 0.0734 d0.dn_loss_bbox: 0.3999 d0.dn_loss_iou: 0.5298 d1.dn_loss_cls: 0.0509 d1.dn_loss_bbox: 0.3102 d1.dn_loss_iou: 0.4206 d2.dn_loss_cls: 0.0443 d2.dn_loss_bbox: 0.2874 d2.dn_loss_iou: 0.3957 d3.dn_loss_cls: 0.0415 d3.dn_loss_bbox: 0.2839 d3.dn_loss_iou: 0.3896 d4.dn_loss_cls: 0.0396 d4.dn_loss_bbox: 0.2820 d4.dn_loss_iou: 0.3872 2023/02/28 13:52:10 - mmengine - INFO - Epoch(train) [4][3800/7393] lr: 1.0000e-04 eta: 15:01:39 time: 0.8631 data_time: 0.0045 memory: 26789 grad_norm: 37.7767 loss: 10.3642 loss_cls: 0.2115 loss_bbox: 0.1617 loss_iou: 0.3487 d0.loss_cls: 0.2836 d0.loss_bbox: 0.1744 d0.loss_iou: 0.3667 d1.loss_cls: 0.2415 d1.loss_bbox: 0.1632 d1.loss_iou: 0.3558 d2.loss_cls: 0.2238 d2.loss_bbox: 0.1584 d2.loss_iou: 0.3483 d3.loss_cls: 0.2161 d3.loss_bbox: 0.1588 d3.loss_iou: 0.3486 d4.loss_cls: 0.2120 d4.loss_bbox: 0.1611 d4.loss_iou: 0.3490 enc_loss_cls: 0.2701 enc_loss_bbox: 0.2196 enc_loss_iou: 0.4322 dn_loss_cls: 0.0372 dn_loss_bbox: 0.3130 dn_loss_iou: 0.4006 d0.dn_loss_cls: 0.0737 d0.dn_loss_bbox: 0.4554 d0.dn_loss_iou: 0.5521 d1.dn_loss_cls: 0.0487 d1.dn_loss_bbox: 0.3534 d1.dn_loss_iou: 0.4417 d2.dn_loss_cls: 0.0412 d2.dn_loss_bbox: 0.3209 d2.dn_loss_iou: 0.4125 d3.dn_loss_cls: 0.0386 d3.dn_loss_bbox: 0.3144 d3.dn_loss_iou: 0.4028 d4.dn_loss_cls: 0.0374 d4.dn_loss_bbox: 0.3138 d4.dn_loss_iou: 0.4014 2023/02/28 13:52:28 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 13:52:53 - mmengine - INFO - Epoch(train) [4][3850/7393] lr: 1.0000e-04 eta: 15:00:57 time: 0.8642 data_time: 0.0048 memory: 26789 grad_norm: 39.9108 loss: 11.9723 loss_cls: 0.2827 loss_bbox: 0.1914 loss_iou: 0.4803 d0.loss_cls: 0.3760 d0.loss_bbox: 0.1995 d0.loss_iou: 0.4978 d1.loss_cls: 0.3250 d1.loss_bbox: 0.1958 d1.loss_iou: 0.4865 d2.loss_cls: 0.2960 d2.loss_bbox: 0.1946 d2.loss_iou: 0.4858 d3.loss_cls: 0.2851 d3.loss_bbox: 0.1963 d3.loss_iou: 0.4853 d4.loss_cls: 0.2816 d4.loss_bbox: 0.1947 d4.loss_iou: 0.4802 enc_loss_cls: 0.3545 enc_loss_bbox: 0.2463 enc_loss_iou: 0.5806 dn_loss_cls: 0.0383 dn_loss_bbox: 0.2951 dn_loss_iou: 0.4071 d0.dn_loss_cls: 0.0715 d0.dn_loss_bbox: 0.4265 d0.dn_loss_iou: 0.5518 d1.dn_loss_cls: 0.0503 d1.dn_loss_bbox: 0.3262 d1.dn_loss_iou: 0.4419 d2.dn_loss_cls: 0.0421 d2.dn_loss_bbox: 0.3018 d2.dn_loss_iou: 0.4177 d3.dn_loss_cls: 0.0398 d3.dn_loss_bbox: 0.2957 d3.dn_loss_iou: 0.4094 d4.dn_loss_cls: 0.0380 d4.dn_loss_bbox: 0.2953 d4.dn_loss_iou: 0.4074 2023/02/28 13:53:37 - mmengine - INFO - Epoch(train) [4][3900/7393] lr: 1.0000e-04 eta: 15:00:15 time: 0.8774 data_time: 0.0045 memory: 28600 grad_norm: 36.3716 loss: 11.6557 loss_cls: 0.2490 loss_bbox: 0.1802 loss_iou: 0.3999 d0.loss_cls: 0.3148 d0.loss_bbox: 0.1931 d0.loss_iou: 0.4303 d1.loss_cls: 0.2670 d1.loss_bbox: 0.1916 d1.loss_iou: 0.4225 d2.loss_cls: 0.2613 d2.loss_bbox: 0.1820 d2.loss_iou: 0.4049 d3.loss_cls: 0.2552 d3.loss_bbox: 0.1819 d3.loss_iou: 0.4017 d4.loss_cls: 0.2517 d4.loss_bbox: 0.1797 d4.loss_iou: 0.3998 enc_loss_cls: 0.3018 enc_loss_bbox: 0.2304 enc_loss_iou: 0.4892 dn_loss_cls: 0.0430 dn_loss_bbox: 0.3573 dn_loss_iou: 0.4421 d0.dn_loss_cls: 0.0761 d0.dn_loss_bbox: 0.4837 d0.dn_loss_iou: 0.5853 d1.dn_loss_cls: 0.0534 d1.dn_loss_bbox: 0.3904 d1.dn_loss_iou: 0.4794 d2.dn_loss_cls: 0.0473 d2.dn_loss_bbox: 0.3656 d2.dn_loss_iou: 0.4526 d3.dn_loss_cls: 0.0443 d3.dn_loss_bbox: 0.3591 d3.dn_loss_iou: 0.4450 d4.dn_loss_cls: 0.0432 d4.dn_loss_bbox: 0.3576 d4.dn_loss_iou: 0.4423 2023/02/28 13:54:20 - mmengine - INFO - Epoch(train) [4][3950/7393] lr: 1.0000e-04 eta: 14:59:32 time: 0.8635 data_time: 0.0045 memory: 26735 grad_norm: 34.0743 loss: 11.2449 loss_cls: 0.2301 loss_bbox: 0.1940 loss_iou: 0.3577 d0.loss_cls: 0.2984 d0.loss_bbox: 0.2028 d0.loss_iou: 0.3704 d1.loss_cls: 0.2502 d1.loss_bbox: 0.2040 d1.loss_iou: 0.3668 d2.loss_cls: 0.2375 d2.loss_bbox: 0.1984 d2.loss_iou: 0.3613 d3.loss_cls: 0.2316 d3.loss_bbox: 0.2003 d3.loss_iou: 0.3601 d4.loss_cls: 0.2320 d4.loss_bbox: 0.1953 d4.loss_iou: 0.3587 enc_loss_cls: 0.2854 enc_loss_bbox: 0.2422 enc_loss_iou: 0.4339 dn_loss_cls: 0.0436 dn_loss_bbox: 0.3705 dn_loss_iou: 0.4190 d0.dn_loss_cls: 0.0796 d0.dn_loss_bbox: 0.5117 d0.dn_loss_iou: 0.5647 d1.dn_loss_cls: 0.0552 d1.dn_loss_bbox: 0.4050 d1.dn_loss_iou: 0.4565 d2.dn_loss_cls: 0.0478 d2.dn_loss_bbox: 0.3799 d2.dn_loss_iou: 0.4301 d3.dn_loss_cls: 0.0451 d3.dn_loss_bbox: 0.3703 d3.dn_loss_iou: 0.4215 d4.dn_loss_cls: 0.0433 d4.dn_loss_bbox: 0.3709 d4.dn_loss_iou: 0.4193 2023/02/28 13:55:03 - mmengine - INFO - Epoch(train) [4][4000/7393] lr: 1.0000e-04 eta: 14:58:49 time: 0.8624 data_time: 0.0045 memory: 32176 grad_norm: 33.3792 loss: 10.8705 loss_cls: 0.2457 loss_bbox: 0.1655 loss_iou: 0.4322 d0.loss_cls: 0.3049 d0.loss_bbox: 0.1814 d0.loss_iou: 0.4562 d1.loss_cls: 0.2744 d1.loss_bbox: 0.1716 d1.loss_iou: 0.4408 d2.loss_cls: 0.2606 d2.loss_bbox: 0.1633 d2.loss_iou: 0.4288 d3.loss_cls: 0.2501 d3.loss_bbox: 0.1646 d3.loss_iou: 0.4308 d4.loss_cls: 0.2456 d4.loss_bbox: 0.1643 d4.loss_iou: 0.4299 enc_loss_cls: 0.3002 enc_loss_bbox: 0.2224 enc_loss_iou: 0.5163 dn_loss_cls: 0.0321 dn_loss_bbox: 0.2814 dn_loss_iou: 0.3891 d0.dn_loss_cls: 0.0617 d0.dn_loss_bbox: 0.4146 d0.dn_loss_iou: 0.5360 d1.dn_loss_cls: 0.0425 d1.dn_loss_bbox: 0.3112 d1.dn_loss_iou: 0.4222 d2.dn_loss_cls: 0.0360 d2.dn_loss_bbox: 0.2872 d2.dn_loss_iou: 0.3979 d3.dn_loss_cls: 0.0335 d3.dn_loss_bbox: 0.2822 d3.dn_loss_iou: 0.3905 d4.dn_loss_cls: 0.0319 d4.dn_loss_bbox: 0.2817 d4.dn_loss_iou: 0.3892 2023/02/28 13:55:46 - mmengine - INFO - Epoch(train) [4][4050/7393] lr: 1.0000e-04 eta: 14:58:06 time: 0.8608 data_time: 0.0044 memory: 26789 grad_norm: 38.5544 loss: 10.7810 loss_cls: 0.2320 loss_bbox: 0.1874 loss_iou: 0.3751 d0.loss_cls: 0.3136 d0.loss_bbox: 0.1854 d0.loss_iou: 0.3943 d1.loss_cls: 0.2605 d1.loss_bbox: 0.1868 d1.loss_iou: 0.3887 d2.loss_cls: 0.2446 d2.loss_bbox: 0.1851 d2.loss_iou: 0.3792 d3.loss_cls: 0.2354 d3.loss_bbox: 0.1849 d3.loss_iou: 0.3773 d4.loss_cls: 0.2336 d4.loss_bbox: 0.1850 d4.loss_iou: 0.3741 enc_loss_cls: 0.2876 enc_loss_bbox: 0.2378 enc_loss_iou: 0.4666 dn_loss_cls: 0.0424 dn_loss_bbox: 0.2795 dn_loss_iou: 0.4208 d0.dn_loss_cls: 0.0775 d0.dn_loss_bbox: 0.4056 d0.dn_loss_iou: 0.5697 d1.dn_loss_cls: 0.0527 d1.dn_loss_bbox: 0.3094 d1.dn_loss_iou: 0.4541 d2.dn_loss_cls: 0.0447 d2.dn_loss_bbox: 0.2874 d2.dn_loss_iou: 0.4314 d3.dn_loss_cls: 0.0430 d3.dn_loss_bbox: 0.2812 d3.dn_loss_iou: 0.4233 d4.dn_loss_cls: 0.0421 d4.dn_loss_bbox: 0.2797 d4.dn_loss_iou: 0.4212 2023/02/28 13:56:29 - mmengine - INFO - Epoch(train) [4][4100/7393] lr: 1.0000e-04 eta: 14:57:22 time: 0.8540 data_time: 0.0044 memory: 28863 grad_norm: 34.7343 loss: 11.8579 loss_cls: 0.2786 loss_bbox: 0.1878 loss_iou: 0.4474 d0.loss_cls: 0.3517 d0.loss_bbox: 0.1969 d0.loss_iou: 0.4609 d1.loss_cls: 0.3166 d1.loss_bbox: 0.1916 d1.loss_iou: 0.4478 d2.loss_cls: 0.2964 d2.loss_bbox: 0.1873 d2.loss_iou: 0.4456 d3.loss_cls: 0.2880 d3.loss_bbox: 0.1875 d3.loss_iou: 0.4456 d4.loss_cls: 0.2835 d4.loss_bbox: 0.1847 d4.loss_iou: 0.4445 enc_loss_cls: 0.3384 enc_loss_bbox: 0.2372 enc_loss_iou: 0.5349 dn_loss_cls: 0.0491 dn_loss_bbox: 0.3080 dn_loss_iou: 0.4337 d0.dn_loss_cls: 0.0796 d0.dn_loss_bbox: 0.4187 d0.dn_loss_iou: 0.5724 d1.dn_loss_cls: 0.0571 d1.dn_loss_bbox: 0.3303 d1.dn_loss_iou: 0.4637 d2.dn_loss_cls: 0.0515 d2.dn_loss_bbox: 0.3129 d2.dn_loss_iou: 0.4417 d3.dn_loss_cls: 0.0510 d3.dn_loss_bbox: 0.3087 d3.dn_loss_iou: 0.4350 d4.dn_loss_cls: 0.0495 d4.dn_loss_bbox: 0.3080 d4.dn_loss_iou: 0.4340 2023/02/28 13:57:13 - mmengine - INFO - Epoch(train) [4][4150/7393] lr: 1.0000e-04 eta: 14:56:40 time: 0.8728 data_time: 0.0045 memory: 25982 grad_norm: 39.3521 loss: 11.1199 loss_cls: 0.2419 loss_bbox: 0.1828 loss_iou: 0.3752 d0.loss_cls: 0.3112 d0.loss_bbox: 0.1812 d0.loss_iou: 0.3949 d1.loss_cls: 0.2696 d1.loss_bbox: 0.1838 d1.loss_iou: 0.3809 d2.loss_cls: 0.2531 d2.loss_bbox: 0.1803 d2.loss_iou: 0.3784 d3.loss_cls: 0.2442 d3.loss_bbox: 0.1857 d3.loss_iou: 0.3787 d4.loss_cls: 0.2433 d4.loss_bbox: 0.1821 d4.loss_iou: 0.3757 enc_loss_cls: 0.2913 enc_loss_bbox: 0.2271 enc_loss_iou: 0.4605 dn_loss_cls: 0.0475 dn_loss_bbox: 0.3482 dn_loss_iou: 0.3966 d0.dn_loss_cls: 0.0843 d0.dn_loss_bbox: 0.4982 d0.dn_loss_iou: 0.5481 d1.dn_loss_cls: 0.0587 d1.dn_loss_bbox: 0.3844 d1.dn_loss_iou: 0.4334 d2.dn_loss_cls: 0.0506 d2.dn_loss_bbox: 0.3546 d2.dn_loss_iou: 0.4059 d3.dn_loss_cls: 0.0487 d3.dn_loss_bbox: 0.3484 d3.dn_loss_iou: 0.3979 d4.dn_loss_cls: 0.0473 d4.dn_loss_bbox: 0.3485 d4.dn_loss_iou: 0.3969 2023/02/28 13:57:57 - mmengine - INFO - Epoch(train) [4][4200/7393] lr: 1.0000e-04 eta: 14:56:01 time: 0.8958 data_time: 0.0045 memory: 28703 grad_norm: 35.6785 loss: 10.0866 loss_cls: 0.2147 loss_bbox: 0.1734 loss_iou: 0.3160 d0.loss_cls: 0.2746 d0.loss_bbox: 0.1844 d0.loss_iou: 0.3461 d1.loss_cls: 0.2311 d1.loss_bbox: 0.1784 d1.loss_iou: 0.3302 d2.loss_cls: 0.2204 d2.loss_bbox: 0.1787 d2.loss_iou: 0.3206 d3.loss_cls: 0.2184 d3.loss_bbox: 0.1743 d3.loss_iou: 0.3156 d4.loss_cls: 0.2156 d4.loss_bbox: 0.1753 d4.loss_iou: 0.3147 enc_loss_cls: 0.2577 enc_loss_bbox: 0.2251 enc_loss_iou: 0.4084 dn_loss_cls: 0.0505 dn_loss_bbox: 0.3114 dn_loss_iou: 0.3687 d0.dn_loss_cls: 0.0782 d0.dn_loss_bbox: 0.4573 d0.dn_loss_iou: 0.5202 d1.dn_loss_cls: 0.0546 d1.dn_loss_bbox: 0.3484 d1.dn_loss_iou: 0.4091 d2.dn_loss_cls: 0.0491 d2.dn_loss_bbox: 0.3209 d2.dn_loss_iou: 0.3809 d3.dn_loss_cls: 0.0483 d3.dn_loss_bbox: 0.3133 d3.dn_loss_iou: 0.3717 d4.dn_loss_cls: 0.0498 d4.dn_loss_bbox: 0.3116 d4.dn_loss_iou: 0.3691 2023/02/28 13:58:40 - mmengine - INFO - Epoch(train) [4][4250/7393] lr: 1.0000e-04 eta: 14:55:16 time: 0.8472 data_time: 0.0044 memory: 27951 grad_norm: 41.8376 loss: 10.2558 loss_cls: 0.2080 loss_bbox: 0.1686 loss_iou: 0.3258 d0.loss_cls: 0.2673 d0.loss_bbox: 0.1817 d0.loss_iou: 0.3469 d1.loss_cls: 0.2384 d1.loss_bbox: 0.1729 d1.loss_iou: 0.3327 d2.loss_cls: 0.2178 d2.loss_bbox: 0.1692 d2.loss_iou: 0.3280 d3.loss_cls: 0.2131 d3.loss_bbox: 0.1690 d3.loss_iou: 0.3260 d4.loss_cls: 0.2095 d4.loss_bbox: 0.1698 d4.loss_iou: 0.3253 enc_loss_cls: 0.2647 enc_loss_bbox: 0.2173 enc_loss_iou: 0.3968 dn_loss_cls: 0.0453 dn_loss_bbox: 0.3398 dn_loss_iou: 0.3708 d0.dn_loss_cls: 0.0805 d0.dn_loss_bbox: 0.4989 d0.dn_loss_iou: 0.5265 d1.dn_loss_cls: 0.0568 d1.dn_loss_bbox: 0.3824 d1.dn_loss_iou: 0.4094 d2.dn_loss_cls: 0.0491 d2.dn_loss_bbox: 0.3498 d2.dn_loss_iou: 0.3809 d3.dn_loss_cls: 0.0463 d3.dn_loss_bbox: 0.3414 d3.dn_loss_iou: 0.3731 d4.dn_loss_cls: 0.0447 d4.dn_loss_bbox: 0.3401 d4.dn_loss_iou: 0.3711 2023/02/28 13:59:23 - mmengine - INFO - Epoch(train) [4][4300/7393] lr: 1.0000e-04 eta: 14:54:33 time: 0.8630 data_time: 0.0049 memory: 27689 grad_norm: 36.0542 loss: 11.4747 loss_cls: 0.2744 loss_bbox: 0.1939 loss_iou: 0.4543 d0.loss_cls: 0.3497 d0.loss_bbox: 0.2060 d0.loss_iou: 0.4881 d1.loss_cls: 0.3007 d1.loss_bbox: 0.1987 d1.loss_iou: 0.4671 d2.loss_cls: 0.2775 d2.loss_bbox: 0.1968 d2.loss_iou: 0.4644 d3.loss_cls: 0.2779 d3.loss_bbox: 0.1914 d3.loss_iou: 0.4564 d4.loss_cls: 0.2736 d4.loss_bbox: 0.1947 d4.loss_iou: 0.4569 enc_loss_cls: 0.3389 enc_loss_bbox: 0.2483 enc_loss_iou: 0.5450 dn_loss_cls: 0.0426 dn_loss_bbox: 0.2571 dn_loss_iou: 0.4112 d0.dn_loss_cls: 0.0727 d0.dn_loss_bbox: 0.3620 d0.dn_loss_iou: 0.5440 d1.dn_loss_cls: 0.0513 d1.dn_loss_bbox: 0.2839 d1.dn_loss_iou: 0.4421 d2.dn_loss_cls: 0.0457 d2.dn_loss_bbox: 0.2629 d2.dn_loss_iou: 0.4196 d3.dn_loss_cls: 0.0435 d3.dn_loss_bbox: 0.2574 d3.dn_loss_iou: 0.4130 d4.dn_loss_cls: 0.0425 d4.dn_loss_bbox: 0.2570 d4.dn_loss_iou: 0.4114 2023/02/28 14:00:06 - mmengine - INFO - Epoch(train) [4][4350/7393] lr: 1.0000e-04 eta: 14:53:49 time: 0.8595 data_time: 0.0053 memory: 28833 grad_norm: 38.4994 loss: 10.0367 loss_cls: 0.2169 loss_bbox: 0.1594 loss_iou: 0.3477 d0.loss_cls: 0.2872 d0.loss_bbox: 0.1681 d0.loss_iou: 0.3635 d1.loss_cls: 0.2412 d1.loss_bbox: 0.1619 d1.loss_iou: 0.3525 d2.loss_cls: 0.2275 d2.loss_bbox: 0.1622 d2.loss_iou: 0.3467 d3.loss_cls: 0.2179 d3.loss_bbox: 0.1603 d3.loss_iou: 0.3488 d4.loss_cls: 0.2179 d4.loss_bbox: 0.1592 d4.loss_iou: 0.3477 enc_loss_cls: 0.2625 enc_loss_bbox: 0.2201 enc_loss_iou: 0.4326 dn_loss_cls: 0.0407 dn_loss_bbox: 0.2938 dn_loss_iou: 0.3593 d0.dn_loss_cls: 0.0747 d0.dn_loss_bbox: 0.4511 d0.dn_loss_iou: 0.5187 d1.dn_loss_cls: 0.0516 d1.dn_loss_bbox: 0.3380 d1.dn_loss_iou: 0.3997 d2.dn_loss_cls: 0.0446 d2.dn_loss_bbox: 0.3021 d2.dn_loss_iou: 0.3691 d3.dn_loss_cls: 0.0419 d3.dn_loss_bbox: 0.2948 d3.dn_loss_iou: 0.3608 d4.dn_loss_cls: 0.0405 d4.dn_loss_bbox: 0.2938 d4.dn_loss_iou: 0.3596 2023/02/28 14:00:50 - mmengine - INFO - Epoch(train) [4][4400/7393] lr: 1.0000e-04 eta: 14:53:07 time: 0.8713 data_time: 0.0051 memory: 27095 grad_norm: 38.4817 loss: 10.4302 loss_cls: 0.2149 loss_bbox: 0.1649 loss_iou: 0.3404 d0.loss_cls: 0.2733 d0.loss_bbox: 0.1790 d0.loss_iou: 0.3624 d1.loss_cls: 0.2336 d1.loss_bbox: 0.1745 d1.loss_iou: 0.3525 d2.loss_cls: 0.2206 d2.loss_bbox: 0.1718 d2.loss_iou: 0.3486 d3.loss_cls: 0.2149 d3.loss_bbox: 0.1698 d3.loss_iou: 0.3425 d4.loss_cls: 0.2146 d4.loss_bbox: 0.1661 d4.loss_iou: 0.3410 enc_loss_cls: 0.2641 enc_loss_bbox: 0.2153 enc_loss_iou: 0.4293 dn_loss_cls: 0.0446 dn_loss_bbox: 0.3319 dn_loss_iou: 0.3868 d0.dn_loss_cls: 0.0769 d0.dn_loss_bbox: 0.4856 d0.dn_loss_iou: 0.5400 d1.dn_loss_cls: 0.0555 d1.dn_loss_bbox: 0.3671 d1.dn_loss_iou: 0.4272 d2.dn_loss_cls: 0.0484 d2.dn_loss_bbox: 0.3400 d2.dn_loss_iou: 0.3988 d3.dn_loss_cls: 0.0464 d3.dn_loss_bbox: 0.3338 d3.dn_loss_iou: 0.3891 d4.dn_loss_cls: 0.0445 d4.dn_loss_bbox: 0.3325 d4.dn_loss_iou: 0.3871 2023/02/28 14:01:32 - mmengine - INFO - Epoch(train) [4][4450/7393] lr: 1.0000e-04 eta: 14:52:23 time: 0.8541 data_time: 0.0053 memory: 27689 grad_norm: 41.7648 loss: 11.2093 loss_cls: 0.2575 loss_bbox: 0.1867 loss_iou: 0.3944 d0.loss_cls: 0.3303 d0.loss_bbox: 0.1932 d0.loss_iou: 0.4140 d1.loss_cls: 0.2917 d1.loss_bbox: 0.1909 d1.loss_iou: 0.4013 d2.loss_cls: 0.2721 d2.loss_bbox: 0.1852 d2.loss_iou: 0.3936 d3.loss_cls: 0.2665 d3.loss_bbox: 0.1868 d3.loss_iou: 0.3894 d4.loss_cls: 0.2576 d4.loss_bbox: 0.1881 d4.loss_iou: 0.3957 enc_loss_cls: 0.3227 enc_loss_bbox: 0.2284 enc_loss_iou: 0.4777 dn_loss_cls: 0.0403 dn_loss_bbox: 0.2956 dn_loss_iou: 0.4217 d0.dn_loss_cls: 0.0767 d0.dn_loss_bbox: 0.4312 d0.dn_loss_iou: 0.5774 d1.dn_loss_cls: 0.0520 d1.dn_loss_bbox: 0.3307 d1.dn_loss_iou: 0.4605 d2.dn_loss_cls: 0.0442 d2.dn_loss_bbox: 0.3028 d2.dn_loss_iou: 0.4324 d3.dn_loss_cls: 0.0417 d3.dn_loss_bbox: 0.2967 d3.dn_loss_iou: 0.4239 d4.dn_loss_cls: 0.0405 d4.dn_loss_bbox: 0.2955 d4.dn_loss_iou: 0.4219 2023/02/28 14:02:15 - mmengine - INFO - Epoch(train) [4][4500/7393] lr: 1.0000e-04 eta: 14:51:40 time: 0.8597 data_time: 0.0052 memory: 29182 grad_norm: 34.5929 loss: 10.0007 loss_cls: 0.2073 loss_bbox: 0.1508 loss_iou: 0.3228 d0.loss_cls: 0.2695 d0.loss_bbox: 0.1564 d0.loss_iou: 0.3371 d1.loss_cls: 0.2359 d1.loss_bbox: 0.1550 d1.loss_iou: 0.3303 d2.loss_cls: 0.2209 d2.loss_bbox: 0.1521 d2.loss_iou: 0.3249 d3.loss_cls: 0.2136 d3.loss_bbox: 0.1490 d3.loss_iou: 0.3210 d4.loss_cls: 0.2088 d4.loss_bbox: 0.1499 d4.loss_iou: 0.3223 enc_loss_cls: 0.2534 enc_loss_bbox: 0.1867 enc_loss_iou: 0.3913 dn_loss_cls: 0.0434 dn_loss_bbox: 0.3109 dn_loss_iou: 0.3972 d0.dn_loss_cls: 0.0802 d0.dn_loss_bbox: 0.4376 d0.dn_loss_iou: 0.5477 d1.dn_loss_cls: 0.0567 d1.dn_loss_bbox: 0.3431 d1.dn_loss_iou: 0.4360 d2.dn_loss_cls: 0.0491 d2.dn_loss_bbox: 0.3192 d2.dn_loss_iou: 0.4099 d3.dn_loss_cls: 0.0456 d3.dn_loss_bbox: 0.3127 d3.dn_loss_iou: 0.3997 d4.dn_loss_cls: 0.0440 d4.dn_loss_bbox: 0.3112 d4.dn_loss_iou: 0.3977 2023/02/28 14:02:59 - mmengine - INFO - Epoch(train) [4][4550/7393] lr: 1.0000e-04 eta: 14:50:57 time: 0.8701 data_time: 0.0046 memory: 28179 grad_norm: 33.5144 loss: 8.7205 loss_cls: 0.1709 loss_bbox: 0.1371 loss_iou: 0.3333 d0.loss_cls: 0.2363 d0.loss_bbox: 0.1413 d0.loss_iou: 0.3457 d1.loss_cls: 0.1920 d1.loss_bbox: 0.1408 d1.loss_iou: 0.3381 d2.loss_cls: 0.1819 d2.loss_bbox: 0.1382 d2.loss_iou: 0.3331 d3.loss_cls: 0.1790 d3.loss_bbox: 0.1336 d3.loss_iou: 0.3305 d4.loss_cls: 0.1703 d4.loss_bbox: 0.1363 d4.loss_iou: 0.3327 enc_loss_cls: 0.2244 enc_loss_bbox: 0.1802 enc_loss_iou: 0.4037 dn_loss_cls: 0.0304 dn_loss_bbox: 0.2057 dn_loss_iou: 0.3498 d0.dn_loss_cls: 0.0618 d0.dn_loss_bbox: 0.3481 d0.dn_loss_iou: 0.4999 d1.dn_loss_cls: 0.0393 d1.dn_loss_bbox: 0.2394 d1.dn_loss_iou: 0.3847 d2.dn_loss_cls: 0.0333 d2.dn_loss_bbox: 0.2133 d2.dn_loss_iou: 0.3587 d3.dn_loss_cls: 0.0317 d3.dn_loss_bbox: 0.2075 d3.dn_loss_iou: 0.3517 d4.dn_loss_cls: 0.0301 d4.dn_loss_bbox: 0.2057 d4.dn_loss_iou: 0.3499 2023/02/28 14:03:42 - mmengine - INFO - Epoch(train) [4][4600/7393] lr: 1.0000e-04 eta: 14:50:15 time: 0.8677 data_time: 0.0046 memory: 28179 grad_norm: 40.9153 loss: 9.9379 loss_cls: 0.2048 loss_bbox: 0.1526 loss_iou: 0.3369 d0.loss_cls: 0.2784 d0.loss_bbox: 0.1621 d0.loss_iou: 0.3549 d1.loss_cls: 0.2333 d1.loss_bbox: 0.1576 d1.loss_iou: 0.3458 d2.loss_cls: 0.2136 d2.loss_bbox: 0.1565 d2.loss_iou: 0.3450 d3.loss_cls: 0.2098 d3.loss_bbox: 0.1522 d3.loss_iou: 0.3389 d4.loss_cls: 0.2053 d4.loss_bbox: 0.1517 d4.loss_iou: 0.3384 enc_loss_cls: 0.2658 enc_loss_bbox: 0.1956 enc_loss_iou: 0.4131 dn_loss_cls: 0.0419 dn_loss_bbox: 0.2986 dn_loss_iou: 0.3752 d0.dn_loss_cls: 0.0750 d0.dn_loss_bbox: 0.4376 d0.dn_loss_iou: 0.5234 d1.dn_loss_cls: 0.0516 d1.dn_loss_bbox: 0.3325 d1.dn_loss_iou: 0.4133 d2.dn_loss_cls: 0.0451 d2.dn_loss_bbox: 0.3075 d2.dn_loss_iou: 0.3876 d3.dn_loss_cls: 0.0426 d3.dn_loss_bbox: 0.2995 d3.dn_loss_iou: 0.3779 d4.dn_loss_cls: 0.0418 d4.dn_loss_bbox: 0.2987 d4.dn_loss_iou: 0.3756 2023/02/28 14:04:25 - mmengine - INFO - Epoch(train) [4][4650/7393] lr: 1.0000e-04 eta: 14:49:31 time: 0.8563 data_time: 0.0045 memory: 28863 grad_norm: 40.3144 loss: 10.3167 loss_cls: 0.2303 loss_bbox: 0.1614 loss_iou: 0.3957 d0.loss_cls: 0.3017 d0.loss_bbox: 0.1662 d0.loss_iou: 0.4204 d1.loss_cls: 0.2597 d1.loss_bbox: 0.1628 d1.loss_iou: 0.4048 d2.loss_cls: 0.2426 d2.loss_bbox: 0.1602 d2.loss_iou: 0.3978 d3.loss_cls: 0.2359 d3.loss_bbox: 0.1618 d3.loss_iou: 0.3961 d4.loss_cls: 0.2301 d4.loss_bbox: 0.1609 d4.loss_iou: 0.3966 enc_loss_cls: 0.2900 enc_loss_bbox: 0.2057 enc_loss_iou: 0.4760 dn_loss_cls: 0.0362 dn_loss_bbox: 0.2454 dn_loss_iou: 0.3899 d0.dn_loss_cls: 0.0719 d0.dn_loss_bbox: 0.3801 d0.dn_loss_iou: 0.5377 d1.dn_loss_cls: 0.0479 d1.dn_loss_bbox: 0.2792 d1.dn_loss_iou: 0.4265 d2.dn_loss_cls: 0.0404 d2.dn_loss_bbox: 0.2538 d2.dn_loss_iou: 0.4007 d3.dn_loss_cls: 0.0383 d3.dn_loss_bbox: 0.2474 d3.dn_loss_iou: 0.3923 d4.dn_loss_cls: 0.0365 d4.dn_loss_bbox: 0.2456 d4.dn_loss_iou: 0.3903 2023/02/28 14:05:08 - mmengine - INFO - Epoch(train) [4][4700/7393] lr: 1.0000e-04 eta: 14:48:48 time: 0.8589 data_time: 0.0047 memory: 26749 grad_norm: 36.2163 loss: 10.0324 loss_cls: 0.2199 loss_bbox: 0.1620 loss_iou: 0.3803 d0.loss_cls: 0.2893 d0.loss_bbox: 0.1687 d0.loss_iou: 0.3957 d1.loss_cls: 0.2486 d1.loss_bbox: 0.1661 d1.loss_iou: 0.3835 d2.loss_cls: 0.2313 d2.loss_bbox: 0.1656 d2.loss_iou: 0.3849 d3.loss_cls: 0.2261 d3.loss_bbox: 0.1649 d3.loss_iou: 0.3802 d4.loss_cls: 0.2178 d4.loss_bbox: 0.1664 d4.loss_iou: 0.3828 enc_loss_cls: 0.2773 enc_loss_bbox: 0.2028 enc_loss_iou: 0.4570 dn_loss_cls: 0.0330 dn_loss_bbox: 0.2602 dn_loss_iou: 0.3670 d0.dn_loss_cls: 0.0662 d0.dn_loss_bbox: 0.3838 d0.dn_loss_iou: 0.5127 d1.dn_loss_cls: 0.0437 d1.dn_loss_bbox: 0.2876 d1.dn_loss_iou: 0.3997 d2.dn_loss_cls: 0.0373 d2.dn_loss_bbox: 0.2662 d2.dn_loss_iou: 0.3766 d3.dn_loss_cls: 0.0355 d3.dn_loss_bbox: 0.2615 d3.dn_loss_iou: 0.3692 d4.dn_loss_cls: 0.0338 d4.dn_loss_bbox: 0.2603 d4.dn_loss_iou: 0.3670 2023/02/28 14:05:51 - mmengine - INFO - Epoch(train) [4][4750/7393] lr: 1.0000e-04 eta: 14:48:05 time: 0.8702 data_time: 0.0046 memory: 26955 grad_norm: 43.3615 loss: 12.0140 loss_cls: 0.2613 loss_bbox: 0.2110 loss_iou: 0.4875 d0.loss_cls: 0.3535 d0.loss_bbox: 0.2223 d0.loss_iou: 0.5030 d1.loss_cls: 0.2979 d1.loss_bbox: 0.2179 d1.loss_iou: 0.4906 d2.loss_cls: 0.2748 d2.loss_bbox: 0.2140 d2.loss_iou: 0.4882 d3.loss_cls: 0.2681 d3.loss_bbox: 0.2126 d3.loss_iou: 0.4841 d4.loss_cls: 0.2624 d4.loss_bbox: 0.2143 d4.loss_iou: 0.4861 enc_loss_cls: 0.3350 enc_loss_bbox: 0.2680 enc_loss_iou: 0.5754 dn_loss_cls: 0.0382 dn_loss_bbox: 0.2913 dn_loss_iou: 0.4170 d0.dn_loss_cls: 0.0710 d0.dn_loss_bbox: 0.4168 d0.dn_loss_iou: 0.5588 d1.dn_loss_cls: 0.0486 d1.dn_loss_bbox: 0.3248 d1.dn_loss_iou: 0.4500 d2.dn_loss_cls: 0.0415 d2.dn_loss_bbox: 0.3013 d2.dn_loss_iou: 0.4286 d3.dn_loss_cls: 0.0392 d3.dn_loss_bbox: 0.2928 d3.dn_loss_iou: 0.4190 d4.dn_loss_cls: 0.0381 d4.dn_loss_bbox: 0.2918 d4.dn_loss_iou: 0.4174 2023/02/28 14:06:35 - mmengine - INFO - Epoch(train) [4][4800/7393] lr: 1.0000e-04 eta: 14:47:24 time: 0.8739 data_time: 0.0046 memory: 30314 grad_norm: 32.4741 loss: 10.8537 loss_cls: 0.2464 loss_bbox: 0.1889 loss_iou: 0.4078 d0.loss_cls: 0.3222 d0.loss_bbox: 0.1951 d0.loss_iou: 0.4176 d1.loss_cls: 0.2784 d1.loss_bbox: 0.1947 d1.loss_iou: 0.4101 d2.loss_cls: 0.2603 d2.loss_bbox: 0.1872 d2.loss_iou: 0.4090 d3.loss_cls: 0.2496 d3.loss_bbox: 0.1878 d3.loss_iou: 0.4096 d4.loss_cls: 0.2460 d4.loss_bbox: 0.1909 d4.loss_iou: 0.4109 enc_loss_cls: 0.3012 enc_loss_bbox: 0.2338 enc_loss_iou: 0.4826 dn_loss_cls: 0.0390 dn_loss_bbox: 0.2616 dn_loss_iou: 0.4043 d0.dn_loss_cls: 0.0735 d0.dn_loss_bbox: 0.3807 d0.dn_loss_iou: 0.5441 d1.dn_loss_cls: 0.0500 d1.dn_loss_bbox: 0.2908 d1.dn_loss_iou: 0.4362 d2.dn_loss_cls: 0.0426 d2.dn_loss_bbox: 0.2690 d2.dn_loss_iou: 0.4144 d3.dn_loss_cls: 0.0410 d3.dn_loss_bbox: 0.2634 d3.dn_loss_iou: 0.4070 d4.dn_loss_cls: 0.0397 d4.dn_loss_bbox: 0.2617 d4.dn_loss_iou: 0.4045 2023/02/28 14:06:53 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 14:07:18 - mmengine - INFO - Epoch(train) [4][4850/7393] lr: 1.0000e-04 eta: 14:46:41 time: 0.8680 data_time: 0.0046 memory: 26735 grad_norm: 34.4788 loss: 10.7268 loss_cls: 0.2193 loss_bbox: 0.1647 loss_iou: 0.3596 d0.loss_cls: 0.2829 d0.loss_bbox: 0.1710 d0.loss_iou: 0.3776 d1.loss_cls: 0.2453 d1.loss_bbox: 0.1779 d1.loss_iou: 0.3746 d2.loss_cls: 0.2331 d2.loss_bbox: 0.1677 d2.loss_iou: 0.3628 d3.loss_cls: 0.2272 d3.loss_bbox: 0.1669 d3.loss_iou: 0.3577 d4.loss_cls: 0.2210 d4.loss_bbox: 0.1657 d4.loss_iou: 0.3607 enc_loss_cls: 0.2648 enc_loss_bbox: 0.2079 enc_loss_iou: 0.4331 dn_loss_cls: 0.0356 dn_loss_bbox: 0.3484 dn_loss_iou: 0.4104 d0.dn_loss_cls: 0.0719 d0.dn_loss_bbox: 0.4751 d0.dn_loss_iou: 0.5494 d1.dn_loss_cls: 0.0484 d1.dn_loss_bbox: 0.3852 d1.dn_loss_iou: 0.4468 d2.dn_loss_cls: 0.0413 d2.dn_loss_bbox: 0.3568 d2.dn_loss_iou: 0.4196 d3.dn_loss_cls: 0.0385 d3.dn_loss_bbox: 0.3496 d3.dn_loss_iou: 0.4125 d4.dn_loss_cls: 0.0365 d4.dn_loss_bbox: 0.3486 d4.dn_loss_iou: 0.4106 2023/02/28 14:08:03 - mmengine - INFO - Epoch(train) [4][4900/7393] lr: 1.0000e-04 eta: 14:46:00 time: 0.8837 data_time: 0.0046 memory: 27044 grad_norm: 32.6480 loss: 11.1993 loss_cls: 0.2418 loss_bbox: 0.1893 loss_iou: 0.3988 d0.loss_cls: 0.3111 d0.loss_bbox: 0.1896 d0.loss_iou: 0.4177 d1.loss_cls: 0.2711 d1.loss_bbox: 0.1876 d1.loss_iou: 0.4041 d2.loss_cls: 0.2571 d2.loss_bbox: 0.1852 d2.loss_iou: 0.3965 d3.loss_cls: 0.2467 d3.loss_bbox: 0.1864 d3.loss_iou: 0.3984 d4.loss_cls: 0.2457 d4.loss_bbox: 0.1844 d4.loss_iou: 0.3967 enc_loss_cls: 0.2975 enc_loss_bbox: 0.2295 enc_loss_iou: 0.4825 dn_loss_cls: 0.0390 dn_loss_bbox: 0.2980 dn_loss_iou: 0.4432 d0.dn_loss_cls: 0.0730 d0.dn_loss_bbox: 0.4327 d0.dn_loss_iou: 0.5846 d1.dn_loss_cls: 0.0482 d1.dn_loss_bbox: 0.3283 d1.dn_loss_iou: 0.4743 d2.dn_loss_cls: 0.0406 d2.dn_loss_bbox: 0.3052 d2.dn_loss_iou: 0.4509 d3.dn_loss_cls: 0.0390 d3.dn_loss_bbox: 0.2993 d3.dn_loss_iou: 0.4445 d4.dn_loss_cls: 0.0386 d4.dn_loss_bbox: 0.2987 d4.dn_loss_iou: 0.4437 2023/02/28 14:08:47 - mmengine - INFO - Epoch(train) [4][4950/7393] lr: 1.0000e-04 eta: 14:45:19 time: 0.8819 data_time: 0.0046 memory: 26789 grad_norm: 33.9993 loss: 10.6702 loss_cls: 0.2424 loss_bbox: 0.1758 loss_iou: 0.4228 d0.loss_cls: 0.3147 d0.loss_bbox: 0.1769 d0.loss_iou: 0.4424 d1.loss_cls: 0.2730 d1.loss_bbox: 0.1825 d1.loss_iou: 0.4347 d2.loss_cls: 0.2544 d2.loss_bbox: 0.1782 d2.loss_iou: 0.4275 d3.loss_cls: 0.2469 d3.loss_bbox: 0.1747 d3.loss_iou: 0.4243 d4.loss_cls: 0.2413 d4.loss_bbox: 0.1767 d4.loss_iou: 0.4250 enc_loss_cls: 0.2989 enc_loss_bbox: 0.2177 enc_loss_iou: 0.4954 dn_loss_cls: 0.0355 dn_loss_bbox: 0.2609 dn_loss_iou: 0.3819 d0.dn_loss_cls: 0.0669 d0.dn_loss_bbox: 0.3742 d0.dn_loss_iou: 0.5235 d1.dn_loss_cls: 0.0448 d1.dn_loss_bbox: 0.2854 d1.dn_loss_iou: 0.4155 d2.dn_loss_cls: 0.0382 d2.dn_loss_bbox: 0.2661 d2.dn_loss_iou: 0.3923 d3.dn_loss_cls: 0.0362 d3.dn_loss_bbox: 0.2612 d3.dn_loss_iou: 0.3837 d4.dn_loss_cls: 0.0351 d4.dn_loss_bbox: 0.2609 d4.dn_loss_iou: 0.3819 2023/02/28 14:09:30 - mmengine - INFO - Epoch(train) [4][5000/7393] lr: 1.0000e-04 eta: 14:44:36 time: 0.8595 data_time: 0.0047 memory: 27184 grad_norm: 36.5484 loss: 10.4966 loss_cls: 0.2449 loss_bbox: 0.1746 loss_iou: 0.4026 d0.loss_cls: 0.3210 d0.loss_bbox: 0.1808 d0.loss_iou: 0.4188 d1.loss_cls: 0.2764 d1.loss_bbox: 0.1788 d1.loss_iou: 0.4053 d2.loss_cls: 0.2560 d2.loss_bbox: 0.1772 d2.loss_iou: 0.4043 d3.loss_cls: 0.2490 d3.loss_bbox: 0.1743 d3.loss_iou: 0.4025 d4.loss_cls: 0.2435 d4.loss_bbox: 0.1764 d4.loss_iou: 0.4048 enc_loss_cls: 0.3074 enc_loss_bbox: 0.2196 enc_loss_iou: 0.4825 dn_loss_cls: 0.0428 dn_loss_bbox: 0.2588 dn_loss_iou: 0.3645 d0.dn_loss_cls: 0.0759 d0.dn_loss_bbox: 0.3863 d0.dn_loss_iou: 0.5018 d1.dn_loss_cls: 0.0528 d1.dn_loss_bbox: 0.2920 d1.dn_loss_iou: 0.3985 d2.dn_loss_cls: 0.0450 d2.dn_loss_bbox: 0.2661 d2.dn_loss_iou: 0.3744 d3.dn_loss_cls: 0.0436 d3.dn_loss_bbox: 0.2602 d3.dn_loss_iou: 0.3667 d4.dn_loss_cls: 0.0427 d4.dn_loss_bbox: 0.2588 d4.dn_loss_iou: 0.3649 2023/02/28 14:10:13 - mmengine - INFO - Epoch(train) [4][5050/7393] lr: 1.0000e-04 eta: 14:43:53 time: 0.8683 data_time: 0.0046 memory: 28074 grad_norm: 35.1095 loss: 10.4173 loss_cls: 0.2357 loss_bbox: 0.1498 loss_iou: 0.3792 d0.loss_cls: 0.2982 d0.loss_bbox: 0.1592 d0.loss_iou: 0.3982 d1.loss_cls: 0.2583 d1.loss_bbox: 0.1537 d1.loss_iou: 0.3850 d2.loss_cls: 0.2452 d2.loss_bbox: 0.1540 d2.loss_iou: 0.3841 d3.loss_cls: 0.2444 d3.loss_bbox: 0.1501 d3.loss_iou: 0.3780 d4.loss_cls: 0.2402 d4.loss_bbox: 0.1487 d4.loss_iou: 0.3781 enc_loss_cls: 0.2861 enc_loss_bbox: 0.1908 enc_loss_iou: 0.4527 dn_loss_cls: 0.0415 dn_loss_bbox: 0.2809 dn_loss_iou: 0.4040 d0.dn_loss_cls: 0.0746 d0.dn_loss_bbox: 0.4030 d0.dn_loss_iou: 0.5424 d1.dn_loss_cls: 0.0506 d1.dn_loss_bbox: 0.3091 d1.dn_loss_iou: 0.4360 d2.dn_loss_cls: 0.0445 d2.dn_loss_bbox: 0.2876 d2.dn_loss_iou: 0.4138 d3.dn_loss_cls: 0.0432 d3.dn_loss_bbox: 0.2824 d3.dn_loss_iou: 0.4066 d4.dn_loss_cls: 0.0416 d4.dn_loss_bbox: 0.2813 d4.dn_loss_iou: 0.4044 2023/02/28 14:10:56 - mmengine - INFO - Epoch(train) [4][5100/7393] lr: 1.0000e-04 eta: 14:43:09 time: 0.8480 data_time: 0.0045 memory: 28099 grad_norm: 36.7049 loss: 10.9701 loss_cls: 0.2279 loss_bbox: 0.1661 loss_iou: 0.3463 d0.loss_cls: 0.2945 d0.loss_bbox: 0.1728 d0.loss_iou: 0.3666 d1.loss_cls: 0.2594 d1.loss_bbox: 0.1679 d1.loss_iou: 0.3520 d2.loss_cls: 0.2389 d2.loss_bbox: 0.1657 d2.loss_iou: 0.3463 d3.loss_cls: 0.2289 d3.loss_bbox: 0.1679 d3.loss_iou: 0.3495 d4.loss_cls: 0.2275 d4.loss_bbox: 0.1645 d4.loss_iou: 0.3472 enc_loss_cls: 0.2756 enc_loss_bbox: 0.2108 enc_loss_iou: 0.4268 dn_loss_cls: 0.0459 dn_loss_bbox: 0.3864 dn_loss_iou: 0.4145 d0.dn_loss_cls: 0.0811 d0.dn_loss_bbox: 0.5043 d0.dn_loss_iou: 0.5571 d1.dn_loss_cls: 0.0562 d1.dn_loss_bbox: 0.4128 d1.dn_loss_iou: 0.4491 d2.dn_loss_cls: 0.0498 d2.dn_loss_bbox: 0.3876 d2.dn_loss_iou: 0.4227 d3.dn_loss_cls: 0.0475 d3.dn_loss_bbox: 0.3867 d3.dn_loss_iou: 0.4168 d4.dn_loss_cls: 0.0462 d4.dn_loss_bbox: 0.3871 d4.dn_loss_iou: 0.4150 2023/02/28 14:11:39 - mmengine - INFO - Epoch(train) [4][5150/7393] lr: 1.0000e-04 eta: 14:42:26 time: 0.8691 data_time: 0.0045 memory: 30787 grad_norm: 41.0177 loss: 10.8701 loss_cls: 0.2681 loss_bbox: 0.1556 loss_iou: 0.4367 d0.loss_cls: 0.3357 d0.loss_bbox: 0.1660 d0.loss_iou: 0.4743 d1.loss_cls: 0.2966 d1.loss_bbox: 0.1595 d1.loss_iou: 0.4439 d2.loss_cls: 0.2801 d2.loss_bbox: 0.1533 d2.loss_iou: 0.4332 d3.loss_cls: 0.2722 d3.loss_bbox: 0.1521 d3.loss_iou: 0.4320 d4.loss_cls: 0.2685 d4.loss_bbox: 0.1555 d4.loss_iou: 0.4364 enc_loss_cls: 0.3224 enc_loss_bbox: 0.2006 enc_loss_iou: 0.5332 dn_loss_cls: 0.0382 dn_loss_bbox: 0.2586 dn_loss_iou: 0.3828 d0.dn_loss_cls: 0.0745 d0.dn_loss_bbox: 0.3873 d0.dn_loss_iou: 0.5309 d1.dn_loss_cls: 0.0503 d1.dn_loss_bbox: 0.2902 d1.dn_loss_iou: 0.4156 d2.dn_loss_cls: 0.0426 d2.dn_loss_bbox: 0.2669 d2.dn_loss_iou: 0.3926 d3.dn_loss_cls: 0.0390 d3.dn_loss_bbox: 0.2605 d3.dn_loss_iou: 0.3841 d4.dn_loss_cls: 0.0379 d4.dn_loss_bbox: 0.2591 d4.dn_loss_iou: 0.3832 2023/02/28 14:12:22 - mmengine - INFO - Epoch(train) [4][5200/7393] lr: 1.0000e-04 eta: 14:41:44 time: 0.8674 data_time: 0.0047 memory: 30321 grad_norm: 35.8337 loss: 10.5319 loss_cls: 0.2013 loss_bbox: 0.1761 loss_iou: 0.3596 d0.loss_cls: 0.2671 d0.loss_bbox: 0.1740 d0.loss_iou: 0.3841 d1.loss_cls: 0.2294 d1.loss_bbox: 0.1728 d1.loss_iou: 0.3643 d2.loss_cls: 0.2117 d2.loss_bbox: 0.1769 d2.loss_iou: 0.3647 d3.loss_cls: 0.2050 d3.loss_bbox: 0.1783 d3.loss_iou: 0.3613 d4.loss_cls: 0.2030 d4.loss_bbox: 0.1779 d4.loss_iou: 0.3610 enc_loss_cls: 0.2560 enc_loss_bbox: 0.2041 enc_loss_iou: 0.4329 dn_loss_cls: 0.0393 dn_loss_bbox: 0.3217 dn_loss_iou: 0.4151 d0.dn_loss_cls: 0.0738 d0.dn_loss_bbox: 0.4522 d0.dn_loss_iou: 0.5653 d1.dn_loss_cls: 0.0496 d1.dn_loss_bbox: 0.3521 d1.dn_loss_iou: 0.4530 d2.dn_loss_cls: 0.0421 d2.dn_loss_bbox: 0.3255 d2.dn_loss_iou: 0.4252 d3.dn_loss_cls: 0.0404 d3.dn_loss_bbox: 0.3220 d3.dn_loss_iou: 0.4174 d4.dn_loss_cls: 0.0389 d4.dn_loss_bbox: 0.3218 d4.dn_loss_iou: 0.4152 2023/02/28 14:13:06 - mmengine - INFO - Epoch(train) [4][5250/7393] lr: 1.0000e-04 eta: 14:41:03 time: 0.8797 data_time: 0.0046 memory: 29702 grad_norm: 50.3631 loss: 10.9061 loss_cls: 0.2311 loss_bbox: 0.1777 loss_iou: 0.3598 d0.loss_cls: 0.2928 d0.loss_bbox: 0.1833 d0.loss_iou: 0.3775 d1.loss_cls: 0.2559 d1.loss_bbox: 0.1807 d1.loss_iou: 0.3697 d2.loss_cls: 0.2441 d2.loss_bbox: 0.1734 d2.loss_iou: 0.3599 d3.loss_cls: 0.2394 d3.loss_bbox: 0.1742 d3.loss_iou: 0.3551 d4.loss_cls: 0.2316 d4.loss_bbox: 0.1792 d4.loss_iou: 0.3600 enc_loss_cls: 0.2841 enc_loss_bbox: 0.2195 enc_loss_iou: 0.4311 dn_loss_cls: 0.0454 dn_loss_bbox: 0.3534 dn_loss_iou: 0.3959 d0.dn_loss_cls: 0.0771 d0.dn_loss_bbox: 0.5025 d0.dn_loss_iou: 0.5509 d1.dn_loss_cls: 0.0550 d1.dn_loss_bbox: 0.3956 d1.dn_loss_iou: 0.4360 d2.dn_loss_cls: 0.0492 d2.dn_loss_bbox: 0.3622 d2.dn_loss_iou: 0.4083 d3.dn_loss_cls: 0.0467 d3.dn_loss_bbox: 0.3544 d3.dn_loss_iou: 0.3984 d4.dn_loss_cls: 0.0450 d4.dn_loss_bbox: 0.3535 d4.dn_loss_iou: 0.3962 2023/02/28 14:13:50 - mmengine - INFO - Epoch(train) [4][5300/7393] lr: 1.0000e-04 eta: 14:40:21 time: 0.8739 data_time: 0.0046 memory: 29313 grad_norm: 42.2322 loss: 10.3393 loss_cls: 0.2129 loss_bbox: 0.1593 loss_iou: 0.3164 d0.loss_cls: 0.2782 d0.loss_bbox: 0.1598 d0.loss_iou: 0.3269 d1.loss_cls: 0.2328 d1.loss_bbox: 0.1642 d1.loss_iou: 0.3279 d2.loss_cls: 0.2208 d2.loss_bbox: 0.1617 d2.loss_iou: 0.3216 d3.loss_cls: 0.2145 d3.loss_bbox: 0.1600 d3.loss_iou: 0.3201 d4.loss_cls: 0.2118 d4.loss_bbox: 0.1602 d4.loss_iou: 0.3183 enc_loss_cls: 0.2659 enc_loss_bbox: 0.1984 enc_loss_iou: 0.3817 dn_loss_cls: 0.0419 dn_loss_bbox: 0.3612 dn_loss_iou: 0.3886 d0.dn_loss_cls: 0.0803 d0.dn_loss_bbox: 0.5222 d0.dn_loss_iou: 0.5444 d1.dn_loss_cls: 0.0524 d1.dn_loss_bbox: 0.4056 d1.dn_loss_iou: 0.4286 d2.dn_loss_cls: 0.0459 d2.dn_loss_bbox: 0.3689 d2.dn_loss_iou: 0.3993 d3.dn_loss_cls: 0.0429 d3.dn_loss_bbox: 0.3615 d3.dn_loss_iou: 0.3905 d4.dn_loss_cls: 0.0420 d4.dn_loss_bbox: 0.3614 d4.dn_loss_iou: 0.3882 2023/02/28 14:14:34 - mmengine - INFO - Epoch(train) [4][5350/7393] lr: 1.0000e-04 eta: 14:39:38 time: 0.8706 data_time: 0.0047 memory: 28028 grad_norm: 35.5307 loss: 10.0680 loss_cls: 0.2072 loss_bbox: 0.1595 loss_iou: 0.3394 d0.loss_cls: 0.2770 d0.loss_bbox: 0.1638 d0.loss_iou: 0.3556 d1.loss_cls: 0.2371 d1.loss_bbox: 0.1651 d1.loss_iou: 0.3445 d2.loss_cls: 0.2187 d2.loss_bbox: 0.1615 d2.loss_iou: 0.3430 d3.loss_cls: 0.2108 d3.loss_bbox: 0.1632 d3.loss_iou: 0.3392 d4.loss_cls: 0.2072 d4.loss_bbox: 0.1630 d4.loss_iou: 0.3405 enc_loss_cls: 0.2609 enc_loss_bbox: 0.1980 enc_loss_iou: 0.4199 dn_loss_cls: 0.0353 dn_loss_bbox: 0.3129 dn_loss_iou: 0.3830 d0.dn_loss_cls: 0.0708 d0.dn_loss_bbox: 0.4378 d0.dn_loss_iou: 0.5247 d1.dn_loss_cls: 0.0486 d1.dn_loss_bbox: 0.3415 d1.dn_loss_iou: 0.4151 d2.dn_loss_cls: 0.0411 d2.dn_loss_bbox: 0.3195 d2.dn_loss_iou: 0.3919 d3.dn_loss_cls: 0.0379 d3.dn_loss_bbox: 0.3145 d3.dn_loss_iou: 0.3857 d4.dn_loss_cls: 0.0360 d4.dn_loss_bbox: 0.3132 d4.dn_loss_iou: 0.3834 2023/02/28 14:15:17 - mmengine - INFO - Epoch(train) [4][5400/7393] lr: 1.0000e-04 eta: 14:38:56 time: 0.8688 data_time: 0.0055 memory: 26496 grad_norm: 38.6957 loss: 12.3285 loss_cls: 0.2873 loss_bbox: 0.2089 loss_iou: 0.4804 d0.loss_cls: 0.3684 d0.loss_bbox: 0.2159 d0.loss_iou: 0.5041 d1.loss_cls: 0.3192 d1.loss_bbox: 0.2173 d1.loss_iou: 0.4882 d2.loss_cls: 0.2986 d2.loss_bbox: 0.2116 d2.loss_iou: 0.4823 d3.loss_cls: 0.2883 d3.loss_bbox: 0.2107 d3.loss_iou: 0.4828 d4.loss_cls: 0.2844 d4.loss_bbox: 0.2102 d4.loss_iou: 0.4820 enc_loss_cls: 0.3576 enc_loss_bbox: 0.2541 enc_loss_iou: 0.5723 dn_loss_cls: 0.0424 dn_loss_bbox: 0.3101 dn_loss_iou: 0.4347 d0.dn_loss_cls: 0.0759 d0.dn_loss_bbox: 0.4245 d0.dn_loss_iou: 0.5770 d1.dn_loss_cls: 0.0541 d1.dn_loss_bbox: 0.3373 d1.dn_loss_iou: 0.4685 d2.dn_loss_cls: 0.0465 d2.dn_loss_bbox: 0.3146 d2.dn_loss_iou: 0.4419 d3.dn_loss_cls: 0.0439 d3.dn_loss_bbox: 0.3093 d3.dn_loss_iou: 0.4358 d4.dn_loss_cls: 0.0427 d4.dn_loss_bbox: 0.3101 d4.dn_loss_iou: 0.4348 2023/02/28 14:16:00 - mmengine - INFO - Epoch(train) [4][5450/7393] lr: 1.0000e-04 eta: 14:38:12 time: 0.8521 data_time: 0.0052 memory: 28122 grad_norm: 34.3522 loss: 11.3181 loss_cls: 0.2528 loss_bbox: 0.1877 loss_iou: 0.4229 d0.loss_cls: 0.3239 d0.loss_bbox: 0.2059 d0.loss_iou: 0.4478 d1.loss_cls: 0.2835 d1.loss_bbox: 0.1959 d1.loss_iou: 0.4339 d2.loss_cls: 0.2672 d2.loss_bbox: 0.1894 d2.loss_iou: 0.4264 d3.loss_cls: 0.2565 d3.loss_bbox: 0.1884 d3.loss_iou: 0.4237 d4.loss_cls: 0.2537 d4.loss_bbox: 0.1879 d4.loss_iou: 0.4233 enc_loss_cls: 0.3062 enc_loss_bbox: 0.2378 enc_loss_iou: 0.5087 dn_loss_cls: 0.0413 dn_loss_bbox: 0.2800 dn_loss_iou: 0.4364 d0.dn_loss_cls: 0.0732 d0.dn_loss_bbox: 0.3814 d0.dn_loss_iou: 0.5687 d1.dn_loss_cls: 0.0515 d1.dn_loss_bbox: 0.3022 d1.dn_loss_iou: 0.4687 d2.dn_loss_cls: 0.0430 d2.dn_loss_bbox: 0.2842 d2.dn_loss_iou: 0.4467 d3.dn_loss_cls: 0.0409 d3.dn_loss_bbox: 0.2807 d3.dn_loss_iou: 0.4384 d4.dn_loss_cls: 0.0407 d4.dn_loss_bbox: 0.2800 d4.dn_loss_iou: 0.4365 2023/02/28 14:16:44 - mmengine - INFO - Epoch(train) [4][5500/7393] lr: 1.0000e-04 eta: 14:37:30 time: 0.8781 data_time: 0.0055 memory: 34446 grad_norm: 36.2892 loss: 11.1080 loss_cls: 0.2486 loss_bbox: 0.1869 loss_iou: 0.4567 d0.loss_cls: 0.3363 d0.loss_bbox: 0.1912 d0.loss_iou: 0.4751 d1.loss_cls: 0.2909 d1.loss_bbox: 0.1924 d1.loss_iou: 0.4625 d2.loss_cls: 0.2614 d2.loss_bbox: 0.1868 d2.loss_iou: 0.4578 d3.loss_cls: 0.2505 d3.loss_bbox: 0.1858 d3.loss_iou: 0.4605 d4.loss_cls: 0.2498 d4.loss_bbox: 0.1853 d4.loss_iou: 0.4538 enc_loss_cls: 0.3174 enc_loss_bbox: 0.2450 enc_loss_iou: 0.5546 dn_loss_cls: 0.0339 dn_loss_bbox: 0.2733 dn_loss_iou: 0.3648 d0.dn_loss_cls: 0.0643 d0.dn_loss_bbox: 0.4042 d0.dn_loss_iou: 0.5132 d1.dn_loss_cls: 0.0438 d1.dn_loss_bbox: 0.3128 d1.dn_loss_iou: 0.4041 d2.dn_loss_cls: 0.0379 d2.dn_loss_bbox: 0.2826 d2.dn_loss_iou: 0.3756 d3.dn_loss_cls: 0.0359 d3.dn_loss_bbox: 0.2739 d3.dn_loss_iou: 0.3664 d4.dn_loss_cls: 0.0342 d4.dn_loss_bbox: 0.2733 d4.dn_loss_iou: 0.3648 2023/02/28 14:17:26 - mmengine - INFO - Epoch(train) [4][5550/7393] lr: 1.0000e-04 eta: 14:36:47 time: 0.8568 data_time: 0.0051 memory: 26789 grad_norm: 38.5452 loss: 10.5768 loss_cls: 0.2172 loss_bbox: 0.1649 loss_iou: 0.3547 d0.loss_cls: 0.2824 d0.loss_bbox: 0.1724 d0.loss_iou: 0.3748 d1.loss_cls: 0.2433 d1.loss_bbox: 0.1711 d1.loss_iou: 0.3633 d2.loss_cls: 0.2253 d2.loss_bbox: 0.1695 d2.loss_iou: 0.3589 d3.loss_cls: 0.2175 d3.loss_bbox: 0.1667 d3.loss_iou: 0.3574 d4.loss_cls: 0.2135 d4.loss_bbox: 0.1682 d4.loss_iou: 0.3586 enc_loss_cls: 0.2695 enc_loss_bbox: 0.2125 enc_loss_iou: 0.4293 dn_loss_cls: 0.0392 dn_loss_bbox: 0.3520 dn_loss_iou: 0.3828 d0.dn_loss_cls: 0.0719 d0.dn_loss_bbox: 0.4913 d0.dn_loss_iou: 0.5282 d1.dn_loss_cls: 0.0501 d1.dn_loss_bbox: 0.3914 d1.dn_loss_iou: 0.4207 d2.dn_loss_cls: 0.0436 d2.dn_loss_bbox: 0.3629 d2.dn_loss_iou: 0.3951 d3.dn_loss_cls: 0.0411 d3.dn_loss_bbox: 0.3545 d3.dn_loss_iou: 0.3859 d4.dn_loss_cls: 0.0395 d4.dn_loss_bbox: 0.3520 d4.dn_loss_iou: 0.3833 2023/02/28 14:18:10 - mmengine - INFO - Epoch(train) [4][5600/7393] lr: 1.0000e-04 eta: 14:36:05 time: 0.8757 data_time: 0.0047 memory: 30603 grad_norm: 32.9864 loss: 10.1260 loss_cls: 0.2263 loss_bbox: 0.1512 loss_iou: 0.3939 d0.loss_cls: 0.2907 d0.loss_bbox: 0.1607 d0.loss_iou: 0.4199 d1.loss_cls: 0.2529 d1.loss_bbox: 0.1518 d1.loss_iou: 0.3998 d2.loss_cls: 0.2377 d2.loss_bbox: 0.1485 d2.loss_iou: 0.3970 d3.loss_cls: 0.2319 d3.loss_bbox: 0.1477 d3.loss_iou: 0.3914 d4.loss_cls: 0.2276 d4.loss_bbox: 0.1506 d4.loss_iou: 0.3930 enc_loss_cls: 0.2751 enc_loss_bbox: 0.1976 enc_loss_iou: 0.4766 dn_loss_cls: 0.0353 dn_loss_bbox: 0.2429 dn_loss_iou: 0.3910 d0.dn_loss_cls: 0.0699 d0.dn_loss_bbox: 0.3557 d0.dn_loss_iou: 0.5321 d1.dn_loss_cls: 0.0474 d1.dn_loss_bbox: 0.2689 d1.dn_loss_iou: 0.4242 d2.dn_loss_cls: 0.0400 d2.dn_loss_bbox: 0.2498 d2.dn_loss_iou: 0.4008 d3.dn_loss_cls: 0.0380 d3.dn_loss_bbox: 0.2450 d3.dn_loss_iou: 0.3934 d4.dn_loss_cls: 0.0357 d4.dn_loss_bbox: 0.2429 d4.dn_loss_iou: 0.3912 2023/02/28 14:18:55 - mmengine - INFO - Epoch(train) [4][5650/7393] lr: 1.0000e-04 eta: 14:35:26 time: 0.9004 data_time: 0.0048 memory: 28771 grad_norm: 34.9049 loss: 11.2126 loss_cls: 0.2575 loss_bbox: 0.1854 loss_iou: 0.4118 d0.loss_cls: 0.3374 d0.loss_bbox: 0.1909 d0.loss_iou: 0.4298 d1.loss_cls: 0.2937 d1.loss_bbox: 0.1883 d1.loss_iou: 0.4122 d2.loss_cls: 0.2720 d2.loss_bbox: 0.1860 d2.loss_iou: 0.4086 d3.loss_cls: 0.2626 d3.loss_bbox: 0.1862 d3.loss_iou: 0.4086 d4.loss_cls: 0.2594 d4.loss_bbox: 0.1841 d4.loss_iou: 0.4091 enc_loss_cls: 0.3128 enc_loss_bbox: 0.2380 enc_loss_iou: 0.5092 dn_loss_cls: 0.0416 dn_loss_bbox: 0.3077 dn_loss_iou: 0.3929 d0.dn_loss_cls: 0.0747 d0.dn_loss_bbox: 0.4401 d0.dn_loss_iou: 0.5353 d1.dn_loss_cls: 0.0518 d1.dn_loss_bbox: 0.3441 d1.dn_loss_iou: 0.4302 d2.dn_loss_cls: 0.0447 d2.dn_loss_bbox: 0.3154 d2.dn_loss_iou: 0.4025 d3.dn_loss_cls: 0.0422 d3.dn_loss_bbox: 0.3089 d3.dn_loss_iou: 0.3948 d4.dn_loss_cls: 0.0412 d4.dn_loss_bbox: 0.3078 d4.dn_loss_iou: 0.3932 2023/02/28 14:19:38 - mmengine - INFO - Epoch(train) [4][5700/7393] lr: 1.0000e-04 eta: 14:34:43 time: 0.8658 data_time: 0.0046 memory: 28179 grad_norm: 33.6701 loss: 10.5763 loss_cls: 0.2262 loss_bbox: 0.1563 loss_iou: 0.3911 d0.loss_cls: 0.2939 d0.loss_bbox: 0.1616 d0.loss_iou: 0.4143 d1.loss_cls: 0.2505 d1.loss_bbox: 0.1601 d1.loss_iou: 0.3950 d2.loss_cls: 0.2337 d2.loss_bbox: 0.1602 d2.loss_iou: 0.3953 d3.loss_cls: 0.2302 d3.loss_bbox: 0.1590 d3.loss_iou: 0.3935 d4.loss_cls: 0.2250 d4.loss_bbox: 0.1582 d4.loss_iou: 0.3932 enc_loss_cls: 0.2795 enc_loss_bbox: 0.1983 enc_loss_iou: 0.4613 dn_loss_cls: 0.0356 dn_loss_bbox: 0.2858 dn_loss_iou: 0.4124 d0.dn_loss_cls: 0.0705 d0.dn_loss_bbox: 0.4277 d0.dn_loss_iou: 0.5614 d1.dn_loss_cls: 0.0482 d1.dn_loss_bbox: 0.3209 d1.dn_loss_iou: 0.4485 d2.dn_loss_cls: 0.0404 d2.dn_loss_bbox: 0.2919 d2.dn_loss_iou: 0.4228 d3.dn_loss_cls: 0.0380 d3.dn_loss_bbox: 0.2868 d3.dn_loss_iou: 0.4145 d4.dn_loss_cls: 0.0360 d4.dn_loss_bbox: 0.2859 d4.dn_loss_iou: 0.4126 2023/02/28 14:20:22 - mmengine - INFO - Epoch(train) [4][5750/7393] lr: 1.0000e-04 eta: 14:34:01 time: 0.8741 data_time: 0.0049 memory: 27184 grad_norm: 32.9672 loss: 10.5502 loss_cls: 0.2394 loss_bbox: 0.1636 loss_iou: 0.3824 d0.loss_cls: 0.2983 d0.loss_bbox: 0.1775 d0.loss_iou: 0.3981 d1.loss_cls: 0.2521 d1.loss_bbox: 0.1734 d1.loss_iou: 0.3946 d2.loss_cls: 0.2379 d2.loss_bbox: 0.1688 d2.loss_iou: 0.3871 d3.loss_cls: 0.2317 d3.loss_bbox: 0.1700 d3.loss_iou: 0.3884 d4.loss_cls: 0.2377 d4.loss_bbox: 0.1647 d4.loss_iou: 0.3838 enc_loss_cls: 0.2879 enc_loss_bbox: 0.2154 enc_loss_iou: 0.4547 dn_loss_cls: 0.0397 dn_loss_bbox: 0.2755 dn_loss_iou: 0.4125 d0.dn_loss_cls: 0.0730 d0.dn_loss_bbox: 0.3980 d0.dn_loss_iou: 0.5422 d1.dn_loss_cls: 0.0493 d1.dn_loss_bbox: 0.3065 d1.dn_loss_iou: 0.4423 d2.dn_loss_cls: 0.0420 d2.dn_loss_bbox: 0.2818 d2.dn_loss_iou: 0.4211 d3.dn_loss_cls: 0.0402 d3.dn_loss_bbox: 0.2766 d3.dn_loss_iou: 0.4142 d4.dn_loss_cls: 0.0393 d4.dn_loss_bbox: 0.2756 d4.dn_loss_iou: 0.4130 2023/02/28 14:21:05 - mmengine - INFO - Epoch(train) [4][5800/7393] lr: 1.0000e-04 eta: 14:33:16 time: 0.8465 data_time: 0.0047 memory: 27598 grad_norm: 42.7286 loss: 10.5115 loss_cls: 0.2229 loss_bbox: 0.1785 loss_iou: 0.4081 d0.loss_cls: 0.2980 d0.loss_bbox: 0.1804 d0.loss_iou: 0.4229 d1.loss_cls: 0.2542 d1.loss_bbox: 0.1787 d1.loss_iou: 0.4101 d2.loss_cls: 0.2394 d2.loss_bbox: 0.1712 d2.loss_iou: 0.4040 d3.loss_cls: 0.2327 d3.loss_bbox: 0.1730 d3.loss_iou: 0.4026 d4.loss_cls: 0.2262 d4.loss_bbox: 0.1757 d4.loss_iou: 0.4031 enc_loss_cls: 0.2776 enc_loss_bbox: 0.2259 enc_loss_iou: 0.5006 dn_loss_cls: 0.0363 dn_loss_bbox: 0.2740 dn_loss_iou: 0.3660 d0.dn_loss_cls: 0.0701 d0.dn_loss_bbox: 0.4351 d0.dn_loss_iou: 0.5258 d1.dn_loss_cls: 0.0463 d1.dn_loss_bbox: 0.3096 d1.dn_loss_iou: 0.4054 d2.dn_loss_cls: 0.0396 d2.dn_loss_bbox: 0.2819 d2.dn_loss_iou: 0.3767 d3.dn_loss_cls: 0.0376 d3.dn_loss_bbox: 0.2756 d3.dn_loss_iou: 0.3687 d4.dn_loss_cls: 0.0366 d4.dn_loss_bbox: 0.2738 d4.dn_loss_iou: 0.3663 2023/02/28 14:21:22 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 14:21:48 - mmengine - INFO - Epoch(train) [4][5850/7393] lr: 1.0000e-04 eta: 14:32:33 time: 0.8606 data_time: 0.0047 memory: 27828 grad_norm: 36.4105 loss: 10.8809 loss_cls: 0.2316 loss_bbox: 0.1784 loss_iou: 0.3815 d0.loss_cls: 0.2932 d0.loss_bbox: 0.1909 d0.loss_iou: 0.4117 d1.loss_cls: 0.2505 d1.loss_bbox: 0.1846 d1.loss_iou: 0.3891 d2.loss_cls: 0.2390 d2.loss_bbox: 0.1822 d2.loss_iou: 0.3861 d3.loss_cls: 0.2338 d3.loss_bbox: 0.1781 d3.loss_iou: 0.3814 d4.loss_cls: 0.2288 d4.loss_bbox: 0.1797 d4.loss_iou: 0.3835 enc_loss_cls: 0.2781 enc_loss_bbox: 0.2332 enc_loss_iou: 0.4864 dn_loss_cls: 0.0440 dn_loss_bbox: 0.2890 dn_loss_iou: 0.4298 d0.dn_loss_cls: 0.0789 d0.dn_loss_bbox: 0.4134 d0.dn_loss_iou: 0.5733 d1.dn_loss_cls: 0.0554 d1.dn_loss_bbox: 0.3203 d1.dn_loss_iou: 0.4624 d2.dn_loss_cls: 0.0473 d2.dn_loss_bbox: 0.2954 d2.dn_loss_iou: 0.4373 d3.dn_loss_cls: 0.0462 d3.dn_loss_bbox: 0.2908 d3.dn_loss_iou: 0.4317 d4.dn_loss_cls: 0.0436 d4.dn_loss_bbox: 0.2898 d4.dn_loss_iou: 0.4302 2023/02/28 14:22:31 - mmengine - INFO - Epoch(train) [4][5900/7393] lr: 1.0000e-04 eta: 14:31:51 time: 0.8763 data_time: 0.0047 memory: 27280 grad_norm: 35.8300 loss: 11.0557 loss_cls: 0.2517 loss_bbox: 0.1959 loss_iou: 0.4310 d0.loss_cls: 0.3269 d0.loss_bbox: 0.2008 d0.loss_iou: 0.4593 d1.loss_cls: 0.2797 d1.loss_bbox: 0.2012 d1.loss_iou: 0.4403 d2.loss_cls: 0.2627 d2.loss_bbox: 0.1986 d2.loss_iou: 0.4337 d3.loss_cls: 0.2579 d3.loss_bbox: 0.1952 d3.loss_iou: 0.4316 d4.loss_cls: 0.2537 d4.loss_bbox: 0.1948 d4.loss_iou: 0.4323 enc_loss_cls: 0.3132 enc_loss_bbox: 0.2372 enc_loss_iou: 0.5152 dn_loss_cls: 0.0396 dn_loss_bbox: 0.2652 dn_loss_iou: 0.3898 d0.dn_loss_cls: 0.0682 d0.dn_loss_bbox: 0.3765 d0.dn_loss_iou: 0.5309 d1.dn_loss_cls: 0.0492 d1.dn_loss_bbox: 0.2919 d1.dn_loss_iou: 0.4232 d2.dn_loss_cls: 0.0437 d2.dn_loss_bbox: 0.2714 d2.dn_loss_iou: 0.3989 d3.dn_loss_cls: 0.0407 d3.dn_loss_bbox: 0.2665 d3.dn_loss_iou: 0.3921 d4.dn_loss_cls: 0.0394 d4.dn_loss_bbox: 0.2654 d4.dn_loss_iou: 0.3901 2023/02/28 14:23:15 - mmengine - INFO - Epoch(train) [4][5950/7393] lr: 1.0000e-04 eta: 14:31:10 time: 0.8758 data_time: 0.0047 memory: 26633 grad_norm: 40.3741 loss: 10.2623 loss_cls: 0.2225 loss_bbox: 0.1756 loss_iou: 0.3482 d0.loss_cls: 0.2853 d0.loss_bbox: 0.1805 d0.loss_iou: 0.3607 d1.loss_cls: 0.2494 d1.loss_bbox: 0.1722 d1.loss_iou: 0.3485 d2.loss_cls: 0.2294 d2.loss_bbox: 0.1745 d2.loss_iou: 0.3501 d3.loss_cls: 0.2276 d3.loss_bbox: 0.1703 d3.loss_iou: 0.3449 d4.loss_cls: 0.2265 d4.loss_bbox: 0.1714 d4.loss_iou: 0.3442 enc_loss_cls: 0.2767 enc_loss_bbox: 0.2186 enc_loss_iou: 0.4266 dn_loss_cls: 0.0409 dn_loss_bbox: 0.3016 dn_loss_iou: 0.3854 d0.dn_loss_cls: 0.0724 d0.dn_loss_bbox: 0.4258 d0.dn_loss_iou: 0.5251 d1.dn_loss_cls: 0.0514 d1.dn_loss_bbox: 0.3314 d1.dn_loss_iou: 0.4184 d2.dn_loss_cls: 0.0442 d2.dn_loss_bbox: 0.3068 d2.dn_loss_iou: 0.3946 d3.dn_loss_cls: 0.0422 d3.dn_loss_bbox: 0.3024 d3.dn_loss_iou: 0.3873 d4.dn_loss_cls: 0.0412 d4.dn_loss_bbox: 0.3018 d4.dn_loss_iou: 0.3857 2023/02/28 14:23:57 - mmengine - INFO - Epoch(train) [4][6000/7393] lr: 1.0000e-04 eta: 14:30:25 time: 0.8459 data_time: 0.0048 memory: 26789 grad_norm: 35.6134 loss: 10.8830 loss_cls: 0.2433 loss_bbox: 0.1607 loss_iou: 0.4494 d0.loss_cls: 0.3129 d0.loss_bbox: 0.1708 d0.loss_iou: 0.4744 d1.loss_cls: 0.2707 d1.loss_bbox: 0.1677 d1.loss_iou: 0.4623 d2.loss_cls: 0.2528 d2.loss_bbox: 0.1622 d2.loss_iou: 0.4545 d3.loss_cls: 0.2503 d3.loss_bbox: 0.1616 d3.loss_iou: 0.4468 d4.loss_cls: 0.2410 d4.loss_bbox: 0.1639 d4.loss_iou: 0.4509 enc_loss_cls: 0.2950 enc_loss_bbox: 0.2125 enc_loss_iou: 0.5378 dn_loss_cls: 0.0394 dn_loss_bbox: 0.2529 dn_loss_iou: 0.4035 d0.dn_loss_cls: 0.0717 d0.dn_loss_bbox: 0.3630 d0.dn_loss_iou: 0.5339 d1.dn_loss_cls: 0.0486 d1.dn_loss_bbox: 0.2813 d1.dn_loss_iou: 0.4374 d2.dn_loss_cls: 0.0429 d2.dn_loss_bbox: 0.2590 d2.dn_loss_iou: 0.4126 d3.dn_loss_cls: 0.0402 d3.dn_loss_bbox: 0.2541 d3.dn_loss_iou: 0.4057 d4.dn_loss_cls: 0.0388 d4.dn_loss_bbox: 0.2531 d4.dn_loss_iou: 0.4037 2023/02/28 14:24:41 - mmengine - INFO - Epoch(train) [4][6050/7393] lr: 1.0000e-04 eta: 14:29:42 time: 0.8711 data_time: 0.0048 memory: 26853 grad_norm: 36.3339 loss: 11.5695 loss_cls: 0.2765 loss_bbox: 0.1891 loss_iou: 0.5035 d0.loss_cls: 0.3598 d0.loss_bbox: 0.1996 d0.loss_iou: 0.5296 d1.loss_cls: 0.3072 d1.loss_bbox: 0.1955 d1.loss_iou: 0.5127 d2.loss_cls: 0.2912 d2.loss_bbox: 0.1907 d2.loss_iou: 0.5012 d3.loss_cls: 0.2826 d3.loss_bbox: 0.1884 d3.loss_iou: 0.5036 d4.loss_cls: 0.2782 d4.loss_bbox: 0.1888 d4.loss_iou: 0.5038 enc_loss_cls: 0.3493 enc_loss_bbox: 0.2311 enc_loss_iou: 0.5876 dn_loss_cls: 0.0392 dn_loss_bbox: 0.2366 dn_loss_iou: 0.3970 d0.dn_loss_cls: 0.0684 d0.dn_loss_bbox: 0.3459 d0.dn_loss_iou: 0.5304 d1.dn_loss_cls: 0.0479 d1.dn_loss_bbox: 0.2646 d1.dn_loss_iou: 0.4290 d2.dn_loss_cls: 0.0408 d2.dn_loss_bbox: 0.2442 d2.dn_loss_iou: 0.4052 d3.dn_loss_cls: 0.0392 d3.dn_loss_bbox: 0.2384 d3.dn_loss_iou: 0.3992 d4.dn_loss_cls: 0.0388 d4.dn_loss_bbox: 0.2368 d4.dn_loss_iou: 0.3974 2023/02/28 14:25:24 - mmengine - INFO - Epoch(train) [4][6100/7393] lr: 1.0000e-04 eta: 14:28:59 time: 0.8632 data_time: 0.0048 memory: 30113 grad_norm: 34.8109 loss: 10.2157 loss_cls: 0.1951 loss_bbox: 0.1652 loss_iou: 0.3195 d0.loss_cls: 0.2521 d0.loss_bbox: 0.1715 d0.loss_iou: 0.3373 d1.loss_cls: 0.2167 d1.loss_bbox: 0.1692 d1.loss_iou: 0.3271 d2.loss_cls: 0.1982 d2.loss_bbox: 0.1699 d2.loss_iou: 0.3309 d3.loss_cls: 0.1978 d3.loss_bbox: 0.1657 d3.loss_iou: 0.3232 d4.loss_cls: 0.1932 d4.loss_bbox: 0.1657 d4.loss_iou: 0.3220 enc_loss_cls: 0.2405 enc_loss_bbox: 0.2021 enc_loss_iou: 0.3835 dn_loss_cls: 0.0404 dn_loss_bbox: 0.3482 dn_loss_iou: 0.4065 d0.dn_loss_cls: 0.0743 d0.dn_loss_bbox: 0.4693 d0.dn_loss_iou: 0.5434 d1.dn_loss_cls: 0.0522 d1.dn_loss_bbox: 0.3822 d1.dn_loss_iou: 0.4400 d2.dn_loss_cls: 0.0437 d2.dn_loss_bbox: 0.3561 d2.dn_loss_iou: 0.4172 d3.dn_loss_cls: 0.0416 d3.dn_loss_bbox: 0.3501 d3.dn_loss_iou: 0.4084 d4.dn_loss_cls: 0.0399 d4.dn_loss_bbox: 0.3489 d4.dn_loss_iou: 0.4069 2023/02/28 14:26:08 - mmengine - INFO - Epoch(train) [4][6150/7393] lr: 1.0000e-04 eta: 14:28:17 time: 0.8704 data_time: 0.0048 memory: 27689 grad_norm: 31.0095 loss: 10.4832 loss_cls: 0.2184 loss_bbox: 0.1498 loss_iou: 0.3527 d0.loss_cls: 0.2880 d0.loss_bbox: 0.1684 d0.loss_iou: 0.3826 d1.loss_cls: 0.2452 d1.loss_bbox: 0.1613 d1.loss_iou: 0.3661 d2.loss_cls: 0.2311 d2.loss_bbox: 0.1521 d2.loss_iou: 0.3578 d3.loss_cls: 0.2255 d3.loss_bbox: 0.1473 d3.loss_iou: 0.3499 d4.loss_cls: 0.2204 d4.loss_bbox: 0.1484 d4.loss_iou: 0.3513 enc_loss_cls: 0.2803 enc_loss_bbox: 0.2100 enc_loss_iou: 0.4422 dn_loss_cls: 0.0412 dn_loss_bbox: 0.3296 dn_loss_iou: 0.3902 d0.dn_loss_cls: 0.0739 d0.dn_loss_bbox: 0.4705 d0.dn_loss_iou: 0.5485 d1.dn_loss_cls: 0.0514 d1.dn_loss_bbox: 0.3736 d1.dn_loss_iou: 0.4355 d2.dn_loss_cls: 0.0452 d2.dn_loss_bbox: 0.3412 d2.dn_loss_iou: 0.4040 d3.dn_loss_cls: 0.0430 d3.dn_loss_bbox: 0.3322 d3.dn_loss_iou: 0.3930 d4.dn_loss_cls: 0.0415 d4.dn_loss_bbox: 0.3296 d4.dn_loss_iou: 0.3905 2023/02/28 14:26:52 - mmengine - INFO - Epoch(train) [4][6200/7393] lr: 1.0000e-04 eta: 14:27:36 time: 0.8838 data_time: 0.0047 memory: 33045 grad_norm: 37.1668 loss: 9.6423 loss_cls: 0.1856 loss_bbox: 0.1481 loss_iou: 0.3199 d0.loss_cls: 0.2494 d0.loss_bbox: 0.1561 d0.loss_iou: 0.3321 d1.loss_cls: 0.2096 d1.loss_bbox: 0.1518 d1.loss_iou: 0.3203 d2.loss_cls: 0.1965 d2.loss_bbox: 0.1509 d2.loss_iou: 0.3246 d3.loss_cls: 0.1898 d3.loss_bbox: 0.1536 d3.loss_iou: 0.3192 d4.loss_cls: 0.1855 d4.loss_bbox: 0.1481 d4.loss_iou: 0.3203 enc_loss_cls: 0.2391 enc_loss_bbox: 0.1887 enc_loss_iou: 0.3791 dn_loss_cls: 0.0335 dn_loss_bbox: 0.3063 dn_loss_iou: 0.3870 d0.dn_loss_cls: 0.0680 d0.dn_loss_bbox: 0.4417 d0.dn_loss_iou: 0.5322 d1.dn_loss_cls: 0.0447 d1.dn_loss_bbox: 0.3349 d1.dn_loss_iou: 0.4203 d2.dn_loss_cls: 0.0376 d2.dn_loss_bbox: 0.3113 d2.dn_loss_iou: 0.3971 d3.dn_loss_cls: 0.0347 d3.dn_loss_bbox: 0.3077 d3.dn_loss_iou: 0.3895 d4.dn_loss_cls: 0.0336 d4.dn_loss_bbox: 0.3065 d4.dn_loss_iou: 0.3875 2023/02/28 14:27:36 - mmengine - INFO - Epoch(train) [4][6250/7393] lr: 1.0000e-04 eta: 14:26:54 time: 0.8736 data_time: 0.0049 memory: 32285 grad_norm: 34.8184 loss: 11.5234 loss_cls: 0.2495 loss_bbox: 0.1901 loss_iou: 0.4110 d0.loss_cls: 0.3249 d0.loss_bbox: 0.1999 d0.loss_iou: 0.4335 d1.loss_cls: 0.2864 d1.loss_bbox: 0.1929 d1.loss_iou: 0.4177 d2.loss_cls: 0.2669 d2.loss_bbox: 0.1897 d2.loss_iou: 0.4103 d3.loss_cls: 0.2569 d3.loss_bbox: 0.1913 d3.loss_iou: 0.4101 d4.loss_cls: 0.2512 d4.loss_bbox: 0.1903 d4.loss_iou: 0.4115 enc_loss_cls: 0.3127 enc_loss_bbox: 0.2346 enc_loss_iou: 0.4878 dn_loss_cls: 0.0417 dn_loss_bbox: 0.3270 dn_loss_iou: 0.4349 d0.dn_loss_cls: 0.0767 d0.dn_loss_bbox: 0.4429 d0.dn_loss_iou: 0.5726 d1.dn_loss_cls: 0.0523 d1.dn_loss_bbox: 0.3551 d1.dn_loss_iou: 0.4699 d2.dn_loss_cls: 0.0450 d2.dn_loss_bbox: 0.3310 d2.dn_loss_iou: 0.4446 d3.dn_loss_cls: 0.0432 d3.dn_loss_bbox: 0.3267 d3.dn_loss_iou: 0.4364 d4.dn_loss_cls: 0.0417 d4.dn_loss_bbox: 0.3269 d4.dn_loss_iou: 0.4354 2023/02/28 14:28:19 - mmengine - INFO - Epoch(train) [4][6300/7393] lr: 1.0000e-04 eta: 14:26:12 time: 0.8722 data_time: 0.0047 memory: 31806 grad_norm: 39.2522 loss: 11.1855 loss_cls: 0.2536 loss_bbox: 0.1781 loss_iou: 0.4286 d0.loss_cls: 0.3180 d0.loss_bbox: 0.1954 d0.loss_iou: 0.4429 d1.loss_cls: 0.2805 d1.loss_bbox: 0.1919 d1.loss_iou: 0.4365 d2.loss_cls: 0.2617 d2.loss_bbox: 0.1865 d2.loss_iou: 0.4292 d3.loss_cls: 0.2579 d3.loss_bbox: 0.1810 d3.loss_iou: 0.4280 d4.loss_cls: 0.2543 d4.loss_bbox: 0.1788 d4.loss_iou: 0.4281 enc_loss_cls: 0.3101 enc_loss_bbox: 0.2248 enc_loss_iou: 0.4961 dn_loss_cls: 0.0388 dn_loss_bbox: 0.3090 dn_loss_iou: 0.3902 d0.dn_loss_cls: 0.0741 d0.dn_loss_bbox: 0.4361 d0.dn_loss_iou: 0.5252 d1.dn_loss_cls: 0.0488 d1.dn_loss_bbox: 0.3411 d1.dn_loss_iou: 0.4238 d2.dn_loss_cls: 0.0406 d2.dn_loss_bbox: 0.3158 d2.dn_loss_iou: 0.3985 d3.dn_loss_cls: 0.0399 d3.dn_loss_bbox: 0.3099 d3.dn_loss_iou: 0.3923 d4.dn_loss_cls: 0.0390 d4.dn_loss_bbox: 0.3096 d4.dn_loss_iou: 0.3907 2023/02/28 14:29:02 - mmengine - INFO - Epoch(train) [4][6350/7393] lr: 1.0000e-04 eta: 14:25:28 time: 0.8551 data_time: 0.0047 memory: 25030 grad_norm: 34.3419 loss: 11.3017 loss_cls: 0.2769 loss_bbox: 0.1767 loss_iou: 0.4072 d0.loss_cls: 0.3440 d0.loss_bbox: 0.1859 d0.loss_iou: 0.4286 d1.loss_cls: 0.2988 d1.loss_bbox: 0.1896 d1.loss_iou: 0.4205 d2.loss_cls: 0.2863 d2.loss_bbox: 0.1828 d2.loss_iou: 0.4110 d3.loss_cls: 0.2787 d3.loss_bbox: 0.1786 d3.loss_iou: 0.4075 d4.loss_cls: 0.2791 d4.loss_bbox: 0.1750 d4.loss_iou: 0.4048 enc_loss_cls: 0.3278 enc_loss_bbox: 0.2364 enc_loss_iou: 0.4995 dn_loss_cls: 0.0360 dn_loss_bbox: 0.3242 dn_loss_iou: 0.3956 d0.dn_loss_cls: 0.0706 d0.dn_loss_bbox: 0.4384 d0.dn_loss_iou: 0.5330 d1.dn_loss_cls: 0.0460 d1.dn_loss_bbox: 0.3478 d1.dn_loss_iou: 0.4252 d2.dn_loss_cls: 0.0396 d2.dn_loss_bbox: 0.3294 d2.dn_loss_iou: 0.4049 d3.dn_loss_cls: 0.0377 d3.dn_loss_bbox: 0.3247 d3.dn_loss_iou: 0.3971 d4.dn_loss_cls: 0.0360 d4.dn_loss_bbox: 0.3242 d4.dn_loss_iou: 0.3956 2023/02/28 14:29:44 - mmengine - INFO - Epoch(train) [4][6400/7393] lr: 1.0000e-04 eta: 14:24:43 time: 0.8481 data_time: 0.0046 memory: 26578 grad_norm: 37.1520 loss: 10.0542 loss_cls: 0.2044 loss_bbox: 0.1722 loss_iou: 0.3446 d0.loss_cls: 0.2750 d0.loss_bbox: 0.1719 d0.loss_iou: 0.3548 d1.loss_cls: 0.2345 d1.loss_bbox: 0.1763 d1.loss_iou: 0.3508 d2.loss_cls: 0.2115 d2.loss_bbox: 0.1744 d2.loss_iou: 0.3465 d3.loss_cls: 0.2048 d3.loss_bbox: 0.1731 d3.loss_iou: 0.3422 d4.loss_cls: 0.2054 d4.loss_bbox: 0.1715 d4.loss_iou: 0.3417 enc_loss_cls: 0.2631 enc_loss_bbox: 0.2021 enc_loss_iou: 0.4096 dn_loss_cls: 0.0448 dn_loss_bbox: 0.2832 dn_loss_iou: 0.3862 d0.dn_loss_cls: 0.0775 d0.dn_loss_bbox: 0.4244 d0.dn_loss_iou: 0.5354 d1.dn_loss_cls: 0.0533 d1.dn_loss_bbox: 0.3238 d1.dn_loss_iou: 0.4242 d2.dn_loss_cls: 0.0478 d2.dn_loss_bbox: 0.2938 d2.dn_loss_iou: 0.3958 d3.dn_loss_cls: 0.0456 d3.dn_loss_bbox: 0.2853 d3.dn_loss_iou: 0.3884 d4.dn_loss_cls: 0.0448 d4.dn_loss_bbox: 0.2831 d4.dn_loss_iou: 0.3862 2023/02/28 14:30:28 - mmengine - INFO - Epoch(train) [4][6450/7393] lr: 1.0000e-04 eta: 14:24:01 time: 0.8734 data_time: 0.0047 memory: 26767 grad_norm: 38.7512 loss: 9.8844 loss_cls: 0.2201 loss_bbox: 0.1663 loss_iou: 0.3770 d0.loss_cls: 0.2880 d0.loss_bbox: 0.1750 d0.loss_iou: 0.3935 d1.loss_cls: 0.2405 d1.loss_bbox: 0.1693 d1.loss_iou: 0.3873 d2.loss_cls: 0.2260 d2.loss_bbox: 0.1682 d2.loss_iou: 0.3808 d3.loss_cls: 0.2259 d3.loss_bbox: 0.1654 d3.loss_iou: 0.3775 d4.loss_cls: 0.2200 d4.loss_bbox: 0.1658 d4.loss_iou: 0.3760 enc_loss_cls: 0.2747 enc_loss_bbox: 0.2074 enc_loss_iou: 0.4517 dn_loss_cls: 0.0360 dn_loss_bbox: 0.2345 dn_loss_iou: 0.3741 d0.dn_loss_cls: 0.0686 d0.dn_loss_bbox: 0.3424 d0.dn_loss_iou: 0.5086 d1.dn_loss_cls: 0.0465 d1.dn_loss_bbox: 0.2579 d1.dn_loss_iou: 0.4059 d2.dn_loss_cls: 0.0390 d2.dn_loss_bbox: 0.2394 d2.dn_loss_iou: 0.3818 d3.dn_loss_cls: 0.0369 d3.dn_loss_bbox: 0.2355 d3.dn_loss_iou: 0.3762 d4.dn_loss_cls: 0.0357 d4.dn_loss_bbox: 0.2345 d4.dn_loss_iou: 0.3744 2023/02/28 14:31:12 - mmengine - INFO - Epoch(train) [4][6500/7393] lr: 1.0000e-04 eta: 14:23:20 time: 0.8797 data_time: 0.0047 memory: 26767 grad_norm: 39.2411 loss: 10.6381 loss_cls: 0.2396 loss_bbox: 0.1714 loss_iou: 0.3782 d0.loss_cls: 0.3013 d0.loss_bbox: 0.1737 d0.loss_iou: 0.4073 d1.loss_cls: 0.2633 d1.loss_bbox: 0.1779 d1.loss_iou: 0.3905 d2.loss_cls: 0.2470 d2.loss_bbox: 0.1745 d2.loss_iou: 0.3822 d3.loss_cls: 0.2393 d3.loss_bbox: 0.1719 d3.loss_iou: 0.3792 d4.loss_cls: 0.2404 d4.loss_bbox: 0.1705 d4.loss_iou: 0.3773 enc_loss_cls: 0.2965 enc_loss_bbox: 0.2033 enc_loss_iou: 0.4604 dn_loss_cls: 0.0384 dn_loss_bbox: 0.2825 dn_loss_iou: 0.4105 d0.dn_loss_cls: 0.0743 d0.dn_loss_bbox: 0.4109 d0.dn_loss_iou: 0.5539 d1.dn_loss_cls: 0.0505 d1.dn_loss_bbox: 0.3112 d1.dn_loss_iou: 0.4424 d2.dn_loss_cls: 0.0431 d2.dn_loss_bbox: 0.2877 d2.dn_loss_iou: 0.4193 d3.dn_loss_cls: 0.0403 d3.dn_loss_bbox: 0.2835 d3.dn_loss_iou: 0.4124 d4.dn_loss_cls: 0.0387 d4.dn_loss_bbox: 0.2823 d4.dn_loss_iou: 0.4104 2023/02/28 14:31:54 - mmengine - INFO - Epoch(train) [4][6550/7393] lr: 1.0000e-04 eta: 14:22:35 time: 0.8467 data_time: 0.0047 memory: 27689 grad_norm: 34.5070 loss: 9.7472 loss_cls: 0.2091 loss_bbox: 0.1569 loss_iou: 0.3580 d0.loss_cls: 0.2667 d0.loss_bbox: 0.1685 d0.loss_iou: 0.3789 d1.loss_cls: 0.2316 d1.loss_bbox: 0.1642 d1.loss_iou: 0.3661 d2.loss_cls: 0.2187 d2.loss_bbox: 0.1582 d2.loss_iou: 0.3607 d3.loss_cls: 0.2096 d3.loss_bbox: 0.1596 d3.loss_iou: 0.3594 d4.loss_cls: 0.2088 d4.loss_bbox: 0.1564 d4.loss_iou: 0.3588 enc_loss_cls: 0.2685 enc_loss_bbox: 0.1969 enc_loss_iou: 0.4331 dn_loss_cls: 0.0363 dn_loss_bbox: 0.2465 dn_loss_iou: 0.3767 d0.dn_loss_cls: 0.0686 d0.dn_loss_bbox: 0.3700 d0.dn_loss_iou: 0.5234 d1.dn_loss_cls: 0.0453 d1.dn_loss_bbox: 0.2768 d1.dn_loss_iou: 0.4128 d2.dn_loss_cls: 0.0392 d2.dn_loss_bbox: 0.2525 d2.dn_loss_iou: 0.3868 d3.dn_loss_cls: 0.0374 d3.dn_loss_bbox: 0.2477 d3.dn_loss_iou: 0.3794 d4.dn_loss_cls: 0.0359 d4.dn_loss_bbox: 0.2466 d4.dn_loss_iou: 0.3768 2023/02/28 14:32:38 - mmengine - INFO - Epoch(train) [4][6600/7393] lr: 1.0000e-04 eta: 14:21:53 time: 0.8737 data_time: 0.0047 memory: 27689 grad_norm: 38.0140 loss: 10.1517 loss_cls: 0.2174 loss_bbox: 0.1799 loss_iou: 0.4101 d0.loss_cls: 0.2937 d0.loss_bbox: 0.1913 d0.loss_iou: 0.4288 d1.loss_cls: 0.2457 d1.loss_bbox: 0.1860 d1.loss_iou: 0.4162 d2.loss_cls: 0.2285 d2.loss_bbox: 0.1826 d2.loss_iou: 0.4110 d3.loss_cls: 0.2228 d3.loss_bbox: 0.1799 d3.loss_iou: 0.4095 d4.loss_cls: 0.2171 d4.loss_bbox: 0.1801 d4.loss_iou: 0.4101 enc_loss_cls: 0.2802 enc_loss_bbox: 0.2353 enc_loss_iou: 0.4916 dn_loss_cls: 0.0325 dn_loss_bbox: 0.2319 dn_loss_iou: 0.3624 d0.dn_loss_cls: 0.0644 d0.dn_loss_bbox: 0.3461 d0.dn_loss_iou: 0.4951 d1.dn_loss_cls: 0.0424 d1.dn_loss_bbox: 0.2625 d1.dn_loss_iou: 0.3939 d2.dn_loss_cls: 0.0357 d2.dn_loss_bbox: 0.2392 d2.dn_loss_iou: 0.3702 d3.dn_loss_cls: 0.0338 d3.dn_loss_bbox: 0.2331 d3.dn_loss_iou: 0.3639 d4.dn_loss_cls: 0.0325 d4.dn_loss_bbox: 0.2321 d4.dn_loss_iou: 0.3624 2023/02/28 14:33:22 - mmengine - INFO - Epoch(train) [4][6650/7393] lr: 1.0000e-04 eta: 14:21:11 time: 0.8702 data_time: 0.0046 memory: 28179 grad_norm: 34.5412 loss: 9.3879 loss_cls: 0.1757 loss_bbox: 0.1401 loss_iou: 0.2947 d0.loss_cls: 0.2359 d0.loss_bbox: 0.1460 d0.loss_iou: 0.3091 d1.loss_cls: 0.1931 d1.loss_bbox: 0.1478 d1.loss_iou: 0.3010 d2.loss_cls: 0.1807 d2.loss_bbox: 0.1435 d2.loss_iou: 0.3000 d3.loss_cls: 0.1752 d3.loss_bbox: 0.1430 d3.loss_iou: 0.2971 d4.loss_cls: 0.1752 d4.loss_bbox: 0.1408 d4.loss_iou: 0.2953 enc_loss_cls: 0.2194 enc_loss_bbox: 0.1812 enc_loss_iou: 0.3572 dn_loss_cls: 0.0366 dn_loss_bbox: 0.3342 dn_loss_iou: 0.3674 d0.dn_loss_cls: 0.0667 d0.dn_loss_bbox: 0.4757 d0.dn_loss_iou: 0.5079 d1.dn_loss_cls: 0.0441 d1.dn_loss_bbox: 0.3666 d1.dn_loss_iou: 0.4014 d2.dn_loss_cls: 0.0383 d2.dn_loss_bbox: 0.3400 d2.dn_loss_iou: 0.3766 d3.dn_loss_cls: 0.0373 d3.dn_loss_bbox: 0.3355 d3.dn_loss_iou: 0.3691 d4.dn_loss_cls: 0.0364 d4.dn_loss_bbox: 0.3342 d4.dn_loss_iou: 0.3678 2023/02/28 14:34:05 - mmengine - INFO - Epoch(train) [4][6700/7393] lr: 1.0000e-04 eta: 14:20:27 time: 0.8598 data_time: 0.0046 memory: 30460 grad_norm: 39.6219 loss: 10.4691 loss_cls: 0.2168 loss_bbox: 0.1550 loss_iou: 0.3063 d0.loss_cls: 0.2721 d0.loss_bbox: 0.1643 d0.loss_iou: 0.3314 d1.loss_cls: 0.2389 d1.loss_bbox: 0.1583 d1.loss_iou: 0.3146 d2.loss_cls: 0.2234 d2.loss_bbox: 0.1573 d2.loss_iou: 0.3142 d3.loss_cls: 0.2169 d3.loss_bbox: 0.1574 d3.loss_iou: 0.3079 d4.loss_cls: 0.2146 d4.loss_bbox: 0.1547 d4.loss_iou: 0.3057 enc_loss_cls: 0.2599 enc_loss_bbox: 0.2037 enc_loss_iou: 0.3877 dn_loss_cls: 0.0392 dn_loss_bbox: 0.3938 dn_loss_iou: 0.3919 d0.dn_loss_cls: 0.0795 d0.dn_loss_bbox: 0.5405 d0.dn_loss_iou: 0.5356 d1.dn_loss_cls: 0.0539 d1.dn_loss_bbox: 0.4337 d1.dn_loss_iou: 0.4300 d2.dn_loss_cls: 0.0451 d2.dn_loss_bbox: 0.4047 d2.dn_loss_iou: 0.4034 d3.dn_loss_cls: 0.0410 d3.dn_loss_bbox: 0.3960 d3.dn_loss_iou: 0.3948 d4.dn_loss_cls: 0.0397 d4.dn_loss_bbox: 0.3936 d4.dn_loss_iou: 0.3917 2023/02/28 14:34:48 - mmengine - INFO - Epoch(train) [4][6750/7393] lr: 1.0000e-04 eta: 14:19:46 time: 0.8771 data_time: 0.0046 memory: 25290 grad_norm: 33.0010 loss: 10.4882 loss_cls: 0.2414 loss_bbox: 0.1599 loss_iou: 0.3937 d0.loss_cls: 0.3007 d0.loss_bbox: 0.1756 d0.loss_iou: 0.4216 d1.loss_cls: 0.2641 d1.loss_bbox: 0.1673 d1.loss_iou: 0.4031 d2.loss_cls: 0.2490 d2.loss_bbox: 0.1637 d2.loss_iou: 0.3993 d3.loss_cls: 0.2423 d3.loss_bbox: 0.1617 d3.loss_iou: 0.3947 d4.loss_cls: 0.2389 d4.loss_bbox: 0.1637 d4.loss_iou: 0.3957 enc_loss_cls: 0.2900 enc_loss_bbox: 0.2112 enc_loss_iou: 0.4839 dn_loss_cls: 0.0349 dn_loss_bbox: 0.2839 dn_loss_iou: 0.3796 d0.dn_loss_cls: 0.0706 d0.dn_loss_bbox: 0.4068 d0.dn_loss_iou: 0.5113 d1.dn_loss_cls: 0.0458 d1.dn_loss_bbox: 0.3095 d1.dn_loss_iou: 0.4083 d2.dn_loss_cls: 0.0388 d2.dn_loss_bbox: 0.2889 d2.dn_loss_iou: 0.3873 d3.dn_loss_cls: 0.0361 d3.dn_loss_bbox: 0.2847 d3.dn_loss_iou: 0.3812 d4.dn_loss_cls: 0.0351 d4.dn_loss_bbox: 0.2840 d4.dn_loss_iou: 0.3798 2023/02/28 14:35:32 - mmengine - INFO - Epoch(train) [4][6800/7393] lr: 1.0000e-04 eta: 14:19:04 time: 0.8753 data_time: 0.0047 memory: 32400 grad_norm: 36.9645 loss: 10.3876 loss_cls: 0.2251 loss_bbox: 0.1609 loss_iou: 0.3718 d0.loss_cls: 0.2772 d0.loss_bbox: 0.1809 d0.loss_iou: 0.4020 d1.loss_cls: 0.2477 d1.loss_bbox: 0.1716 d1.loss_iou: 0.3818 d2.loss_cls: 0.2326 d2.loss_bbox: 0.1678 d2.loss_iou: 0.3768 d3.loss_cls: 0.2260 d3.loss_bbox: 0.1642 d3.loss_iou: 0.3768 d4.loss_cls: 0.2233 d4.loss_bbox: 0.1620 d4.loss_iou: 0.3747 enc_loss_cls: 0.2595 enc_loss_bbox: 0.2245 enc_loss_iou: 0.4657 dn_loss_cls: 0.0345 dn_loss_bbox: 0.3032 dn_loss_iou: 0.3851 d0.dn_loss_cls: 0.0650 d0.dn_loss_bbox: 0.4218 d0.dn_loss_iou: 0.5193 d1.dn_loss_cls: 0.0445 d1.dn_loss_bbox: 0.3318 d1.dn_loss_iou: 0.4170 d2.dn_loss_cls: 0.0384 d2.dn_loss_bbox: 0.3081 d2.dn_loss_iou: 0.3936 d3.dn_loss_cls: 0.0363 d3.dn_loss_bbox: 0.3049 d3.dn_loss_iou: 0.3872 d4.dn_loss_cls: 0.0351 d4.dn_loss_bbox: 0.3038 d4.dn_loss_iou: 0.3852 2023/02/28 14:35:50 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 14:36:15 - mmengine - INFO - Epoch(train) [4][6850/7393] lr: 1.0000e-04 eta: 14:18:20 time: 0.8552 data_time: 0.0047 memory: 27598 grad_norm: 43.5417 loss: 11.4262 loss_cls: 0.2606 loss_bbox: 0.1910 loss_iou: 0.4299 d0.loss_cls: 0.3403 d0.loss_bbox: 0.1955 d0.loss_iou: 0.4473 d1.loss_cls: 0.2869 d1.loss_bbox: 0.1969 d1.loss_iou: 0.4386 d2.loss_cls: 0.2692 d2.loss_bbox: 0.1933 d2.loss_iou: 0.4331 d3.loss_cls: 0.2641 d3.loss_bbox: 0.1939 d3.loss_iou: 0.4287 d4.loss_cls: 0.2613 d4.loss_bbox: 0.1932 d4.loss_iou: 0.4263 enc_loss_cls: 0.3205 enc_loss_bbox: 0.2357 enc_loss_iou: 0.5124 dn_loss_cls: 0.0471 dn_loss_bbox: 0.3118 dn_loss_iou: 0.3919 d0.dn_loss_cls: 0.0760 d0.dn_loss_bbox: 0.4399 d0.dn_loss_iou: 0.5354 d1.dn_loss_cls: 0.0540 d1.dn_loss_bbox: 0.3483 d1.dn_loss_iou: 0.4275 d2.dn_loss_cls: 0.0475 d2.dn_loss_bbox: 0.3224 d2.dn_loss_iou: 0.4025 d3.dn_loss_cls: 0.0456 d3.dn_loss_bbox: 0.3134 d3.dn_loss_iou: 0.3939 d4.dn_loss_cls: 0.0454 d4.dn_loss_bbox: 0.3122 d4.dn_loss_iou: 0.3923 2023/02/28 14:36:58 - mmengine - INFO - Epoch(train) [4][6900/7393] lr: 1.0000e-04 eta: 14:17:37 time: 0.8654 data_time: 0.0049 memory: 26906 grad_norm: 34.5750 loss: 10.7908 loss_cls: 0.2209 loss_bbox: 0.1577 loss_iou: 0.4178 d0.loss_cls: 0.2952 d0.loss_bbox: 0.1623 d0.loss_iou: 0.4415 d1.loss_cls: 0.2500 d1.loss_bbox: 0.1605 d1.loss_iou: 0.4285 d2.loss_cls: 0.2371 d2.loss_bbox: 0.1565 d2.loss_iou: 0.4216 d3.loss_cls: 0.2258 d3.loss_bbox: 0.1570 d3.loss_iou: 0.4195 d4.loss_cls: 0.2235 d4.loss_bbox: 0.1569 d4.loss_iou: 0.4170 enc_loss_cls: 0.2827 enc_loss_bbox: 0.1977 enc_loss_iou: 0.4935 dn_loss_cls: 0.0390 dn_loss_bbox: 0.2766 dn_loss_iou: 0.4313 d0.dn_loss_cls: 0.0734 d0.dn_loss_bbox: 0.3960 d0.dn_loss_iou: 0.5739 d1.dn_loss_cls: 0.0512 d1.dn_loss_bbox: 0.3044 d1.dn_loss_iou: 0.4595 d2.dn_loss_cls: 0.0434 d2.dn_loss_bbox: 0.2820 d2.dn_loss_iou: 0.4385 d3.dn_loss_cls: 0.0408 d3.dn_loss_bbox: 0.2775 d3.dn_loss_iou: 0.4325 d4.dn_loss_cls: 0.0395 d4.dn_loss_bbox: 0.2768 d4.dn_loss_iou: 0.4312 2023/02/28 14:37:41 - mmengine - INFO - Epoch(train) [4][6950/7393] lr: 1.0000e-04 eta: 14:16:53 time: 0.8592 data_time: 0.0047 memory: 27689 grad_norm: 33.5765 loss: 10.2112 loss_cls: 0.2334 loss_bbox: 0.1556 loss_iou: 0.3936 d0.loss_cls: 0.2946 d0.loss_bbox: 0.1612 d0.loss_iou: 0.4108 d1.loss_cls: 0.2618 d1.loss_bbox: 0.1618 d1.loss_iou: 0.4014 d2.loss_cls: 0.2450 d2.loss_bbox: 0.1595 d2.loss_iou: 0.4015 d3.loss_cls: 0.2369 d3.loss_bbox: 0.1574 d3.loss_iou: 0.3978 d4.loss_cls: 0.2332 d4.loss_bbox: 0.1578 d4.loss_iou: 0.3956 enc_loss_cls: 0.2859 enc_loss_bbox: 0.1950 enc_loss_iou: 0.4639 dn_loss_cls: 0.0336 dn_loss_bbox: 0.2557 dn_loss_iou: 0.3772 d0.dn_loss_cls: 0.0653 d0.dn_loss_bbox: 0.3839 d0.dn_loss_iou: 0.5236 d1.dn_loss_cls: 0.0439 d1.dn_loss_bbox: 0.2870 d1.dn_loss_iou: 0.4121 d2.dn_loss_cls: 0.0370 d2.dn_loss_bbox: 0.2631 d2.dn_loss_iou: 0.3872 d3.dn_loss_cls: 0.0349 d3.dn_loss_bbox: 0.2568 d3.dn_loss_iou: 0.3794 d4.dn_loss_cls: 0.0339 d4.dn_loss_bbox: 0.2557 d4.dn_loss_iou: 0.3775 2023/02/28 14:38:25 - mmengine - INFO - Epoch(train) [4][7000/7393] lr: 1.0000e-04 eta: 14:16:12 time: 0.8784 data_time: 0.0047 memory: 26735 grad_norm: 32.6705 loss: 9.7510 loss_cls: 0.2173 loss_bbox: 0.1342 loss_iou: 0.3453 d0.loss_cls: 0.2846 d0.loss_bbox: 0.1414 d0.loss_iou: 0.3543 d1.loss_cls: 0.2488 d1.loss_bbox: 0.1337 d1.loss_iou: 0.3433 d2.loss_cls: 0.2292 d2.loss_bbox: 0.1348 d2.loss_iou: 0.3454 d3.loss_cls: 0.2227 d3.loss_bbox: 0.1348 d3.loss_iou: 0.3457 d4.loss_cls: 0.2179 d4.loss_bbox: 0.1328 d4.loss_iou: 0.3451 enc_loss_cls: 0.2600 enc_loss_bbox: 0.1794 enc_loss_iou: 0.4223 dn_loss_cls: 0.0403 dn_loss_bbox: 0.2585 dn_loss_iou: 0.4063 d0.dn_loss_cls: 0.0723 d0.dn_loss_bbox: 0.3685 d0.dn_loss_iou: 0.5354 d1.dn_loss_cls: 0.0479 d1.dn_loss_bbox: 0.2825 d1.dn_loss_iou: 0.4326 d2.dn_loss_cls: 0.0419 d2.dn_loss_bbox: 0.2639 d2.dn_loss_iou: 0.4139 d3.dn_loss_cls: 0.0406 d3.dn_loss_bbox: 0.2599 d3.dn_loss_iou: 0.4082 d4.dn_loss_cls: 0.0398 d4.dn_loss_bbox: 0.2587 d4.dn_loss_iou: 0.4067 2023/02/28 14:39:08 - mmengine - INFO - Epoch(train) [4][7050/7393] lr: 1.0000e-04 eta: 14:15:29 time: 0.8683 data_time: 0.0047 memory: 26420 grad_norm: 35.1360 loss: 9.4098 loss_cls: 0.1923 loss_bbox: 0.1498 loss_iou: 0.3387 d0.loss_cls: 0.2491 d0.loss_bbox: 0.1483 d0.loss_iou: 0.3570 d1.loss_cls: 0.2148 d1.loss_bbox: 0.1503 d1.loss_iou: 0.3466 d2.loss_cls: 0.1990 d2.loss_bbox: 0.1502 d2.loss_iou: 0.3423 d3.loss_cls: 0.1948 d3.loss_bbox: 0.1495 d3.loss_iou: 0.3376 d4.loss_cls: 0.1912 d4.loss_bbox: 0.1500 d4.loss_iou: 0.3380 enc_loss_cls: 0.2422 enc_loss_bbox: 0.1823 enc_loss_iou: 0.4036 dn_loss_cls: 0.0327 dn_loss_bbox: 0.2586 dn_loss_iou: 0.3729 d0.dn_loss_cls: 0.0645 d0.dn_loss_bbox: 0.3793 d0.dn_loss_iou: 0.5126 d1.dn_loss_cls: 0.0423 d1.dn_loss_bbox: 0.2904 d1.dn_loss_iou: 0.4064 d2.dn_loss_cls: 0.0368 d2.dn_loss_bbox: 0.2667 d2.dn_loss_iou: 0.3843 d3.dn_loss_cls: 0.0340 d3.dn_loss_bbox: 0.2605 d3.dn_loss_iou: 0.3753 d4.dn_loss_cls: 0.0328 d4.dn_loss_bbox: 0.2590 d4.dn_loss_iou: 0.3732 2023/02/28 14:39:52 - mmengine - INFO - Epoch(train) [4][7100/7393] lr: 1.0000e-04 eta: 14:14:48 time: 0.8797 data_time: 0.0050 memory: 27372 grad_norm: 35.6971 loss: 9.6419 loss_cls: 0.1987 loss_bbox: 0.1507 loss_iou: 0.3396 d0.loss_cls: 0.2682 d0.loss_bbox: 0.1531 d0.loss_iou: 0.3505 d1.loss_cls: 0.2278 d1.loss_bbox: 0.1490 d1.loss_iou: 0.3425 d2.loss_cls: 0.2101 d2.loss_bbox: 0.1512 d2.loss_iou: 0.3383 d3.loss_cls: 0.2056 d3.loss_bbox: 0.1494 d3.loss_iou: 0.3355 d4.loss_cls: 0.1997 d4.loss_bbox: 0.1511 d4.loss_iou: 0.3385 enc_loss_cls: 0.2549 enc_loss_bbox: 0.1861 enc_loss_iou: 0.4023 dn_loss_cls: 0.0432 dn_loss_bbox: 0.2715 dn_loss_iou: 0.3712 d0.dn_loss_cls: 0.0720 d0.dn_loss_bbox: 0.4067 d0.dn_loss_iou: 0.5198 d1.dn_loss_cls: 0.0522 d1.dn_loss_bbox: 0.3078 d1.dn_loss_iou: 0.4070 d2.dn_loss_cls: 0.0460 d2.dn_loss_bbox: 0.2817 d2.dn_loss_iou: 0.3816 d3.dn_loss_cls: 0.0441 d3.dn_loss_bbox: 0.2744 d3.dn_loss_iou: 0.3731 d4.dn_loss_cls: 0.0431 d4.dn_loss_bbox: 0.2721 d4.dn_loss_iou: 0.3717 2023/02/28 14:40:36 - mmengine - INFO - Epoch(train) [4][7150/7393] lr: 1.0000e-04 eta: 14:14:05 time: 0.8620 data_time: 0.0048 memory: 26789 grad_norm: 32.9457 loss: 10.7105 loss_cls: 0.2412 loss_bbox: 0.1685 loss_iou: 0.3837 d0.loss_cls: 0.3149 d0.loss_bbox: 0.1775 d0.loss_iou: 0.4064 d1.loss_cls: 0.2703 d1.loss_bbox: 0.1743 d1.loss_iou: 0.3915 d2.loss_cls: 0.2550 d2.loss_bbox: 0.1713 d2.loss_iou: 0.3838 d3.loss_cls: 0.2488 d3.loss_bbox: 0.1694 d3.loss_iou: 0.3793 d4.loss_cls: 0.2436 d4.loss_bbox: 0.1672 d4.loss_iou: 0.3819 enc_loss_cls: 0.2961 enc_loss_bbox: 0.2147 enc_loss_iou: 0.4608 dn_loss_cls: 0.0404 dn_loss_bbox: 0.3091 dn_loss_iou: 0.3873 d0.dn_loss_cls: 0.0738 d0.dn_loss_bbox: 0.4296 d0.dn_loss_iou: 0.5255 d1.dn_loss_cls: 0.0524 d1.dn_loss_bbox: 0.3385 d1.dn_loss_iou: 0.4188 d2.dn_loss_cls: 0.0449 d2.dn_loss_bbox: 0.3151 d2.dn_loss_iou: 0.3959 d3.dn_loss_cls: 0.0423 d3.dn_loss_bbox: 0.3095 d3.dn_loss_iou: 0.3896 d4.dn_loss_cls: 0.0404 d4.dn_loss_bbox: 0.3094 d4.dn_loss_iou: 0.3877 2023/02/28 14:41:19 - mmengine - INFO - Epoch(train) [4][7200/7393] lr: 1.0000e-04 eta: 14:13:23 time: 0.8741 data_time: 0.0049 memory: 31999 grad_norm: 34.3790 loss: 10.7378 loss_cls: 0.2216 loss_bbox: 0.1922 loss_iou: 0.4093 d0.loss_cls: 0.2962 d0.loss_bbox: 0.1970 d0.loss_iou: 0.4266 d1.loss_cls: 0.2592 d1.loss_bbox: 0.1885 d1.loss_iou: 0.4094 d2.loss_cls: 0.2369 d2.loss_bbox: 0.1888 d2.loss_iou: 0.4074 d3.loss_cls: 0.2264 d3.loss_bbox: 0.1905 d3.loss_iou: 0.4076 d4.loss_cls: 0.2226 d4.loss_bbox: 0.1934 d4.loss_iou: 0.4093 enc_loss_cls: 0.2825 enc_loss_bbox: 0.2386 enc_loss_iou: 0.4812 dn_loss_cls: 0.0368 dn_loss_bbox: 0.2853 dn_loss_iou: 0.3873 d0.dn_loss_cls: 0.0677 d0.dn_loss_bbox: 0.4093 d0.dn_loss_iou: 0.5274 d1.dn_loss_cls: 0.0458 d1.dn_loss_bbox: 0.3163 d1.dn_loss_iou: 0.4242 d2.dn_loss_cls: 0.0396 d2.dn_loss_bbox: 0.2916 d2.dn_loss_iou: 0.3977 d3.dn_loss_cls: 0.0373 d3.dn_loss_bbox: 0.2872 d3.dn_loss_iou: 0.3895 d4.dn_loss_cls: 0.0367 d4.dn_loss_bbox: 0.2854 d4.dn_loss_iou: 0.3875 2023/02/28 14:42:03 - mmengine - INFO - Epoch(train) [4][7250/7393] lr: 1.0000e-04 eta: 14:12:40 time: 0.8714 data_time: 0.0047 memory: 26947 grad_norm: 35.3464 loss: 10.2258 loss_cls: 0.2027 loss_bbox: 0.1613 loss_iou: 0.3109 d0.loss_cls: 0.2601 d0.loss_bbox: 0.1757 d0.loss_iou: 0.3327 d1.loss_cls: 0.2291 d1.loss_bbox: 0.1689 d1.loss_iou: 0.3205 d2.loss_cls: 0.2083 d2.loss_bbox: 0.1685 d2.loss_iou: 0.3171 d3.loss_cls: 0.2048 d3.loss_bbox: 0.1644 d3.loss_iou: 0.3156 d4.loss_cls: 0.2046 d4.loss_bbox: 0.1611 d4.loss_iou: 0.3092 enc_loss_cls: 0.2531 enc_loss_bbox: 0.2079 enc_loss_iou: 0.3853 dn_loss_cls: 0.0394 dn_loss_bbox: 0.3398 dn_loss_iou: 0.4038 d0.dn_loss_cls: 0.0751 d0.dn_loss_bbox: 0.4890 d0.dn_loss_iou: 0.5589 d1.dn_loss_cls: 0.0522 d1.dn_loss_bbox: 0.3797 d1.dn_loss_iou: 0.4418 d2.dn_loss_cls: 0.0439 d2.dn_loss_bbox: 0.3495 d2.dn_loss_iou: 0.4153 d3.dn_loss_cls: 0.0415 d3.dn_loss_bbox: 0.3424 d3.dn_loss_iou: 0.4071 d4.dn_loss_cls: 0.0397 d4.dn_loss_bbox: 0.3405 d4.dn_loss_iou: 0.4045 2023/02/28 14:42:47 - mmengine - INFO - Epoch(train) [4][7300/7393] lr: 1.0000e-04 eta: 14:11:59 time: 0.8796 data_time: 0.0050 memory: 26633 grad_norm: 35.1050 loss: 11.0276 loss_cls: 0.2526 loss_bbox: 0.1902 loss_iou: 0.4203 d0.loss_cls: 0.3302 d0.loss_bbox: 0.1974 d0.loss_iou: 0.4362 d1.loss_cls: 0.2935 d1.loss_bbox: 0.1909 d1.loss_iou: 0.4181 d2.loss_cls: 0.2693 d2.loss_bbox: 0.1877 d2.loss_iou: 0.4209 d3.loss_cls: 0.2620 d3.loss_bbox: 0.1886 d3.loss_iou: 0.4202 d4.loss_cls: 0.2551 d4.loss_bbox: 0.1912 d4.loss_iou: 0.4202 enc_loss_cls: 0.3104 enc_loss_bbox: 0.2312 enc_loss_iou: 0.4964 dn_loss_cls: 0.0389 dn_loss_bbox: 0.2691 dn_loss_iou: 0.3978 d0.dn_loss_cls: 0.0747 d0.dn_loss_bbox: 0.3869 d0.dn_loss_iou: 0.5415 d1.dn_loss_cls: 0.0514 d1.dn_loss_bbox: 0.3039 d1.dn_loss_iou: 0.4351 d2.dn_loss_cls: 0.0426 d2.dn_loss_bbox: 0.2778 d2.dn_loss_iou: 0.4080 d3.dn_loss_cls: 0.0405 d3.dn_loss_bbox: 0.2712 d3.dn_loss_iou: 0.3996 d4.dn_loss_cls: 0.0392 d4.dn_loss_bbox: 0.2691 d4.dn_loss_iou: 0.3979 2023/02/28 14:43:30 - mmengine - INFO - Epoch(train) [4][7350/7393] lr: 1.0000e-04 eta: 14:11:16 time: 0.8657 data_time: 0.0052 memory: 26789 grad_norm: 29.6392 loss: 10.2985 loss_cls: 0.2238 loss_bbox: 0.1564 loss_iou: 0.4343 d0.loss_cls: 0.2887 d0.loss_bbox: 0.1651 d0.loss_iou: 0.4554 d1.loss_cls: 0.2464 d1.loss_bbox: 0.1665 d1.loss_iou: 0.4526 d2.loss_cls: 0.2349 d2.loss_bbox: 0.1581 d2.loss_iou: 0.4398 d3.loss_cls: 0.2283 d3.loss_bbox: 0.1557 d3.loss_iou: 0.4391 d4.loss_cls: 0.2224 d4.loss_bbox: 0.1580 d4.loss_iou: 0.4396 enc_loss_cls: 0.2725 enc_loss_bbox: 0.2052 enc_loss_iou: 0.5280 dn_loss_cls: 0.0351 dn_loss_bbox: 0.2181 dn_loss_iou: 0.3877 d0.dn_loss_cls: 0.0686 d0.dn_loss_bbox: 0.3329 d0.dn_loss_iou: 0.5235 d1.dn_loss_cls: 0.0464 d1.dn_loss_bbox: 0.2475 d1.dn_loss_iou: 0.4201 d2.dn_loss_cls: 0.0384 d2.dn_loss_bbox: 0.2249 d2.dn_loss_iou: 0.3959 d3.dn_loss_cls: 0.0365 d3.dn_loss_bbox: 0.2196 d3.dn_loss_iou: 0.3903 d4.dn_loss_cls: 0.0357 d4.dn_loss_bbox: 0.2184 d4.dn_loss_iou: 0.3882 2023/02/28 14:44:09 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 14:44:09 - mmengine - INFO - Saving checkpoint at 4 epochs 2023/02/28 14:44:20 - mmengine - INFO - Epoch(val) [4][ 50/625] eta: 0:01:02 time: 0.1085 data_time: 0.0022 memory: 27322 2023/02/28 14:44:25 - mmengine - INFO - Epoch(val) [4][100/625] eta: 0:00:56 time: 0.1062 data_time: 0.0018 memory: 5417 2023/02/28 14:44:31 - mmengine - INFO - Epoch(val) [4][150/625] eta: 0:00:50 time: 0.1066 data_time: 0.0018 memory: 5361 2023/02/28 14:44:36 - mmengine - INFO - Epoch(val) [4][200/625] eta: 0:00:45 time: 0.1084 data_time: 0.0018 memory: 5382 2023/02/28 14:44:41 - mmengine - INFO - Epoch(val) [4][250/625] eta: 0:00:40 time: 0.1066 data_time: 0.0017 memory: 5432 2023/02/28 14:44:47 - mmengine - INFO - Epoch(val) [4][300/625] eta: 0:00:34 time: 0.1047 data_time: 0.0017 memory: 5361 2023/02/28 14:44:52 - mmengine - INFO - Epoch(val) [4][350/625] eta: 0:00:29 time: 0.1075 data_time: 0.0018 memory: 5375 2023/02/28 14:44:57 - mmengine - INFO - Epoch(val) [4][400/625] eta: 0:00:24 time: 0.1066 data_time: 0.0017 memory: 5417 2023/02/28 14:45:03 - mmengine - INFO - Epoch(val) [4][450/625] eta: 0:00:18 time: 0.1063 data_time: 0.0016 memory: 5431 2023/02/28 14:45:08 - mmengine - INFO - Epoch(val) [4][500/625] eta: 0:00:13 time: 0.1057 data_time: 0.0017 memory: 5361 2023/02/28 14:45:13 - mmengine - INFO - Epoch(val) [4][550/625] eta: 0:00:08 time: 0.1071 data_time: 0.0016 memory: 5418 2023/02/28 14:45:18 - mmengine - INFO - Epoch(val) [4][600/625] eta: 0:00:02 time: 0.1043 data_time: 0.0014 memory: 5382 2023/02/28 14:45:36 - mmengine - INFO - Evaluating bbox... 2023/02/28 14:47:02 - mmengine - INFO - bbox_mAP_copypaste: 0.509 0.693 0.557 0.337 0.543 0.674 2023/02/28 14:47:04 - mmengine - INFO - Epoch(val) [4][625/625] coco/bbox_mAP: 0.5090 coco/bbox_mAP_50: 0.6930 coco/bbox_mAP_75: 0.5570 coco/bbox_mAP_s: 0.3370 coco/bbox_mAP_m: 0.5430 coco/bbox_mAP_l: 0.6740 2023/02/28 14:47:46 - mmengine - INFO - Epoch(train) [5][ 50/7393] lr: 1.0000e-04 eta: 14:09:57 time: 0.8475 data_time: 0.0059 memory: 29182 grad_norm: 37.1924 loss: 9.1979 loss_cls: 0.1805 loss_bbox: 0.1445 loss_iou: 0.3444 d0.loss_cls: 0.2422 d0.loss_bbox: 0.1554 d0.loss_iou: 0.3573 d1.loss_cls: 0.2074 d1.loss_bbox: 0.1480 d1.loss_iou: 0.3453 d2.loss_cls: 0.1907 d2.loss_bbox: 0.1464 d2.loss_iou: 0.3445 d3.loss_cls: 0.1866 d3.loss_bbox: 0.1445 d3.loss_iou: 0.3416 d4.loss_cls: 0.1845 d4.loss_bbox: 0.1445 d4.loss_iou: 0.3406 enc_loss_cls: 0.2288 enc_loss_bbox: 0.1812 enc_loss_iou: 0.4093 dn_loss_cls: 0.0276 dn_loss_bbox: 0.2522 dn_loss_iou: 0.3605 d0.dn_loss_cls: 0.0639 d0.dn_loss_bbox: 0.3759 d0.dn_loss_iou: 0.4915 d1.dn_loss_cls: 0.0386 d1.dn_loss_bbox: 0.2838 d1.dn_loss_iou: 0.3908 d2.dn_loss_cls: 0.0321 d2.dn_loss_bbox: 0.2582 d2.dn_loss_iou: 0.3680 d3.dn_loss_cls: 0.0299 d3.dn_loss_bbox: 0.2535 d3.dn_loss_iou: 0.3621 d4.dn_loss_cls: 0.0282 d4.dn_loss_bbox: 0.2522 d4.dn_loss_iou: 0.3607 2023/02/28 14:48:29 - mmengine - INFO - Epoch(train) [5][ 100/7393] lr: 1.0000e-04 eta: 14:09:13 time: 0.8580 data_time: 0.0053 memory: 26735 grad_norm: 31.3894 loss: 9.7727 loss_cls: 0.2031 loss_bbox: 0.1558 loss_iou: 0.3396 d0.loss_cls: 0.2594 d0.loss_bbox: 0.1692 d0.loss_iou: 0.3638 d1.loss_cls: 0.2205 d1.loss_bbox: 0.1635 d1.loss_iou: 0.3527 d2.loss_cls: 0.2115 d2.loss_bbox: 0.1567 d2.loss_iou: 0.3419 d3.loss_cls: 0.2029 d3.loss_bbox: 0.1570 d3.loss_iou: 0.3406 d4.loss_cls: 0.2021 d4.loss_bbox: 0.1563 d4.loss_iou: 0.3402 enc_loss_cls: 0.2490 enc_loss_bbox: 0.1994 enc_loss_iou: 0.4109 dn_loss_cls: 0.0341 dn_loss_bbox: 0.2817 dn_loss_iou: 0.3708 d0.dn_loss_cls: 0.0675 d0.dn_loss_bbox: 0.4309 d0.dn_loss_iou: 0.5256 d1.dn_loss_cls: 0.0437 d1.dn_loss_bbox: 0.3181 d1.dn_loss_iou: 0.4119 d2.dn_loss_cls: 0.0364 d2.dn_loss_bbox: 0.2919 d2.dn_loss_iou: 0.3844 d3.dn_loss_cls: 0.0340 d3.dn_loss_bbox: 0.2842 d3.dn_loss_iou: 0.3738 d4.dn_loss_cls: 0.0333 d4.dn_loss_bbox: 0.2822 d4.dn_loss_iou: 0.3717 2023/02/28 14:49:13 - mmengine - INFO - Epoch(train) [5][ 150/7393] lr: 1.0000e-04 eta: 14:08:31 time: 0.8747 data_time: 0.0053 memory: 26735 grad_norm: 34.0241 loss: 11.2009 loss_cls: 0.2618 loss_bbox: 0.1824 loss_iou: 0.5035 d0.loss_cls: 0.3419 d0.loss_bbox: 0.1755 d0.loss_iou: 0.5227 d1.loss_cls: 0.2874 d1.loss_bbox: 0.1856 d1.loss_iou: 0.5133 d2.loss_cls: 0.2731 d2.loss_bbox: 0.1810 d2.loss_iou: 0.5042 d3.loss_cls: 0.2650 d3.loss_bbox: 0.1787 d3.loss_iou: 0.5029 d4.loss_cls: 0.2594 d4.loss_bbox: 0.1831 d4.loss_iou: 0.5044 enc_loss_cls: 0.3308 enc_loss_bbox: 0.2166 enc_loss_iou: 0.5871 dn_loss_cls: 0.0398 dn_loss_bbox: 0.2271 dn_loss_iou: 0.3809 d0.dn_loss_cls: 0.0717 d0.dn_loss_bbox: 0.3321 d0.dn_loss_iou: 0.5124 d1.dn_loss_cls: 0.0480 d1.dn_loss_bbox: 0.2541 d1.dn_loss_iou: 0.4135 d2.dn_loss_cls: 0.0418 d2.dn_loss_bbox: 0.2327 d2.dn_loss_iou: 0.3886 d3.dn_loss_cls: 0.0396 d3.dn_loss_bbox: 0.2284 d3.dn_loss_iou: 0.3826 d4.dn_loss_cls: 0.0392 d4.dn_loss_bbox: 0.2273 d4.dn_loss_iou: 0.3810 2023/02/28 14:49:57 - mmengine - INFO - Epoch(train) [5][ 200/7393] lr: 1.0000e-04 eta: 14:07:49 time: 0.8788 data_time: 0.0052 memory: 27689 grad_norm: 37.1176 loss: 10.3702 loss_cls: 0.2276 loss_bbox: 0.1737 loss_iou: 0.3965 d0.loss_cls: 0.2882 d0.loss_bbox: 0.1827 d0.loss_iou: 0.4107 d1.loss_cls: 0.2524 d1.loss_bbox: 0.1847 d1.loss_iou: 0.4115 d2.loss_cls: 0.2421 d2.loss_bbox: 0.1744 d2.loss_iou: 0.3998 d3.loss_cls: 0.2328 d3.loss_bbox: 0.1767 d3.loss_iou: 0.4006 d4.loss_cls: 0.2292 d4.loss_bbox: 0.1770 d4.loss_iou: 0.3965 enc_loss_cls: 0.2791 enc_loss_bbox: 0.2131 enc_loss_iou: 0.4639 dn_loss_cls: 0.0345 dn_loss_bbox: 0.2483 dn_loss_iou: 0.3985 d0.dn_loss_cls: 0.0675 d0.dn_loss_bbox: 0.3615 d0.dn_loss_iou: 0.5309 d1.dn_loss_cls: 0.0455 d1.dn_loss_bbox: 0.2750 d1.dn_loss_iou: 0.4293 d2.dn_loss_cls: 0.0381 d2.dn_loss_bbox: 0.2539 d2.dn_loss_iou: 0.4063 d3.dn_loss_cls: 0.0363 d3.dn_loss_bbox: 0.2494 d3.dn_loss_iou: 0.4000 d4.dn_loss_cls: 0.0347 d4.dn_loss_bbox: 0.2483 d4.dn_loss_iou: 0.3987 2023/02/28 14:50:40 - mmengine - INFO - Epoch(train) [5][ 250/7393] lr: 1.0000e-04 eta: 14:07:07 time: 0.8667 data_time: 0.0052 memory: 27327 grad_norm: 37.1690 loss: 9.4988 loss_cls: 0.1962 loss_bbox: 0.1574 loss_iou: 0.3517 d0.loss_cls: 0.2641 d0.loss_bbox: 0.1598 d0.loss_iou: 0.3611 d1.loss_cls: 0.2250 d1.loss_bbox: 0.1546 d1.loss_iou: 0.3509 d2.loss_cls: 0.2056 d2.loss_bbox: 0.1563 d2.loss_iou: 0.3510 d3.loss_cls: 0.2012 d3.loss_bbox: 0.1586 d3.loss_iou: 0.3485 d4.loss_cls: 0.1981 d4.loss_bbox: 0.1570 d4.loss_iou: 0.3489 enc_loss_cls: 0.2510 enc_loss_bbox: 0.1945 enc_loss_iou: 0.4181 dn_loss_cls: 0.0293 dn_loss_bbox: 0.2533 dn_loss_iou: 0.3639 d0.dn_loss_cls: 0.0638 d0.dn_loss_bbox: 0.3792 d0.dn_loss_iou: 0.5107 d1.dn_loss_cls: 0.0407 d1.dn_loss_bbox: 0.2847 d1.dn_loss_iou: 0.3972 d2.dn_loss_cls: 0.0334 d2.dn_loss_bbox: 0.2592 d2.dn_loss_iou: 0.3747 d3.dn_loss_cls: 0.0311 d3.dn_loss_bbox: 0.2544 d3.dn_loss_iou: 0.3662 d4.dn_loss_cls: 0.0296 d4.dn_loss_bbox: 0.2536 d4.dn_loss_iou: 0.3642 2023/02/28 14:51:23 - mmengine - INFO - Epoch(train) [5][ 300/7393] lr: 1.0000e-04 eta: 14:06:24 time: 0.8653 data_time: 0.0054 memory: 32691 grad_norm: 35.1225 loss: 9.8404 loss_cls: 0.2022 loss_bbox: 0.1614 loss_iou: 0.3160 d0.loss_cls: 0.2647 d0.loss_bbox: 0.1669 d0.loss_iou: 0.3376 d1.loss_cls: 0.2234 d1.loss_bbox: 0.1708 d1.loss_iou: 0.3261 d2.loss_cls: 0.2071 d2.loss_bbox: 0.1667 d2.loss_iou: 0.3238 d3.loss_cls: 0.2054 d3.loss_bbox: 0.1618 d3.loss_iou: 0.3174 d4.loss_cls: 0.2034 d4.loss_bbox: 0.1595 d4.loss_iou: 0.3157 enc_loss_cls: 0.2533 enc_loss_bbox: 0.2066 enc_loss_iou: 0.4013 dn_loss_cls: 0.0351 dn_loss_bbox: 0.2978 dn_loss_iou: 0.3925 d0.dn_loss_cls: 0.0746 d0.dn_loss_bbox: 0.4184 d0.dn_loss_iou: 0.5287 d1.dn_loss_cls: 0.0477 d1.dn_loss_bbox: 0.3293 d1.dn_loss_iou: 0.4248 d2.dn_loss_cls: 0.0398 d2.dn_loss_bbox: 0.3037 d2.dn_loss_iou: 0.4012 d3.dn_loss_cls: 0.0377 d3.dn_loss_bbox: 0.2982 d3.dn_loss_iou: 0.3934 d4.dn_loss_cls: 0.0358 d4.dn_loss_bbox: 0.2980 d4.dn_loss_iou: 0.3928 2023/02/28 14:52:07 - mmengine - INFO - Epoch(train) [5][ 350/7393] lr: 1.0000e-04 eta: 14:05:42 time: 0.8803 data_time: 0.0053 memory: 27689 grad_norm: 39.1092 loss: 10.4956 loss_cls: 0.2348 loss_bbox: 0.1718 loss_iou: 0.3928 d0.loss_cls: 0.3094 d0.loss_bbox: 0.1715 d0.loss_iou: 0.4159 d1.loss_cls: 0.2687 d1.loss_bbox: 0.1672 d1.loss_iou: 0.3951 d2.loss_cls: 0.2506 d2.loss_bbox: 0.1692 d2.loss_iou: 0.3878 d3.loss_cls: 0.2429 d3.loss_bbox: 0.1696 d3.loss_iou: 0.3904 d4.loss_cls: 0.2392 d4.loss_bbox: 0.1680 d4.loss_iou: 0.3891 enc_loss_cls: 0.2909 enc_loss_bbox: 0.2126 enc_loss_iou: 0.4788 dn_loss_cls: 0.0352 dn_loss_bbox: 0.2809 dn_loss_iou: 0.3828 d0.dn_loss_cls: 0.0693 d0.dn_loss_bbox: 0.3964 d0.dn_loss_iou: 0.5241 d1.dn_loss_cls: 0.0461 d1.dn_loss_bbox: 0.3108 d1.dn_loss_iou: 0.4160 d2.dn_loss_cls: 0.0391 d2.dn_loss_bbox: 0.2850 d2.dn_loss_iou: 0.3908 d3.dn_loss_cls: 0.0368 d3.dn_loss_bbox: 0.2822 d3.dn_loss_iou: 0.3844 d4.dn_loss_cls: 0.0351 d4.dn_loss_bbox: 0.2812 d4.dn_loss_iou: 0.3829 2023/02/28 14:52:51 - mmengine - INFO - Epoch(train) [5][ 400/7393] lr: 1.0000e-04 eta: 14:05:01 time: 0.8793 data_time: 0.0053 memory: 29182 grad_norm: 36.2553 loss: 11.4352 loss_cls: 0.2576 loss_bbox: 0.1885 loss_iou: 0.4352 d0.loss_cls: 0.3201 d0.loss_bbox: 0.2039 d0.loss_iou: 0.4641 d1.loss_cls: 0.2877 d1.loss_bbox: 0.1951 d1.loss_iou: 0.4514 d2.loss_cls: 0.2701 d2.loss_bbox: 0.1889 d2.loss_iou: 0.4427 d3.loss_cls: 0.2668 d3.loss_bbox: 0.1874 d3.loss_iou: 0.4344 d4.loss_cls: 0.2631 d4.loss_bbox: 0.1855 d4.loss_iou: 0.4327 enc_loss_cls: 0.3108 enc_loss_bbox: 0.2292 enc_loss_iou: 0.5187 dn_loss_cls: 0.0391 dn_loss_bbox: 0.3014 dn_loss_iou: 0.4078 d0.dn_loss_cls: 0.0741 d0.dn_loss_bbox: 0.4288 d0.dn_loss_iou: 0.5500 d1.dn_loss_cls: 0.0501 d1.dn_loss_bbox: 0.3323 d1.dn_loss_iou: 0.4452 d2.dn_loss_cls: 0.0432 d2.dn_loss_bbox: 0.3079 d2.dn_loss_iou: 0.4188 d3.dn_loss_cls: 0.0403 d3.dn_loss_bbox: 0.3028 d3.dn_loss_iou: 0.4101 d4.dn_loss_cls: 0.0392 d4.dn_loss_bbox: 0.3018 d4.dn_loss_iou: 0.4082 2023/02/28 14:53:16 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 14:53:35 - mmengine - INFO - Epoch(train) [5][ 450/7393] lr: 1.0000e-04 eta: 14:04:18 time: 0.8725 data_time: 0.0052 memory: 28899 grad_norm: 37.7012 loss: 11.5133 loss_cls: 0.2693 loss_bbox: 0.1866 loss_iou: 0.4887 d0.loss_cls: 0.3401 d0.loss_bbox: 0.1880 d0.loss_iou: 0.5043 d1.loss_cls: 0.3011 d1.loss_bbox: 0.1839 d1.loss_iou: 0.4926 d2.loss_cls: 0.2862 d2.loss_bbox: 0.1826 d2.loss_iou: 0.4906 d3.loss_cls: 0.2792 d3.loss_bbox: 0.1812 d3.loss_iou: 0.4875 d4.loss_cls: 0.2716 d4.loss_bbox: 0.1847 d4.loss_iou: 0.4879 enc_loss_cls: 0.3287 enc_loss_bbox: 0.2232 enc_loss_iou: 0.5694 dn_loss_cls: 0.0402 dn_loss_bbox: 0.2519 dn_loss_iou: 0.4151 d0.dn_loss_cls: 0.0738 d0.dn_loss_bbox: 0.3489 d0.dn_loss_iou: 0.5420 d1.dn_loss_cls: 0.0509 d1.dn_loss_bbox: 0.2764 d1.dn_loss_iou: 0.4448 d2.dn_loss_cls: 0.0445 d2.dn_loss_bbox: 0.2563 d2.dn_loss_iou: 0.4228 d3.dn_loss_cls: 0.0423 d3.dn_loss_bbox: 0.2523 d3.dn_loss_iou: 0.4161 d4.dn_loss_cls: 0.0403 d4.dn_loss_bbox: 0.2520 d4.dn_loss_iou: 0.4154 2023/02/28 14:54:18 - mmengine - INFO - Epoch(train) [5][ 500/7393] lr: 1.0000e-04 eta: 14:03:36 time: 0.8673 data_time: 0.0052 memory: 27686 grad_norm: 40.5693 loss: 11.3492 loss_cls: 0.2398 loss_bbox: 0.1927 loss_iou: 0.4233 d0.loss_cls: 0.3219 d0.loss_bbox: 0.1978 d0.loss_iou: 0.4413 d1.loss_cls: 0.2674 d1.loss_bbox: 0.2036 d1.loss_iou: 0.4346 d2.loss_cls: 0.2605 d2.loss_bbox: 0.1928 d2.loss_iou: 0.4210 d3.loss_cls: 0.2471 d3.loss_bbox: 0.1952 d3.loss_iou: 0.4245 d4.loss_cls: 0.2428 d4.loss_bbox: 0.1941 d4.loss_iou: 0.4231 enc_loss_cls: 0.2966 enc_loss_bbox: 0.2446 enc_loss_iou: 0.5051 dn_loss_cls: 0.0358 dn_loss_bbox: 0.3052 dn_loss_iou: 0.4245 d0.dn_loss_cls: 0.0716 d0.dn_loss_bbox: 0.4173 d0.dn_loss_iou: 0.5654 d1.dn_loss_cls: 0.0467 d1.dn_loss_bbox: 0.3331 d1.dn_loss_iou: 0.4561 d2.dn_loss_cls: 0.0405 d2.dn_loss_bbox: 0.3121 d2.dn_loss_iou: 0.4341 d3.dn_loss_cls: 0.0383 d3.dn_loss_bbox: 0.3056 d3.dn_loss_iou: 0.4263 d4.dn_loss_cls: 0.0364 d4.dn_loss_bbox: 0.3054 d4.dn_loss_iou: 0.4249 2023/02/28 14:55:01 - mmengine - INFO - Epoch(train) [5][ 550/7393] lr: 1.0000e-04 eta: 14:02:53 time: 0.8658 data_time: 0.0053 memory: 28179 grad_norm: 32.4001 loss: 11.4092 loss_cls: 0.2633 loss_bbox: 0.1776 loss_iou: 0.4676 d0.loss_cls: 0.3366 d0.loss_bbox: 0.1864 d0.loss_iou: 0.4852 d1.loss_cls: 0.2882 d1.loss_bbox: 0.1850 d1.loss_iou: 0.4745 d2.loss_cls: 0.2723 d2.loss_bbox: 0.1795 d2.loss_iou: 0.4768 d3.loss_cls: 0.2690 d3.loss_bbox: 0.1784 d3.loss_iou: 0.4684 d4.loss_cls: 0.2637 d4.loss_bbox: 0.1773 d4.loss_iou: 0.4670 enc_loss_cls: 0.3235 enc_loss_bbox: 0.2270 enc_loss_iou: 0.5487 dn_loss_cls: 0.0426 dn_loss_bbox: 0.2589 dn_loss_iou: 0.4259 d0.dn_loss_cls: 0.0729 d0.dn_loss_bbox: 0.3554 d0.dn_loss_iou: 0.5545 d1.dn_loss_cls: 0.0517 d1.dn_loss_bbox: 0.2751 d1.dn_loss_iou: 0.4539 d2.dn_loss_cls: 0.0468 d2.dn_loss_bbox: 0.2631 d2.dn_loss_iou: 0.4344 d3.dn_loss_cls: 0.0443 d3.dn_loss_bbox: 0.2588 d3.dn_loss_iou: 0.4270 d4.dn_loss_cls: 0.0425 d4.dn_loss_bbox: 0.2591 d4.dn_loss_iou: 0.4262 2023/02/28 14:55:45 - mmengine - INFO - Epoch(train) [5][ 600/7393] lr: 1.0000e-04 eta: 14:02:10 time: 0.8666 data_time: 0.0055 memory: 26973 grad_norm: 35.1840 loss: 10.8543 loss_cls: 0.2506 loss_bbox: 0.1723 loss_iou: 0.4284 d0.loss_cls: 0.3206 d0.loss_bbox: 0.1803 d0.loss_iou: 0.4590 d1.loss_cls: 0.2831 d1.loss_bbox: 0.1772 d1.loss_iou: 0.4349 d2.loss_cls: 0.2702 d2.loss_bbox: 0.1704 d2.loss_iou: 0.4267 d3.loss_cls: 0.2559 d3.loss_bbox: 0.1734 d3.loss_iou: 0.4293 d4.loss_cls: 0.2508 d4.loss_bbox: 0.1743 d4.loss_iou: 0.4279 enc_loss_cls: 0.3090 enc_loss_bbox: 0.2131 enc_loss_iou: 0.5093 dn_loss_cls: 0.0393 dn_loss_bbox: 0.2547 dn_loss_iou: 0.3991 d0.dn_loss_cls: 0.0721 d0.dn_loss_bbox: 0.3684 d0.dn_loss_iou: 0.5362 d1.dn_loss_cls: 0.0515 d1.dn_loss_bbox: 0.2796 d1.dn_loss_iou: 0.4323 d2.dn_loss_cls: 0.0437 d2.dn_loss_bbox: 0.2598 d2.dn_loss_iou: 0.4093 d3.dn_loss_cls: 0.0416 d3.dn_loss_bbox: 0.2556 d3.dn_loss_iou: 0.4010 d4.dn_loss_cls: 0.0394 d4.dn_loss_bbox: 0.2547 d4.dn_loss_iou: 0.3994 2023/02/28 14:56:29 - mmengine - INFO - Epoch(train) [5][ 650/7393] lr: 1.0000e-04 eta: 14:01:29 time: 0.8894 data_time: 0.0053 memory: 32458 grad_norm: 35.9997 loss: 11.3746 loss_cls: 0.2739 loss_bbox: 0.1824 loss_iou: 0.4889 d0.loss_cls: 0.3395 d0.loss_bbox: 0.1967 d0.loss_iou: 0.5257 d1.loss_cls: 0.2981 d1.loss_bbox: 0.1906 d1.loss_iou: 0.5094 d2.loss_cls: 0.2871 d2.loss_bbox: 0.1836 d2.loss_iou: 0.4943 d3.loss_cls: 0.2817 d3.loss_bbox: 0.1827 d3.loss_iou: 0.4869 d4.loss_cls: 0.2751 d4.loss_bbox: 0.1830 d4.loss_iou: 0.4891 enc_loss_cls: 0.3254 enc_loss_bbox: 0.2400 enc_loss_iou: 0.5917 dn_loss_cls: 0.0307 dn_loss_bbox: 0.2463 dn_loss_iou: 0.3825 d0.dn_loss_cls: 0.0659 d0.dn_loss_bbox: 0.3601 d0.dn_loss_iou: 0.5261 d1.dn_loss_cls: 0.0420 d1.dn_loss_bbox: 0.2755 d1.dn_loss_iou: 0.4165 d2.dn_loss_cls: 0.0354 d2.dn_loss_bbox: 0.2522 d2.dn_loss_iou: 0.3924 d3.dn_loss_cls: 0.0323 d3.dn_loss_bbox: 0.2469 d3.dn_loss_iou: 0.3841 d4.dn_loss_cls: 0.0309 d4.dn_loss_bbox: 0.2465 d4.dn_loss_iou: 0.3826 2023/02/28 14:57:12 - mmengine - INFO - Epoch(train) [5][ 700/7393] lr: 1.0000e-04 eta: 14:00:46 time: 0.8622 data_time: 0.0052 memory: 26789 grad_norm: 34.3038 loss: 9.5295 loss_cls: 0.2016 loss_bbox: 0.1412 loss_iou: 0.3119 d0.loss_cls: 0.2527 d0.loss_bbox: 0.1527 d0.loss_iou: 0.3273 d1.loss_cls: 0.2207 d1.loss_bbox: 0.1469 d1.loss_iou: 0.3207 d2.loss_cls: 0.2062 d2.loss_bbox: 0.1481 d2.loss_iou: 0.3200 d3.loss_cls: 0.2056 d3.loss_bbox: 0.1410 d3.loss_iou: 0.3147 d4.loss_cls: 0.1999 d4.loss_bbox: 0.1416 d4.loss_iou: 0.3151 enc_loss_cls: 0.2471 enc_loss_bbox: 0.1827 enc_loss_iou: 0.3765 dn_loss_cls: 0.0371 dn_loss_bbox: 0.2908 dn_loss_iou: 0.3750 d0.dn_loss_cls: 0.0709 d0.dn_loss_bbox: 0.4392 d0.dn_loss_iou: 0.5191 d1.dn_loss_cls: 0.0462 d1.dn_loss_bbox: 0.3277 d1.dn_loss_iou: 0.4117 d2.dn_loss_cls: 0.0411 d2.dn_loss_bbox: 0.2987 d2.dn_loss_iou: 0.3847 d3.dn_loss_cls: 0.0393 d3.dn_loss_bbox: 0.2927 d3.dn_loss_iou: 0.3778 d4.dn_loss_cls: 0.0370 d4.dn_loss_bbox: 0.2910 d4.dn_loss_iou: 0.3754 2023/02/28 14:57:55 - mmengine - INFO - Epoch(train) [5][ 750/7393] lr: 1.0000e-04 eta: 14:00:02 time: 0.8536 data_time: 0.0052 memory: 27689 grad_norm: 39.8426 loss: 9.0471 loss_cls: 0.1897 loss_bbox: 0.1422 loss_iou: 0.3086 d0.loss_cls: 0.2418 d0.loss_bbox: 0.1507 d0.loss_iou: 0.3288 d1.loss_cls: 0.2080 d1.loss_bbox: 0.1447 d1.loss_iou: 0.3079 d2.loss_cls: 0.1955 d2.loss_bbox: 0.1443 d2.loss_iou: 0.3055 d3.loss_cls: 0.1897 d3.loss_bbox: 0.1429 d3.loss_iou: 0.3086 d4.loss_cls: 0.1887 d4.loss_bbox: 0.1448 d4.loss_iou: 0.3089 enc_loss_cls: 0.2355 enc_loss_bbox: 0.1838 enc_loss_iou: 0.3787 dn_loss_cls: 0.0298 dn_loss_bbox: 0.2617 dn_loss_iou: 0.3554 d0.dn_loss_cls: 0.0654 d0.dn_loss_bbox: 0.3965 d0.dn_loss_iou: 0.5055 d1.dn_loss_cls: 0.0417 d1.dn_loss_bbox: 0.2925 d1.dn_loss_iou: 0.3872 d2.dn_loss_cls: 0.0352 d2.dn_loss_bbox: 0.2679 d2.dn_loss_iou: 0.3619 d3.dn_loss_cls: 0.0311 d3.dn_loss_bbox: 0.2627 d3.dn_loss_iou: 0.3564 d4.dn_loss_cls: 0.0298 d4.dn_loss_bbox: 0.2616 d4.dn_loss_iou: 0.3555 2023/02/28 14:58:40 - mmengine - INFO - Epoch(train) [5][ 800/7393] lr: 1.0000e-04 eta: 13:59:22 time: 0.8917 data_time: 0.0052 memory: 28486 grad_norm: 33.3580 loss: 10.3294 loss_cls: 0.2265 loss_bbox: 0.1792 loss_iou: 0.4220 d0.loss_cls: 0.2979 d0.loss_bbox: 0.1845 d0.loss_iou: 0.4453 d1.loss_cls: 0.2557 d1.loss_bbox: 0.1839 d1.loss_iou: 0.4306 d2.loss_cls: 0.2384 d2.loss_bbox: 0.1833 d2.loss_iou: 0.4273 d3.loss_cls: 0.2307 d3.loss_bbox: 0.1799 d3.loss_iou: 0.4228 d4.loss_cls: 0.2271 d4.loss_bbox: 0.1803 d4.loss_iou: 0.4235 enc_loss_cls: 0.2826 enc_loss_bbox: 0.2230 enc_loss_iou: 0.5011 dn_loss_cls: 0.0334 dn_loss_bbox: 0.2322 dn_loss_iou: 0.3609 d0.dn_loss_cls: 0.0670 d0.dn_loss_bbox: 0.3671 d0.dn_loss_iou: 0.5108 d1.dn_loss_cls: 0.0448 d1.dn_loss_bbox: 0.2653 d1.dn_loss_iou: 0.3950 d2.dn_loss_cls: 0.0381 d2.dn_loss_bbox: 0.2400 d2.dn_loss_iou: 0.3700 d3.dn_loss_cls: 0.0355 d3.dn_loss_bbox: 0.2334 d3.dn_loss_iou: 0.3627 d4.dn_loss_cls: 0.0338 d4.dn_loss_bbox: 0.2325 d4.dn_loss_iou: 0.3613 2023/02/28 14:59:24 - mmengine - INFO - Epoch(train) [5][ 850/7393] lr: 1.0000e-04 eta: 13:58:41 time: 0.8912 data_time: 0.0054 memory: 27700 grad_norm: 34.8604 loss: 11.2633 loss_cls: 0.2471 loss_bbox: 0.1841 loss_iou: 0.4229 d0.loss_cls: 0.3152 d0.loss_bbox: 0.1885 d0.loss_iou: 0.4455 d1.loss_cls: 0.2742 d1.loss_bbox: 0.1837 d1.loss_iou: 0.4353 d2.loss_cls: 0.2566 d2.loss_bbox: 0.1855 d2.loss_iou: 0.4264 d3.loss_cls: 0.2527 d3.loss_bbox: 0.1835 d3.loss_iou: 0.4217 d4.loss_cls: 0.2465 d4.loss_bbox: 0.1857 d4.loss_iou: 0.4223 enc_loss_cls: 0.3037 enc_loss_bbox: 0.2208 enc_loss_iou: 0.5095 dn_loss_cls: 0.0408 dn_loss_bbox: 0.3005 dn_loss_iou: 0.4221 d0.dn_loss_cls: 0.0734 d0.dn_loss_bbox: 0.4077 d0.dn_loss_iou: 0.5570 d1.dn_loss_cls: 0.0515 d1.dn_loss_bbox: 0.3274 d1.dn_loss_iou: 0.4591 d2.dn_loss_cls: 0.0437 d2.dn_loss_bbox: 0.3059 d2.dn_loss_iou: 0.4316 d3.dn_loss_cls: 0.0422 d3.dn_loss_bbox: 0.3011 d3.dn_loss_iou: 0.4244 d4.dn_loss_cls: 0.0409 d4.dn_loss_bbox: 0.3003 d4.dn_loss_iou: 0.4223 2023/02/28 15:00:08 - mmengine - INFO - Epoch(train) [5][ 900/7393] lr: 1.0000e-04 eta: 13:57:59 time: 0.8718 data_time: 0.0054 memory: 28122 grad_norm: 36.6474 loss: 10.2365 loss_cls: 0.2279 loss_bbox: 0.1613 loss_iou: 0.3722 d0.loss_cls: 0.2901 d0.loss_bbox: 0.1829 d0.loss_iou: 0.3945 d1.loss_cls: 0.2542 d1.loss_bbox: 0.1753 d1.loss_iou: 0.3823 d2.loss_cls: 0.2401 d2.loss_bbox: 0.1666 d2.loss_iou: 0.3760 d3.loss_cls: 0.2308 d3.loss_bbox: 0.1643 d3.loss_iou: 0.3751 d4.loss_cls: 0.2264 d4.loss_bbox: 0.1636 d4.loss_iou: 0.3749 enc_loss_cls: 0.2807 enc_loss_bbox: 0.2232 enc_loss_iou: 0.4746 dn_loss_cls: 0.0305 dn_loss_bbox: 0.2809 dn_loss_iou: 0.3655 d0.dn_loss_cls: 0.0648 d0.dn_loss_bbox: 0.4195 d0.dn_loss_iou: 0.5202 d1.dn_loss_cls: 0.0412 d1.dn_loss_bbox: 0.3147 d1.dn_loss_iou: 0.4048 d2.dn_loss_cls: 0.0352 d2.dn_loss_bbox: 0.2877 d2.dn_loss_iou: 0.3757 d3.dn_loss_cls: 0.0325 d3.dn_loss_bbox: 0.2820 d3.dn_loss_iou: 0.3675 d4.dn_loss_cls: 0.0307 d4.dn_loss_bbox: 0.2807 d4.dn_loss_iou: 0.3655 2023/02/28 15:00:51 - mmengine - INFO - Epoch(train) [5][ 950/7393] lr: 1.0000e-04 eta: 13:57:15 time: 0.8567 data_time: 0.0052 memory: 26829 grad_norm: 36.4584 loss: 8.8862 loss_cls: 0.1815 loss_bbox: 0.1401 loss_iou: 0.2846 d0.loss_cls: 0.2376 d0.loss_bbox: 0.1518 d0.loss_iou: 0.3075 d1.loss_cls: 0.2039 d1.loss_bbox: 0.1427 d1.loss_iou: 0.2884 d2.loss_cls: 0.1896 d2.loss_bbox: 0.1414 d2.loss_iou: 0.2867 d3.loss_cls: 0.1839 d3.loss_bbox: 0.1408 d3.loss_iou: 0.2855 d4.loss_cls: 0.1833 d4.loss_bbox: 0.1381 d4.loss_iou: 0.2841 enc_loss_cls: 0.2280 enc_loss_bbox: 0.1819 enc_loss_iou: 0.3558 dn_loss_cls: 0.0329 dn_loss_bbox: 0.2844 dn_loss_iou: 0.3325 d0.dn_loss_cls: 0.0675 d0.dn_loss_bbox: 0.4355 d0.dn_loss_iou: 0.4828 d1.dn_loss_cls: 0.0435 d1.dn_loss_bbox: 0.3216 d1.dn_loss_iou: 0.3701 d2.dn_loss_cls: 0.0366 d2.dn_loss_bbox: 0.2935 d2.dn_loss_iou: 0.3433 d3.dn_loss_cls: 0.0338 d3.dn_loss_bbox: 0.2858 d3.dn_loss_iou: 0.3347 d4.dn_loss_cls: 0.0327 d4.dn_loss_bbox: 0.2848 d4.dn_loss_iou: 0.3328 2023/02/28 15:01:35 - mmengine - INFO - Epoch(train) [5][1000/7393] lr: 1.0000e-04 eta: 13:56:33 time: 0.8783 data_time: 0.0052 memory: 26611 grad_norm: 33.9044 loss: 10.0767 loss_cls: 0.2128 loss_bbox: 0.1585 loss_iou: 0.3539 d0.loss_cls: 0.2747 d0.loss_bbox: 0.1699 d0.loss_iou: 0.3724 d1.loss_cls: 0.2328 d1.loss_bbox: 0.1725 d1.loss_iou: 0.3666 d2.loss_cls: 0.2281 d2.loss_bbox: 0.1591 d2.loss_iou: 0.3577 d3.loss_cls: 0.2177 d3.loss_bbox: 0.1571 d3.loss_iou: 0.3537 d4.loss_cls: 0.2131 d4.loss_bbox: 0.1584 d4.loss_iou: 0.3548 enc_loss_cls: 0.2658 enc_loss_bbox: 0.2013 enc_loss_iou: 0.4242 dn_loss_cls: 0.0416 dn_loss_bbox: 0.3078 dn_loss_iou: 0.3586 d0.dn_loss_cls: 0.0752 d0.dn_loss_bbox: 0.4509 d0.dn_loss_iou: 0.5056 d1.dn_loss_cls: 0.0518 d1.dn_loss_bbox: 0.3402 d1.dn_loss_iou: 0.3938 d2.dn_loss_cls: 0.0443 d2.dn_loss_bbox: 0.3145 d2.dn_loss_iou: 0.3682 d3.dn_loss_cls: 0.0413 d3.dn_loss_bbox: 0.3084 d3.dn_loss_iou: 0.3610 d4.dn_loss_cls: 0.0412 d4.dn_loss_bbox: 0.3080 d4.dn_loss_iou: 0.3591 2023/02/28 15:02:17 - mmengine - INFO - Epoch(train) [5][1050/7393] lr: 1.0000e-04 eta: 13:55:49 time: 0.8507 data_time: 0.0053 memory: 27689 grad_norm: 34.3803 loss: 10.4182 loss_cls: 0.2181 loss_bbox: 0.1721 loss_iou: 0.3694 d0.loss_cls: 0.2843 d0.loss_bbox: 0.1854 d0.loss_iou: 0.3850 d1.loss_cls: 0.2413 d1.loss_bbox: 0.1818 d1.loss_iou: 0.3737 d2.loss_cls: 0.2261 d2.loss_bbox: 0.1763 d2.loss_iou: 0.3750 d3.loss_cls: 0.2203 d3.loss_bbox: 0.1737 d3.loss_iou: 0.3723 d4.loss_cls: 0.2189 d4.loss_bbox: 0.1736 d4.loss_iou: 0.3705 enc_loss_cls: 0.2734 enc_loss_bbox: 0.2139 enc_loss_iou: 0.4477 dn_loss_cls: 0.0364 dn_loss_bbox: 0.3047 dn_loss_iou: 0.3780 d0.dn_loss_cls: 0.0703 d0.dn_loss_bbox: 0.4561 d0.dn_loss_iou: 0.5374 d1.dn_loss_cls: 0.0477 d1.dn_loss_bbox: 0.3388 d1.dn_loss_iou: 0.4140 d2.dn_loss_cls: 0.0416 d2.dn_loss_bbox: 0.3089 d2.dn_loss_iou: 0.3874 d3.dn_loss_cls: 0.0383 d3.dn_loss_bbox: 0.3051 d3.dn_loss_iou: 0.3800 d4.dn_loss_cls: 0.0370 d4.dn_loss_bbox: 0.3050 d4.dn_loss_iou: 0.3784 2023/02/28 15:03:00 - mmengine - INFO - Epoch(train) [5][1100/7393] lr: 1.0000e-04 eta: 13:55:05 time: 0.8541 data_time: 0.0054 memory: 32196 grad_norm: 36.3634 loss: 10.3122 loss_cls: 0.2127 loss_bbox: 0.1566 loss_iou: 0.3960 d0.loss_cls: 0.2883 d0.loss_bbox: 0.1525 d0.loss_iou: 0.4026 d1.loss_cls: 0.2469 d1.loss_bbox: 0.1527 d1.loss_iou: 0.3913 d2.loss_cls: 0.2289 d2.loss_bbox: 0.1534 d2.loss_iou: 0.3945 d3.loss_cls: 0.2202 d3.loss_bbox: 0.1541 d3.loss_iou: 0.3917 d4.loss_cls: 0.2153 d4.loss_bbox: 0.1558 d4.loss_iou: 0.3959 enc_loss_cls: 0.2727 enc_loss_bbox: 0.1852 enc_loss_iou: 0.4441 dn_loss_cls: 0.0360 dn_loss_bbox: 0.2702 dn_loss_iou: 0.4080 d0.dn_loss_cls: 0.0711 d0.dn_loss_bbox: 0.3954 d0.dn_loss_iou: 0.5514 d1.dn_loss_cls: 0.0473 d1.dn_loss_bbox: 0.3022 d1.dn_loss_iou: 0.4437 d2.dn_loss_cls: 0.0405 d2.dn_loss_bbox: 0.2790 d2.dn_loss_iou: 0.4187 d3.dn_loss_cls: 0.0384 d3.dn_loss_bbox: 0.2719 d3.dn_loss_iou: 0.4112 d4.dn_loss_cls: 0.0365 d4.dn_loss_bbox: 0.2706 d4.dn_loss_iou: 0.4085 2023/02/28 15:03:44 - mmengine - INFO - Epoch(train) [5][1150/7393] lr: 1.0000e-04 eta: 13:54:23 time: 0.8782 data_time: 0.0056 memory: 26739 grad_norm: 40.6819 loss: 11.3385 loss_cls: 0.2544 loss_bbox: 0.1832 loss_iou: 0.4275 d0.loss_cls: 0.3264 d0.loss_bbox: 0.1824 d0.loss_iou: 0.4374 d1.loss_cls: 0.2850 d1.loss_bbox: 0.1849 d1.loss_iou: 0.4381 d2.loss_cls: 0.2671 d2.loss_bbox: 0.1836 d2.loss_iou: 0.4308 d3.loss_cls: 0.2598 d3.loss_bbox: 0.1836 d3.loss_iou: 0.4268 d4.loss_cls: 0.2544 d4.loss_bbox: 0.1841 d4.loss_iou: 0.4277 enc_loss_cls: 0.3199 enc_loss_bbox: 0.2159 enc_loss_iou: 0.4895 dn_loss_cls: 0.0379 dn_loss_bbox: 0.3202 dn_loss_iou: 0.4140 d0.dn_loss_cls: 0.0687 d0.dn_loss_bbox: 0.4227 d0.dn_loss_iou: 0.5365 d1.dn_loss_cls: 0.0477 d1.dn_loss_bbox: 0.3443 d1.dn_loss_iou: 0.4442 d2.dn_loss_cls: 0.0410 d2.dn_loss_bbox: 0.3269 d2.dn_loss_iou: 0.4232 d3.dn_loss_cls: 0.0387 d3.dn_loss_bbox: 0.3206 d3.dn_loss_iou: 0.4164 d4.dn_loss_cls: 0.0377 d4.dn_loss_bbox: 0.3207 d4.dn_loss_iou: 0.4146 2023/02/28 15:04:27 - mmengine - INFO - Epoch(train) [5][1200/7393] lr: 1.0000e-04 eta: 13:53:40 time: 0.8582 data_time: 0.0051 memory: 29092 grad_norm: 34.8869 loss: 10.7084 loss_cls: 0.2357 loss_bbox: 0.1581 loss_iou: 0.4102 d0.loss_cls: 0.3063 d0.loss_bbox: 0.1662 d0.loss_iou: 0.4375 d1.loss_cls: 0.2650 d1.loss_bbox: 0.1666 d1.loss_iou: 0.4220 d2.loss_cls: 0.2455 d2.loss_bbox: 0.1611 d2.loss_iou: 0.4167 d3.loss_cls: 0.2372 d3.loss_bbox: 0.1614 d3.loss_iou: 0.4124 d4.loss_cls: 0.2338 d4.loss_bbox: 0.1594 d4.loss_iou: 0.4125 enc_loss_cls: 0.2934 enc_loss_bbox: 0.1991 enc_loss_iou: 0.5050 dn_loss_cls: 0.0379 dn_loss_bbox: 0.2894 dn_loss_iou: 0.3965 d0.dn_loss_cls: 0.0658 d0.dn_loss_bbox: 0.3951 d0.dn_loss_iou: 0.5351 d1.dn_loss_cls: 0.0462 d1.dn_loss_bbox: 0.3166 d1.dn_loss_iou: 0.4294 d2.dn_loss_cls: 0.0406 d2.dn_loss_bbox: 0.2955 d2.dn_loss_iou: 0.4057 d3.dn_loss_cls: 0.0378 d3.dn_loss_bbox: 0.2900 d3.dn_loss_iou: 0.3984 d4.dn_loss_cls: 0.0371 d4.dn_loss_bbox: 0.2896 d4.dn_loss_iou: 0.3965 2023/02/28 15:05:10 - mmengine - INFO - Epoch(train) [5][1250/7393] lr: 1.0000e-04 eta: 13:52:57 time: 0.8666 data_time: 0.0049 memory: 29182 grad_norm: 37.6629 loss: 9.8764 loss_cls: 0.2328 loss_bbox: 0.1545 loss_iou: 0.4022 d0.loss_cls: 0.2891 d0.loss_bbox: 0.1693 d0.loss_iou: 0.4280 d1.loss_cls: 0.2501 d1.loss_bbox: 0.1649 d1.loss_iou: 0.4204 d2.loss_cls: 0.2382 d2.loss_bbox: 0.1579 d2.loss_iou: 0.4087 d3.loss_cls: 0.2357 d3.loss_bbox: 0.1551 d3.loss_iou: 0.4043 d4.loss_cls: 0.2329 d4.loss_bbox: 0.1539 d4.loss_iou: 0.4030 enc_loss_cls: 0.2898 enc_loss_bbox: 0.1955 enc_loss_iou: 0.4797 dn_loss_cls: 0.0348 dn_loss_bbox: 0.2410 dn_loss_iou: 0.3351 d0.dn_loss_cls: 0.0645 d0.dn_loss_bbox: 0.3496 d0.dn_loss_iou: 0.4614 d1.dn_loss_cls: 0.0428 d1.dn_loss_bbox: 0.2670 d1.dn_loss_iou: 0.3646 d2.dn_loss_cls: 0.0372 d2.dn_loss_bbox: 0.2454 d2.dn_loss_iou: 0.3418 d3.dn_loss_cls: 0.0357 d3.dn_loss_bbox: 0.2416 d3.dn_loss_iou: 0.3365 d4.dn_loss_cls: 0.0346 d4.dn_loss_bbox: 0.2413 d4.dn_loss_iou: 0.3354 2023/02/28 15:05:53 - mmengine - INFO - Epoch(train) [5][1300/7393] lr: 1.0000e-04 eta: 13:52:13 time: 0.8561 data_time: 0.0049 memory: 31038 grad_norm: 38.4743 loss: 10.7102 loss_cls: 0.2367 loss_bbox: 0.1628 loss_iou: 0.4039 d0.loss_cls: 0.3039 d0.loss_bbox: 0.1629 d0.loss_iou: 0.4195 d1.loss_cls: 0.2657 d1.loss_bbox: 0.1631 d1.loss_iou: 0.4102 d2.loss_cls: 0.2503 d2.loss_bbox: 0.1637 d2.loss_iou: 0.4067 d3.loss_cls: 0.2428 d3.loss_bbox: 0.1653 d3.loss_iou: 0.4050 d4.loss_cls: 0.2396 d4.loss_bbox: 0.1628 d4.loss_iou: 0.4024 enc_loss_cls: 0.2950 enc_loss_bbox: 0.2017 enc_loss_iou: 0.4753 dn_loss_cls: 0.0429 dn_loss_bbox: 0.2703 dn_loss_iou: 0.4176 d0.dn_loss_cls: 0.0734 d0.dn_loss_bbox: 0.3827 d0.dn_loss_iou: 0.5578 d1.dn_loss_cls: 0.0508 d1.dn_loss_bbox: 0.3014 d1.dn_loss_iou: 0.4549 d2.dn_loss_cls: 0.0460 d2.dn_loss_bbox: 0.2776 d2.dn_loss_iou: 0.4290 d3.dn_loss_cls: 0.0439 d3.dn_loss_bbox: 0.2712 d3.dn_loss_iou: 0.4196 d4.dn_loss_cls: 0.0429 d4.dn_loss_bbox: 0.2707 d4.dn_loss_iou: 0.4178 2023/02/28 15:06:38 - mmengine - INFO - Epoch(train) [5][1350/7393] lr: 1.0000e-04 eta: 13:51:33 time: 0.8949 data_time: 0.0049 memory: 29596 grad_norm: 39.6530 loss: 9.9175 loss_cls: 0.2190 loss_bbox: 0.1695 loss_iou: 0.3829 d0.loss_cls: 0.2815 d0.loss_bbox: 0.1768 d0.loss_iou: 0.3980 d1.loss_cls: 0.2375 d1.loss_bbox: 0.1804 d1.loss_iou: 0.3894 d2.loss_cls: 0.2297 d2.loss_bbox: 0.1733 d2.loss_iou: 0.3822 d3.loss_cls: 0.2260 d3.loss_bbox: 0.1688 d3.loss_iou: 0.3796 d4.loss_cls: 0.2189 d4.loss_bbox: 0.1713 d4.loss_iou: 0.3846 enc_loss_cls: 0.2656 enc_loss_bbox: 0.2088 enc_loss_iou: 0.4525 dn_loss_cls: 0.0354 dn_loss_bbox: 0.2531 dn_loss_iou: 0.3549 d0.dn_loss_cls: 0.0664 d0.dn_loss_bbox: 0.3649 d0.dn_loss_iou: 0.4839 d1.dn_loss_cls: 0.0457 d1.dn_loss_bbox: 0.2781 d1.dn_loss_iou: 0.3834 d2.dn_loss_cls: 0.0394 d2.dn_loss_bbox: 0.2599 d2.dn_loss_iou: 0.3632 d3.dn_loss_cls: 0.0376 d3.dn_loss_bbox: 0.2537 d3.dn_loss_iou: 0.3566 d4.dn_loss_cls: 0.0363 d4.dn_loss_bbox: 0.2533 d4.dn_loss_iou: 0.3553 2023/02/28 15:07:21 - mmengine - INFO - Epoch(train) [5][1400/7393] lr: 1.0000e-04 eta: 13:50:50 time: 0.8734 data_time: 0.0053 memory: 37942 grad_norm: 40.6423 loss: 10.2272 loss_cls: 0.2055 loss_bbox: 0.1595 loss_iou: 0.3333 d0.loss_cls: 0.2689 d0.loss_bbox: 0.1686 d0.loss_iou: 0.3635 d1.loss_cls: 0.2264 d1.loss_bbox: 0.1660 d1.loss_iou: 0.3532 d2.loss_cls: 0.2151 d2.loss_bbox: 0.1602 d2.loss_iou: 0.3432 d3.loss_cls: 0.2094 d3.loss_bbox: 0.1602 d3.loss_iou: 0.3364 d4.loss_cls: 0.2050 d4.loss_bbox: 0.1600 d4.loss_iou: 0.3351 enc_loss_cls: 0.2574 enc_loss_bbox: 0.1965 enc_loss_iou: 0.4103 dn_loss_cls: 0.0458 dn_loss_bbox: 0.3306 dn_loss_iou: 0.3878 d0.dn_loss_cls: 0.0775 d0.dn_loss_bbox: 0.4640 d0.dn_loss_iou: 0.5344 d1.dn_loss_cls: 0.0554 d1.dn_loss_bbox: 0.3634 d1.dn_loss_iou: 0.4206 d2.dn_loss_cls: 0.0480 d2.dn_loss_bbox: 0.3371 d2.dn_loss_iou: 0.3970 d3.dn_loss_cls: 0.0472 d3.dn_loss_bbox: 0.3317 d3.dn_loss_iou: 0.3894 d4.dn_loss_cls: 0.0455 d4.dn_loss_bbox: 0.3305 d4.dn_loss_iou: 0.3875 2023/02/28 15:07:45 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 15:08:05 - mmengine - INFO - Epoch(train) [5][1450/7393] lr: 1.0000e-04 eta: 13:50:08 time: 0.8663 data_time: 0.0049 memory: 27689 grad_norm: 37.1137 loss: 11.1688 loss_cls: 0.2443 loss_bbox: 0.1767 loss_iou: 0.3815 d0.loss_cls: 0.3151 d0.loss_bbox: 0.1938 d0.loss_iou: 0.4059 d1.loss_cls: 0.2705 d1.loss_bbox: 0.1912 d1.loss_iou: 0.3967 d2.loss_cls: 0.2547 d2.loss_bbox: 0.1819 d2.loss_iou: 0.3890 d3.loss_cls: 0.2473 d3.loss_bbox: 0.1799 d3.loss_iou: 0.3870 d4.loss_cls: 0.2447 d4.loss_bbox: 0.1771 d4.loss_iou: 0.3820 enc_loss_cls: 0.2990 enc_loss_bbox: 0.2360 enc_loss_iou: 0.4623 dn_loss_cls: 0.0385 dn_loss_bbox: 0.3360 dn_loss_iou: 0.4157 d0.dn_loss_cls: 0.0739 d0.dn_loss_bbox: 0.4665 d0.dn_loss_iou: 0.5571 d1.dn_loss_cls: 0.0498 d1.dn_loss_bbox: 0.3684 d1.dn_loss_iou: 0.4519 d2.dn_loss_cls: 0.0415 d2.dn_loss_bbox: 0.3425 d2.dn_loss_iou: 0.4261 d3.dn_loss_cls: 0.0394 d3.dn_loss_bbox: 0.3371 d3.dn_loss_iou: 0.4182 d4.dn_loss_cls: 0.0378 d4.dn_loss_bbox: 0.3358 d4.dn_loss_iou: 0.4159 2023/02/28 15:08:49 - mmengine - INFO - Epoch(train) [5][1500/7393] lr: 1.0000e-04 eta: 13:49:26 time: 0.8833 data_time: 0.0050 memory: 27951 grad_norm: 41.2104 loss: 9.7878 loss_cls: 0.2231 loss_bbox: 0.1503 loss_iou: 0.3511 d0.loss_cls: 0.2810 d0.loss_bbox: 0.1538 d0.loss_iou: 0.3697 d1.loss_cls: 0.2455 d1.loss_bbox: 0.1516 d1.loss_iou: 0.3555 d2.loss_cls: 0.2342 d2.loss_bbox: 0.1521 d2.loss_iou: 0.3489 d3.loss_cls: 0.2245 d3.loss_bbox: 0.1525 d3.loss_iou: 0.3517 d4.loss_cls: 0.2237 d4.loss_bbox: 0.1526 d4.loss_iou: 0.3512 enc_loss_cls: 0.2714 enc_loss_bbox: 0.1842 enc_loss_iou: 0.4197 dn_loss_cls: 0.0348 dn_loss_bbox: 0.2836 dn_loss_iou: 0.3602 d0.dn_loss_cls: 0.0641 d0.dn_loss_bbox: 0.3961 d0.dn_loss_iou: 0.5038 d1.dn_loss_cls: 0.0432 d1.dn_loss_bbox: 0.3064 d1.dn_loss_iou: 0.3937 d2.dn_loss_cls: 0.0371 d2.dn_loss_bbox: 0.2874 d2.dn_loss_iou: 0.3692 d3.dn_loss_cls: 0.0356 d3.dn_loss_bbox: 0.2834 d3.dn_loss_iou: 0.3624 d4.dn_loss_cls: 0.0343 d4.dn_loss_bbox: 0.2837 d4.dn_loss_iou: 0.3606 2023/02/28 15:09:32 - mmengine - INFO - Epoch(train) [5][1550/7393] lr: 1.0000e-04 eta: 13:48:44 time: 0.8749 data_time: 0.0051 memory: 27184 grad_norm: 35.4958 loss: 9.4767 loss_cls: 0.2018 loss_bbox: 0.1392 loss_iou: 0.3238 d0.loss_cls: 0.2606 d0.loss_bbox: 0.1516 d0.loss_iou: 0.3386 d1.loss_cls: 0.2213 d1.loss_bbox: 0.1506 d1.loss_iou: 0.3350 d2.loss_cls: 0.2066 d2.loss_bbox: 0.1461 d2.loss_iou: 0.3321 d3.loss_cls: 0.2043 d3.loss_bbox: 0.1402 d3.loss_iou: 0.3277 d4.loss_cls: 0.2035 d4.loss_bbox: 0.1362 d4.loss_iou: 0.3224 enc_loss_cls: 0.2535 enc_loss_bbox: 0.1826 enc_loss_iou: 0.3892 dn_loss_cls: 0.0353 dn_loss_bbox: 0.2811 dn_loss_iou: 0.3631 d0.dn_loss_cls: 0.0691 d0.dn_loss_bbox: 0.4218 d0.dn_loss_iou: 0.5011 d1.dn_loss_cls: 0.0451 d1.dn_loss_bbox: 0.3229 d1.dn_loss_iou: 0.4004 d2.dn_loss_cls: 0.0384 d2.dn_loss_bbox: 0.2935 d2.dn_loss_iou: 0.3737 d3.dn_loss_cls: 0.0356 d3.dn_loss_bbox: 0.2836 d3.dn_loss_iou: 0.3653 d4.dn_loss_cls: 0.0349 d4.dn_loss_bbox: 0.2816 d4.dn_loss_iou: 0.3633 2023/02/28 15:10:16 - mmengine - INFO - Epoch(train) [5][1600/7393] lr: 1.0000e-04 eta: 13:48:01 time: 0.8642 data_time: 0.0048 memory: 28428 grad_norm: 32.6956 loss: 9.9370 loss_cls: 0.2092 loss_bbox: 0.1661 loss_iou: 0.3574 d0.loss_cls: 0.2840 d0.loss_bbox: 0.1704 d0.loss_iou: 0.3755 d1.loss_cls: 0.2375 d1.loss_bbox: 0.1705 d1.loss_iou: 0.3636 d2.loss_cls: 0.2245 d2.loss_bbox: 0.1641 d2.loss_iou: 0.3567 d3.loss_cls: 0.2157 d3.loss_bbox: 0.1668 d3.loss_iou: 0.3583 d4.loss_cls: 0.2104 d4.loss_bbox: 0.1662 d4.loss_iou: 0.3586 enc_loss_cls: 0.2710 enc_loss_bbox: 0.2036 enc_loss_iou: 0.4388 dn_loss_cls: 0.0326 dn_loss_bbox: 0.2610 dn_loss_iou: 0.3840 d0.dn_loss_cls: 0.0653 d0.dn_loss_bbox: 0.3849 d0.dn_loss_iou: 0.5223 d1.dn_loss_cls: 0.0431 d1.dn_loss_bbox: 0.2948 d1.dn_loss_iou: 0.4192 d2.dn_loss_cls: 0.0366 d2.dn_loss_bbox: 0.2698 d2.dn_loss_iou: 0.3946 d3.dn_loss_cls: 0.0341 d3.dn_loss_bbox: 0.2622 d3.dn_loss_iou: 0.3855 d4.dn_loss_cls: 0.0326 d4.dn_loss_bbox: 0.2609 d4.dn_loss_iou: 0.3844 2023/02/28 15:10:59 - mmengine - INFO - Epoch(train) [5][1650/7393] lr: 1.0000e-04 eta: 13:47:18 time: 0.8644 data_time: 0.0053 memory: 29182 grad_norm: 34.5563 loss: 10.6856 loss_cls: 0.2214 loss_bbox: 0.1672 loss_iou: 0.3579 d0.loss_cls: 0.2955 d0.loss_bbox: 0.1756 d0.loss_iou: 0.3727 d1.loss_cls: 0.2510 d1.loss_bbox: 0.1700 d1.loss_iou: 0.3616 d2.loss_cls: 0.2367 d2.loss_bbox: 0.1633 d2.loss_iou: 0.3547 d3.loss_cls: 0.2297 d3.loss_bbox: 0.1646 d3.loss_iou: 0.3565 d4.loss_cls: 0.2220 d4.loss_bbox: 0.1679 d4.loss_iou: 0.3586 enc_loss_cls: 0.2757 enc_loss_bbox: 0.2290 enc_loss_iou: 0.4365 dn_loss_cls: 0.0377 dn_loss_bbox: 0.3449 dn_loss_iou: 0.4018 d0.dn_loss_cls: 0.0718 d0.dn_loss_bbox: 0.4790 d0.dn_loss_iou: 0.5421 d1.dn_loss_cls: 0.0496 d1.dn_loss_bbox: 0.3770 d1.dn_loss_iou: 0.4354 d2.dn_loss_cls: 0.0425 d2.dn_loss_bbox: 0.3495 d2.dn_loss_iou: 0.4107 d3.dn_loss_cls: 0.0402 d3.dn_loss_bbox: 0.3459 d3.dn_loss_iou: 0.4046 d4.dn_loss_cls: 0.0380 d4.dn_loss_bbox: 0.3450 d4.dn_loss_iou: 0.4021 2023/02/28 15:11:43 - mmengine - INFO - Epoch(train) [5][1700/7393] lr: 1.0000e-04 eta: 13:46:37 time: 0.8845 data_time: 0.0055 memory: 32908 grad_norm: 38.4184 loss: 10.7559 loss_cls: 0.2287 loss_bbox: 0.1645 loss_iou: 0.4306 d0.loss_cls: 0.2997 d0.loss_bbox: 0.1625 d0.loss_iou: 0.4458 d1.loss_cls: 0.2566 d1.loss_bbox: 0.1661 d1.loss_iou: 0.4361 d2.loss_cls: 0.2392 d2.loss_bbox: 0.1666 d2.loss_iou: 0.4375 d3.loss_cls: 0.2331 d3.loss_bbox: 0.1646 d3.loss_iou: 0.4355 d4.loss_cls: 0.2297 d4.loss_bbox: 0.1642 d4.loss_iou: 0.4303 enc_loss_cls: 0.2869 enc_loss_bbox: 0.1934 enc_loss_iou: 0.4960 dn_loss_cls: 0.0381 dn_loss_bbox: 0.2771 dn_loss_iou: 0.3984 d0.dn_loss_cls: 0.0703 d0.dn_loss_bbox: 0.4029 d0.dn_loss_iou: 0.5400 d1.dn_loss_cls: 0.0489 d1.dn_loss_bbox: 0.3086 d1.dn_loss_iou: 0.4330 d2.dn_loss_cls: 0.0425 d2.dn_loss_bbox: 0.2844 d2.dn_loss_iou: 0.4092 d3.dn_loss_cls: 0.0403 d3.dn_loss_bbox: 0.2789 d3.dn_loss_iou: 0.4012 d4.dn_loss_cls: 0.0384 d4.dn_loss_bbox: 0.2771 d4.dn_loss_iou: 0.3986 2023/02/28 15:12:26 - mmengine - INFO - Epoch(train) [5][1750/7393] lr: 1.0000e-04 eta: 13:45:54 time: 0.8655 data_time: 0.0055 memory: 27316 grad_norm: 32.5428 loss: 10.4857 loss_cls: 0.2392 loss_bbox: 0.1599 loss_iou: 0.3769 d0.loss_cls: 0.3075 d0.loss_bbox: 0.1626 d0.loss_iou: 0.3938 d1.loss_cls: 0.2660 d1.loss_bbox: 0.1668 d1.loss_iou: 0.3842 d2.loss_cls: 0.2520 d2.loss_bbox: 0.1579 d2.loss_iou: 0.3787 d3.loss_cls: 0.2439 d3.loss_bbox: 0.1607 d3.loss_iou: 0.3771 d4.loss_cls: 0.2389 d4.loss_bbox: 0.1604 d4.loss_iou: 0.3768 enc_loss_cls: 0.2916 enc_loss_bbox: 0.2030 enc_loss_iou: 0.4505 dn_loss_cls: 0.0368 dn_loss_bbox: 0.2925 dn_loss_iou: 0.4019 d0.dn_loss_cls: 0.0719 d0.dn_loss_bbox: 0.3902 d0.dn_loss_iou: 0.5315 d1.dn_loss_cls: 0.0475 d1.dn_loss_bbox: 0.3161 d1.dn_loss_iou: 0.4346 d2.dn_loss_cls: 0.0403 d2.dn_loss_bbox: 0.2969 d2.dn_loss_iou: 0.4104 d3.dn_loss_cls: 0.0387 d3.dn_loss_bbox: 0.2929 d3.dn_loss_iou: 0.4035 d4.dn_loss_cls: 0.0369 d4.dn_loss_bbox: 0.2927 d4.dn_loss_iou: 0.4020 2023/02/28 15:13:10 - mmengine - INFO - Epoch(train) [5][1800/7393] lr: 1.0000e-04 eta: 13:45:11 time: 0.8654 data_time: 0.0054 memory: 25602 grad_norm: 34.9376 loss: 9.5692 loss_cls: 0.1960 loss_bbox: 0.1606 loss_iou: 0.3066 d0.loss_cls: 0.2529 d0.loss_bbox: 0.1611 d0.loss_iou: 0.3184 d1.loss_cls: 0.2225 d1.loss_bbox: 0.1630 d1.loss_iou: 0.3104 d2.loss_cls: 0.2081 d2.loss_bbox: 0.1568 d2.loss_iou: 0.3061 d3.loss_cls: 0.1987 d3.loss_bbox: 0.1625 d3.loss_iou: 0.3063 d4.loss_cls: 0.1954 d4.loss_bbox: 0.1625 d4.loss_iou: 0.3072 enc_loss_cls: 0.2491 enc_loss_bbox: 0.1931 enc_loss_iou: 0.3661 dn_loss_cls: 0.0404 dn_loss_bbox: 0.2804 dn_loss_iou: 0.3820 d0.dn_loss_cls: 0.0724 d0.dn_loss_bbox: 0.4330 d0.dn_loss_iou: 0.5373 d1.dn_loss_cls: 0.0494 d1.dn_loss_bbox: 0.3171 d1.dn_loss_iou: 0.4206 d2.dn_loss_cls: 0.0425 d2.dn_loss_bbox: 0.2882 d2.dn_loss_iou: 0.3933 d3.dn_loss_cls: 0.0408 d3.dn_loss_bbox: 0.2812 d3.dn_loss_iou: 0.3844 d4.dn_loss_cls: 0.0399 d4.dn_loss_bbox: 0.2808 d4.dn_loss_iou: 0.3821 2023/02/28 15:13:53 - mmengine - INFO - Epoch(train) [5][1850/7393] lr: 1.0000e-04 eta: 13:44:28 time: 0.8637 data_time: 0.0055 memory: 26767 grad_norm: 31.9567 loss: 10.7828 loss_cls: 0.2381 loss_bbox: 0.1727 loss_iou: 0.3522 d0.loss_cls: 0.2958 d0.loss_bbox: 0.1847 d0.loss_iou: 0.3718 d1.loss_cls: 0.2577 d1.loss_bbox: 0.1835 d1.loss_iou: 0.3624 d2.loss_cls: 0.2474 d2.loss_bbox: 0.1745 d2.loss_iou: 0.3526 d3.loss_cls: 0.2397 d3.loss_bbox: 0.1735 d3.loss_iou: 0.3527 d4.loss_cls: 0.2352 d4.loss_bbox: 0.1734 d4.loss_iou: 0.3534 enc_loss_cls: 0.2831 enc_loss_bbox: 0.2173 enc_loss_iou: 0.4229 dn_loss_cls: 0.0428 dn_loss_bbox: 0.3351 dn_loss_iou: 0.4039 d0.dn_loss_cls: 0.0737 d0.dn_loss_bbox: 0.4792 d0.dn_loss_iou: 0.5492 d1.dn_loss_cls: 0.0512 d1.dn_loss_bbox: 0.3792 d1.dn_loss_iou: 0.4456 d2.dn_loss_cls: 0.0448 d2.dn_loss_bbox: 0.3473 d2.dn_loss_iou: 0.4174 d3.dn_loss_cls: 0.0432 d3.dn_loss_bbox: 0.3377 d3.dn_loss_iou: 0.4063 d4.dn_loss_cls: 0.0421 d4.dn_loss_bbox: 0.3352 d4.dn_loss_iou: 0.4043 2023/02/28 15:14:36 - mmengine - INFO - Epoch(train) [5][1900/7393] lr: 1.0000e-04 eta: 13:43:45 time: 0.8656 data_time: 0.0054 memory: 24978 grad_norm: 34.6865 loss: 8.9357 loss_cls: 0.1831 loss_bbox: 0.1275 loss_iou: 0.3422 d0.loss_cls: 0.2317 d0.loss_bbox: 0.1370 d0.loss_iou: 0.3650 d1.loss_cls: 0.2006 d1.loss_bbox: 0.1305 d1.loss_iou: 0.3443 d2.loss_cls: 0.1904 d2.loss_bbox: 0.1291 d2.loss_iou: 0.3445 d3.loss_cls: 0.1858 d3.loss_bbox: 0.1268 d3.loss_iou: 0.3417 d4.loss_cls: 0.1832 d4.loss_bbox: 0.1284 d4.loss_iou: 0.3448 enc_loss_cls: 0.2221 enc_loss_bbox: 0.1642 enc_loss_iou: 0.4105 dn_loss_cls: 0.0259 dn_loss_bbox: 0.2223 dn_loss_iou: 0.3693 d0.dn_loss_cls: 0.0601 d0.dn_loss_bbox: 0.3493 d0.dn_loss_iou: 0.5084 d1.dn_loss_cls: 0.0373 d1.dn_loss_bbox: 0.2519 d1.dn_loss_iou: 0.3994 d2.dn_loss_cls: 0.0305 d2.dn_loss_bbox: 0.2291 d2.dn_loss_iou: 0.3780 d3.dn_loss_cls: 0.0278 d3.dn_loss_bbox: 0.2234 d3.dn_loss_iou: 0.3710 d4.dn_loss_cls: 0.0266 d4.dn_loss_bbox: 0.2226 d4.dn_loss_iou: 0.3696 2023/02/28 15:15:20 - mmengine - INFO - Epoch(train) [5][1950/7393] lr: 1.0000e-04 eta: 13:43:04 time: 0.8872 data_time: 0.0053 memory: 27460 grad_norm: 49.9429 loss: 9.3650 loss_cls: 0.1884 loss_bbox: 0.1504 loss_iou: 0.3117 d0.loss_cls: 0.2572 d0.loss_bbox: 0.1478 d0.loss_iou: 0.3212 d1.loss_cls: 0.2145 d1.loss_bbox: 0.1515 d1.loss_iou: 0.3140 d2.loss_cls: 0.1976 d2.loss_bbox: 0.1522 d2.loss_iou: 0.3143 d3.loss_cls: 0.1898 d3.loss_bbox: 0.1516 d3.loss_iou: 0.3121 d4.loss_cls: 0.1877 d4.loss_bbox: 0.1502 d4.loss_iou: 0.3127 enc_loss_cls: 0.2431 enc_loss_bbox: 0.1836 enc_loss_iou: 0.3754 dn_loss_cls: 0.0329 dn_loss_bbox: 0.2865 dn_loss_iou: 0.3676 d0.dn_loss_cls: 0.0680 d0.dn_loss_bbox: 0.4200 d0.dn_loss_iou: 0.5088 d1.dn_loss_cls: 0.0439 d1.dn_loss_bbox: 0.3197 d1.dn_loss_iou: 0.4025 d2.dn_loss_cls: 0.0373 d2.dn_loss_bbox: 0.2940 d2.dn_loss_iou: 0.3786 d3.dn_loss_cls: 0.0340 d3.dn_loss_bbox: 0.2873 d3.dn_loss_iou: 0.3703 d4.dn_loss_cls: 0.0327 d4.dn_loss_bbox: 0.2863 d4.dn_loss_iou: 0.3677 2023/02/28 15:16:03 - mmengine - INFO - Epoch(train) [5][2000/7393] lr: 1.0000e-04 eta: 13:42:20 time: 0.8570 data_time: 0.0048 memory: 28427 grad_norm: 36.1916 loss: 11.0514 loss_cls: 0.2304 loss_bbox: 0.1848 loss_iou: 0.3877 d0.loss_cls: 0.3021 d0.loss_bbox: 0.1939 d0.loss_iou: 0.4112 d1.loss_cls: 0.2578 d1.loss_bbox: 0.1908 d1.loss_iou: 0.3974 d2.loss_cls: 0.2445 d2.loss_bbox: 0.1880 d2.loss_iou: 0.3952 d3.loss_cls: 0.2347 d3.loss_bbox: 0.1869 d3.loss_iou: 0.3944 d4.loss_cls: 0.2325 d4.loss_bbox: 0.1844 d4.loss_iou: 0.3894 enc_loss_cls: 0.2873 enc_loss_bbox: 0.2282 enc_loss_iou: 0.4710 dn_loss_cls: 0.0389 dn_loss_bbox: 0.3356 dn_loss_iou: 0.3994 d0.dn_loss_cls: 0.0746 d0.dn_loss_bbox: 0.4667 d0.dn_loss_iou: 0.5370 d1.dn_loss_cls: 0.0501 d1.dn_loss_bbox: 0.3707 d1.dn_loss_iou: 0.4364 d2.dn_loss_cls: 0.0425 d2.dn_loss_bbox: 0.3438 d2.dn_loss_iou: 0.4106 d3.dn_loss_cls: 0.0404 d3.dn_loss_bbox: 0.3361 d3.dn_loss_iou: 0.4015 d4.dn_loss_cls: 0.0388 d4.dn_loss_bbox: 0.3360 d4.dn_loss_iou: 0.3999 2023/02/28 15:16:47 - mmengine - INFO - Epoch(train) [5][2050/7393] lr: 1.0000e-04 eta: 13:41:38 time: 0.8768 data_time: 0.0049 memory: 27689 grad_norm: 33.7100 loss: 10.4996 loss_cls: 0.2313 loss_bbox: 0.1628 loss_iou: 0.3716 d0.loss_cls: 0.2977 d0.loss_bbox: 0.1727 d0.loss_iou: 0.3866 d1.loss_cls: 0.2556 d1.loss_bbox: 0.1704 d1.loss_iou: 0.3788 d2.loss_cls: 0.2469 d2.loss_bbox: 0.1638 d2.loss_iou: 0.3702 d3.loss_cls: 0.2406 d3.loss_bbox: 0.1603 d3.loss_iou: 0.3650 d4.loss_cls: 0.2352 d4.loss_bbox: 0.1592 d4.loss_iou: 0.3687 enc_loss_cls: 0.2832 enc_loss_bbox: 0.1994 enc_loss_iou: 0.4390 dn_loss_cls: 0.0375 dn_loss_bbox: 0.3011 dn_loss_iou: 0.3984 d0.dn_loss_cls: 0.0707 d0.dn_loss_bbox: 0.4389 d0.dn_loss_iou: 0.5423 d1.dn_loss_cls: 0.0471 d1.dn_loss_bbox: 0.3340 d1.dn_loss_iou: 0.4350 d2.dn_loss_cls: 0.0406 d2.dn_loss_bbox: 0.3077 d2.dn_loss_iou: 0.4092 d3.dn_loss_cls: 0.0382 d3.dn_loss_bbox: 0.3022 d3.dn_loss_iou: 0.4009 d4.dn_loss_cls: 0.0370 d4.dn_loss_bbox: 0.3010 d4.dn_loss_iou: 0.3988 2023/02/28 15:17:31 - mmengine - INFO - Epoch(train) [5][2100/7393] lr: 1.0000e-04 eta: 13:40:55 time: 0.8694 data_time: 0.0047 memory: 30599 grad_norm: 37.9134 loss: 9.4213 loss_cls: 0.1996 loss_bbox: 0.1570 loss_iou: 0.2980 d0.loss_cls: 0.2567 d0.loss_bbox: 0.1695 d0.loss_iou: 0.3196 d1.loss_cls: 0.2244 d1.loss_bbox: 0.1662 d1.loss_iou: 0.3062 d2.loss_cls: 0.2102 d2.loss_bbox: 0.1613 d2.loss_iou: 0.2999 d3.loss_cls: 0.2016 d3.loss_bbox: 0.1600 d3.loss_iou: 0.2984 d4.loss_cls: 0.2020 d4.loss_bbox: 0.1559 d4.loss_iou: 0.2963 enc_loss_cls: 0.2433 enc_loss_bbox: 0.2006 enc_loss_iou: 0.3645 dn_loss_cls: 0.0418 dn_loss_bbox: 0.2847 dn_loss_iou: 0.3570 d0.dn_loss_cls: 0.0772 d0.dn_loss_bbox: 0.4228 d0.dn_loss_iou: 0.5026 d1.dn_loss_cls: 0.0516 d1.dn_loss_bbox: 0.3223 d1.dn_loss_iou: 0.3959 d2.dn_loss_cls: 0.0431 d2.dn_loss_bbox: 0.2927 d2.dn_loss_iou: 0.3683 d3.dn_loss_cls: 0.0415 d3.dn_loss_bbox: 0.2862 d3.dn_loss_iou: 0.3591 d4.dn_loss_cls: 0.0414 d4.dn_loss_bbox: 0.2847 d4.dn_loss_iou: 0.3573 2023/02/28 15:18:13 - mmengine - INFO - Epoch(train) [5][2150/7393] lr: 1.0000e-04 eta: 13:40:11 time: 0.8545 data_time: 0.0049 memory: 28122 grad_norm: 42.3248 loss: 10.0993 loss_cls: 0.2312 loss_bbox: 0.1677 loss_iou: 0.3563 d0.loss_cls: 0.2942 d0.loss_bbox: 0.1758 d0.loss_iou: 0.3865 d1.loss_cls: 0.2576 d1.loss_bbox: 0.1727 d1.loss_iou: 0.3741 d2.loss_cls: 0.2416 d2.loss_bbox: 0.1678 d2.loss_iou: 0.3664 d3.loss_cls: 0.2364 d3.loss_bbox: 0.1664 d3.loss_iou: 0.3612 d4.loss_cls: 0.2326 d4.loss_bbox: 0.1646 d4.loss_iou: 0.3580 enc_loss_cls: 0.2775 enc_loss_bbox: 0.2041 enc_loss_iou: 0.4338 dn_loss_cls: 0.0362 dn_loss_bbox: 0.2712 dn_loss_iou: 0.3752 d0.dn_loss_cls: 0.0686 d0.dn_loss_bbox: 0.3814 d0.dn_loss_iou: 0.5092 d1.dn_loss_cls: 0.0466 d1.dn_loss_bbox: 0.3006 d1.dn_loss_iou: 0.4099 d2.dn_loss_cls: 0.0398 d2.dn_loss_bbox: 0.2780 d2.dn_loss_iou: 0.3849 d3.dn_loss_cls: 0.0375 d3.dn_loss_bbox: 0.2727 d3.dn_loss_iou: 0.3780 d4.dn_loss_cls: 0.0361 d4.dn_loss_bbox: 0.2713 d4.dn_loss_iou: 0.3756 2023/02/28 15:18:57 - mmengine - INFO - Epoch(train) [5][2200/7393] lr: 1.0000e-04 eta: 13:39:29 time: 0.8739 data_time: 0.0049 memory: 29182 grad_norm: 37.3825 loss: 10.0081 loss_cls: 0.2114 loss_bbox: 0.1720 loss_iou: 0.3761 d0.loss_cls: 0.2674 d0.loss_bbox: 0.1880 d0.loss_iou: 0.3987 d1.loss_cls: 0.2232 d1.loss_bbox: 0.1847 d1.loss_iou: 0.3909 d2.loss_cls: 0.2148 d2.loss_bbox: 0.1790 d2.loss_iou: 0.3854 d3.loss_cls: 0.2094 d3.loss_bbox: 0.1761 d3.loss_iou: 0.3810 d4.loss_cls: 0.2085 d4.loss_bbox: 0.1752 d4.loss_iou: 0.3803 enc_loss_cls: 0.2625 enc_loss_bbox: 0.2132 enc_loss_iou: 0.4458 dn_loss_cls: 0.0349 dn_loss_bbox: 0.2548 dn_loss_iou: 0.3745 d0.dn_loss_cls: 0.0676 d0.dn_loss_bbox: 0.3821 d0.dn_loss_iou: 0.5017 d1.dn_loss_cls: 0.0454 d1.dn_loss_bbox: 0.2850 d1.dn_loss_iou: 0.4029 d2.dn_loss_cls: 0.0391 d2.dn_loss_bbox: 0.2612 d2.dn_loss_iou: 0.3833 d3.dn_loss_cls: 0.0360 d3.dn_loss_bbox: 0.2560 d3.dn_loss_iou: 0.3762 d4.dn_loss_cls: 0.0348 d4.dn_loss_bbox: 0.2544 d4.dn_loss_iou: 0.3744 2023/02/28 15:19:40 - mmengine - INFO - Epoch(train) [5][2250/7393] lr: 1.0000e-04 eta: 13:38:46 time: 0.8636 data_time: 0.0049 memory: 28185 grad_norm: 39.8301 loss: 10.1147 loss_cls: 0.2192 loss_bbox: 0.1589 loss_iou: 0.3713 d0.loss_cls: 0.2844 d0.loss_bbox: 0.1719 d0.loss_iou: 0.3883 d1.loss_cls: 0.2446 d1.loss_bbox: 0.1672 d1.loss_iou: 0.3759 d2.loss_cls: 0.2318 d2.loss_bbox: 0.1585 d2.loss_iou: 0.3698 d3.loss_cls: 0.2248 d3.loss_bbox: 0.1565 d3.loss_iou: 0.3691 d4.loss_cls: 0.2204 d4.loss_bbox: 0.1586 d4.loss_iou: 0.3700 enc_loss_cls: 0.2730 enc_loss_bbox: 0.2129 enc_loss_iou: 0.4406 dn_loss_cls: 0.0357 dn_loss_bbox: 0.2927 dn_loss_iou: 0.3663 d0.dn_loss_cls: 0.0672 d0.dn_loss_bbox: 0.4169 d0.dn_loss_iou: 0.4896 d1.dn_loss_cls: 0.0458 d1.dn_loss_bbox: 0.3262 d1.dn_loss_iou: 0.3964 d2.dn_loss_cls: 0.0397 d2.dn_loss_bbox: 0.3010 d2.dn_loss_iou: 0.3745 d3.dn_loss_cls: 0.0378 d3.dn_loss_bbox: 0.2939 d3.dn_loss_iou: 0.3677 d4.dn_loss_cls: 0.0365 d4.dn_loss_bbox: 0.2927 d4.dn_loss_iou: 0.3664 2023/02/28 15:20:23 - mmengine - INFO - Epoch(train) [5][2300/7393] lr: 1.0000e-04 eta: 13:38:02 time: 0.8528 data_time: 0.0052 memory: 27689 grad_norm: 35.9807 loss: 12.4581 loss_cls: 0.2947 loss_bbox: 0.2209 loss_iou: 0.4901 d0.loss_cls: 0.3676 d0.loss_bbox: 0.2336 d0.loss_iou: 0.5173 d1.loss_cls: 0.3205 d1.loss_bbox: 0.2301 d1.loss_iou: 0.5053 d2.loss_cls: 0.3023 d2.loss_bbox: 0.2277 d2.loss_iou: 0.4975 d3.loss_cls: 0.2961 d3.loss_bbox: 0.2225 d3.loss_iou: 0.4933 d4.loss_cls: 0.2938 d4.loss_bbox: 0.2227 d4.loss_iou: 0.4920 enc_loss_cls: 0.3520 enc_loss_bbox: 0.2743 enc_loss_iou: 0.5840 dn_loss_cls: 0.0426 dn_loss_bbox: 0.3021 dn_loss_iou: 0.4254 d0.dn_loss_cls: 0.0755 d0.dn_loss_bbox: 0.4194 d0.dn_loss_iou: 0.5716 d1.dn_loss_cls: 0.0536 d1.dn_loss_bbox: 0.3317 d1.dn_loss_iou: 0.4610 d2.dn_loss_cls: 0.0467 d2.dn_loss_bbox: 0.3093 d2.dn_loss_iou: 0.4353 d3.dn_loss_cls: 0.0440 d3.dn_loss_bbox: 0.3034 d3.dn_loss_iou: 0.4277 d4.dn_loss_cls: 0.0425 d4.dn_loss_bbox: 0.3022 d4.dn_loss_iou: 0.4256 2023/02/28 15:21:06 - mmengine - INFO - Epoch(train) [5][2350/7393] lr: 1.0000e-04 eta: 13:37:19 time: 0.8630 data_time: 0.0048 memory: 27663 grad_norm: 34.3996 loss: 10.6390 loss_cls: 0.2507 loss_bbox: 0.1855 loss_iou: 0.3994 d0.loss_cls: 0.3167 d0.loss_bbox: 0.1828 d0.loss_iou: 0.4205 d1.loss_cls: 0.2728 d1.loss_bbox: 0.1909 d1.loss_iou: 0.4086 d2.loss_cls: 0.2600 d2.loss_bbox: 0.1841 d2.loss_iou: 0.4044 d3.loss_cls: 0.2497 d3.loss_bbox: 0.1889 d3.loss_iou: 0.4028 d4.loss_cls: 0.2505 d4.loss_bbox: 0.1862 d4.loss_iou: 0.4002 enc_loss_cls: 0.3026 enc_loss_bbox: 0.2145 enc_loss_iou: 0.4756 dn_loss_cls: 0.0405 dn_loss_bbox: 0.2745 dn_loss_iou: 0.3731 d0.dn_loss_cls: 0.0695 d0.dn_loss_bbox: 0.3912 d0.dn_loss_iou: 0.5041 d1.dn_loss_cls: 0.0498 d1.dn_loss_bbox: 0.2993 d1.dn_loss_iou: 0.4035 d2.dn_loss_cls: 0.0438 d2.dn_loss_bbox: 0.2800 d2.dn_loss_iou: 0.3817 d3.dn_loss_cls: 0.0418 d3.dn_loss_bbox: 0.2748 d3.dn_loss_iou: 0.3750 d4.dn_loss_cls: 0.0404 d4.dn_loss_bbox: 0.2749 d4.dn_loss_iou: 0.3735 2023/02/28 15:21:49 - mmengine - INFO - Epoch(train) [5][2400/7393] lr: 1.0000e-04 eta: 13:36:35 time: 0.8571 data_time: 0.0049 memory: 27613 grad_norm: 31.9786 loss: 11.5905 loss_cls: 0.2559 loss_bbox: 0.1925 loss_iou: 0.4432 d0.loss_cls: 0.3198 d0.loss_bbox: 0.1981 d0.loss_iou: 0.4677 d1.loss_cls: 0.2800 d1.loss_bbox: 0.1928 d1.loss_iou: 0.4546 d2.loss_cls: 0.2708 d2.loss_bbox: 0.1876 d2.loss_iou: 0.4435 d3.loss_cls: 0.2620 d3.loss_bbox: 0.1915 d3.loss_iou: 0.4437 d4.loss_cls: 0.2577 d4.loss_bbox: 0.1905 d4.loss_iou: 0.4418 enc_loss_cls: 0.3149 enc_loss_bbox: 0.2383 enc_loss_iou: 0.5258 dn_loss_cls: 0.0428 dn_loss_bbox: 0.3080 dn_loss_iou: 0.4232 d0.dn_loss_cls: 0.0728 d0.dn_loss_bbox: 0.4256 d0.dn_loss_iou: 0.5606 d1.dn_loss_cls: 0.0490 d1.dn_loss_bbox: 0.3389 d1.dn_loss_iou: 0.4583 d2.dn_loss_cls: 0.0445 d2.dn_loss_bbox: 0.3123 d2.dn_loss_iou: 0.4323 d3.dn_loss_cls: 0.0429 d3.dn_loss_bbox: 0.3086 d3.dn_loss_iou: 0.4249 d4.dn_loss_cls: 0.0421 d4.dn_loss_bbox: 0.3077 d4.dn_loss_iou: 0.4233 2023/02/28 15:22:13 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 15:22:32 - mmengine - INFO - Epoch(train) [5][2450/7393] lr: 1.0000e-04 eta: 13:35:52 time: 0.8679 data_time: 0.0048 memory: 28073 grad_norm: 33.0753 loss: 9.2026 loss_cls: 0.1785 loss_bbox: 0.1497 loss_iou: 0.2806 d0.loss_cls: 0.2360 d0.loss_bbox: 0.1480 d0.loss_iou: 0.3005 d1.loss_cls: 0.1986 d1.loss_bbox: 0.1456 d1.loss_iou: 0.2848 d2.loss_cls: 0.1829 d2.loss_bbox: 0.1502 d2.loss_iou: 0.2852 d3.loss_cls: 0.1821 d3.loss_bbox: 0.1491 d3.loss_iou: 0.2807 d4.loss_cls: 0.1775 d4.loss_bbox: 0.1492 d4.loss_iou: 0.2816 enc_loss_cls: 0.2240 enc_loss_bbox: 0.1834 enc_loss_iou: 0.3432 dn_loss_cls: 0.0345 dn_loss_bbox: 0.3190 dn_loss_iou: 0.3576 d0.dn_loss_cls: 0.0687 d0.dn_loss_bbox: 0.4598 d0.dn_loss_iou: 0.5031 d1.dn_loss_cls: 0.0463 d1.dn_loss_bbox: 0.3509 d1.dn_loss_iou: 0.3910 d2.dn_loss_cls: 0.0382 d2.dn_loss_bbox: 0.3265 d2.dn_loss_iou: 0.3679 d3.dn_loss_cls: 0.0356 d3.dn_loss_bbox: 0.3204 d3.dn_loss_iou: 0.3604 d4.dn_loss_cls: 0.0342 d4.dn_loss_bbox: 0.3194 d4.dn_loss_iou: 0.3579 2023/02/28 15:23:16 - mmengine - INFO - Epoch(train) [5][2500/7393] lr: 1.0000e-04 eta: 13:35:09 time: 0.8696 data_time: 0.0049 memory: 29092 grad_norm: 32.4540 loss: 10.6853 loss_cls: 0.2313 loss_bbox: 0.1609 loss_iou: 0.4165 d0.loss_cls: 0.2987 d0.loss_bbox: 0.1749 d0.loss_iou: 0.4450 d1.loss_cls: 0.2628 d1.loss_bbox: 0.1674 d1.loss_iou: 0.4280 d2.loss_cls: 0.2421 d2.loss_bbox: 0.1624 d2.loss_iou: 0.4232 d3.loss_cls: 0.2330 d3.loss_bbox: 0.1622 d3.loss_iou: 0.4180 d4.loss_cls: 0.2307 d4.loss_bbox: 0.1622 d4.loss_iou: 0.4201 enc_loss_cls: 0.2833 enc_loss_bbox: 0.2166 enc_loss_iou: 0.5085 dn_loss_cls: 0.0345 dn_loss_bbox: 0.2774 dn_loss_iou: 0.3939 d0.dn_loss_cls: 0.0695 d0.dn_loss_bbox: 0.4001 d0.dn_loss_iou: 0.5310 d1.dn_loss_cls: 0.0464 d1.dn_loss_bbox: 0.3077 d1.dn_loss_iou: 0.4272 d2.dn_loss_cls: 0.0393 d2.dn_loss_bbox: 0.2859 d2.dn_loss_iou: 0.4054 d3.dn_loss_cls: 0.0366 d3.dn_loss_bbox: 0.2791 d3.dn_loss_iou: 0.3965 d4.dn_loss_cls: 0.0349 d4.dn_loss_bbox: 0.2775 d4.dn_loss_iou: 0.3946 2023/02/28 15:24:00 - mmengine - INFO - Epoch(train) [5][2550/7393] lr: 1.0000e-04 eta: 13:34:29 time: 0.8906 data_time: 0.0051 memory: 27179 grad_norm: 31.6222 loss: 10.3488 loss_cls: 0.2167 loss_bbox: 0.1831 loss_iou: 0.3592 d0.loss_cls: 0.2803 d0.loss_bbox: 0.1924 d0.loss_iou: 0.3823 d1.loss_cls: 0.2321 d1.loss_bbox: 0.1884 d1.loss_iou: 0.3733 d2.loss_cls: 0.2273 d2.loss_bbox: 0.1830 d2.loss_iou: 0.3601 d3.loss_cls: 0.2202 d3.loss_bbox: 0.1830 d3.loss_iou: 0.3623 d4.loss_cls: 0.2160 d4.loss_bbox: 0.1841 d4.loss_iou: 0.3620 enc_loss_cls: 0.2757 enc_loss_bbox: 0.2139 enc_loss_iou: 0.4267 dn_loss_cls: 0.0360 dn_loss_bbox: 0.3004 dn_loss_iou: 0.3789 d0.dn_loss_cls: 0.0728 d0.dn_loss_bbox: 0.4425 d0.dn_loss_iou: 0.5310 d1.dn_loss_cls: 0.0468 d1.dn_loss_bbox: 0.3339 d1.dn_loss_iou: 0.4134 d2.dn_loss_cls: 0.0402 d2.dn_loss_bbox: 0.3064 d2.dn_loss_iou: 0.3884 d3.dn_loss_cls: 0.0372 d3.dn_loss_bbox: 0.3017 d3.dn_loss_iou: 0.3817 d4.dn_loss_cls: 0.0353 d4.dn_loss_bbox: 0.3007 d4.dn_loss_iou: 0.3794 2023/02/28 15:24:43 - mmengine - INFO - Epoch(train) [5][2600/7393] lr: 1.0000e-04 eta: 13:33:45 time: 0.8599 data_time: 0.0052 memory: 26789 grad_norm: 35.2682 loss: 9.9422 loss_cls: 0.2102 loss_bbox: 0.1614 loss_iou: 0.3729 d0.loss_cls: 0.2726 d0.loss_bbox: 0.1715 d0.loss_iou: 0.3981 d1.loss_cls: 0.2292 d1.loss_bbox: 0.1667 d1.loss_iou: 0.3818 d2.loss_cls: 0.2136 d2.loss_bbox: 0.1653 d2.loss_iou: 0.3779 d3.loss_cls: 0.2133 d3.loss_bbox: 0.1620 d3.loss_iou: 0.3745 d4.loss_cls: 0.2094 d4.loss_bbox: 0.1633 d4.loss_iou: 0.3755 enc_loss_cls: 0.2596 enc_loss_bbox: 0.1950 enc_loss_iou: 0.4450 dn_loss_cls: 0.0356 dn_loss_bbox: 0.2581 dn_loss_iou: 0.3786 d0.dn_loss_cls: 0.0695 d0.dn_loss_bbox: 0.3790 d0.dn_loss_iou: 0.5184 d1.dn_loss_cls: 0.0463 d1.dn_loss_bbox: 0.2866 d1.dn_loss_iou: 0.4117 d2.dn_loss_cls: 0.0405 d2.dn_loss_bbox: 0.2628 d2.dn_loss_iou: 0.3864 d3.dn_loss_cls: 0.0372 d3.dn_loss_bbox: 0.2591 d3.dn_loss_iou: 0.3803 d4.dn_loss_cls: 0.0360 d4.dn_loss_bbox: 0.2584 d4.dn_loss_iou: 0.3789 2023/02/28 15:25:27 - mmengine - INFO - Epoch(train) [5][2650/7393] lr: 1.0000e-04 eta: 13:33:02 time: 0.8660 data_time: 0.0051 memory: 26557 grad_norm: 36.1322 loss: 10.5149 loss_cls: 0.2312 loss_bbox: 0.1751 loss_iou: 0.4237 d0.loss_cls: 0.3039 d0.loss_bbox: 0.1794 d0.loss_iou: 0.4381 d1.loss_cls: 0.2626 d1.loss_bbox: 0.1826 d1.loss_iou: 0.4287 d2.loss_cls: 0.2458 d2.loss_bbox: 0.1747 d2.loss_iou: 0.4259 d3.loss_cls: 0.2378 d3.loss_bbox: 0.1761 d3.loss_iou: 0.4243 d4.loss_cls: 0.2348 d4.loss_bbox: 0.1734 d4.loss_iou: 0.4228 enc_loss_cls: 0.2863 enc_loss_bbox: 0.2149 enc_loss_iou: 0.5027 dn_loss_cls: 0.0317 dn_loss_bbox: 0.2504 dn_loss_iou: 0.3853 d0.dn_loss_cls: 0.0648 d0.dn_loss_bbox: 0.3554 d0.dn_loss_iou: 0.5167 d1.dn_loss_cls: 0.0447 d1.dn_loss_bbox: 0.2767 d1.dn_loss_iou: 0.4154 d2.dn_loss_cls: 0.0374 d2.dn_loss_bbox: 0.2573 d2.dn_loss_iou: 0.3947 d3.dn_loss_cls: 0.0348 d3.dn_loss_bbox: 0.2507 d3.dn_loss_iou: 0.3867 d4.dn_loss_cls: 0.0318 d4.dn_loss_bbox: 0.2502 d4.dn_loss_iou: 0.3855 2023/02/28 15:26:10 - mmengine - INFO - Epoch(train) [5][2700/7393] lr: 1.0000e-04 eta: 13:32:20 time: 0.8744 data_time: 0.0053 memory: 27985 grad_norm: 32.9926 loss: 11.9897 loss_cls: 0.2882 loss_bbox: 0.2166 loss_iou: 0.4954 d0.loss_cls: 0.3679 d0.loss_bbox: 0.2246 d0.loss_iou: 0.5113 d1.loss_cls: 0.3175 d1.loss_bbox: 0.2159 d1.loss_iou: 0.4971 d2.loss_cls: 0.2997 d2.loss_bbox: 0.2165 d2.loss_iou: 0.4927 d3.loss_cls: 0.2935 d3.loss_bbox: 0.2150 d3.loss_iou: 0.4937 d4.loss_cls: 0.2880 d4.loss_bbox: 0.2181 d4.loss_iou: 0.4945 enc_loss_cls: 0.3412 enc_loss_bbox: 0.2677 enc_loss_iou: 0.5769 dn_loss_cls: 0.0416 dn_loss_bbox: 0.2810 dn_loss_iou: 0.3908 d0.dn_loss_cls: 0.0735 d0.dn_loss_bbox: 0.3952 d0.dn_loss_iou: 0.5254 d1.dn_loss_cls: 0.0515 d1.dn_loss_bbox: 0.3094 d1.dn_loss_iou: 0.4233 d2.dn_loss_cls: 0.0445 d2.dn_loss_bbox: 0.2894 d2.dn_loss_iou: 0.4010 d3.dn_loss_cls: 0.0425 d3.dn_loss_bbox: 0.2830 d3.dn_loss_iou: 0.3931 d4.dn_loss_cls: 0.0411 d4.dn_loss_bbox: 0.2809 d4.dn_loss_iou: 0.3909 2023/02/28 15:26:53 - mmengine - INFO - Epoch(train) [5][2750/7393] lr: 1.0000e-04 eta: 13:31:37 time: 0.8627 data_time: 0.0053 memory: 26689 grad_norm: 36.6588 loss: 10.0160 loss_cls: 0.2164 loss_bbox: 0.1676 loss_iou: 0.3558 d0.loss_cls: 0.2832 d0.loss_bbox: 0.1647 d0.loss_iou: 0.3554 d1.loss_cls: 0.2440 d1.loss_bbox: 0.1692 d1.loss_iou: 0.3588 d2.loss_cls: 0.2297 d2.loss_bbox: 0.1663 d2.loss_iou: 0.3579 d3.loss_cls: 0.2232 d3.loss_bbox: 0.1645 d3.loss_iou: 0.3535 d4.loss_cls: 0.2163 d4.loss_bbox: 0.1690 d4.loss_iou: 0.3575 enc_loss_cls: 0.2743 enc_loss_bbox: 0.1958 enc_loss_iou: 0.3960 dn_loss_cls: 0.0346 dn_loss_bbox: 0.2872 dn_loss_iou: 0.3701 d0.dn_loss_cls: 0.0664 d0.dn_loss_bbox: 0.4348 d0.dn_loss_iou: 0.5140 d1.dn_loss_cls: 0.0449 d1.dn_loss_bbox: 0.3246 d1.dn_loss_iou: 0.4069 d2.dn_loss_cls: 0.0380 d2.dn_loss_bbox: 0.2985 d2.dn_loss_iou: 0.3838 d3.dn_loss_cls: 0.0359 d3.dn_loss_bbox: 0.2902 d3.dn_loss_iou: 0.3736 d4.dn_loss_cls: 0.0348 d4.dn_loss_bbox: 0.2880 d4.dn_loss_iou: 0.3708 2023/02/28 15:27:38 - mmengine - INFO - Epoch(train) [5][2800/7393] lr: 1.0000e-04 eta: 13:30:55 time: 0.8808 data_time: 0.0052 memory: 29686 grad_norm: 33.7867 loss: 10.0691 loss_cls: 0.2079 loss_bbox: 0.1743 loss_iou: 0.3629 d0.loss_cls: 0.2772 d0.loss_bbox: 0.1799 d0.loss_iou: 0.3819 d1.loss_cls: 0.2425 d1.loss_bbox: 0.1736 d1.loss_iou: 0.3640 d2.loss_cls: 0.2200 d2.loss_bbox: 0.1732 d2.loss_iou: 0.3642 d3.loss_cls: 0.2123 d3.loss_bbox: 0.1740 d3.loss_iou: 0.3628 d4.loss_cls: 0.2089 d4.loss_bbox: 0.1737 d4.loss_iou: 0.3619 enc_loss_cls: 0.2618 enc_loss_bbox: 0.2325 enc_loss_iou: 0.4573 dn_loss_cls: 0.0324 dn_loss_bbox: 0.2870 dn_loss_iou: 0.3648 d0.dn_loss_cls: 0.0645 d0.dn_loss_bbox: 0.4213 d0.dn_loss_iou: 0.5021 d1.dn_loss_cls: 0.0418 d1.dn_loss_bbox: 0.3160 d1.dn_loss_iou: 0.3955 d2.dn_loss_cls: 0.0357 d2.dn_loss_bbox: 0.2943 d2.dn_loss_iou: 0.3727 d3.dn_loss_cls: 0.0339 d3.dn_loss_bbox: 0.2887 d3.dn_loss_iou: 0.3670 d4.dn_loss_cls: 0.0324 d4.dn_loss_bbox: 0.2872 d4.dn_loss_iou: 0.3651 2023/02/28 15:28:21 - mmengine - INFO - Epoch(train) [5][2850/7393] lr: 1.0000e-04 eta: 13:30:12 time: 0.8677 data_time: 0.0052 memory: 27308 grad_norm: 34.4105 loss: 10.8339 loss_cls: 0.2500 loss_bbox: 0.1659 loss_iou: 0.3815 d0.loss_cls: 0.3186 d0.loss_bbox: 0.1690 d0.loss_iou: 0.3906 d1.loss_cls: 0.2816 d1.loss_bbox: 0.1727 d1.loss_iou: 0.3859 d2.loss_cls: 0.2667 d2.loss_bbox: 0.1676 d2.loss_iou: 0.3803 d3.loss_cls: 0.2567 d3.loss_bbox: 0.1667 d3.loss_iou: 0.3784 d4.loss_cls: 0.2504 d4.loss_bbox: 0.1676 d4.loss_iou: 0.3803 enc_loss_cls: 0.2984 enc_loss_bbox: 0.2094 enc_loss_iou: 0.4514 dn_loss_cls: 0.0393 dn_loss_bbox: 0.3031 dn_loss_iou: 0.4025 d0.dn_loss_cls: 0.0734 d0.dn_loss_bbox: 0.4612 d0.dn_loss_iou: 0.5535 d1.dn_loss_cls: 0.0491 d1.dn_loss_bbox: 0.3518 d1.dn_loss_iou: 0.4450 d2.dn_loss_cls: 0.0420 d2.dn_loss_bbox: 0.3145 d2.dn_loss_iou: 0.4149 d3.dn_loss_cls: 0.0393 d3.dn_loss_bbox: 0.3049 d3.dn_loss_iou: 0.4050 d4.dn_loss_cls: 0.0387 d4.dn_loss_bbox: 0.3034 d4.dn_loss_iou: 0.4030 2023/02/28 15:29:04 - mmengine - INFO - Epoch(train) [5][2900/7393] lr: 1.0000e-04 eta: 13:29:29 time: 0.8617 data_time: 0.0054 memory: 26557 grad_norm: 41.0115 loss: 11.1368 loss_cls: 0.2459 loss_bbox: 0.1948 loss_iou: 0.4404 d0.loss_cls: 0.3156 d0.loss_bbox: 0.2003 d0.loss_iou: 0.4576 d1.loss_cls: 0.2795 d1.loss_bbox: 0.1933 d1.loss_iou: 0.4404 d2.loss_cls: 0.2586 d2.loss_bbox: 0.1937 d2.loss_iou: 0.4394 d3.loss_cls: 0.2492 d3.loss_bbox: 0.1932 d3.loss_iou: 0.4392 d4.loss_cls: 0.2449 d4.loss_bbox: 0.1948 d4.loss_iou: 0.4408 enc_loss_cls: 0.3064 enc_loss_bbox: 0.2375 enc_loss_iou: 0.5246 dn_loss_cls: 0.0367 dn_loss_bbox: 0.2758 dn_loss_iou: 0.4001 d0.dn_loss_cls: 0.0678 d0.dn_loss_bbox: 0.3913 d0.dn_loss_iou: 0.5365 d1.dn_loss_cls: 0.0456 d1.dn_loss_bbox: 0.3030 d1.dn_loss_iou: 0.4335 d2.dn_loss_cls: 0.0396 d2.dn_loss_bbox: 0.2804 d2.dn_loss_iou: 0.4081 d3.dn_loss_cls: 0.0376 d3.dn_loss_bbox: 0.2761 d3.dn_loss_iou: 0.4018 d4.dn_loss_cls: 0.0366 d4.dn_loss_bbox: 0.2758 d4.dn_loss_iou: 0.4003 2023/02/28 15:29:48 - mmengine - INFO - Epoch(train) [5][2950/7393] lr: 1.0000e-04 eta: 13:28:47 time: 0.8751 data_time: 0.0053 memory: 28179 grad_norm: 33.5040 loss: 10.1241 loss_cls: 0.1945 loss_bbox: 0.1646 loss_iou: 0.3089 d0.loss_cls: 0.2503 d0.loss_bbox: 0.1836 d0.loss_iou: 0.3480 d1.loss_cls: 0.2253 d1.loss_bbox: 0.1659 d1.loss_iou: 0.3211 d2.loss_cls: 0.2075 d2.loss_bbox: 0.1709 d2.loss_iou: 0.3124 d3.loss_cls: 0.2032 d3.loss_bbox: 0.1672 d3.loss_iou: 0.3075 d4.loss_cls: 0.1973 d4.loss_bbox: 0.1656 d4.loss_iou: 0.3069 enc_loss_cls: 0.2473 enc_loss_bbox: 0.2081 enc_loss_iou: 0.3831 dn_loss_cls: 0.0360 dn_loss_bbox: 0.3621 dn_loss_iou: 0.3874 d0.dn_loss_cls: 0.0673 d0.dn_loss_bbox: 0.4740 d0.dn_loss_iou: 0.5144 d1.dn_loss_cls: 0.0474 d1.dn_loss_bbox: 0.3924 d1.dn_loss_iou: 0.4199 d2.dn_loss_cls: 0.0406 d2.dn_loss_bbox: 0.3693 d2.dn_loss_iou: 0.3965 d3.dn_loss_cls: 0.0374 d3.dn_loss_bbox: 0.3637 d3.dn_loss_iou: 0.3900 d4.dn_loss_cls: 0.0364 d4.dn_loss_bbox: 0.3623 d4.dn_loss_iou: 0.3878 2023/02/28 15:30:31 - mmengine - INFO - Epoch(train) [5][3000/7393] lr: 1.0000e-04 eta: 13:28:04 time: 0.8745 data_time: 0.0053 memory: 29782 grad_norm: 37.0653 loss: 8.2185 loss_cls: 0.1588 loss_bbox: 0.1349 loss_iou: 0.2879 d0.loss_cls: 0.2155 d0.loss_bbox: 0.1456 d0.loss_iou: 0.2997 d1.loss_cls: 0.1863 d1.loss_bbox: 0.1338 d1.loss_iou: 0.2895 d2.loss_cls: 0.1706 d2.loss_bbox: 0.1355 d2.loss_iou: 0.2852 d3.loss_cls: 0.1644 d3.loss_bbox: 0.1334 d3.loss_iou: 0.2860 d4.loss_cls: 0.1600 d4.loss_bbox: 0.1346 d4.loss_iou: 0.2880 enc_loss_cls: 0.2070 enc_loss_bbox: 0.1787 enc_loss_iou: 0.3494 dn_loss_cls: 0.0258 dn_loss_bbox: 0.2457 dn_loss_iou: 0.3001 d0.dn_loss_cls: 0.0569 d0.dn_loss_bbox: 0.4072 d0.dn_loss_iou: 0.4434 d1.dn_loss_cls: 0.0357 d1.dn_loss_bbox: 0.2818 d1.dn_loss_iou: 0.3342 d2.dn_loss_cls: 0.0291 d2.dn_loss_bbox: 0.2536 d2.dn_loss_iou: 0.3099 d3.dn_loss_cls: 0.0272 d3.dn_loss_bbox: 0.2475 d3.dn_loss_iou: 0.3027 d4.dn_loss_cls: 0.0259 d4.dn_loss_bbox: 0.2462 d4.dn_loss_iou: 0.3008 2023/02/28 15:31:14 - mmengine - INFO - Epoch(train) [5][3050/7393] lr: 1.0000e-04 eta: 13:27:21 time: 0.8564 data_time: 0.0055 memory: 28371 grad_norm: 37.7483 loss: 11.3339 loss_cls: 0.2488 loss_bbox: 0.1739 loss_iou: 0.4407 d0.loss_cls: 0.3151 d0.loss_bbox: 0.1826 d0.loss_iou: 0.4642 d1.loss_cls: 0.2760 d1.loss_bbox: 0.1791 d1.loss_iou: 0.4524 d2.loss_cls: 0.2589 d2.loss_bbox: 0.1759 d2.loss_iou: 0.4438 d3.loss_cls: 0.2532 d3.loss_bbox: 0.1745 d3.loss_iou: 0.4398 d4.loss_cls: 0.2487 d4.loss_bbox: 0.1739 d4.loss_iou: 0.4407 enc_loss_cls: 0.3079 enc_loss_bbox: 0.2157 enc_loss_iou: 0.5157 dn_loss_cls: 0.0398 dn_loss_bbox: 0.3066 dn_loss_iou: 0.4060 d0.dn_loss_cls: 0.0713 d0.dn_loss_bbox: 0.4556 d0.dn_loss_iou: 0.5512 d1.dn_loss_cls: 0.0504 d1.dn_loss_bbox: 0.3438 d1.dn_loss_iou: 0.4424 d2.dn_loss_cls: 0.0433 d2.dn_loss_bbox: 0.3164 d2.dn_loss_iou: 0.4154 d3.dn_loss_cls: 0.0411 d3.dn_loss_bbox: 0.3084 d3.dn_loss_iou: 0.4085 d4.dn_loss_cls: 0.0394 d4.dn_loss_bbox: 0.3066 d4.dn_loss_iou: 0.4062 2023/02/28 15:31:58 - mmengine - INFO - Epoch(train) [5][3100/7393] lr: 1.0000e-04 eta: 13:26:38 time: 0.8726 data_time: 0.0053 memory: 26735 grad_norm: 33.3956 loss: 9.2689 loss_cls: 0.1778 loss_bbox: 0.1552 loss_iou: 0.2857 d0.loss_cls: 0.2332 d0.loss_bbox: 0.1653 d0.loss_iou: 0.3028 d1.loss_cls: 0.2044 d1.loss_bbox: 0.1577 d1.loss_iou: 0.2951 d2.loss_cls: 0.1895 d2.loss_bbox: 0.1541 d2.loss_iou: 0.2860 d3.loss_cls: 0.1814 d3.loss_bbox: 0.1546 d3.loss_iou: 0.2865 d4.loss_cls: 0.1774 d4.loss_bbox: 0.1564 d4.loss_iou: 0.2860 enc_loss_cls: 0.2275 enc_loss_bbox: 0.1984 enc_loss_iou: 0.3515 dn_loss_cls: 0.0314 dn_loss_bbox: 0.3247 dn_loss_iou: 0.3418 d0.dn_loss_cls: 0.0669 d0.dn_loss_bbox: 0.4756 d0.dn_loss_iou: 0.4912 d1.dn_loss_cls: 0.0427 d1.dn_loss_bbox: 0.3603 d1.dn_loss_iou: 0.3799 d2.dn_loss_cls: 0.0361 d2.dn_loss_bbox: 0.3343 d2.dn_loss_iou: 0.3529 d3.dn_loss_cls: 0.0344 d3.dn_loss_bbox: 0.3265 d3.dn_loss_iou: 0.3445 d4.dn_loss_cls: 0.0325 d4.dn_loss_bbox: 0.3247 d4.dn_loss_iou: 0.3421 2023/02/28 15:32:41 - mmengine - INFO - Epoch(train) [5][3150/7393] lr: 1.0000e-04 eta: 13:25:54 time: 0.8549 data_time: 0.0054 memory: 27689 grad_norm: 38.3079 loss: 11.4543 loss_cls: 0.2801 loss_bbox: 0.1935 loss_iou: 0.5079 d0.loss_cls: 0.3477 d0.loss_bbox: 0.2050 d0.loss_iou: 0.5249 d1.loss_cls: 0.3054 d1.loss_bbox: 0.1990 d1.loss_iou: 0.5119 d2.loss_cls: 0.2930 d2.loss_bbox: 0.1952 d2.loss_iou: 0.5123 d3.loss_cls: 0.2848 d3.loss_bbox: 0.1941 d3.loss_iou: 0.5082 d4.loss_cls: 0.2809 d4.loss_bbox: 0.1933 d4.loss_iou: 0.5077 enc_loss_cls: 0.3379 enc_loss_bbox: 0.2350 enc_loss_iou: 0.5804 dn_loss_cls: 0.0397 dn_loss_bbox: 0.2296 dn_loss_iou: 0.3854 d0.dn_loss_cls: 0.0687 d0.dn_loss_bbox: 0.3352 d0.dn_loss_iou: 0.5059 d1.dn_loss_cls: 0.0463 d1.dn_loss_bbox: 0.2546 d1.dn_loss_iou: 0.4109 d2.dn_loss_cls: 0.0411 d2.dn_loss_bbox: 0.2350 d2.dn_loss_iou: 0.3930 d3.dn_loss_cls: 0.0389 d3.dn_loss_bbox: 0.2304 d3.dn_loss_iou: 0.3872 d4.dn_loss_cls: 0.0388 d4.dn_loss_bbox: 0.2298 d4.dn_loss_iou: 0.3856 2023/02/28 15:33:25 - mmengine - INFO - Epoch(train) [5][3200/7393] lr: 1.0000e-04 eta: 13:25:13 time: 0.8816 data_time: 0.0054 memory: 26767 grad_norm: 39.7481 loss: 10.7598 loss_cls: 0.2223 loss_bbox: 0.1718 loss_iou: 0.4072 d0.loss_cls: 0.2958 d0.loss_bbox: 0.1728 d0.loss_iou: 0.4235 d1.loss_cls: 0.2514 d1.loss_bbox: 0.1744 d1.loss_iou: 0.4147 d2.loss_cls: 0.2361 d2.loss_bbox: 0.1708 d2.loss_iou: 0.4111 d3.loss_cls: 0.2270 d3.loss_bbox: 0.1725 d3.loss_iou: 0.4103 d4.loss_cls: 0.2211 d4.loss_bbox: 0.1730 d4.loss_iou: 0.4081 enc_loss_cls: 0.2855 enc_loss_bbox: 0.2065 enc_loss_iou: 0.4824 dn_loss_cls: 0.0413 dn_loss_bbox: 0.3080 dn_loss_iou: 0.3893 d0.dn_loss_cls: 0.0737 d0.dn_loss_bbox: 0.4379 d0.dn_loss_iou: 0.5263 d1.dn_loss_cls: 0.0505 d1.dn_loss_bbox: 0.3379 d1.dn_loss_iou: 0.4221 d2.dn_loss_cls: 0.0445 d2.dn_loss_bbox: 0.3146 d2.dn_loss_iou: 0.3973 d3.dn_loss_cls: 0.0414 d3.dn_loss_bbox: 0.3089 d3.dn_loss_iou: 0.3904 d4.dn_loss_cls: 0.0400 d4.dn_loss_bbox: 0.3081 d4.dn_loss_iou: 0.3892 2023/02/28 15:34:08 - mmengine - INFO - Epoch(train) [5][3250/7393] lr: 1.0000e-04 eta: 13:24:30 time: 0.8696 data_time: 0.0054 memory: 30461 grad_norm: 35.6839 loss: 9.9647 loss_cls: 0.2242 loss_bbox: 0.1521 loss_iou: 0.3583 d0.loss_cls: 0.2733 d0.loss_bbox: 0.1662 d0.loss_iou: 0.3846 d1.loss_cls: 0.2439 d1.loss_bbox: 0.1577 d1.loss_iou: 0.3743 d2.loss_cls: 0.2321 d2.loss_bbox: 0.1558 d2.loss_iou: 0.3614 d3.loss_cls: 0.2270 d3.loss_bbox: 0.1552 d3.loss_iou: 0.3599 d4.loss_cls: 0.2256 d4.loss_bbox: 0.1523 d4.loss_iou: 0.3591 enc_loss_cls: 0.2594 enc_loss_bbox: 0.1950 enc_loss_iou: 0.4353 dn_loss_cls: 0.0337 dn_loss_bbox: 0.2778 dn_loss_iou: 0.3751 d0.dn_loss_cls: 0.0655 d0.dn_loss_bbox: 0.4063 d0.dn_loss_iou: 0.5109 d1.dn_loss_cls: 0.0442 d1.dn_loss_bbox: 0.3071 d1.dn_loss_iou: 0.4066 d2.dn_loss_cls: 0.0388 d2.dn_loss_bbox: 0.2837 d2.dn_loss_iou: 0.3845 d3.dn_loss_cls: 0.0354 d3.dn_loss_bbox: 0.2785 d3.dn_loss_iou: 0.3767 d4.dn_loss_cls: 0.0337 d4.dn_loss_bbox: 0.2778 d4.dn_loss_iou: 0.3754 2023/02/28 15:34:52 - mmengine - INFO - Epoch(train) [5][3300/7393] lr: 1.0000e-04 eta: 13:23:47 time: 0.8665 data_time: 0.0054 memory: 32183 grad_norm: 40.6291 loss: 11.5680 loss_cls: 0.2565 loss_bbox: 0.1994 loss_iou: 0.4861 d0.loss_cls: 0.3318 d0.loss_bbox: 0.2022 d0.loss_iou: 0.5074 d1.loss_cls: 0.2900 d1.loss_bbox: 0.2032 d1.loss_iou: 0.4949 d2.loss_cls: 0.2691 d2.loss_bbox: 0.2027 d2.loss_iou: 0.4901 d3.loss_cls: 0.2610 d3.loss_bbox: 0.2005 d3.loss_iou: 0.4875 d4.loss_cls: 0.2583 d4.loss_bbox: 0.1995 d4.loss_iou: 0.4864 enc_loss_cls: 0.3185 enc_loss_bbox: 0.2424 enc_loss_iou: 0.5747 dn_loss_cls: 0.0373 dn_loss_bbox: 0.2705 dn_loss_iou: 0.3969 d0.dn_loss_cls: 0.0685 d0.dn_loss_bbox: 0.3890 d0.dn_loss_iou: 0.5317 d1.dn_loss_cls: 0.0459 d1.dn_loss_bbox: 0.3034 d1.dn_loss_iou: 0.4298 d2.dn_loss_cls: 0.0404 d2.dn_loss_bbox: 0.2758 d2.dn_loss_iou: 0.4046 d3.dn_loss_cls: 0.0378 d3.dn_loss_bbox: 0.2710 d3.dn_loss_iou: 0.3985 d4.dn_loss_cls: 0.0370 d4.dn_loss_bbox: 0.2705 d4.dn_loss_iou: 0.3971 2023/02/28 15:35:35 - mmengine - INFO - Epoch(train) [5][3350/7393] lr: 1.0000e-04 eta: 13:23:05 time: 0.8742 data_time: 0.0054 memory: 27554 grad_norm: 34.3193 loss: 11.9875 loss_cls: 0.2866 loss_bbox: 0.2029 loss_iou: 0.5097 d0.loss_cls: 0.3601 d0.loss_bbox: 0.2124 d0.loss_iou: 0.5314 d1.loss_cls: 0.3161 d1.loss_bbox: 0.2123 d1.loss_iou: 0.5214 d2.loss_cls: 0.3010 d2.loss_bbox: 0.2047 d2.loss_iou: 0.5116 d3.loss_cls: 0.2954 d3.loss_bbox: 0.2025 d3.loss_iou: 0.5101 d4.loss_cls: 0.2926 d4.loss_bbox: 0.2025 d4.loss_iou: 0.5088 enc_loss_cls: 0.3249 enc_loss_bbox: 0.2567 enc_loss_iou: 0.6089 dn_loss_cls: 0.0353 dn_loss_bbox: 0.2518 dn_loss_iou: 0.4208 d0.dn_loss_cls: 0.0667 d0.dn_loss_bbox: 0.3568 d0.dn_loss_iou: 0.5571 d1.dn_loss_cls: 0.0438 d1.dn_loss_bbox: 0.2814 d1.dn_loss_iou: 0.4542 d2.dn_loss_cls: 0.0379 d2.dn_loss_bbox: 0.2589 d2.dn_loss_iou: 0.4293 d3.dn_loss_cls: 0.0362 d3.dn_loss_bbox: 0.2531 d3.dn_loss_iou: 0.4229 d4.dn_loss_cls: 0.0353 d4.dn_loss_bbox: 0.2519 d4.dn_loss_iou: 0.4211 2023/02/28 15:36:19 - mmengine - INFO - Epoch(train) [5][3400/7393] lr: 1.0000e-04 eta: 13:22:22 time: 0.8652 data_time: 0.0053 memory: 27184 grad_norm: 39.1718 loss: 10.3790 loss_cls: 0.2224 loss_bbox: 0.1603 loss_iou: 0.3973 d0.loss_cls: 0.2955 d0.loss_bbox: 0.1721 d0.loss_iou: 0.4213 d1.loss_cls: 0.2512 d1.loss_bbox: 0.1657 d1.loss_iou: 0.4006 d2.loss_cls: 0.2311 d2.loss_bbox: 0.1611 d2.loss_iou: 0.4009 d3.loss_cls: 0.2292 d3.loss_bbox: 0.1578 d3.loss_iou: 0.3949 d4.loss_cls: 0.2245 d4.loss_bbox: 0.1608 d4.loss_iou: 0.3971 enc_loss_cls: 0.2846 enc_loss_bbox: 0.2024 enc_loss_iou: 0.4691 dn_loss_cls: 0.0429 dn_loss_bbox: 0.2621 dn_loss_iou: 0.3911 d0.dn_loss_cls: 0.0762 d0.dn_loss_bbox: 0.3825 d0.dn_loss_iou: 0.5362 d1.dn_loss_cls: 0.0527 d1.dn_loss_bbox: 0.2927 d1.dn_loss_iou: 0.4284 d2.dn_loss_cls: 0.0451 d2.dn_loss_bbox: 0.2701 d2.dn_loss_iou: 0.4023 d3.dn_loss_cls: 0.0429 d3.dn_loss_bbox: 0.2635 d3.dn_loss_iou: 0.3941 d4.dn_loss_cls: 0.0424 d4.dn_loss_bbox: 0.2623 d4.dn_loss_iou: 0.3917 2023/02/28 15:36:43 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 15:37:02 - mmengine - INFO - Epoch(train) [5][3450/7393] lr: 1.0000e-04 eta: 13:21:39 time: 0.8669 data_time: 0.0053 memory: 27279 grad_norm: 33.8619 loss: 9.8455 loss_cls: 0.1991 loss_bbox: 0.1688 loss_iou: 0.3663 d0.loss_cls: 0.2706 d0.loss_bbox: 0.1710 d0.loss_iou: 0.3872 d1.loss_cls: 0.2345 d1.loss_bbox: 0.1651 d1.loss_iou: 0.3727 d2.loss_cls: 0.2181 d2.loss_bbox: 0.1655 d2.loss_iou: 0.3695 d3.loss_cls: 0.2073 d3.loss_bbox: 0.1634 d3.loss_iou: 0.3667 d4.loss_cls: 0.2023 d4.loss_bbox: 0.1662 d4.loss_iou: 0.3647 enc_loss_cls: 0.2583 enc_loss_bbox: 0.2168 enc_loss_iou: 0.4503 dn_loss_cls: 0.0344 dn_loss_bbox: 0.2530 dn_loss_iou: 0.3624 d0.dn_loss_cls: 0.0671 d0.dn_loss_bbox: 0.4042 d0.dn_loss_iou: 0.5162 d1.dn_loss_cls: 0.0460 d1.dn_loss_bbox: 0.2924 d1.dn_loss_iou: 0.4028 d2.dn_loss_cls: 0.0388 d2.dn_loss_bbox: 0.2633 d2.dn_loss_iou: 0.3743 d3.dn_loss_cls: 0.0366 d3.dn_loss_bbox: 0.2542 d3.dn_loss_iou: 0.3649 d4.dn_loss_cls: 0.0349 d4.dn_loss_bbox: 0.2532 d4.dn_loss_iou: 0.3627 2023/02/28 15:37:44 - mmengine - INFO - Epoch(train) [5][3500/7393] lr: 1.0000e-04 eta: 13:20:55 time: 0.8518 data_time: 0.0052 memory: 27184 grad_norm: 30.4356 loss: 10.6453 loss_cls: 0.2286 loss_bbox: 0.1549 loss_iou: 0.3652 d0.loss_cls: 0.2853 d0.loss_bbox: 0.1591 d0.loss_iou: 0.3764 d1.loss_cls: 0.2463 d1.loss_bbox: 0.1613 d1.loss_iou: 0.3724 d2.loss_cls: 0.2341 d2.loss_bbox: 0.1556 d2.loss_iou: 0.3680 d3.loss_cls: 0.2314 d3.loss_bbox: 0.1558 d3.loss_iou: 0.3679 d4.loss_cls: 0.2268 d4.loss_bbox: 0.1568 d4.loss_iou: 0.3683 enc_loss_cls: 0.2676 enc_loss_bbox: 0.1966 enc_loss_iou: 0.4344 dn_loss_cls: 0.0414 dn_loss_bbox: 0.3276 dn_loss_iou: 0.4212 d0.dn_loss_cls: 0.0762 d0.dn_loss_bbox: 0.4508 d0.dn_loss_iou: 0.5611 d1.dn_loss_cls: 0.0511 d1.dn_loss_bbox: 0.3573 d1.dn_loss_iou: 0.4554 d2.dn_loss_cls: 0.0443 d2.dn_loss_bbox: 0.3325 d2.dn_loss_iou: 0.4293 d3.dn_loss_cls: 0.0421 d3.dn_loss_bbox: 0.3282 d3.dn_loss_iou: 0.4233 d4.dn_loss_cls: 0.0412 d4.dn_loss_bbox: 0.3277 d4.dn_loss_iou: 0.4217 2023/02/28 15:38:28 - mmengine - INFO - Epoch(train) [5][3550/7393] lr: 1.0000e-04 eta: 13:20:12 time: 0.8703 data_time: 0.0055 memory: 30188 grad_norm: 34.7676 loss: 9.7583 loss_cls: 0.2020 loss_bbox: 0.1576 loss_iou: 0.3704 d0.loss_cls: 0.2696 d0.loss_bbox: 0.1617 d0.loss_iou: 0.3958 d1.loss_cls: 0.2315 d1.loss_bbox: 0.1594 d1.loss_iou: 0.3799 d2.loss_cls: 0.2135 d2.loss_bbox: 0.1582 d2.loss_iou: 0.3715 d3.loss_cls: 0.2091 d3.loss_bbox: 0.1553 d3.loss_iou: 0.3691 d4.loss_cls: 0.2022 d4.loss_bbox: 0.1579 d4.loss_iou: 0.3700 enc_loss_cls: 0.2566 enc_loss_bbox: 0.2019 enc_loss_iou: 0.4639 dn_loss_cls: 0.0336 dn_loss_bbox: 0.2621 dn_loss_iou: 0.3472 d0.dn_loss_cls: 0.0666 d0.dn_loss_bbox: 0.4035 d0.dn_loss_iou: 0.4968 d1.dn_loss_cls: 0.0430 d1.dn_loss_bbox: 0.3004 d1.dn_loss_iou: 0.3868 d2.dn_loss_cls: 0.0364 d2.dn_loss_bbox: 0.2728 d2.dn_loss_iou: 0.3598 d3.dn_loss_cls: 0.0349 d3.dn_loss_bbox: 0.2645 d3.dn_loss_iou: 0.3501 d4.dn_loss_cls: 0.0333 d4.dn_loss_bbox: 0.2622 d4.dn_loss_iou: 0.3473 2023/02/28 15:39:10 - mmengine - INFO - Epoch(train) [5][3600/7393] lr: 1.0000e-04 eta: 13:19:27 time: 0.8380 data_time: 0.0052 memory: 26767 grad_norm: 36.1968 loss: 10.3089 loss_cls: 0.2013 loss_bbox: 0.1629 loss_iou: 0.3929 d0.loss_cls: 0.2655 d0.loss_bbox: 0.1602 d0.loss_iou: 0.4040 d1.loss_cls: 0.2264 d1.loss_bbox: 0.1615 d1.loss_iou: 0.3920 d2.loss_cls: 0.2109 d2.loss_bbox: 0.1641 d2.loss_iou: 0.3958 d3.loss_cls: 0.2073 d3.loss_bbox: 0.1599 d3.loss_iou: 0.3894 d4.loss_cls: 0.2021 d4.loss_bbox: 0.1632 d4.loss_iou: 0.3924 enc_loss_cls: 0.2500 enc_loss_bbox: 0.1983 enc_loss_iou: 0.4582 dn_loss_cls: 0.0362 dn_loss_bbox: 0.3020 dn_loss_iou: 0.3808 d0.dn_loss_cls: 0.0720 d0.dn_loss_bbox: 0.4453 d0.dn_loss_iou: 0.5254 d1.dn_loss_cls: 0.0496 d1.dn_loss_bbox: 0.3371 d1.dn_loss_iou: 0.4146 d2.dn_loss_cls: 0.0410 d2.dn_loss_bbox: 0.3113 d2.dn_loss_iou: 0.3909 d3.dn_loss_cls: 0.0378 d3.dn_loss_bbox: 0.3040 d3.dn_loss_iou: 0.3826 d4.dn_loss_cls: 0.0363 d4.dn_loss_bbox: 0.3023 d4.dn_loss_iou: 0.3812 2023/02/28 15:39:54 - mmengine - INFO - Epoch(train) [5][3650/7393] lr: 1.0000e-04 eta: 13:18:45 time: 0.8796 data_time: 0.0052 memory: 29307 grad_norm: 32.7222 loss: 9.7356 loss_cls: 0.1987 loss_bbox: 0.1408 loss_iou: 0.3210 d0.loss_cls: 0.2448 d0.loss_bbox: 0.1537 d0.loss_iou: 0.3402 d1.loss_cls: 0.2094 d1.loss_bbox: 0.1492 d1.loss_iou: 0.3392 d2.loss_cls: 0.2023 d2.loss_bbox: 0.1450 d2.loss_iou: 0.3291 d3.loss_cls: 0.1980 d3.loss_bbox: 0.1437 d3.loss_iou: 0.3250 d4.loss_cls: 0.1974 d4.loss_bbox: 0.1421 d4.loss_iou: 0.3234 enc_loss_cls: 0.2322 enc_loss_bbox: 0.1881 enc_loss_iou: 0.3913 dn_loss_cls: 0.0329 dn_loss_bbox: 0.3113 dn_loss_iou: 0.3906 d0.dn_loss_cls: 0.0671 d0.dn_loss_bbox: 0.4527 d0.dn_loss_iou: 0.5336 d1.dn_loss_cls: 0.0434 d1.dn_loss_bbox: 0.3391 d1.dn_loss_iou: 0.4233 d2.dn_loss_cls: 0.0365 d2.dn_loss_bbox: 0.3171 d2.dn_loss_iou: 0.3995 d3.dn_loss_cls: 0.0345 d3.dn_loss_bbox: 0.3119 d3.dn_loss_iou: 0.3927 d4.dn_loss_cls: 0.0327 d4.dn_loss_bbox: 0.3116 d4.dn_loss_iou: 0.3908 2023/02/28 15:40:37 - mmengine - INFO - Epoch(train) [5][3700/7393] lr: 1.0000e-04 eta: 13:18:02 time: 0.8663 data_time: 0.0052 memory: 28179 grad_norm: 34.1990 loss: 9.6908 loss_cls: 0.2140 loss_bbox: 0.1403 loss_iou: 0.3175 d0.loss_cls: 0.2725 d0.loss_bbox: 0.1500 d0.loss_iou: 0.3262 d1.loss_cls: 0.2394 d1.loss_bbox: 0.1462 d1.loss_iou: 0.3207 d2.loss_cls: 0.2202 d2.loss_bbox: 0.1429 d2.loss_iou: 0.3192 d3.loss_cls: 0.2139 d3.loss_bbox: 0.1439 d3.loss_iou: 0.3202 d4.loss_cls: 0.2144 d4.loss_bbox: 0.1409 d4.loss_iou: 0.3178 enc_loss_cls: 0.2659 enc_loss_bbox: 0.1817 enc_loss_iou: 0.3797 dn_loss_cls: 0.0428 dn_loss_bbox: 0.2935 dn_loss_iou: 0.3816 d0.dn_loss_cls: 0.0734 d0.dn_loss_bbox: 0.4200 d0.dn_loss_iou: 0.5158 d1.dn_loss_cls: 0.0513 d1.dn_loss_bbox: 0.3300 d1.dn_loss_iou: 0.4170 d2.dn_loss_cls: 0.0450 d2.dn_loss_bbox: 0.3026 d2.dn_loss_iou: 0.3922 d3.dn_loss_cls: 0.0428 d3.dn_loss_bbox: 0.2946 d3.dn_loss_iou: 0.3838 d4.dn_loss_cls: 0.0415 d4.dn_loss_bbox: 0.2937 d4.dn_loss_iou: 0.3819 2023/02/28 15:41:21 - mmengine - INFO - Epoch(train) [5][3750/7393] lr: 1.0000e-04 eta: 13:17:19 time: 0.8714 data_time: 0.0053 memory: 29182 grad_norm: 35.2542 loss: 9.7505 loss_cls: 0.2087 loss_bbox: 0.1472 loss_iou: 0.3491 d0.loss_cls: 0.2659 d0.loss_bbox: 0.1533 d0.loss_iou: 0.3602 d1.loss_cls: 0.2252 d1.loss_bbox: 0.1560 d1.loss_iou: 0.3565 d2.loss_cls: 0.2187 d2.loss_bbox: 0.1485 d2.loss_iou: 0.3495 d3.loss_cls: 0.2110 d3.loss_bbox: 0.1487 d3.loss_iou: 0.3481 d4.loss_cls: 0.2107 d4.loss_bbox: 0.1464 d4.loss_iou: 0.3476 enc_loss_cls: 0.2513 enc_loss_bbox: 0.1888 enc_loss_iou: 0.4158 dn_loss_cls: 0.0312 dn_loss_bbox: 0.2703 dn_loss_iou: 0.3895 d0.dn_loss_cls: 0.0677 d0.dn_loss_bbox: 0.3973 d0.dn_loss_iou: 0.5251 d1.dn_loss_cls: 0.0424 d1.dn_loss_bbox: 0.3024 d1.dn_loss_iou: 0.4216 d2.dn_loss_cls: 0.0351 d2.dn_loss_bbox: 0.2757 d2.dn_loss_iou: 0.3975 d3.dn_loss_cls: 0.0329 d3.dn_loss_bbox: 0.2720 d3.dn_loss_iou: 0.3915 d4.dn_loss_cls: 0.0312 d4.dn_loss_bbox: 0.2705 d4.dn_loss_iou: 0.3897 2023/02/28 15:42:03 - mmengine - INFO - Epoch(train) [5][3800/7393] lr: 1.0000e-04 eta: 13:16:35 time: 0.8535 data_time: 0.0053 memory: 34684 grad_norm: 34.9243 loss: 9.5111 loss_cls: 0.2130 loss_bbox: 0.1576 loss_iou: 0.3629 d0.loss_cls: 0.2744 d0.loss_bbox: 0.1612 d0.loss_iou: 0.3881 d1.loss_cls: 0.2366 d1.loss_bbox: 0.1562 d1.loss_iou: 0.3716 d2.loss_cls: 0.2179 d2.loss_bbox: 0.1589 d2.loss_iou: 0.3706 d3.loss_cls: 0.2134 d3.loss_bbox: 0.1588 d3.loss_iou: 0.3646 d4.loss_cls: 0.2097 d4.loss_bbox: 0.1606 d4.loss_iou: 0.3657 enc_loss_cls: 0.2611 enc_loss_bbox: 0.2003 enc_loss_iou: 0.4388 dn_loss_cls: 0.0277 dn_loss_bbox: 0.2377 dn_loss_iou: 0.3434 d0.dn_loss_cls: 0.0602 d0.dn_loss_bbox: 0.3704 d0.dn_loss_iou: 0.4934 d1.dn_loss_cls: 0.0386 d1.dn_loss_bbox: 0.2684 d1.dn_loss_iou: 0.3773 d2.dn_loss_cls: 0.0320 d2.dn_loss_bbox: 0.2436 d2.dn_loss_iou: 0.3531 d3.dn_loss_cls: 0.0297 d3.dn_loss_bbox: 0.2388 d3.dn_loss_iou: 0.3450 d4.dn_loss_cls: 0.0284 d4.dn_loss_bbox: 0.2379 d4.dn_loss_iou: 0.3434 2023/02/28 15:42:47 - mmengine - INFO - Epoch(train) [5][3850/7393] lr: 1.0000e-04 eta: 13:15:53 time: 0.8734 data_time: 0.0052 memory: 28291 grad_norm: 36.6201 loss: 9.5172 loss_cls: 0.2064 loss_bbox: 0.1489 loss_iou: 0.3303 d0.loss_cls: 0.2620 d0.loss_bbox: 0.1583 d0.loss_iou: 0.3535 d1.loss_cls: 0.2287 d1.loss_bbox: 0.1560 d1.loss_iou: 0.3411 d2.loss_cls: 0.2159 d2.loss_bbox: 0.1524 d2.loss_iou: 0.3348 d3.loss_cls: 0.2087 d3.loss_bbox: 0.1507 d3.loss_iou: 0.3336 d4.loss_cls: 0.2075 d4.loss_bbox: 0.1475 d4.loss_iou: 0.3305 enc_loss_cls: 0.2552 enc_loss_bbox: 0.1920 enc_loss_iou: 0.4004 dn_loss_cls: 0.0394 dn_loss_bbox: 0.2753 dn_loss_iou: 0.3585 d0.dn_loss_cls: 0.0741 d0.dn_loss_bbox: 0.3862 d0.dn_loss_iou: 0.4916 d1.dn_loss_cls: 0.0490 d1.dn_loss_bbox: 0.2979 d1.dn_loss_iou: 0.3887 d2.dn_loss_cls: 0.0425 d2.dn_loss_bbox: 0.2813 d2.dn_loss_iou: 0.3680 d3.dn_loss_cls: 0.0407 d3.dn_loss_bbox: 0.2762 d3.dn_loss_iou: 0.3601 d4.dn_loss_cls: 0.0394 d4.dn_loss_bbox: 0.2751 d4.dn_loss_iou: 0.3585 2023/02/28 15:43:31 - mmengine - INFO - Epoch(train) [5][3900/7393] lr: 1.0000e-04 eta: 13:15:10 time: 0.8695 data_time: 0.0054 memory: 26735 grad_norm: 33.1575 loss: 11.2097 loss_cls: 0.2558 loss_bbox: 0.1765 loss_iou: 0.4554 d0.loss_cls: 0.3350 d0.loss_bbox: 0.1895 d0.loss_iou: 0.4875 d1.loss_cls: 0.2803 d1.loss_bbox: 0.1824 d1.loss_iou: 0.4689 d2.loss_cls: 0.2684 d2.loss_bbox: 0.1763 d2.loss_iou: 0.4573 d3.loss_cls: 0.2588 d3.loss_bbox: 0.1777 d3.loss_iou: 0.4560 d4.loss_cls: 0.2562 d4.loss_bbox: 0.1769 d4.loss_iou: 0.4551 enc_loss_cls: 0.3189 enc_loss_bbox: 0.2224 enc_loss_iou: 0.5410 dn_loss_cls: 0.0392 dn_loss_bbox: 0.2728 dn_loss_iou: 0.3942 d0.dn_loss_cls: 0.0706 d0.dn_loss_bbox: 0.3821 d0.dn_loss_iou: 0.5354 d1.dn_loss_cls: 0.0497 d1.dn_loss_bbox: 0.2976 d1.dn_loss_iou: 0.4309 d2.dn_loss_cls: 0.0430 d2.dn_loss_bbox: 0.2775 d2.dn_loss_iou: 0.4045 d3.dn_loss_cls: 0.0400 d3.dn_loss_bbox: 0.2738 d3.dn_loss_iou: 0.3964 d4.dn_loss_cls: 0.0386 d4.dn_loss_bbox: 0.2729 d4.dn_loss_iou: 0.3944 2023/02/28 15:44:14 - mmengine - INFO - Epoch(train) [5][3950/7393] lr: 1.0000e-04 eta: 13:14:27 time: 0.8637 data_time: 0.0053 memory: 29017 grad_norm: 33.5251 loss: 10.8782 loss_cls: 0.2449 loss_bbox: 0.1723 loss_iou: 0.4234 d0.loss_cls: 0.3231 d0.loss_bbox: 0.1722 d0.loss_iou: 0.4467 d1.loss_cls: 0.2809 d1.loss_bbox: 0.1710 d1.loss_iou: 0.4285 d2.loss_cls: 0.2615 d2.loss_bbox: 0.1695 d2.loss_iou: 0.4217 d3.loss_cls: 0.2494 d3.loss_bbox: 0.1718 d3.loss_iou: 0.4227 d4.loss_cls: 0.2467 d4.loss_bbox: 0.1713 d4.loss_iou: 0.4203 enc_loss_cls: 0.3123 enc_loss_bbox: 0.2189 enc_loss_iou: 0.5088 dn_loss_cls: 0.0393 dn_loss_bbox: 0.2784 dn_loss_iou: 0.3955 d0.dn_loss_cls: 0.0712 d0.dn_loss_bbox: 0.3872 d0.dn_loss_iou: 0.5228 d1.dn_loss_cls: 0.0488 d1.dn_loss_bbox: 0.3052 d1.dn_loss_iou: 0.4279 d2.dn_loss_cls: 0.0429 d2.dn_loss_bbox: 0.2842 d2.dn_loss_iou: 0.4054 d3.dn_loss_cls: 0.0412 d3.dn_loss_bbox: 0.2790 d3.dn_loss_iou: 0.3977 d4.dn_loss_cls: 0.0392 d4.dn_loss_bbox: 0.2785 d4.dn_loss_iou: 0.3957 2023/02/28 15:44:58 - mmengine - INFO - Epoch(train) [5][4000/7393] lr: 1.0000e-04 eta: 13:13:46 time: 0.8847 data_time: 0.0053 memory: 29902 grad_norm: 32.7939 loss: 9.7644 loss_cls: 0.2154 loss_bbox: 0.1623 loss_iou: 0.3578 d0.loss_cls: 0.2878 d0.loss_bbox: 0.1693 d0.loss_iou: 0.3832 d1.loss_cls: 0.2422 d1.loss_bbox: 0.1696 d1.loss_iou: 0.3780 d2.loss_cls: 0.2324 d2.loss_bbox: 0.1604 d2.loss_iou: 0.3593 d3.loss_cls: 0.2216 d3.loss_bbox: 0.1618 d3.loss_iou: 0.3591 d4.loss_cls: 0.2159 d4.loss_bbox: 0.1632 d4.loss_iou: 0.3579 enc_loss_cls: 0.2760 enc_loss_bbox: 0.1937 enc_loss_iou: 0.4262 dn_loss_cls: 0.0299 dn_loss_bbox: 0.2506 dn_loss_iou: 0.3666 d0.dn_loss_cls: 0.0642 d0.dn_loss_bbox: 0.3708 d0.dn_loss_iou: 0.5036 d1.dn_loss_cls: 0.0407 d1.dn_loss_bbox: 0.2784 d1.dn_loss_iou: 0.3985 d2.dn_loss_cls: 0.0334 d2.dn_loss_bbox: 0.2577 d2.dn_loss_iou: 0.3767 d3.dn_loss_cls: 0.0312 d3.dn_loss_bbox: 0.2521 d3.dn_loss_iou: 0.3688 d4.dn_loss_cls: 0.0300 d4.dn_loss_bbox: 0.2509 d4.dn_loss_iou: 0.3671 2023/02/28 15:45:41 - mmengine - INFO - Epoch(train) [5][4050/7393] lr: 1.0000e-04 eta: 13:13:03 time: 0.8661 data_time: 0.0052 memory: 24866 grad_norm: 33.9173 loss: 11.0983 loss_cls: 0.2406 loss_bbox: 0.1885 loss_iou: 0.4146 d0.loss_cls: 0.3142 d0.loss_bbox: 0.1923 d0.loss_iou: 0.4334 d1.loss_cls: 0.2759 d1.loss_bbox: 0.1844 d1.loss_iou: 0.4165 d2.loss_cls: 0.2552 d2.loss_bbox: 0.1848 d2.loss_iou: 0.4142 d3.loss_cls: 0.2451 d3.loss_bbox: 0.1876 d3.loss_iou: 0.4155 d4.loss_cls: 0.2407 d4.loss_bbox: 0.1897 d4.loss_iou: 0.4150 enc_loss_cls: 0.3055 enc_loss_bbox: 0.2320 enc_loss_iou: 0.4942 dn_loss_cls: 0.0329 dn_loss_bbox: 0.3199 dn_loss_iou: 0.3929 d0.dn_loss_cls: 0.0641 d0.dn_loss_bbox: 0.4390 d0.dn_loss_iou: 0.5256 d1.dn_loss_cls: 0.0423 d1.dn_loss_bbox: 0.3497 d1.dn_loss_iou: 0.4265 d2.dn_loss_cls: 0.0367 d2.dn_loss_bbox: 0.3275 d2.dn_loss_iou: 0.4030 d3.dn_loss_cls: 0.0350 d3.dn_loss_bbox: 0.3214 d3.dn_loss_iou: 0.3952 d4.dn_loss_cls: 0.0334 d4.dn_loss_bbox: 0.3200 d4.dn_loss_iou: 0.3931 2023/02/28 15:46:24 - mmengine - INFO - Epoch(train) [5][4100/7393] lr: 1.0000e-04 eta: 13:12:19 time: 0.8512 data_time: 0.0052 memory: 27279 grad_norm: 39.5502 loss: 10.9459 loss_cls: 0.2483 loss_bbox: 0.1880 loss_iou: 0.3911 d0.loss_cls: 0.3104 d0.loss_bbox: 0.1998 d0.loss_iou: 0.4139 d1.loss_cls: 0.2705 d1.loss_bbox: 0.2022 d1.loss_iou: 0.4002 d2.loss_cls: 0.2580 d2.loss_bbox: 0.1909 d2.loss_iou: 0.3925 d3.loss_cls: 0.2578 d3.loss_bbox: 0.1838 d3.loss_iou: 0.3852 d4.loss_cls: 0.2493 d4.loss_bbox: 0.1878 d4.loss_iou: 0.3904 enc_loss_cls: 0.3089 enc_loss_bbox: 0.2339 enc_loss_iou: 0.4590 dn_loss_cls: 0.0371 dn_loss_bbox: 0.3025 dn_loss_iou: 0.3994 d0.dn_loss_cls: 0.0691 d0.dn_loss_bbox: 0.4272 d0.dn_loss_iou: 0.5313 d1.dn_loss_cls: 0.0482 d1.dn_loss_bbox: 0.3352 d1.dn_loss_iou: 0.4328 d2.dn_loss_cls: 0.0415 d2.dn_loss_bbox: 0.3091 d2.dn_loss_iou: 0.4076 d3.dn_loss_cls: 0.0383 d3.dn_loss_bbox: 0.3039 d3.dn_loss_iou: 0.4010 d4.dn_loss_cls: 0.0375 d4.dn_loss_bbox: 0.3026 d4.dn_loss_iou: 0.3997 2023/02/28 15:47:08 - mmengine - INFO - Epoch(train) [5][4150/7393] lr: 1.0000e-04 eta: 13:11:37 time: 0.8792 data_time: 0.0055 memory: 31857 grad_norm: 34.4927 loss: 11.4123 loss_cls: 0.2762 loss_bbox: 0.1914 loss_iou: 0.4563 d0.loss_cls: 0.3545 d0.loss_bbox: 0.2051 d0.loss_iou: 0.4859 d1.loss_cls: 0.3100 d1.loss_bbox: 0.1961 d1.loss_iou: 0.4709 d2.loss_cls: 0.2863 d2.loss_bbox: 0.1900 d2.loss_iou: 0.4636 d3.loss_cls: 0.2843 d3.loss_bbox: 0.1867 d3.loss_iou: 0.4521 d4.loss_cls: 0.2793 d4.loss_bbox: 0.1885 d4.loss_iou: 0.4538 enc_loss_cls: 0.3377 enc_loss_bbox: 0.2443 enc_loss_iou: 0.5456 dn_loss_cls: 0.0404 dn_loss_bbox: 0.2666 dn_loss_iou: 0.3784 d0.dn_loss_cls: 0.0711 d0.dn_loss_bbox: 0.4129 d0.dn_loss_iou: 0.5305 d1.dn_loss_cls: 0.0496 d1.dn_loss_bbox: 0.3047 d1.dn_loss_iou: 0.4167 d2.dn_loss_cls: 0.0435 d2.dn_loss_bbox: 0.2744 d2.dn_loss_iou: 0.3890 d3.dn_loss_cls: 0.0412 d3.dn_loss_bbox: 0.2683 d3.dn_loss_iou: 0.3807 d4.dn_loss_cls: 0.0405 d4.dn_loss_bbox: 0.2665 d4.dn_loss_iou: 0.3788 2023/02/28 15:47:51 - mmengine - INFO - Epoch(train) [5][4200/7393] lr: 1.0000e-04 eta: 13:10:54 time: 0.8669 data_time: 0.0049 memory: 28585 grad_norm: 33.0347 loss: 9.3002 loss_cls: 0.1777 loss_bbox: 0.1344 loss_iou: 0.3169 d0.loss_cls: 0.2237 d0.loss_bbox: 0.1429 d0.loss_iou: 0.3313 d1.loss_cls: 0.1966 d1.loss_bbox: 0.1380 d1.loss_iou: 0.3243 d2.loss_cls: 0.1917 d2.loss_bbox: 0.1336 d2.loss_iou: 0.3121 d3.loss_cls: 0.1807 d3.loss_bbox: 0.1328 d3.loss_iou: 0.3170 d4.loss_cls: 0.1782 d4.loss_bbox: 0.1338 d4.loss_iou: 0.3169 enc_loss_cls: 0.2186 enc_loss_bbox: 0.1747 enc_loss_iou: 0.3758 dn_loss_cls: 0.0319 dn_loss_bbox: 0.3017 dn_loss_iou: 0.3755 d0.dn_loss_cls: 0.0669 d0.dn_loss_bbox: 0.4304 d0.dn_loss_iou: 0.5060 d1.dn_loss_cls: 0.0412 d1.dn_loss_bbox: 0.3316 d1.dn_loss_iou: 0.4069 d2.dn_loss_cls: 0.0355 d2.dn_loss_bbox: 0.3106 d2.dn_loss_iou: 0.3847 d3.dn_loss_cls: 0.0335 d3.dn_loss_bbox: 0.3037 d3.dn_loss_iou: 0.3778 d4.dn_loss_cls: 0.0323 d4.dn_loss_bbox: 0.3022 d4.dn_loss_iou: 0.3758 2023/02/28 15:48:35 - mmengine - INFO - Epoch(train) [5][4250/7393] lr: 1.0000e-04 eta: 13:10:12 time: 0.8799 data_time: 0.0051 memory: 27184 grad_norm: 34.2176 loss: 10.5353 loss_cls: 0.2296 loss_bbox: 0.1753 loss_iou: 0.3915 d0.loss_cls: 0.2977 d0.loss_bbox: 0.1790 d0.loss_iou: 0.4097 d1.loss_cls: 0.2583 d1.loss_bbox: 0.1770 d1.loss_iou: 0.3949 d2.loss_cls: 0.2410 d2.loss_bbox: 0.1737 d2.loss_iou: 0.3924 d3.loss_cls: 0.2317 d3.loss_bbox: 0.1738 d3.loss_iou: 0.3927 d4.loss_cls: 0.2286 d4.loss_bbox: 0.1745 d4.loss_iou: 0.3907 enc_loss_cls: 0.2831 enc_loss_bbox: 0.2121 enc_loss_iou: 0.4608 dn_loss_cls: 0.0353 dn_loss_bbox: 0.2899 dn_loss_iou: 0.3874 d0.dn_loss_cls: 0.0681 d0.dn_loss_bbox: 0.4135 d0.dn_loss_iou: 0.5202 d1.dn_loss_cls: 0.0460 d1.dn_loss_bbox: 0.3206 d1.dn_loss_iou: 0.4221 d2.dn_loss_cls: 0.0377 d2.dn_loss_bbox: 0.2991 d2.dn_loss_iou: 0.3980 d3.dn_loss_cls: 0.0362 d3.dn_loss_bbox: 0.2915 d3.dn_loss_iou: 0.3893 d4.dn_loss_cls: 0.0348 d4.dn_loss_bbox: 0.2900 d4.dn_loss_iou: 0.3877 2023/02/28 15:49:18 - mmengine - INFO - Epoch(train) [5][4300/7393] lr: 1.0000e-04 eta: 13:09:28 time: 0.8619 data_time: 0.0048 memory: 27258 grad_norm: 33.1701 loss: 10.4524 loss_cls: 0.2165 loss_bbox: 0.1784 loss_iou: 0.3657 d0.loss_cls: 0.2865 d0.loss_bbox: 0.1869 d0.loss_iou: 0.3871 d1.loss_cls: 0.2435 d1.loss_bbox: 0.1817 d1.loss_iou: 0.3733 d2.loss_cls: 0.2260 d2.loss_bbox: 0.1802 d2.loss_iou: 0.3691 d3.loss_cls: 0.2200 d3.loss_bbox: 0.1798 d3.loss_iou: 0.3675 d4.loss_cls: 0.2162 d4.loss_bbox: 0.1782 d4.loss_iou: 0.3668 enc_loss_cls: 0.2753 enc_loss_bbox: 0.2152 enc_loss_iou: 0.4443 dn_loss_cls: 0.0371 dn_loss_bbox: 0.3040 dn_loss_iou: 0.3855 d0.dn_loss_cls: 0.0739 d0.dn_loss_bbox: 0.4365 d0.dn_loss_iou: 0.5350 d1.dn_loss_cls: 0.0492 d1.dn_loss_bbox: 0.3369 d1.dn_loss_iou: 0.4238 d2.dn_loss_cls: 0.0411 d2.dn_loss_bbox: 0.3135 d2.dn_loss_iou: 0.3961 d3.dn_loss_cls: 0.0390 d3.dn_loss_bbox: 0.3067 d3.dn_loss_iou: 0.3886 d4.dn_loss_cls: 0.0368 d4.dn_loss_bbox: 0.3043 d4.dn_loss_iou: 0.3860 2023/02/28 15:50:02 - mmengine - INFO - Epoch(train) [5][4350/7393] lr: 1.0000e-04 eta: 13:08:46 time: 0.8663 data_time: 0.0048 memory: 26735 grad_norm: 32.9602 loss: 10.3566 loss_cls: 0.2576 loss_bbox: 0.1729 loss_iou: 0.4271 d0.loss_cls: 0.3276 d0.loss_bbox: 0.1831 d0.loss_iou: 0.4617 d1.loss_cls: 0.2803 d1.loss_bbox: 0.1793 d1.loss_iou: 0.4354 d2.loss_cls: 0.2669 d2.loss_bbox: 0.1747 d2.loss_iou: 0.4317 d3.loss_cls: 0.2600 d3.loss_bbox: 0.1746 d3.loss_iou: 0.4314 d4.loss_cls: 0.2576 d4.loss_bbox: 0.1725 d4.loss_iou: 0.4282 enc_loss_cls: 0.2997 enc_loss_bbox: 0.2318 enc_loss_iou: 0.5353 dn_loss_cls: 0.0329 dn_loss_bbox: 0.2220 dn_loss_iou: 0.3414 d0.dn_loss_cls: 0.0651 d0.dn_loss_bbox: 0.3466 d0.dn_loss_iou: 0.4744 d1.dn_loss_cls: 0.0417 d1.dn_loss_bbox: 0.2559 d1.dn_loss_iou: 0.3738 d2.dn_loss_cls: 0.0357 d2.dn_loss_bbox: 0.2296 d2.dn_loss_iou: 0.3505 d3.dn_loss_cls: 0.0343 d3.dn_loss_bbox: 0.2231 d3.dn_loss_iou: 0.3433 d4.dn_loss_cls: 0.0331 d4.dn_loss_bbox: 0.2223 d4.dn_loss_iou: 0.3417 2023/02/28 15:50:45 - mmengine - INFO - Epoch(train) [5][4400/7393] lr: 1.0000e-04 eta: 13:08:03 time: 0.8750 data_time: 0.0050 memory: 26632 grad_norm: 31.4047 loss: 9.5194 loss_cls: 0.2006 loss_bbox: 0.1566 loss_iou: 0.3231 d0.loss_cls: 0.2589 d0.loss_bbox: 0.1641 d0.loss_iou: 0.3400 d1.loss_cls: 0.2225 d1.loss_bbox: 0.1586 d1.loss_iou: 0.3264 d2.loss_cls: 0.2106 d2.loss_bbox: 0.1554 d2.loss_iou: 0.3225 d3.loss_cls: 0.2007 d3.loss_bbox: 0.1571 d3.loss_iou: 0.3249 d4.loss_cls: 0.1997 d4.loss_bbox: 0.1573 d4.loss_iou: 0.3226 enc_loss_cls: 0.2515 enc_loss_bbox: 0.1954 enc_loss_iou: 0.3825 dn_loss_cls: 0.0317 dn_loss_bbox: 0.2862 dn_loss_iou: 0.3611 d0.dn_loss_cls: 0.0648 d0.dn_loss_bbox: 0.4221 d0.dn_loss_iou: 0.5009 d1.dn_loss_cls: 0.0414 d1.dn_loss_bbox: 0.3197 d1.dn_loss_iou: 0.3938 d2.dn_loss_cls: 0.0356 d2.dn_loss_bbox: 0.2960 d2.dn_loss_iou: 0.3717 d3.dn_loss_cls: 0.0331 d3.dn_loss_bbox: 0.2881 d3.dn_loss_iou: 0.3629 d4.dn_loss_cls: 0.0318 d4.dn_loss_bbox: 0.2865 d4.dn_loss_iou: 0.3611 2023/02/28 15:51:10 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 15:51:29 - mmengine - INFO - Epoch(train) [5][4450/7393] lr: 1.0000e-04 eta: 13:07:20 time: 0.8654 data_time: 0.0049 memory: 27179 grad_norm: 31.3389 loss: 10.3808 loss_cls: 0.2102 loss_bbox: 0.1648 loss_iou: 0.3722 d0.loss_cls: 0.2740 d0.loss_bbox: 0.1739 d0.loss_iou: 0.3941 d1.loss_cls: 0.2376 d1.loss_bbox: 0.1694 d1.loss_iou: 0.3841 d2.loss_cls: 0.2199 d2.loss_bbox: 0.1666 d2.loss_iou: 0.3783 d3.loss_cls: 0.2120 d3.loss_bbox: 0.1659 d3.loss_iou: 0.3740 d4.loss_cls: 0.2100 d4.loss_bbox: 0.1655 d4.loss_iou: 0.3742 enc_loss_cls: 0.2650 enc_loss_bbox: 0.2003 enc_loss_iou: 0.4374 dn_loss_cls: 0.0417 dn_loss_bbox: 0.2822 dn_loss_iou: 0.4099 d0.dn_loss_cls: 0.0741 d0.dn_loss_bbox: 0.4334 d0.dn_loss_iou: 0.5512 d1.dn_loss_cls: 0.0510 d1.dn_loss_bbox: 0.3162 d1.dn_loss_iou: 0.4454 d2.dn_loss_cls: 0.0444 d2.dn_loss_bbox: 0.2895 d2.dn_loss_iou: 0.4203 d3.dn_loss_cls: 0.0421 d3.dn_loss_bbox: 0.2840 d3.dn_loss_iou: 0.4125 d4.dn_loss_cls: 0.0412 d4.dn_loss_bbox: 0.2821 d4.dn_loss_iou: 0.4101 2023/02/28 15:52:12 - mmengine - INFO - Epoch(train) [5][4500/7393] lr: 1.0000e-04 eta: 13:06:37 time: 0.8610 data_time: 0.0049 memory: 27689 grad_norm: 31.7883 loss: 10.7529 loss_cls: 0.2281 loss_bbox: 0.1498 loss_iou: 0.3811 d0.loss_cls: 0.2831 d0.loss_bbox: 0.1592 d0.loss_iou: 0.3967 d1.loss_cls: 0.2536 d1.loss_bbox: 0.1552 d1.loss_iou: 0.3808 d2.loss_cls: 0.2411 d2.loss_bbox: 0.1522 d2.loss_iou: 0.3819 d3.loss_cls: 0.2360 d3.loss_bbox: 0.1514 d3.loss_iou: 0.3811 d4.loss_cls: 0.2293 d4.loss_bbox: 0.1500 d4.loss_iou: 0.3798 enc_loss_cls: 0.2736 enc_loss_bbox: 0.1920 enc_loss_iou: 0.4420 dn_loss_cls: 0.0434 dn_loss_bbox: 0.3334 dn_loss_iou: 0.4123 d0.dn_loss_cls: 0.0759 d0.dn_loss_bbox: 0.4653 d0.dn_loss_iou: 0.5486 d1.dn_loss_cls: 0.0558 d1.dn_loss_bbox: 0.3709 d1.dn_loss_iou: 0.4473 d2.dn_loss_cls: 0.0480 d2.dn_loss_bbox: 0.3437 d2.dn_loss_iou: 0.4234 d3.dn_loss_cls: 0.0457 d3.dn_loss_bbox: 0.3358 d3.dn_loss_iou: 0.4150 d4.dn_loss_cls: 0.0440 d4.dn_loss_bbox: 0.3336 d4.dn_loss_iou: 0.4128 2023/02/28 15:52:55 - mmengine - INFO - Epoch(train) [5][4550/7393] lr: 1.0000e-04 eta: 13:05:54 time: 0.8734 data_time: 0.0049 memory: 28643 grad_norm: 31.6474 loss: 10.1749 loss_cls: 0.2024 loss_bbox: 0.1819 loss_iou: 0.3621 d0.loss_cls: 0.2721 d0.loss_bbox: 0.1785 d0.loss_iou: 0.3653 d1.loss_cls: 0.2301 d1.loss_bbox: 0.1837 d1.loss_iou: 0.3631 d2.loss_cls: 0.2150 d2.loss_bbox: 0.1760 d2.loss_iou: 0.3629 d3.loss_cls: 0.2065 d3.loss_bbox: 0.1786 d3.loss_iou: 0.3625 d4.loss_cls: 0.2040 d4.loss_bbox: 0.1804 d4.loss_iou: 0.3614 enc_loss_cls: 0.2570 enc_loss_bbox: 0.2148 enc_loss_iou: 0.4262 dn_loss_cls: 0.0343 dn_loss_bbox: 0.3082 dn_loss_iou: 0.3747 d0.dn_loss_cls: 0.0686 d0.dn_loss_bbox: 0.4320 d0.dn_loss_iou: 0.5132 d1.dn_loss_cls: 0.0450 d1.dn_loss_bbox: 0.3346 d1.dn_loss_iou: 0.4062 d2.dn_loss_cls: 0.0380 d2.dn_loss_bbox: 0.3127 d2.dn_loss_iou: 0.3834 d3.dn_loss_cls: 0.0358 d3.dn_loss_bbox: 0.3093 d3.dn_loss_iou: 0.3764 d4.dn_loss_cls: 0.0344 d4.dn_loss_bbox: 0.3082 d4.dn_loss_iou: 0.3753 2023/02/28 15:53:38 - mmengine - INFO - Epoch(train) [5][4600/7393] lr: 1.0000e-04 eta: 13:05:11 time: 0.8624 data_time: 0.0049 memory: 26193 grad_norm: 30.0749 loss: 10.3924 loss_cls: 0.2434 loss_bbox: 0.1586 loss_iou: 0.4096 d0.loss_cls: 0.3117 d0.loss_bbox: 0.1658 d0.loss_iou: 0.4329 d1.loss_cls: 0.2707 d1.loss_bbox: 0.1634 d1.loss_iou: 0.4131 d2.loss_cls: 0.2512 d2.loss_bbox: 0.1596 d2.loss_iou: 0.4118 d3.loss_cls: 0.2452 d3.loss_bbox: 0.1591 d3.loss_iou: 0.4118 d4.loss_cls: 0.2440 d4.loss_bbox: 0.1585 d4.loss_iou: 0.4108 enc_loss_cls: 0.2937 enc_loss_bbox: 0.2038 enc_loss_iou: 0.4922 dn_loss_cls: 0.0333 dn_loss_bbox: 0.2380 dn_loss_iou: 0.3868 d0.dn_loss_cls: 0.0682 d0.dn_loss_bbox: 0.3754 d0.dn_loss_iou: 0.5439 d1.dn_loss_cls: 0.0434 d1.dn_loss_bbox: 0.2674 d1.dn_loss_iou: 0.4234 d2.dn_loss_cls: 0.0368 d2.dn_loss_bbox: 0.2451 d2.dn_loss_iou: 0.3977 d3.dn_loss_cls: 0.0348 d3.dn_loss_bbox: 0.2390 d3.dn_loss_iou: 0.3894 d4.dn_loss_cls: 0.0334 d4.dn_loss_bbox: 0.2384 d4.dn_loss_iou: 0.3872 2023/02/28 15:54:22 - mmengine - INFO - Epoch(train) [5][4650/7393] lr: 1.0000e-04 eta: 13:04:28 time: 0.8672 data_time: 0.0048 memory: 26767 grad_norm: 30.9923 loss: 9.4002 loss_cls: 0.2079 loss_bbox: 0.1442 loss_iou: 0.3416 d0.loss_cls: 0.2671 d0.loss_bbox: 0.1559 d0.loss_iou: 0.3658 d1.loss_cls: 0.2370 d1.loss_bbox: 0.1439 d1.loss_iou: 0.3488 d2.loss_cls: 0.2141 d2.loss_bbox: 0.1451 d2.loss_iou: 0.3467 d3.loss_cls: 0.2143 d3.loss_bbox: 0.1404 d3.loss_iou: 0.3406 d4.loss_cls: 0.2090 d4.loss_bbox: 0.1399 d4.loss_iou: 0.3408 enc_loss_cls: 0.2616 enc_loss_bbox: 0.1760 enc_loss_iou: 0.4070 dn_loss_cls: 0.0319 dn_loss_bbox: 0.2548 dn_loss_iou: 0.3569 d0.dn_loss_cls: 0.0673 d0.dn_loss_bbox: 0.3822 d0.dn_loss_iou: 0.4916 d1.dn_loss_cls: 0.0419 d1.dn_loss_bbox: 0.2833 d1.dn_loss_iou: 0.3889 d2.dn_loss_cls: 0.0350 d2.dn_loss_bbox: 0.2613 d2.dn_loss_iou: 0.3654 d3.dn_loss_cls: 0.0330 d3.dn_loss_bbox: 0.2556 d3.dn_loss_iou: 0.3588 d4.dn_loss_cls: 0.0319 d4.dn_loss_bbox: 0.2552 d4.dn_loss_iou: 0.3575 2023/02/28 15:55:05 - mmengine - INFO - Epoch(train) [5][4700/7393] lr: 1.0000e-04 eta: 13:03:45 time: 0.8631 data_time: 0.0048 memory: 30098 grad_norm: 32.4361 loss: 11.3491 loss_cls: 0.2600 loss_bbox: 0.1868 loss_iou: 0.4494 d0.loss_cls: 0.3430 d0.loss_bbox: 0.1887 d0.loss_iou: 0.4703 d1.loss_cls: 0.2944 d1.loss_bbox: 0.1849 d1.loss_iou: 0.4515 d2.loss_cls: 0.2789 d2.loss_bbox: 0.1817 d2.loss_iou: 0.4492 d3.loss_cls: 0.2685 d3.loss_bbox: 0.1824 d3.loss_iou: 0.4461 d4.loss_cls: 0.2613 d4.loss_bbox: 0.1871 d4.loss_iou: 0.4516 enc_loss_cls: 0.3172 enc_loss_bbox: 0.2305 enc_loss_iou: 0.5371 dn_loss_cls: 0.0387 dn_loss_bbox: 0.2835 dn_loss_iou: 0.3941 d0.dn_loss_cls: 0.0754 d0.dn_loss_bbox: 0.4210 d0.dn_loss_iou: 0.5407 d1.dn_loss_cls: 0.0508 d1.dn_loss_bbox: 0.3177 d1.dn_loss_iou: 0.4291 d2.dn_loss_cls: 0.0432 d2.dn_loss_bbox: 0.2918 d2.dn_loss_iou: 0.4035 d3.dn_loss_cls: 0.0402 d3.dn_loss_bbox: 0.2855 d3.dn_loss_iou: 0.3960 d4.dn_loss_cls: 0.0390 d4.dn_loss_bbox: 0.2838 d4.dn_loss_iou: 0.3947 2023/02/28 15:55:48 - mmengine - INFO - Epoch(train) [5][4750/7393] lr: 1.0000e-04 eta: 13:03:02 time: 0.8666 data_time: 0.0048 memory: 27041 grad_norm: 34.2096 loss: 8.9277 loss_cls: 0.1836 loss_bbox: 0.1372 loss_iou: 0.3366 d0.loss_cls: 0.2408 d0.loss_bbox: 0.1442 d0.loss_iou: 0.3656 d1.loss_cls: 0.2049 d1.loss_bbox: 0.1421 d1.loss_iou: 0.3432 d2.loss_cls: 0.1951 d2.loss_bbox: 0.1366 d2.loss_iou: 0.3367 d3.loss_cls: 0.1876 d3.loss_bbox: 0.1386 d3.loss_iou: 0.3350 d4.loss_cls: 0.1844 d4.loss_bbox: 0.1364 d4.loss_iou: 0.3367 enc_loss_cls: 0.2276 enc_loss_bbox: 0.1717 enc_loss_iou: 0.4121 dn_loss_cls: 0.0271 dn_loss_bbox: 0.2217 dn_loss_iou: 0.3646 d0.dn_loss_cls: 0.0585 d0.dn_loss_bbox: 0.3250 d0.dn_loss_iou: 0.4880 d1.dn_loss_cls: 0.0386 d1.dn_loss_bbox: 0.2493 d1.dn_loss_iou: 0.3948 d2.dn_loss_cls: 0.0306 d2.dn_loss_bbox: 0.2280 d2.dn_loss_iou: 0.3733 d3.dn_loss_cls: 0.0287 d3.dn_loss_bbox: 0.2227 d3.dn_loss_iou: 0.3663 d4.dn_loss_cls: 0.0276 d4.dn_loss_bbox: 0.2216 d4.dn_loss_iou: 0.3645 2023/02/28 15:56:32 - mmengine - INFO - Epoch(train) [5][4800/7393] lr: 1.0000e-04 eta: 13:02:19 time: 0.8654 data_time: 0.0051 memory: 27391 grad_norm: 34.1492 loss: 10.1993 loss_cls: 0.2304 loss_bbox: 0.1672 loss_iou: 0.3714 d0.loss_cls: 0.3115 d0.loss_bbox: 0.1759 d0.loss_iou: 0.3842 d1.loss_cls: 0.2665 d1.loss_bbox: 0.1695 d1.loss_iou: 0.3691 d2.loss_cls: 0.2465 d2.loss_bbox: 0.1651 d2.loss_iou: 0.3725 d3.loss_cls: 0.2370 d3.loss_bbox: 0.1671 d3.loss_iou: 0.3713 d4.loss_cls: 0.2316 d4.loss_bbox: 0.1668 d4.loss_iou: 0.3717 enc_loss_cls: 0.2911 enc_loss_bbox: 0.2114 enc_loss_iou: 0.4371 dn_loss_cls: 0.0390 dn_loss_bbox: 0.2821 dn_loss_iou: 0.3500 d0.dn_loss_cls: 0.0742 d0.dn_loss_bbox: 0.4335 d0.dn_loss_iou: 0.5021 d1.dn_loss_cls: 0.0495 d1.dn_loss_bbox: 0.3179 d1.dn_loss_iou: 0.3887 d2.dn_loss_cls: 0.0425 d2.dn_loss_bbox: 0.2911 d2.dn_loss_iou: 0.3640 d3.dn_loss_cls: 0.0403 d3.dn_loss_bbox: 0.2841 d3.dn_loss_iou: 0.3537 d4.dn_loss_cls: 0.0390 d4.dn_loss_bbox: 0.2822 d4.dn_loss_iou: 0.3505 2023/02/28 15:57:15 - mmengine - INFO - Epoch(train) [5][4850/7393] lr: 1.0000e-04 eta: 13:01:36 time: 0.8681 data_time: 0.0053 memory: 26692 grad_norm: 31.6499 loss: 10.7344 loss_cls: 0.2422 loss_bbox: 0.1946 loss_iou: 0.4005 d0.loss_cls: 0.3046 d0.loss_bbox: 0.2063 d0.loss_iou: 0.4295 d1.loss_cls: 0.2651 d1.loss_bbox: 0.1974 d1.loss_iou: 0.4102 d2.loss_cls: 0.2494 d2.loss_bbox: 0.1941 d2.loss_iou: 0.4065 d3.loss_cls: 0.2464 d3.loss_bbox: 0.1934 d3.loss_iou: 0.4013 d4.loss_cls: 0.2416 d4.loss_bbox: 0.1982 d4.loss_iou: 0.3997 enc_loss_cls: 0.2990 enc_loss_bbox: 0.2404 enc_loss_iou: 0.4833 dn_loss_cls: 0.0372 dn_loss_bbox: 0.2762 dn_loss_iou: 0.3766 d0.dn_loss_cls: 0.0700 d0.dn_loss_bbox: 0.3943 d0.dn_loss_iou: 0.5211 d1.dn_loss_cls: 0.0455 d1.dn_loss_bbox: 0.3058 d1.dn_loss_iou: 0.4115 d2.dn_loss_cls: 0.0397 d2.dn_loss_bbox: 0.2827 d2.dn_loss_iou: 0.3870 d3.dn_loss_cls: 0.0380 d3.dn_loss_bbox: 0.2768 d3.dn_loss_iou: 0.3785 d4.dn_loss_cls: 0.0368 d4.dn_loss_bbox: 0.2761 d4.dn_loss_iou: 0.3767 2023/02/28 15:57:59 - mmengine - INFO - Epoch(train) [5][4900/7393] lr: 1.0000e-04 eta: 13:00:54 time: 0.8725 data_time: 0.0051 memory: 26767 grad_norm: 30.7220 loss: 10.5958 loss_cls: 0.2308 loss_bbox: 0.1636 loss_iou: 0.4016 d0.loss_cls: 0.2879 d0.loss_bbox: 0.1773 d0.loss_iou: 0.4291 d1.loss_cls: 0.2502 d1.loss_bbox: 0.1725 d1.loss_iou: 0.4116 d2.loss_cls: 0.2373 d2.loss_bbox: 0.1681 d2.loss_iou: 0.4068 d3.loss_cls: 0.2321 d3.loss_bbox: 0.1657 d3.loss_iou: 0.4051 d4.loss_cls: 0.2297 d4.loss_bbox: 0.1654 d4.loss_iou: 0.4037 enc_loss_cls: 0.2790 enc_loss_bbox: 0.2054 enc_loss_iou: 0.4757 dn_loss_cls: 0.0339 dn_loss_bbox: 0.2792 dn_loss_iou: 0.4072 d0.dn_loss_cls: 0.0665 d0.dn_loss_bbox: 0.3904 d0.dn_loss_iou: 0.5447 d1.dn_loss_cls: 0.0437 d1.dn_loss_bbox: 0.3086 d1.dn_loss_iou: 0.4406 d2.dn_loss_cls: 0.0375 d2.dn_loss_bbox: 0.2852 d2.dn_loss_iou: 0.4161 d3.dn_loss_cls: 0.0351 d3.dn_loss_bbox: 0.2800 d3.dn_loss_iou: 0.4082 d4.dn_loss_cls: 0.0341 d4.dn_loss_bbox: 0.2792 d4.dn_loss_iou: 0.4071 2023/02/28 15:58:42 - mmengine - INFO - Epoch(train) [5][4950/7393] lr: 1.0000e-04 eta: 13:00:10 time: 0.8649 data_time: 0.0051 memory: 26632 grad_norm: 29.9926 loss: 9.7171 loss_cls: 0.2032 loss_bbox: 0.1579 loss_iou: 0.3421 d0.loss_cls: 0.2610 d0.loss_bbox: 0.1631 d0.loss_iou: 0.3648 d1.loss_cls: 0.2289 d1.loss_bbox: 0.1589 d1.loss_iou: 0.3522 d2.loss_cls: 0.2133 d2.loss_bbox: 0.1572 d2.loss_iou: 0.3449 d3.loss_cls: 0.2049 d3.loss_bbox: 0.1579 d3.loss_iou: 0.3447 d4.loss_cls: 0.2026 d4.loss_bbox: 0.1579 d4.loss_iou: 0.3435 enc_loss_cls: 0.2454 enc_loss_bbox: 0.2054 enc_loss_iou: 0.4276 dn_loss_cls: 0.0327 dn_loss_bbox: 0.2697 dn_loss_iou: 0.3770 d0.dn_loss_cls: 0.0696 d0.dn_loss_bbox: 0.3860 d0.dn_loss_iou: 0.5211 d1.dn_loss_cls: 0.0435 d1.dn_loss_bbox: 0.3011 d1.dn_loss_iou: 0.4124 d2.dn_loss_cls: 0.0365 d2.dn_loss_bbox: 0.2768 d2.dn_loss_iou: 0.3870 d3.dn_loss_cls: 0.0349 d3.dn_loss_bbox: 0.2710 d3.dn_loss_iou: 0.3796 d4.dn_loss_cls: 0.0332 d4.dn_loss_bbox: 0.2702 d4.dn_loss_iou: 0.3773 2023/02/28 15:59:25 - mmengine - INFO - Epoch(train) [5][5000/7393] lr: 1.0000e-04 eta: 12:59:28 time: 0.8701 data_time: 0.0051 memory: 27614 grad_norm: 32.8475 loss: 10.7651 loss_cls: 0.2357 loss_bbox: 0.1781 loss_iou: 0.4010 d0.loss_cls: 0.3074 d0.loss_bbox: 0.1746 d0.loss_iou: 0.4069 d1.loss_cls: 0.2663 d1.loss_bbox: 0.1764 d1.loss_iou: 0.4043 d2.loss_cls: 0.2498 d2.loss_bbox: 0.1750 d2.loss_iou: 0.4011 d3.loss_cls: 0.2428 d3.loss_bbox: 0.1739 d3.loss_iou: 0.3972 d4.loss_cls: 0.2362 d4.loss_bbox: 0.1779 d4.loss_iou: 0.4032 enc_loss_cls: 0.2868 enc_loss_bbox: 0.2105 enc_loss_iou: 0.4668 dn_loss_cls: 0.0418 dn_loss_bbox: 0.3039 dn_loss_iou: 0.3934 d0.dn_loss_cls: 0.0747 d0.dn_loss_bbox: 0.4130 d0.dn_loss_iou: 0.5285 d1.dn_loss_cls: 0.0510 d1.dn_loss_bbox: 0.3291 d1.dn_loss_iou: 0.4258 d2.dn_loss_cls: 0.0442 d2.dn_loss_bbox: 0.3070 d2.dn_loss_iou: 0.4011 d3.dn_loss_cls: 0.0421 d3.dn_loss_bbox: 0.3049 d3.dn_loss_iou: 0.3946 d4.dn_loss_cls: 0.0408 d4.dn_loss_bbox: 0.3037 d4.dn_loss_iou: 0.3934 2023/02/28 16:00:09 - mmengine - INFO - Epoch(train) [5][5050/7393] lr: 1.0000e-04 eta: 12:58:45 time: 0.8728 data_time: 0.0050 memory: 27598 grad_norm: 30.5165 loss: 9.8116 loss_cls: 0.2116 loss_bbox: 0.1610 loss_iou: 0.3196 d0.loss_cls: 0.2711 d0.loss_bbox: 0.1677 d0.loss_iou: 0.3342 d1.loss_cls: 0.2298 d1.loss_bbox: 0.1684 d1.loss_iou: 0.3287 d2.loss_cls: 0.2205 d2.loss_bbox: 0.1609 d2.loss_iou: 0.3198 d3.loss_cls: 0.2140 d3.loss_bbox: 0.1593 d3.loss_iou: 0.3199 d4.loss_cls: 0.2144 d4.loss_bbox: 0.1586 d4.loss_iou: 0.3172 enc_loss_cls: 0.2568 enc_loss_bbox: 0.2029 enc_loss_iou: 0.3896 dn_loss_cls: 0.0346 dn_loss_bbox: 0.3109 dn_loss_iou: 0.3664 d0.dn_loss_cls: 0.0631 d0.dn_loss_bbox: 0.4465 d0.dn_loss_iou: 0.5076 d1.dn_loss_cls: 0.0428 d1.dn_loss_bbox: 0.3473 d1.dn_loss_iou: 0.4029 d2.dn_loss_cls: 0.0370 d2.dn_loss_bbox: 0.3187 d2.dn_loss_iou: 0.3769 d3.dn_loss_cls: 0.0364 d3.dn_loss_bbox: 0.3126 d3.dn_loss_iou: 0.3692 d4.dn_loss_cls: 0.0347 d4.dn_loss_bbox: 0.3113 d4.dn_loss_iou: 0.3667 2023/02/28 16:00:52 - mmengine - INFO - Epoch(train) [5][5100/7393] lr: 1.0000e-04 eta: 12:58:01 time: 0.8517 data_time: 0.0050 memory: 27689 grad_norm: 32.6548 loss: 9.2871 loss_cls: 0.1769 loss_bbox: 0.1462 loss_iou: 0.3007 d0.loss_cls: 0.2394 d0.loss_bbox: 0.1557 d0.loss_iou: 0.3192 d1.loss_cls: 0.2007 d1.loss_bbox: 0.1533 d1.loss_iou: 0.3061 d2.loss_cls: 0.1904 d2.loss_bbox: 0.1474 d2.loss_iou: 0.3030 d3.loss_cls: 0.1801 d3.loss_bbox: 0.1463 d3.loss_iou: 0.3012 d4.loss_cls: 0.1771 d4.loss_bbox: 0.1462 d4.loss_iou: 0.3004 enc_loss_cls: 0.2225 enc_loss_bbox: 0.1882 enc_loss_iou: 0.3678 dn_loss_cls: 0.0360 dn_loss_bbox: 0.3034 dn_loss_iou: 0.3598 d0.dn_loss_cls: 0.0678 d0.dn_loss_bbox: 0.4416 d0.dn_loss_iou: 0.5054 d1.dn_loss_cls: 0.0453 d1.dn_loss_bbox: 0.3396 d1.dn_loss_iou: 0.3964 d2.dn_loss_cls: 0.0400 d2.dn_loss_bbox: 0.3109 d2.dn_loss_iou: 0.3688 d3.dn_loss_cls: 0.0378 d3.dn_loss_bbox: 0.3043 d3.dn_loss_iou: 0.3613 d4.dn_loss_cls: 0.0364 d4.dn_loss_bbox: 0.3035 d4.dn_loss_iou: 0.3599 2023/02/28 16:01:35 - mmengine - INFO - Epoch(train) [5][5150/7393] lr: 1.0000e-04 eta: 12:57:19 time: 0.8775 data_time: 0.0050 memory: 29182 grad_norm: 34.3846 loss: 9.4474 loss_cls: 0.2031 loss_bbox: 0.1531 loss_iou: 0.3312 d0.loss_cls: 0.2587 d0.loss_bbox: 0.1655 d0.loss_iou: 0.3446 d1.loss_cls: 0.2261 d1.loss_bbox: 0.1582 d1.loss_iou: 0.3338 d2.loss_cls: 0.2099 d2.loss_bbox: 0.1561 d2.loss_iou: 0.3330 d3.loss_cls: 0.2072 d3.loss_bbox: 0.1559 d3.loss_iou: 0.3315 d4.loss_cls: 0.2025 d4.loss_bbox: 0.1568 d4.loss_iou: 0.3336 enc_loss_cls: 0.2502 enc_loss_bbox: 0.1910 enc_loss_iou: 0.3904 dn_loss_cls: 0.0349 dn_loss_bbox: 0.2625 dn_loss_iou: 0.3656 d0.dn_loss_cls: 0.0646 d0.dn_loss_bbox: 0.3789 d0.dn_loss_iou: 0.5071 d1.dn_loss_cls: 0.0422 d1.dn_loss_bbox: 0.2910 d1.dn_loss_iou: 0.4014 d2.dn_loss_cls: 0.0358 d2.dn_loss_bbox: 0.2672 d2.dn_loss_iou: 0.3748 d3.dn_loss_cls: 0.0352 d3.dn_loss_bbox: 0.2637 d3.dn_loss_iou: 0.3673 d4.dn_loss_cls: 0.0344 d4.dn_loss_bbox: 0.2627 d4.dn_loss_iou: 0.3658 2023/02/28 16:02:18 - mmengine - INFO - Epoch(train) [5][5200/7393] lr: 1.0000e-04 eta: 12:56:35 time: 0.8584 data_time: 0.0049 memory: 28585 grad_norm: 32.2027 loss: 8.9448 loss_cls: 0.1908 loss_bbox: 0.1424 loss_iou: 0.3274 d0.loss_cls: 0.2513 d0.loss_bbox: 0.1502 d0.loss_iou: 0.3407 d1.loss_cls: 0.2164 d1.loss_bbox: 0.1488 d1.loss_iou: 0.3325 d2.loss_cls: 0.2025 d2.loss_bbox: 0.1438 d2.loss_iou: 0.3286 d3.loss_cls: 0.1947 d3.loss_bbox: 0.1452 d3.loss_iou: 0.3307 d4.loss_cls: 0.1903 d4.loss_bbox: 0.1463 d4.loss_iou: 0.3295 enc_loss_cls: 0.2327 enc_loss_bbox: 0.1833 enc_loss_iou: 0.4005 dn_loss_cls: 0.0301 dn_loss_bbox: 0.2445 dn_loss_iou: 0.3272 d0.dn_loss_cls: 0.0664 d0.dn_loss_bbox: 0.3804 d0.dn_loss_iou: 0.4600 d1.dn_loss_cls: 0.0399 d1.dn_loss_bbox: 0.2782 d1.dn_loss_iou: 0.3577 d2.dn_loss_cls: 0.0341 d2.dn_loss_bbox: 0.2523 d2.dn_loss_iou: 0.3353 d3.dn_loss_cls: 0.0322 d3.dn_loss_bbox: 0.2457 d3.dn_loss_iou: 0.3294 d4.dn_loss_cls: 0.0304 d4.dn_loss_bbox: 0.2449 d4.dn_loss_iou: 0.3275 2023/02/28 16:03:01 - mmengine - INFO - Epoch(train) [5][5250/7393] lr: 1.0000e-04 eta: 12:55:52 time: 0.8560 data_time: 0.0050 memory: 26632 grad_norm: 34.8382 loss: 10.4378 loss_cls: 0.2379 loss_bbox: 0.1786 loss_iou: 0.4061 d0.loss_cls: 0.3063 d0.loss_bbox: 0.1912 d0.loss_iou: 0.4214 d1.loss_cls: 0.2682 d1.loss_bbox: 0.1840 d1.loss_iou: 0.4099 d2.loss_cls: 0.2564 d2.loss_bbox: 0.1774 d2.loss_iou: 0.4052 d3.loss_cls: 0.2437 d3.loss_bbox: 0.1781 d3.loss_iou: 0.4073 d4.loss_cls: 0.2381 d4.loss_bbox: 0.1799 d4.loss_iou: 0.4081 enc_loss_cls: 0.2936 enc_loss_bbox: 0.2212 enc_loss_iou: 0.4767 dn_loss_cls: 0.0365 dn_loss_bbox: 0.2503 dn_loss_iou: 0.3775 d0.dn_loss_cls: 0.0699 d0.dn_loss_bbox: 0.3619 d0.dn_loss_iou: 0.5097 d1.dn_loss_cls: 0.0475 d1.dn_loss_bbox: 0.2727 d1.dn_loss_iou: 0.4078 d2.dn_loss_cls: 0.0410 d2.dn_loss_bbox: 0.2549 d2.dn_loss_iou: 0.3857 d3.dn_loss_cls: 0.0383 d3.dn_loss_bbox: 0.2510 d3.dn_loss_iou: 0.3791 d4.dn_loss_cls: 0.0371 d4.dn_loss_bbox: 0.2503 d4.dn_loss_iou: 0.3774 2023/02/28 16:03:45 - mmengine - INFO - Epoch(train) [5][5300/7393] lr: 1.0000e-04 eta: 12:55:09 time: 0.8743 data_time: 0.0050 memory: 29304 grad_norm: 34.3459 loss: 10.5945 loss_cls: 0.2421 loss_bbox: 0.1774 loss_iou: 0.3872 d0.loss_cls: 0.3112 d0.loss_bbox: 0.1828 d0.loss_iou: 0.4046 d1.loss_cls: 0.2726 d1.loss_bbox: 0.1863 d1.loss_iou: 0.3994 d2.loss_cls: 0.2578 d2.loss_bbox: 0.1775 d2.loss_iou: 0.3874 d3.loss_cls: 0.2549 d3.loss_bbox: 0.1702 d3.loss_iou: 0.3833 d4.loss_cls: 0.2442 d4.loss_bbox: 0.1782 d4.loss_iou: 0.3858 enc_loss_cls: 0.2914 enc_loss_bbox: 0.2324 enc_loss_iou: 0.4718 dn_loss_cls: 0.0380 dn_loss_bbox: 0.2915 dn_loss_iou: 0.3647 d0.dn_loss_cls: 0.0685 d0.dn_loss_bbox: 0.4261 d0.dn_loss_iou: 0.5056 d1.dn_loss_cls: 0.0476 d1.dn_loss_bbox: 0.3313 d1.dn_loss_iou: 0.4048 d2.dn_loss_cls: 0.0421 d2.dn_loss_bbox: 0.3015 d2.dn_loss_iou: 0.3772 d3.dn_loss_cls: 0.0404 d3.dn_loss_bbox: 0.2932 d3.dn_loss_iou: 0.3679 d4.dn_loss_cls: 0.0385 d4.dn_loss_bbox: 0.2919 d4.dn_loss_iou: 0.3652 2023/02/28 16:04:28 - mmengine - INFO - Epoch(train) [5][5350/7393] lr: 1.0000e-04 eta: 12:54:26 time: 0.8661 data_time: 0.0050 memory: 26557 grad_norm: 40.4524 loss: 10.8955 loss_cls: 0.2346 loss_bbox: 0.1710 loss_iou: 0.4226 d0.loss_cls: 0.2967 d0.loss_bbox: 0.1823 d0.loss_iou: 0.4607 d1.loss_cls: 0.2570 d1.loss_bbox: 0.1782 d1.loss_iou: 0.4365 d2.loss_cls: 0.2432 d2.loss_bbox: 0.1740 d2.loss_iou: 0.4293 d3.loss_cls: 0.2379 d3.loss_bbox: 0.1718 d3.loss_iou: 0.4252 d4.loss_cls: 0.2326 d4.loss_bbox: 0.1720 d4.loss_iou: 0.4247 enc_loss_cls: 0.2775 enc_loss_bbox: 0.2159 enc_loss_iou: 0.5190 dn_loss_cls: 0.0353 dn_loss_bbox: 0.2796 dn_loss_iou: 0.4120 d0.dn_loss_cls: 0.0689 d0.dn_loss_bbox: 0.3887 d0.dn_loss_iou: 0.5504 d1.dn_loss_cls: 0.0451 d1.dn_loss_bbox: 0.3069 d1.dn_loss_iou: 0.4447 d2.dn_loss_cls: 0.0386 d2.dn_loss_bbox: 0.2835 d2.dn_loss_iou: 0.4217 d3.dn_loss_cls: 0.0362 d3.dn_loss_bbox: 0.2805 d3.dn_loss_iou: 0.4139 d4.dn_loss_cls: 0.0353 d4.dn_loss_bbox: 0.2795 d4.dn_loss_iou: 0.4120 2023/02/28 16:05:12 - mmengine - INFO - Epoch(train) [5][5400/7393] lr: 1.0000e-04 eta: 12:53:43 time: 0.8680 data_time: 0.0051 memory: 26955 grad_norm: 38.0905 loss: 11.1448 loss_cls: 0.2749 loss_bbox: 0.1680 loss_iou: 0.4511 d0.loss_cls: 0.3513 d0.loss_bbox: 0.1777 d0.loss_iou: 0.4618 d1.loss_cls: 0.3110 d1.loss_bbox: 0.1723 d1.loss_iou: 0.4553 d2.loss_cls: 0.2879 d2.loss_bbox: 0.1685 d2.loss_iou: 0.4512 d3.loss_cls: 0.2784 d3.loss_bbox: 0.1682 d3.loss_iou: 0.4507 d4.loss_cls: 0.2746 d4.loss_bbox: 0.1678 d4.loss_iou: 0.4511 enc_loss_cls: 0.3379 enc_loss_bbox: 0.2139 enc_loss_iou: 0.5415 dn_loss_cls: 0.0367 dn_loss_bbox: 0.2709 dn_loss_iou: 0.3828 d0.dn_loss_cls: 0.0719 d0.dn_loss_bbox: 0.3914 d0.dn_loss_iou: 0.5153 d1.dn_loss_cls: 0.0469 d1.dn_loss_bbox: 0.3016 d1.dn_loss_iou: 0.4151 d2.dn_loss_cls: 0.0397 d2.dn_loss_bbox: 0.2789 d2.dn_loss_iou: 0.3919 d3.dn_loss_cls: 0.0377 d3.dn_loss_bbox: 0.2726 d3.dn_loss_iou: 0.3850 d4.dn_loss_cls: 0.0368 d4.dn_loss_bbox: 0.2711 d4.dn_loss_iou: 0.3832 2023/02/28 16:05:36 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 16:05:55 - mmengine - INFO - Epoch(train) [5][5450/7393] lr: 1.0000e-04 eta: 12:53:00 time: 0.8657 data_time: 0.0051 memory: 30322 grad_norm: 29.3622 loss: 10.7085 loss_cls: 0.2238 loss_bbox: 0.1716 loss_iou: 0.4100 d0.loss_cls: 0.2921 d0.loss_bbox: 0.1811 d0.loss_iou: 0.4222 d1.loss_cls: 0.2503 d1.loss_bbox: 0.1764 d1.loss_iou: 0.4143 d2.loss_cls: 0.2323 d2.loss_bbox: 0.1784 d2.loss_iou: 0.4161 d3.loss_cls: 0.2253 d3.loss_bbox: 0.1746 d3.loss_iou: 0.4121 d4.loss_cls: 0.2233 d4.loss_bbox: 0.1737 d4.loss_iou: 0.4127 enc_loss_cls: 0.2827 enc_loss_bbox: 0.2195 enc_loss_iou: 0.4815 dn_loss_cls: 0.0380 dn_loss_bbox: 0.3120 dn_loss_iou: 0.3753 d0.dn_loss_cls: 0.0714 d0.dn_loss_bbox: 0.4320 d0.dn_loss_iou: 0.5140 d1.dn_loss_cls: 0.0473 d1.dn_loss_bbox: 0.3377 d1.dn_loss_iou: 0.4074 d2.dn_loss_cls: 0.0413 d2.dn_loss_bbox: 0.3178 d2.dn_loss_iou: 0.3845 d3.dn_loss_cls: 0.0392 d3.dn_loss_bbox: 0.3131 d3.dn_loss_iou: 0.3775 d4.dn_loss_cls: 0.0381 d4.dn_loss_bbox: 0.3122 d4.dn_loss_iou: 0.3756 2023/02/28 16:06:38 - mmengine - INFO - Epoch(train) [5][5500/7393] lr: 1.0000e-04 eta: 12:52:17 time: 0.8622 data_time: 0.0051 memory: 26633 grad_norm: 37.2007 loss: 10.1029 loss_cls: 0.2097 loss_bbox: 0.1777 loss_iou: 0.3653 d0.loss_cls: 0.2887 d0.loss_bbox: 0.1843 d0.loss_iou: 0.3800 d1.loss_cls: 0.2422 d1.loss_bbox: 0.1801 d1.loss_iou: 0.3681 d2.loss_cls: 0.2255 d2.loss_bbox: 0.1776 d2.loss_iou: 0.3656 d3.loss_cls: 0.2145 d3.loss_bbox: 0.1777 d3.loss_iou: 0.3660 d4.loss_cls: 0.2120 d4.loss_bbox: 0.1757 d4.loss_iou: 0.3656 enc_loss_cls: 0.2685 enc_loss_bbox: 0.2278 enc_loss_iou: 0.4452 dn_loss_cls: 0.0371 dn_loss_bbox: 0.2711 dn_loss_iou: 0.3679 d0.dn_loss_cls: 0.0713 d0.dn_loss_bbox: 0.4051 d0.dn_loss_iou: 0.5141 d1.dn_loss_cls: 0.0473 d1.dn_loss_bbox: 0.3056 d1.dn_loss_iou: 0.4067 d2.dn_loss_cls: 0.0407 d2.dn_loss_bbox: 0.2789 d2.dn_loss_iou: 0.3803 d3.dn_loss_cls: 0.0390 d3.dn_loss_bbox: 0.2726 d3.dn_loss_iou: 0.3711 d4.dn_loss_cls: 0.0372 d4.dn_loss_bbox: 0.2709 d4.dn_loss_iou: 0.3683 2023/02/28 16:07:22 - mmengine - INFO - Epoch(train) [5][5550/7393] lr: 1.0000e-04 eta: 12:51:36 time: 0.8871 data_time: 0.0051 memory: 29182 grad_norm: 34.5087 loss: 10.3210 loss_cls: 0.2305 loss_bbox: 0.1613 loss_iou: 0.3581 d0.loss_cls: 0.2913 d0.loss_bbox: 0.1673 d0.loss_iou: 0.3755 d1.loss_cls: 0.2534 d1.loss_bbox: 0.1637 d1.loss_iou: 0.3677 d2.loss_cls: 0.2445 d2.loss_bbox: 0.1601 d2.loss_iou: 0.3563 d3.loss_cls: 0.2363 d3.loss_bbox: 0.1601 d3.loss_iou: 0.3553 d4.loss_cls: 0.2313 d4.loss_bbox: 0.1610 d4.loss_iou: 0.3588 enc_loss_cls: 0.2808 enc_loss_bbox: 0.2034 enc_loss_iou: 0.4193 dn_loss_cls: 0.0368 dn_loss_bbox: 0.3140 dn_loss_iou: 0.3773 d0.dn_loss_cls: 0.0720 d0.dn_loss_bbox: 0.4592 d0.dn_loss_iou: 0.5126 d1.dn_loss_cls: 0.0492 d1.dn_loss_bbox: 0.3460 d1.dn_loss_iou: 0.4096 d2.dn_loss_cls: 0.0414 d2.dn_loss_bbox: 0.3201 d2.dn_loss_iou: 0.3856 d3.dn_loss_cls: 0.0385 d3.dn_loss_bbox: 0.3145 d3.dn_loss_iou: 0.3793 d4.dn_loss_cls: 0.0373 d4.dn_loss_bbox: 0.3141 d4.dn_loss_iou: 0.3774 2023/02/28 16:08:06 - mmengine - INFO - Epoch(train) [5][5600/7393] lr: 1.0000e-04 eta: 12:50:53 time: 0.8777 data_time: 0.0053 memory: 28088 grad_norm: 33.3961 loss: 10.3078 loss_cls: 0.2469 loss_bbox: 0.1657 loss_iou: 0.4428 d0.loss_cls: 0.3127 d0.loss_bbox: 0.1708 d0.loss_iou: 0.4653 d1.loss_cls: 0.2761 d1.loss_bbox: 0.1725 d1.loss_iou: 0.4446 d2.loss_cls: 0.2609 d2.loss_bbox: 0.1660 d2.loss_iou: 0.4392 d3.loss_cls: 0.2534 d3.loss_bbox: 0.1664 d3.loss_iou: 0.4420 d4.loss_cls: 0.2468 d4.loss_bbox: 0.1660 d4.loss_iou: 0.4404 enc_loss_cls: 0.2982 enc_loss_bbox: 0.2035 enc_loss_iou: 0.5215 dn_loss_cls: 0.0294 dn_loss_bbox: 0.2336 dn_loss_iou: 0.3485 d0.dn_loss_cls: 0.0604 d0.dn_loss_bbox: 0.3341 d0.dn_loss_iou: 0.4769 d1.dn_loss_cls: 0.0392 d1.dn_loss_bbox: 0.2537 d1.dn_loss_iou: 0.3767 d2.dn_loss_cls: 0.0330 d2.dn_loss_bbox: 0.2366 d2.dn_loss_iou: 0.3561 d3.dn_loss_cls: 0.0314 d3.dn_loss_bbox: 0.2342 d3.dn_loss_iou: 0.3504 d4.dn_loss_cls: 0.0295 d4.dn_loss_bbox: 0.2334 d4.dn_loss_iou: 0.3487 2023/02/28 16:08:50 - mmengine - INFO - Epoch(train) [5][5650/7393] lr: 1.0000e-04 eta: 12:50:10 time: 0.8656 data_time: 0.0055 memory: 27339 grad_norm: 30.9535 loss: 8.9292 loss_cls: 0.1726 loss_bbox: 0.1432 loss_iou: 0.3396 d0.loss_cls: 0.2358 d0.loss_bbox: 0.1384 d0.loss_iou: 0.3510 d1.loss_cls: 0.2033 d1.loss_bbox: 0.1328 d1.loss_iou: 0.3358 d2.loss_cls: 0.1821 d2.loss_bbox: 0.1391 d2.loss_iou: 0.3385 d3.loss_cls: 0.1752 d3.loss_bbox: 0.1437 d3.loss_iou: 0.3392 d4.loss_cls: 0.1724 d4.loss_bbox: 0.1429 d4.loss_iou: 0.3390 enc_loss_cls: 0.2317 enc_loss_bbox: 0.1637 enc_loss_iou: 0.3990 dn_loss_cls: 0.0308 dn_loss_bbox: 0.2251 dn_loss_iou: 0.3636 d0.dn_loss_cls: 0.0625 d0.dn_loss_bbox: 0.3473 d0.dn_loss_iou: 0.5038 d1.dn_loss_cls: 0.0404 d1.dn_loss_bbox: 0.2588 d1.dn_loss_iou: 0.3972 d2.dn_loss_cls: 0.0339 d2.dn_loss_bbox: 0.2312 d2.dn_loss_iou: 0.3720 d3.dn_loss_cls: 0.0323 d3.dn_loss_bbox: 0.2259 d3.dn_loss_iou: 0.3655 d4.dn_loss_cls: 0.0314 d4.dn_loss_bbox: 0.2249 d4.dn_loss_iou: 0.3637 2023/02/28 16:09:33 - mmengine - INFO - Epoch(train) [5][5700/7393] lr: 1.0000e-04 eta: 12:49:28 time: 0.8693 data_time: 0.0050 memory: 26789 grad_norm: 30.5301 loss: 10.3615 loss_cls: 0.2315 loss_bbox: 0.1723 loss_iou: 0.3959 d0.loss_cls: 0.2950 d0.loss_bbox: 0.1809 d0.loss_iou: 0.4120 d1.loss_cls: 0.2558 d1.loss_bbox: 0.1765 d1.loss_iou: 0.4025 d2.loss_cls: 0.2431 d2.loss_bbox: 0.1725 d2.loss_iou: 0.3961 d3.loss_cls: 0.2350 d3.loss_bbox: 0.1737 d3.loss_iou: 0.3938 d4.loss_cls: 0.2319 d4.loss_bbox: 0.1716 d4.loss_iou: 0.3952 enc_loss_cls: 0.2920 enc_loss_bbox: 0.2102 enc_loss_iou: 0.4678 dn_loss_cls: 0.0369 dn_loss_bbox: 0.2792 dn_loss_iou: 0.3607 d0.dn_loss_cls: 0.0673 d0.dn_loss_bbox: 0.4075 d0.dn_loss_iou: 0.4999 d1.dn_loss_cls: 0.0450 d1.dn_loss_bbox: 0.3109 d1.dn_loss_iou: 0.3968 d2.dn_loss_cls: 0.0390 d2.dn_loss_bbox: 0.2853 d2.dn_loss_iou: 0.3714 d3.dn_loss_cls: 0.0373 d3.dn_loss_bbox: 0.2800 d3.dn_loss_iou: 0.3627 d4.dn_loss_cls: 0.0363 d4.dn_loss_bbox: 0.2791 d4.dn_loss_iou: 0.3609 2023/02/28 16:10:16 - mmengine - INFO - Epoch(train) [5][5750/7393] lr: 1.0000e-04 eta: 12:48:45 time: 0.8681 data_time: 0.0050 memory: 28013 grad_norm: 35.8961 loss: 10.0332 loss_cls: 0.2156 loss_bbox: 0.1580 loss_iou: 0.3875 d0.loss_cls: 0.2727 d0.loss_bbox: 0.1717 d0.loss_iou: 0.4035 d1.loss_cls: 0.2318 d1.loss_bbox: 0.1667 d1.loss_iou: 0.4005 d2.loss_cls: 0.2192 d2.loss_bbox: 0.1656 d2.loss_iou: 0.3963 d3.loss_cls: 0.2145 d3.loss_bbox: 0.1633 d3.loss_iou: 0.3909 d4.loss_cls: 0.2131 d4.loss_bbox: 0.1589 d4.loss_iou: 0.3901 enc_loss_cls: 0.2599 enc_loss_bbox: 0.2068 enc_loss_iou: 0.4561 dn_loss_cls: 0.0271 dn_loss_bbox: 0.2642 dn_loss_iou: 0.3743 d0.dn_loss_cls: 0.0614 d0.dn_loss_bbox: 0.3969 d0.dn_loss_iou: 0.5030 d1.dn_loss_cls: 0.0377 d1.dn_loss_bbox: 0.2981 d1.dn_loss_iou: 0.4042 d2.dn_loss_cls: 0.0307 d2.dn_loss_bbox: 0.2726 d2.dn_loss_iou: 0.3823 d3.dn_loss_cls: 0.0287 d3.dn_loss_bbox: 0.2664 d3.dn_loss_iou: 0.3765 d4.dn_loss_cls: 0.0274 d4.dn_loss_bbox: 0.2646 d4.dn_loss_iou: 0.3745 2023/02/28 16:11:00 - mmengine - INFO - Epoch(train) [5][5800/7393] lr: 1.0000e-04 eta: 12:48:01 time: 0.8613 data_time: 0.0050 memory: 27583 grad_norm: 33.8826 loss: 10.4780 loss_cls: 0.2235 loss_bbox: 0.1639 loss_iou: 0.3770 d0.loss_cls: 0.2914 d0.loss_bbox: 0.1681 d0.loss_iou: 0.3930 d1.loss_cls: 0.2478 d1.loss_bbox: 0.1657 d1.loss_iou: 0.3816 d2.loss_cls: 0.2308 d2.loss_bbox: 0.1670 d2.loss_iou: 0.3874 d3.loss_cls: 0.2264 d3.loss_bbox: 0.1648 d3.loss_iou: 0.3796 d4.loss_cls: 0.2246 d4.loss_bbox: 0.1631 d4.loss_iou: 0.3784 enc_loss_cls: 0.2733 enc_loss_bbox: 0.1951 enc_loss_iou: 0.4524 dn_loss_cls: 0.0411 dn_loss_bbox: 0.3235 dn_loss_iou: 0.3752 d0.dn_loss_cls: 0.0737 d0.dn_loss_bbox: 0.4393 d0.dn_loss_iou: 0.5165 d1.dn_loss_cls: 0.0496 d1.dn_loss_bbox: 0.3502 d1.dn_loss_iou: 0.4100 d2.dn_loss_cls: 0.0442 d2.dn_loss_bbox: 0.3302 d2.dn_loss_iou: 0.3858 d3.dn_loss_cls: 0.0417 d3.dn_loss_bbox: 0.3244 d3.dn_loss_iou: 0.3771 d4.dn_loss_cls: 0.0419 d4.dn_loss_bbox: 0.3235 d4.dn_loss_iou: 0.3756 2023/02/28 16:11:43 - mmengine - INFO - Epoch(train) [5][5850/7393] lr: 1.0000e-04 eta: 12:47:19 time: 0.8752 data_time: 0.0052 memory: 26789 grad_norm: 33.8070 loss: 8.8032 loss_cls: 0.1799 loss_bbox: 0.1321 loss_iou: 0.2796 d0.loss_cls: 0.2319 d0.loss_bbox: 0.1380 d0.loss_iou: 0.2930 d1.loss_cls: 0.1975 d1.loss_bbox: 0.1386 d1.loss_iou: 0.2838 d2.loss_cls: 0.1870 d2.loss_bbox: 0.1299 d2.loss_iou: 0.2804 d3.loss_cls: 0.1817 d3.loss_bbox: 0.1324 d3.loss_iou: 0.2792 d4.loss_cls: 0.1801 d4.loss_bbox: 0.1323 d4.loss_iou: 0.2800 enc_loss_cls: 0.2164 enc_loss_bbox: 0.1697 enc_loss_iou: 0.3371 dn_loss_cls: 0.0317 dn_loss_bbox: 0.2930 dn_loss_iou: 0.3412 d0.dn_loss_cls: 0.0647 d0.dn_loss_bbox: 0.4464 d0.dn_loss_iou: 0.4769 d1.dn_loss_cls: 0.0411 d1.dn_loss_bbox: 0.3310 d1.dn_loss_iou: 0.3741 d2.dn_loss_cls: 0.0349 d2.dn_loss_bbox: 0.3020 d2.dn_loss_iou: 0.3499 d3.dn_loss_cls: 0.0326 d3.dn_loss_bbox: 0.2943 d3.dn_loss_iou: 0.3427 d4.dn_loss_cls: 0.0313 d4.dn_loss_bbox: 0.2932 d4.dn_loss_iou: 0.3417 2023/02/28 16:12:27 - mmengine - INFO - Epoch(train) [5][5900/7393] lr: 1.0000e-04 eta: 12:46:37 time: 0.8808 data_time: 0.0050 memory: 27643 grad_norm: 30.6546 loss: 10.1244 loss_cls: 0.2221 loss_bbox: 0.1633 loss_iou: 0.3723 d0.loss_cls: 0.2812 d0.loss_bbox: 0.1656 d0.loss_iou: 0.3791 d1.loss_cls: 0.2491 d1.loss_bbox: 0.1624 d1.loss_iou: 0.3728 d2.loss_cls: 0.2344 d2.loss_bbox: 0.1612 d2.loss_iou: 0.3718 d3.loss_cls: 0.2251 d3.loss_bbox: 0.1618 d3.loss_iou: 0.3731 d4.loss_cls: 0.2229 d4.loss_bbox: 0.1621 d4.loss_iou: 0.3720 enc_loss_cls: 0.2703 enc_loss_bbox: 0.1989 enc_loss_iou: 0.4304 dn_loss_cls: 0.0406 dn_loss_bbox: 0.2730 dn_loss_iou: 0.3858 d0.dn_loss_cls: 0.0715 d0.dn_loss_bbox: 0.3912 d0.dn_loss_iou: 0.5197 d1.dn_loss_cls: 0.0517 d1.dn_loss_bbox: 0.2978 d1.dn_loss_iou: 0.4190 d2.dn_loss_cls: 0.0447 d2.dn_loss_bbox: 0.2783 d2.dn_loss_iou: 0.3950 d3.dn_loss_cls: 0.0420 d3.dn_loss_bbox: 0.2738 d3.dn_loss_iou: 0.3882 d4.dn_loss_cls: 0.0401 d4.dn_loss_bbox: 0.2737 d4.dn_loss_iou: 0.3864 2023/02/28 16:13:10 - mmengine - INFO - Epoch(train) [5][5950/7393] lr: 1.0000e-04 eta: 12:45:53 time: 0.8571 data_time: 0.0049 memory: 26632 grad_norm: 34.7836 loss: 10.5410 loss_cls: 0.2495 loss_bbox: 0.1475 loss_iou: 0.4562 d0.loss_cls: 0.3127 d0.loss_bbox: 0.1519 d0.loss_iou: 0.4823 d1.loss_cls: 0.2803 d1.loss_bbox: 0.1474 d1.loss_iou: 0.4560 d2.loss_cls: 0.2644 d2.loss_bbox: 0.1483 d2.loss_iou: 0.4556 d3.loss_cls: 0.2553 d3.loss_bbox: 0.1475 d3.loss_iou: 0.4566 d4.loss_cls: 0.2501 d4.loss_bbox: 0.1489 d4.loss_iou: 0.4606 enc_loss_cls: 0.3088 enc_loss_bbox: 0.1793 enc_loss_iou: 0.5359 dn_loss_cls: 0.0346 dn_loss_bbox: 0.2372 dn_loss_iou: 0.3794 d0.dn_loss_cls: 0.0655 d0.dn_loss_bbox: 0.3357 d0.dn_loss_iou: 0.5089 d1.dn_loss_cls: 0.0447 d1.dn_loss_bbox: 0.2598 d1.dn_loss_iou: 0.4088 d2.dn_loss_cls: 0.0373 d2.dn_loss_bbox: 0.2424 d2.dn_loss_iou: 0.3857 d3.dn_loss_cls: 0.0355 d3.dn_loss_bbox: 0.2377 d3.dn_loss_iou: 0.3806 d4.dn_loss_cls: 0.0344 d4.dn_loss_bbox: 0.2375 d4.dn_loss_iou: 0.3800 2023/02/28 16:13:54 - mmengine - INFO - Epoch(train) [5][6000/7393] lr: 1.0000e-04 eta: 12:45:12 time: 0.8860 data_time: 0.0050 memory: 30594 grad_norm: 33.9554 loss: 10.2839 loss_cls: 0.2317 loss_bbox: 0.1635 loss_iou: 0.3901 d0.loss_cls: 0.3030 d0.loss_bbox: 0.1754 d0.loss_iou: 0.4033 d1.loss_cls: 0.2671 d1.loss_bbox: 0.1664 d1.loss_iou: 0.3901 d2.loss_cls: 0.2444 d2.loss_bbox: 0.1692 d2.loss_iou: 0.3926 d3.loss_cls: 0.2362 d3.loss_bbox: 0.1636 d3.loss_iou: 0.3897 d4.loss_cls: 0.2329 d4.loss_bbox: 0.1634 d4.loss_iou: 0.3895 enc_loss_cls: 0.2923 enc_loss_bbox: 0.2132 enc_loss_iou: 0.4681 dn_loss_cls: 0.0342 dn_loss_bbox: 0.2774 dn_loss_iou: 0.3574 d0.dn_loss_cls: 0.0674 d0.dn_loss_bbox: 0.4133 d0.dn_loss_iou: 0.5037 d1.dn_loss_cls: 0.0424 d1.dn_loss_bbox: 0.3134 d1.dn_loss_iou: 0.3935 d2.dn_loss_cls: 0.0363 d2.dn_loss_bbox: 0.2885 d2.dn_loss_iou: 0.3687 d3.dn_loss_cls: 0.0337 d3.dn_loss_bbox: 0.2796 d3.dn_loss_iou: 0.3598 d4.dn_loss_cls: 0.0340 d4.dn_loss_bbox: 0.2775 d4.dn_loss_iou: 0.3575 2023/02/28 16:14:37 - mmengine - INFO - Epoch(train) [5][6050/7393] lr: 1.0000e-04 eta: 12:44:28 time: 0.8600 data_time: 0.0049 memory: 27689 grad_norm: 33.8049 loss: 9.4157 loss_cls: 0.2055 loss_bbox: 0.1412 loss_iou: 0.3774 d0.loss_cls: 0.2709 d0.loss_bbox: 0.1483 d0.loss_iou: 0.4054 d1.loss_cls: 0.2322 d1.loss_bbox: 0.1441 d1.loss_iou: 0.3867 d2.loss_cls: 0.2202 d2.loss_bbox: 0.1376 d2.loss_iou: 0.3752 d3.loss_cls: 0.2103 d3.loss_bbox: 0.1393 d3.loss_iou: 0.3796 d4.loss_cls: 0.2090 d4.loss_bbox: 0.1389 d4.loss_iou: 0.3734 enc_loss_cls: 0.2535 enc_loss_bbox: 0.1830 enc_loss_iou: 0.4530 dn_loss_cls: 0.0325 dn_loss_bbox: 0.2282 dn_loss_iou: 0.3463 d0.dn_loss_cls: 0.0629 d0.dn_loss_bbox: 0.3529 d0.dn_loss_iou: 0.4831 d1.dn_loss_cls: 0.0430 d1.dn_loss_bbox: 0.2586 d1.dn_loss_iou: 0.3783 d2.dn_loss_cls: 0.0364 d2.dn_loss_bbox: 0.2346 d2.dn_loss_iou: 0.3551 d3.dn_loss_cls: 0.0340 d3.dn_loss_bbox: 0.2295 d3.dn_loss_iou: 0.3481 d4.dn_loss_cls: 0.0328 d4.dn_loss_bbox: 0.2281 d4.dn_loss_iou: 0.3465 2023/02/28 16:15:20 - mmengine - INFO - Epoch(train) [5][6100/7393] lr: 1.0000e-04 eta: 12:43:44 time: 0.8462 data_time: 0.0051 memory: 26789 grad_norm: 31.4522 loss: 10.2061 loss_cls: 0.2329 loss_bbox: 0.1616 loss_iou: 0.4096 d0.loss_cls: 0.3066 d0.loss_bbox: 0.1654 d0.loss_iou: 0.4310 d1.loss_cls: 0.2647 d1.loss_bbox: 0.1624 d1.loss_iou: 0.4141 d2.loss_cls: 0.2441 d2.loss_bbox: 0.1630 d2.loss_iou: 0.4105 d3.loss_cls: 0.2354 d3.loss_bbox: 0.1619 d3.loss_iou: 0.4113 d4.loss_cls: 0.2337 d4.loss_bbox: 0.1613 d4.loss_iou: 0.4083 enc_loss_cls: 0.2958 enc_loss_bbox: 0.1850 enc_loss_iou: 0.4769 dn_loss_cls: 0.0306 dn_loss_bbox: 0.2618 dn_loss_iou: 0.3588 d0.dn_loss_cls: 0.0641 d0.dn_loss_bbox: 0.3806 d0.dn_loss_iou: 0.4840 d1.dn_loss_cls: 0.0421 d1.dn_loss_bbox: 0.2861 d1.dn_loss_iou: 0.3866 d2.dn_loss_cls: 0.0350 d2.dn_loss_bbox: 0.2672 d2.dn_loss_iou: 0.3666 d3.dn_loss_cls: 0.0334 d3.dn_loss_bbox: 0.2621 d3.dn_loss_iou: 0.3597 d4.dn_loss_cls: 0.0311 d4.dn_loss_bbox: 0.2618 d4.dn_loss_iou: 0.3590 2023/02/28 16:16:03 - mmengine - INFO - Epoch(train) [5][6150/7393] lr: 1.0000e-04 eta: 12:43:01 time: 0.8729 data_time: 0.0050 memory: 26735 grad_norm: 33.3617 loss: 10.3640 loss_cls: 0.2307 loss_bbox: 0.1869 loss_iou: 0.3633 d0.loss_cls: 0.2916 d0.loss_bbox: 0.1943 d0.loss_iou: 0.3864 d1.loss_cls: 0.2510 d1.loss_bbox: 0.1914 d1.loss_iou: 0.3741 d2.loss_cls: 0.2399 d2.loss_bbox: 0.1853 d2.loss_iou: 0.3671 d3.loss_cls: 0.2379 d3.loss_bbox: 0.1836 d3.loss_iou: 0.3627 d4.loss_cls: 0.2333 d4.loss_bbox: 0.1856 d4.loss_iou: 0.3627 enc_loss_cls: 0.2770 enc_loss_bbox: 0.2300 enc_loss_iou: 0.4356 dn_loss_cls: 0.0350 dn_loss_bbox: 0.2868 dn_loss_iou: 0.3762 d0.dn_loss_cls: 0.0710 d0.dn_loss_bbox: 0.4098 d0.dn_loss_iou: 0.5163 d1.dn_loss_cls: 0.0473 d1.dn_loss_bbox: 0.3175 d1.dn_loss_iou: 0.4129 d2.dn_loss_cls: 0.0410 d2.dn_loss_bbox: 0.2922 d2.dn_loss_iou: 0.3853 d3.dn_loss_cls: 0.0377 d3.dn_loss_bbox: 0.2874 d3.dn_loss_iou: 0.3777 d4.dn_loss_cls: 0.0356 d4.dn_loss_bbox: 0.2872 d4.dn_loss_iou: 0.3767 2023/02/28 16:16:47 - mmengine - INFO - Epoch(train) [5][6200/7393] lr: 1.0000e-04 eta: 12:42:19 time: 0.8792 data_time: 0.0051 memory: 27158 grad_norm: 37.1879 loss: 9.3296 loss_cls: 0.1894 loss_bbox: 0.1487 loss_iou: 0.3049 d0.loss_cls: 0.2449 d0.loss_bbox: 0.1538 d0.loss_iou: 0.3292 d1.loss_cls: 0.2097 d1.loss_bbox: 0.1483 d1.loss_iou: 0.3097 d2.loss_cls: 0.1960 d2.loss_bbox: 0.1500 d2.loss_iou: 0.3084 d3.loss_cls: 0.1937 d3.loss_bbox: 0.1489 d3.loss_iou: 0.3045 d4.loss_cls: 0.1907 d4.loss_bbox: 0.1491 d4.loss_iou: 0.3053 enc_loss_cls: 0.2359 enc_loss_bbox: 0.1880 enc_loss_iou: 0.3887 dn_loss_cls: 0.0305 dn_loss_bbox: 0.2890 dn_loss_iou: 0.3655 d0.dn_loss_cls: 0.0638 d0.dn_loss_bbox: 0.4315 d0.dn_loss_iou: 0.5125 d1.dn_loss_cls: 0.0409 d1.dn_loss_bbox: 0.3187 d1.dn_loss_iou: 0.3978 d2.dn_loss_cls: 0.0347 d2.dn_loss_bbox: 0.2967 d2.dn_loss_iou: 0.3752 d3.dn_loss_cls: 0.0315 d3.dn_loss_bbox: 0.2902 d3.dn_loss_iou: 0.3675 d4.dn_loss_cls: 0.0307 d4.dn_loss_bbox: 0.2893 d4.dn_loss_iou: 0.3657 2023/02/28 16:17:31 - mmengine - INFO - Epoch(train) [5][6250/7393] lr: 1.0000e-04 eta: 12:41:37 time: 0.8767 data_time: 0.0051 memory: 26495 grad_norm: 37.6513 loss: 9.7967 loss_cls: 0.2059 loss_bbox: 0.1532 loss_iou: 0.3221 d0.loss_cls: 0.2580 d0.loss_bbox: 0.1599 d0.loss_iou: 0.3508 d1.loss_cls: 0.2233 d1.loss_bbox: 0.1557 d1.loss_iou: 0.3388 d2.loss_cls: 0.2153 d2.loss_bbox: 0.1540 d2.loss_iou: 0.3331 d3.loss_cls: 0.2093 d3.loss_bbox: 0.1530 d3.loss_iou: 0.3260 d4.loss_cls: 0.2062 d4.loss_bbox: 0.1535 d4.loss_iou: 0.3231 enc_loss_cls: 0.2493 enc_loss_bbox: 0.1899 enc_loss_iou: 0.3932 dn_loss_cls: 0.0358 dn_loss_bbox: 0.2977 dn_loss_iou: 0.3861 d0.dn_loss_cls: 0.0703 d0.dn_loss_bbox: 0.4274 d0.dn_loss_iou: 0.5262 d1.dn_loss_cls: 0.0465 d1.dn_loss_bbox: 0.3284 d1.dn_loss_iou: 0.4216 d2.dn_loss_cls: 0.0403 d2.dn_loss_bbox: 0.3041 d2.dn_loss_iou: 0.3953 d3.dn_loss_cls: 0.0377 d3.dn_loss_bbox: 0.2982 d3.dn_loss_iou: 0.3879 d4.dn_loss_cls: 0.0361 d4.dn_loss_bbox: 0.2974 d4.dn_loss_iou: 0.3862 2023/02/28 16:18:14 - mmengine - INFO - Epoch(train) [5][6300/7393] lr: 1.0000e-04 eta: 12:40:54 time: 0.8600 data_time: 0.0049 memory: 25030 grad_norm: 35.5542 loss: 9.5912 loss_cls: 0.2079 loss_bbox: 0.1501 loss_iou: 0.3761 d0.loss_cls: 0.2723 d0.loss_bbox: 0.1494 d0.loss_iou: 0.3852 d1.loss_cls: 0.2367 d1.loss_bbox: 0.1479 d1.loss_iou: 0.3812 d2.loss_cls: 0.2227 d2.loss_bbox: 0.1449 d2.loss_iou: 0.3776 d3.loss_cls: 0.2108 d3.loss_bbox: 0.1467 d3.loss_iou: 0.3788 d4.loss_cls: 0.2106 d4.loss_bbox: 0.1473 d4.loss_iou: 0.3756 enc_loss_cls: 0.2562 enc_loss_bbox: 0.1867 enc_loss_iou: 0.4386 dn_loss_cls: 0.0339 dn_loss_bbox: 0.2359 dn_loss_iou: 0.3638 d0.dn_loss_cls: 0.0668 d0.dn_loss_bbox: 0.3621 d0.dn_loss_iou: 0.4951 d1.dn_loss_cls: 0.0451 d1.dn_loss_bbox: 0.2652 d1.dn_loss_iou: 0.3938 d2.dn_loss_cls: 0.0385 d2.dn_loss_bbox: 0.2430 d2.dn_loss_iou: 0.3722 d3.dn_loss_cls: 0.0357 d3.dn_loss_bbox: 0.2365 d3.dn_loss_iou: 0.3659 d4.dn_loss_cls: 0.0341 d4.dn_loss_bbox: 0.2360 d4.dn_loss_iou: 0.3639 2023/02/28 16:18:58 - mmengine - INFO - Epoch(train) [5][6350/7393] lr: 1.0000e-04 eta: 12:40:12 time: 0.8807 data_time: 0.0050 memory: 27998 grad_norm: 34.3973 loss: 11.4142 loss_cls: 0.2647 loss_bbox: 0.2013 loss_iou: 0.4580 d0.loss_cls: 0.3490 d0.loss_bbox: 0.2146 d0.loss_iou: 0.4920 d1.loss_cls: 0.3025 d1.loss_bbox: 0.2054 d1.loss_iou: 0.4694 d2.loss_cls: 0.2714 d2.loss_bbox: 0.2070 d2.loss_iou: 0.4656 d3.loss_cls: 0.2665 d3.loss_bbox: 0.2046 d3.loss_iou: 0.4595 d4.loss_cls: 0.2644 d4.loss_bbox: 0.2013 d4.loss_iou: 0.4578 enc_loss_cls: 0.3323 enc_loss_bbox: 0.2420 enc_loss_iou: 0.5675 dn_loss_cls: 0.0357 dn_loss_bbox: 0.2642 dn_loss_iou: 0.3948 d0.dn_loss_cls: 0.0693 d0.dn_loss_bbox: 0.3696 d0.dn_loss_iou: 0.5209 d1.dn_loss_cls: 0.0473 d1.dn_loss_bbox: 0.2873 d1.dn_loss_iou: 0.4254 d2.dn_loss_cls: 0.0406 d2.dn_loss_bbox: 0.2674 d2.dn_loss_iou: 0.4024 d3.dn_loss_cls: 0.0377 d3.dn_loss_bbox: 0.2642 d3.dn_loss_iou: 0.3962 d4.dn_loss_cls: 0.0358 d4.dn_loss_bbox: 0.2639 d4.dn_loss_iou: 0.3949 2023/02/28 16:19:43 - mmengine - INFO - Epoch(train) [5][6400/7393] lr: 1.0000e-04 eta: 12:39:30 time: 0.8878 data_time: 0.0049 memory: 26767 grad_norm: 36.4969 loss: 9.8884 loss_cls: 0.2060 loss_bbox: 0.1697 loss_iou: 0.3126 d0.loss_cls: 0.2596 d0.loss_bbox: 0.1727 d0.loss_iou: 0.3243 d1.loss_cls: 0.2281 d1.loss_bbox: 0.1739 d1.loss_iou: 0.3202 d2.loss_cls: 0.2169 d2.loss_bbox: 0.1689 d2.loss_iou: 0.3125 d3.loss_cls: 0.2127 d3.loss_bbox: 0.1709 d3.loss_iou: 0.3125 d4.loss_cls: 0.2070 d4.loss_bbox: 0.1717 d4.loss_iou: 0.3125 enc_loss_cls: 0.2526 enc_loss_bbox: 0.2003 enc_loss_iou: 0.3695 dn_loss_cls: 0.0340 dn_loss_bbox: 0.3228 dn_loss_iou: 0.3755 d0.dn_loss_cls: 0.0708 d0.dn_loss_bbox: 0.4558 d0.dn_loss_iou: 0.5204 d1.dn_loss_cls: 0.0452 d1.dn_loss_bbox: 0.3536 d1.dn_loss_iou: 0.4100 d2.dn_loss_cls: 0.0385 d2.dn_loss_bbox: 0.3289 d2.dn_loss_iou: 0.3855 d3.dn_loss_cls: 0.0359 d3.dn_loss_bbox: 0.3245 d3.dn_loss_iou: 0.3783 d4.dn_loss_cls: 0.0345 d4.dn_loss_bbox: 0.3229 d4.dn_loss_iou: 0.3759 2023/02/28 16:20:07 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 16:20:26 - mmengine - INFO - Epoch(train) [5][6450/7393] lr: 1.0000e-04 eta: 12:38:47 time: 0.8651 data_time: 0.0050 memory: 28788 grad_norm: 28.2930 loss: 10.6665 loss_cls: 0.2464 loss_bbox: 0.1680 loss_iou: 0.4059 d0.loss_cls: 0.3104 d0.loss_bbox: 0.1773 d0.loss_iou: 0.4298 d1.loss_cls: 0.2704 d1.loss_bbox: 0.1767 d1.loss_iou: 0.4218 d2.loss_cls: 0.2564 d2.loss_bbox: 0.1695 d2.loss_iou: 0.4083 d3.loss_cls: 0.2498 d3.loss_bbox: 0.1691 d3.loss_iou: 0.4091 d4.loss_cls: 0.2475 d4.loss_bbox: 0.1680 d4.loss_iou: 0.4055 enc_loss_cls: 0.2868 enc_loss_bbox: 0.2142 enc_loss_iou: 0.4931 dn_loss_cls: 0.0349 dn_loss_bbox: 0.2865 dn_loss_iou: 0.3805 d0.dn_loss_cls: 0.0680 d0.dn_loss_bbox: 0.3975 d0.dn_loss_iou: 0.5103 d1.dn_loss_cls: 0.0453 d1.dn_loss_bbox: 0.3124 d1.dn_loss_iou: 0.4121 d2.dn_loss_cls: 0.0392 d2.dn_loss_bbox: 0.2945 d2.dn_loss_iou: 0.3902 d3.dn_loss_cls: 0.0370 d3.dn_loss_bbox: 0.2882 d3.dn_loss_iou: 0.3832 d4.dn_loss_cls: 0.0355 d4.dn_loss_bbox: 0.2869 d4.dn_loss_iou: 0.3807 2023/02/28 16:21:09 - mmengine - INFO - Epoch(train) [5][6500/7393] lr: 1.0000e-04 eta: 12:38:03 time: 0.8570 data_time: 0.0050 memory: 28179 grad_norm: 30.2223 loss: 9.6276 loss_cls: 0.2035 loss_bbox: 0.1518 loss_iou: 0.3209 d0.loss_cls: 0.2546 d0.loss_bbox: 0.1633 d0.loss_iou: 0.3477 d1.loss_cls: 0.2186 d1.loss_bbox: 0.1620 d1.loss_iou: 0.3333 d2.loss_cls: 0.2104 d2.loss_bbox: 0.1556 d2.loss_iou: 0.3263 d3.loss_cls: 0.2073 d3.loss_bbox: 0.1521 d3.loss_iou: 0.3219 d4.loss_cls: 0.2049 d4.loss_bbox: 0.1521 d4.loss_iou: 0.3211 enc_loss_cls: 0.2413 enc_loss_bbox: 0.1951 enc_loss_iou: 0.3923 dn_loss_cls: 0.0347 dn_loss_bbox: 0.3067 dn_loss_iou: 0.3584 d0.dn_loss_cls: 0.0678 d0.dn_loss_bbox: 0.4258 d0.dn_loss_iou: 0.4997 d1.dn_loss_cls: 0.0463 d1.dn_loss_bbox: 0.3371 d1.dn_loss_iou: 0.3934 d2.dn_loss_cls: 0.0394 d2.dn_loss_bbox: 0.3107 d2.dn_loss_iou: 0.3679 d3.dn_loss_cls: 0.0369 d3.dn_loss_bbox: 0.3066 d3.dn_loss_iou: 0.3601 d4.dn_loss_cls: 0.0352 d4.dn_loss_bbox: 0.3065 d4.dn_loss_iou: 0.3585 2023/02/28 16:21:52 - mmengine - INFO - Epoch(train) [5][6550/7393] lr: 1.0000e-04 eta: 12:37:20 time: 0.8674 data_time: 0.0050 memory: 27689 grad_norm: 41.8804 loss: 10.2612 loss_cls: 0.2327 loss_bbox: 0.1536 loss_iou: 0.4306 d0.loss_cls: 0.3007 d0.loss_bbox: 0.1596 d0.loss_iou: 0.4557 d1.loss_cls: 0.2632 d1.loss_bbox: 0.1559 d1.loss_iou: 0.4371 d2.loss_cls: 0.2451 d2.loss_bbox: 0.1533 d2.loss_iou: 0.4305 d3.loss_cls: 0.2408 d3.loss_bbox: 0.1522 d3.loss_iou: 0.4275 d4.loss_cls: 0.2351 d4.loss_bbox: 0.1523 d4.loss_iou: 0.4301 enc_loss_cls: 0.2938 enc_loss_bbox: 0.1881 enc_loss_iou: 0.5016 dn_loss_cls: 0.0329 dn_loss_bbox: 0.2334 dn_loss_iou: 0.3699 d0.dn_loss_cls: 0.0683 d0.dn_loss_bbox: 0.3593 d0.dn_loss_iou: 0.5054 d1.dn_loss_cls: 0.0451 d1.dn_loss_bbox: 0.2646 d1.dn_loss_iou: 0.4038 d2.dn_loss_cls: 0.0377 d2.dn_loss_bbox: 0.2421 d2.dn_loss_iou: 0.3795 d3.dn_loss_cls: 0.0351 d3.dn_loss_bbox: 0.2354 d3.dn_loss_iou: 0.3719 d4.dn_loss_cls: 0.0331 d4.dn_loss_bbox: 0.2337 d4.dn_loss_iou: 0.3703 2023/02/28 16:22:36 - mmengine - INFO - Epoch(train) [5][6600/7393] lr: 1.0000e-04 eta: 12:36:38 time: 0.8738 data_time: 0.0049 memory: 26900 grad_norm: 36.0866 loss: 10.5751 loss_cls: 0.2237 loss_bbox: 0.1687 loss_iou: 0.3840 d0.loss_cls: 0.2874 d0.loss_bbox: 0.1700 d0.loss_iou: 0.4084 d1.loss_cls: 0.2504 d1.loss_bbox: 0.1672 d1.loss_iou: 0.3903 d2.loss_cls: 0.2369 d2.loss_bbox: 0.1654 d2.loss_iou: 0.3847 d3.loss_cls: 0.2274 d3.loss_bbox: 0.1675 d3.loss_iou: 0.3852 d4.loss_cls: 0.2235 d4.loss_bbox: 0.1671 d4.loss_iou: 0.3838 enc_loss_cls: 0.2735 enc_loss_bbox: 0.1977 enc_loss_iou: 0.4537 dn_loss_cls: 0.0329 dn_loss_bbox: 0.2916 dn_loss_iou: 0.4249 d0.dn_loss_cls: 0.0673 d0.dn_loss_bbox: 0.4034 d0.dn_loss_iou: 0.5529 d1.dn_loss_cls: 0.0441 d1.dn_loss_bbox: 0.3176 d1.dn_loss_iou: 0.4552 d2.dn_loss_cls: 0.0372 d2.dn_loss_bbox: 0.2972 d2.dn_loss_iou: 0.4336 d3.dn_loss_cls: 0.0346 d3.dn_loss_bbox: 0.2914 d3.dn_loss_iou: 0.4264 d4.dn_loss_cls: 0.0327 d4.dn_loss_bbox: 0.2911 d4.dn_loss_iou: 0.4246 2023/02/28 16:23:19 - mmengine - INFO - Epoch(train) [5][6650/7393] lr: 1.0000e-04 eta: 12:35:55 time: 0.8674 data_time: 0.0051 memory: 29085 grad_norm: 36.3656 loss: 9.9945 loss_cls: 0.2102 loss_bbox: 0.1628 loss_iou: 0.3385 d0.loss_cls: 0.2702 d0.loss_bbox: 0.1614 d0.loss_iou: 0.3415 d1.loss_cls: 0.2333 d1.loss_bbox: 0.1620 d1.loss_iou: 0.3313 d2.loss_cls: 0.2213 d2.loss_bbox: 0.1583 d2.loss_iou: 0.3330 d3.loss_cls: 0.2164 d3.loss_bbox: 0.1606 d3.loss_iou: 0.3354 d4.loss_cls: 0.2102 d4.loss_bbox: 0.1633 d4.loss_iou: 0.3372 enc_loss_cls: 0.2526 enc_loss_bbox: 0.1975 enc_loss_iou: 0.4006 dn_loss_cls: 0.0298 dn_loss_bbox: 0.3371 dn_loss_iou: 0.3786 d0.dn_loss_cls: 0.0605 d0.dn_loss_bbox: 0.4389 d0.dn_loss_iou: 0.4956 d1.dn_loss_cls: 0.0393 d1.dn_loss_bbox: 0.3577 d1.dn_loss_iou: 0.4040 d2.dn_loss_cls: 0.0339 d2.dn_loss_bbox: 0.3408 d2.dn_loss_iou: 0.3846 d3.dn_loss_cls: 0.0319 d3.dn_loss_bbox: 0.3377 d3.dn_loss_iou: 0.3806 d4.dn_loss_cls: 0.0302 d4.dn_loss_bbox: 0.3370 d4.dn_loss_iou: 0.3788 2023/02/28 16:24:02 - mmengine - INFO - Epoch(train) [5][6700/7393] lr: 1.0000e-04 eta: 12:35:12 time: 0.8640 data_time: 0.0049 memory: 27774 grad_norm: 33.4505 loss: 9.1308 loss_cls: 0.1810 loss_bbox: 0.1395 loss_iou: 0.3458 d0.loss_cls: 0.2426 d0.loss_bbox: 0.1406 d0.loss_iou: 0.3603 d1.loss_cls: 0.2046 d1.loss_bbox: 0.1430 d1.loss_iou: 0.3505 d2.loss_cls: 0.1917 d2.loss_bbox: 0.1363 d2.loss_iou: 0.3395 d3.loss_cls: 0.1872 d3.loss_bbox: 0.1366 d3.loss_iou: 0.3401 d4.loss_cls: 0.1838 d4.loss_bbox: 0.1385 d4.loss_iou: 0.3418 enc_loss_cls: 0.2305 enc_loss_bbox: 0.1734 enc_loss_iou: 0.4083 dn_loss_cls: 0.0266 dn_loss_bbox: 0.2744 dn_loss_iou: 0.3366 d0.dn_loss_cls: 0.0607 d0.dn_loss_bbox: 0.3996 d0.dn_loss_iou: 0.4698 d1.dn_loss_cls: 0.0382 d1.dn_loss_bbox: 0.3041 d1.dn_loss_iou: 0.3682 d2.dn_loss_cls: 0.0304 d2.dn_loss_bbox: 0.2811 d2.dn_loss_iou: 0.3460 d3.dn_loss_cls: 0.0283 d3.dn_loss_bbox: 0.2750 d3.dn_loss_iou: 0.3382 d4.dn_loss_cls: 0.0267 d4.dn_loss_bbox: 0.2745 d4.dn_loss_iou: 0.3369 2023/02/28 16:24:46 - mmengine - INFO - Epoch(train) [5][6750/7393] lr: 1.0000e-04 eta: 12:34:30 time: 0.8778 data_time: 0.0050 memory: 30294 grad_norm: 36.4056 loss: 10.8638 loss_cls: 0.2591 loss_bbox: 0.1953 loss_iou: 0.4306 d0.loss_cls: 0.3316 d0.loss_bbox: 0.1962 d0.loss_iou: 0.4524 d1.loss_cls: 0.2870 d1.loss_bbox: 0.1967 d1.loss_iou: 0.4314 d2.loss_cls: 0.2679 d2.loss_bbox: 0.1975 d2.loss_iou: 0.4364 d3.loss_cls: 0.2642 d3.loss_bbox: 0.1968 d3.loss_iou: 0.4281 d4.loss_cls: 0.2585 d4.loss_bbox: 0.1958 d4.loss_iou: 0.4328 enc_loss_cls: 0.3177 enc_loss_bbox: 0.2357 enc_loss_iou: 0.5212 dn_loss_cls: 0.0300 dn_loss_bbox: 0.2556 dn_loss_iou: 0.3757 d0.dn_loss_cls: 0.0619 d0.dn_loss_bbox: 0.3619 d0.dn_loss_iou: 0.5132 d1.dn_loss_cls: 0.0397 d1.dn_loss_bbox: 0.2796 d1.dn_loss_iou: 0.4080 d2.dn_loss_cls: 0.0328 d2.dn_loss_bbox: 0.2612 d2.dn_loss_iou: 0.3841 d3.dn_loss_cls: 0.0312 d3.dn_loss_bbox: 0.2566 d3.dn_loss_iou: 0.3777 d4.dn_loss_cls: 0.0302 d4.dn_loss_bbox: 0.2557 d4.dn_loss_iou: 0.3759 2023/02/28 16:25:29 - mmengine - INFO - Epoch(train) [5][6800/7393] lr: 1.0000e-04 eta: 12:33:45 time: 0.8521 data_time: 0.0049 memory: 29672 grad_norm: 34.4619 loss: 10.5709 loss_cls: 0.2143 loss_bbox: 0.1786 loss_iou: 0.3848 d0.loss_cls: 0.2862 d0.loss_bbox: 0.1767 d0.loss_iou: 0.3997 d1.loss_cls: 0.2431 d1.loss_bbox: 0.1744 d1.loss_iou: 0.3858 d2.loss_cls: 0.2223 d2.loss_bbox: 0.1788 d2.loss_iou: 0.3883 d3.loss_cls: 0.2183 d3.loss_bbox: 0.1763 d3.loss_iou: 0.3829 d4.loss_cls: 0.2147 d4.loss_bbox: 0.1786 d4.loss_iou: 0.3845 enc_loss_cls: 0.2738 enc_loss_bbox: 0.2198 enc_loss_iou: 0.4535 dn_loss_cls: 0.0347 dn_loss_bbox: 0.3034 dn_loss_iou: 0.3962 d0.dn_loss_cls: 0.0734 d0.dn_loss_bbox: 0.4345 d0.dn_loss_iou: 0.5385 d1.dn_loss_cls: 0.0477 d1.dn_loss_bbox: 0.3419 d1.dn_loss_iou: 0.4310 d2.dn_loss_cls: 0.0387 d2.dn_loss_bbox: 0.3138 d2.dn_loss_iou: 0.4063 d3.dn_loss_cls: 0.0361 d3.dn_loss_bbox: 0.3059 d3.dn_loss_iou: 0.3982 d4.dn_loss_cls: 0.0353 d4.dn_loss_bbox: 0.3037 d4.dn_loss_iou: 0.3964 2023/02/28 16:26:13 - mmengine - INFO - Epoch(train) [5][6850/7393] lr: 1.0000e-04 eta: 12:33:03 time: 0.8733 data_time: 0.0050 memory: 28041 grad_norm: 30.3201 loss: 10.1124 loss_cls: 0.1982 loss_bbox: 0.1494 loss_iou: 0.3920 d0.loss_cls: 0.2692 d0.loss_bbox: 0.1503 d0.loss_iou: 0.3999 d1.loss_cls: 0.2179 d1.loss_bbox: 0.1536 d1.loss_iou: 0.4023 d2.loss_cls: 0.2059 d2.loss_bbox: 0.1480 d2.loss_iou: 0.3974 d3.loss_cls: 0.2004 d3.loss_bbox: 0.1473 d3.loss_iou: 0.3950 d4.loss_cls: 0.2002 d4.loss_bbox: 0.1480 d4.loss_iou: 0.3923 enc_loss_cls: 0.2519 enc_loss_bbox: 0.1829 enc_loss_iou: 0.4567 dn_loss_cls: 0.0322 dn_loss_bbox: 0.2790 dn_loss_iou: 0.3981 d0.dn_loss_cls: 0.0657 d0.dn_loss_bbox: 0.4028 d0.dn_loss_iou: 0.5375 d1.dn_loss_cls: 0.0426 d1.dn_loss_bbox: 0.3098 d1.dn_loss_iou: 0.4328 d2.dn_loss_cls: 0.0360 d2.dn_loss_bbox: 0.2851 d2.dn_loss_iou: 0.4071 d3.dn_loss_cls: 0.0338 d3.dn_loss_bbox: 0.2806 d3.dn_loss_iou: 0.4005 d4.dn_loss_cls: 0.0325 d4.dn_loss_bbox: 0.2790 d4.dn_loss_iou: 0.3985 2023/02/28 16:26:56 - mmengine - INFO - Epoch(train) [5][6900/7393] lr: 1.0000e-04 eta: 12:32:20 time: 0.8638 data_time: 0.0049 memory: 29182 grad_norm: 34.9494 loss: 9.5482 loss_cls: 0.2138 loss_bbox: 0.1513 loss_iou: 0.3483 d0.loss_cls: 0.2656 d0.loss_bbox: 0.1613 d0.loss_iou: 0.3658 d1.loss_cls: 0.2336 d1.loss_bbox: 0.1574 d1.loss_iou: 0.3595 d2.loss_cls: 0.2249 d2.loss_bbox: 0.1517 d2.loss_iou: 0.3527 d3.loss_cls: 0.2173 d3.loss_bbox: 0.1498 d3.loss_iou: 0.3502 d4.loss_cls: 0.2123 d4.loss_bbox: 0.1504 d4.loss_iou: 0.3491 enc_loss_cls: 0.2609 enc_loss_bbox: 0.1864 enc_loss_iou: 0.4054 dn_loss_cls: 0.0320 dn_loss_bbox: 0.2679 dn_loss_iou: 0.3477 d0.dn_loss_cls: 0.0654 d0.dn_loss_bbox: 0.3963 d0.dn_loss_iou: 0.4829 d1.dn_loss_cls: 0.0432 d1.dn_loss_bbox: 0.2982 d1.dn_loss_iou: 0.3791 d2.dn_loss_cls: 0.0361 d2.dn_loss_bbox: 0.2751 d2.dn_loss_iou: 0.3571 d3.dn_loss_cls: 0.0332 d3.dn_loss_bbox: 0.2689 d3.dn_loss_iou: 0.3494 d4.dn_loss_cls: 0.0324 d4.dn_loss_bbox: 0.2680 d4.dn_loss_iou: 0.3478 2023/02/28 16:27:39 - mmengine - INFO - Epoch(train) [5][6950/7393] lr: 1.0000e-04 eta: 12:31:37 time: 0.8672 data_time: 0.0049 memory: 28456 grad_norm: 31.5546 loss: 10.0995 loss_cls: 0.2035 loss_bbox: 0.1654 loss_iou: 0.3415 d0.loss_cls: 0.2760 d0.loss_bbox: 0.1681 d0.loss_iou: 0.3530 d1.loss_cls: 0.2247 d1.loss_bbox: 0.1700 d1.loss_iou: 0.3530 d2.loss_cls: 0.2104 d2.loss_bbox: 0.1651 d2.loss_iou: 0.3472 d3.loss_cls: 0.2050 d3.loss_bbox: 0.1641 d3.loss_iou: 0.3444 d4.loss_cls: 0.2002 d4.loss_bbox: 0.1674 d4.loss_iou: 0.3444 enc_loss_cls: 0.2565 enc_loss_bbox: 0.2088 enc_loss_iou: 0.4134 dn_loss_cls: 0.0334 dn_loss_bbox: 0.3165 dn_loss_iou: 0.3774 d0.dn_loss_cls: 0.0698 d0.dn_loss_bbox: 0.4630 d0.dn_loss_iou: 0.5222 d1.dn_loss_cls: 0.0462 d1.dn_loss_bbox: 0.3562 d1.dn_loss_iou: 0.4149 d2.dn_loss_cls: 0.0381 d2.dn_loss_bbox: 0.3287 d2.dn_loss_iou: 0.3888 d3.dn_loss_cls: 0.0353 d3.dn_loss_bbox: 0.3193 d3.dn_loss_iou: 0.3800 d4.dn_loss_cls: 0.0334 d4.dn_loss_bbox: 0.3165 d4.dn_loss_iou: 0.3776 2023/02/28 16:28:22 - mmengine - INFO - Epoch(train) [5][7000/7393] lr: 1.0000e-04 eta: 12:30:53 time: 0.8623 data_time: 0.0052 memory: 28179 grad_norm: 36.2171 loss: 10.6928 loss_cls: 0.2449 loss_bbox: 0.1836 loss_iou: 0.4120 d0.loss_cls: 0.3207 d0.loss_bbox: 0.1857 d0.loss_iou: 0.4163 d1.loss_cls: 0.2769 d1.loss_bbox: 0.1863 d1.loss_iou: 0.4102 d2.loss_cls: 0.2569 d2.loss_bbox: 0.1823 d2.loss_iou: 0.4075 d3.loss_cls: 0.2466 d3.loss_bbox: 0.1836 d3.loss_iou: 0.4111 d4.loss_cls: 0.2455 d4.loss_bbox: 0.1835 d4.loss_iou: 0.4112 enc_loss_cls: 0.3070 enc_loss_bbox: 0.2197 enc_loss_iou: 0.4672 dn_loss_cls: 0.0334 dn_loss_bbox: 0.2693 dn_loss_iou: 0.3873 d0.dn_loss_cls: 0.0684 d0.dn_loss_bbox: 0.3920 d0.dn_loss_iou: 0.5250 d1.dn_loss_cls: 0.0447 d1.dn_loss_bbox: 0.2994 d1.dn_loss_iou: 0.4204 d2.dn_loss_cls: 0.0377 d2.dn_loss_bbox: 0.2763 d2.dn_loss_iou: 0.3954 d3.dn_loss_cls: 0.0354 d3.dn_loss_bbox: 0.2703 d3.dn_loss_iou: 0.3889 d4.dn_loss_cls: 0.0339 d4.dn_loss_bbox: 0.2692 d4.dn_loss_iou: 0.3874 2023/02/28 16:29:05 - mmengine - INFO - Epoch(train) [5][7050/7393] lr: 1.0000e-04 eta: 12:30:10 time: 0.8586 data_time: 0.0049 memory: 25437 grad_norm: 36.8501 loss: 10.1961 loss_cls: 0.2214 loss_bbox: 0.1841 loss_iou: 0.3913 d0.loss_cls: 0.2906 d0.loss_bbox: 0.1861 d0.loss_iou: 0.4076 d1.loss_cls: 0.2471 d1.loss_bbox: 0.1858 d1.loss_iou: 0.3984 d2.loss_cls: 0.2302 d2.loss_bbox: 0.1843 d2.loss_iou: 0.3926 d3.loss_cls: 0.2242 d3.loss_bbox: 0.1829 d3.loss_iou: 0.3873 d4.loss_cls: 0.2196 d4.loss_bbox: 0.1839 d4.loss_iou: 0.3907 enc_loss_cls: 0.2723 enc_loss_bbox: 0.2264 enc_loss_iou: 0.4650 dn_loss_cls: 0.0277 dn_loss_bbox: 0.2494 dn_loss_iou: 0.3768 d0.dn_loss_cls: 0.0617 d0.dn_loss_bbox: 0.3714 d0.dn_loss_iou: 0.5132 d1.dn_loss_cls: 0.0391 d1.dn_loss_bbox: 0.2831 d1.dn_loss_iou: 0.4123 d2.dn_loss_cls: 0.0323 d2.dn_loss_bbox: 0.2559 d2.dn_loss_iou: 0.3872 d3.dn_loss_cls: 0.0295 d3.dn_loss_bbox: 0.2511 d3.dn_loss_iou: 0.3793 d4.dn_loss_cls: 0.0279 d4.dn_loss_bbox: 0.2496 d4.dn_loss_iou: 0.3772 2023/02/28 16:29:48 - mmengine - INFO - Epoch(train) [5][7100/7393] lr: 1.0000e-04 eta: 12:29:26 time: 0.8567 data_time: 0.0050 memory: 26329 grad_norm: 33.5057 loss: 10.1536 loss_cls: 0.2318 loss_bbox: 0.1627 loss_iou: 0.3315 d0.loss_cls: 0.3000 d0.loss_bbox: 0.1639 d0.loss_iou: 0.3441 d1.loss_cls: 0.2608 d1.loss_bbox: 0.1582 d1.loss_iou: 0.3313 d2.loss_cls: 0.2485 d2.loss_bbox: 0.1584 d2.loss_iou: 0.3295 d3.loss_cls: 0.2368 d3.loss_bbox: 0.1608 d3.loss_iou: 0.3290 d4.loss_cls: 0.2334 d4.loss_bbox: 0.1641 d4.loss_iou: 0.3326 enc_loss_cls: 0.2864 enc_loss_bbox: 0.2065 enc_loss_iou: 0.4041 dn_loss_cls: 0.0354 dn_loss_bbox: 0.3089 dn_loss_iou: 0.3765 d0.dn_loss_cls: 0.0756 d0.dn_loss_bbox: 0.4621 d0.dn_loss_iou: 0.5250 d1.dn_loss_cls: 0.0487 d1.dn_loss_bbox: 0.3451 d1.dn_loss_iou: 0.4119 d2.dn_loss_cls: 0.0405 d2.dn_loss_bbox: 0.3159 d2.dn_loss_iou: 0.3866 d3.dn_loss_cls: 0.0376 d3.dn_loss_bbox: 0.3089 d3.dn_loss_iou: 0.3780 d4.dn_loss_cls: 0.0361 d4.dn_loss_bbox: 0.3095 d4.dn_loss_iou: 0.3770 2023/02/28 16:30:33 - mmengine - INFO - Epoch(train) [5][7150/7393] lr: 1.0000e-04 eta: 12:28:45 time: 0.8899 data_time: 0.0050 memory: 27598 grad_norm: 32.4871 loss: 10.8981 loss_cls: 0.2613 loss_bbox: 0.1786 loss_iou: 0.4431 d0.loss_cls: 0.3176 d0.loss_bbox: 0.1953 d0.loss_iou: 0.4716 d1.loss_cls: 0.2847 d1.loss_bbox: 0.1860 d1.loss_iou: 0.4549 d2.loss_cls: 0.2712 d2.loss_bbox: 0.1843 d2.loss_iou: 0.4462 d3.loss_cls: 0.2614 d3.loss_bbox: 0.1830 d3.loss_iou: 0.4464 d4.loss_cls: 0.2631 d4.loss_bbox: 0.1783 d4.loss_iou: 0.4430 enc_loss_cls: 0.3103 enc_loss_bbox: 0.2256 enc_loss_iou: 0.5226 dn_loss_cls: 0.0368 dn_loss_bbox: 0.2509 dn_loss_iou: 0.3816 d0.dn_loss_cls: 0.0683 d0.dn_loss_bbox: 0.3532 d0.dn_loss_iou: 0.5109 d1.dn_loss_cls: 0.0472 d1.dn_loss_bbox: 0.2760 d1.dn_loss_iou: 0.4145 d2.dn_loss_cls: 0.0394 d2.dn_loss_bbox: 0.2567 d2.dn_loss_iou: 0.3909 d3.dn_loss_cls: 0.0379 d3.dn_loss_bbox: 0.2523 d3.dn_loss_iou: 0.3830 d4.dn_loss_cls: 0.0368 d4.dn_loss_bbox: 0.2512 d4.dn_loss_iou: 0.3820 2023/02/28 16:31:16 - mmengine - INFO - Epoch(train) [5][7200/7393] lr: 1.0000e-04 eta: 12:28:02 time: 0.8724 data_time: 0.0050 memory: 27322 grad_norm: 33.9453 loss: 9.6502 loss_cls: 0.2066 loss_bbox: 0.1550 loss_iou: 0.3719 d0.loss_cls: 0.2708 d0.loss_bbox: 0.1624 d0.loss_iou: 0.3940 d1.loss_cls: 0.2334 d1.loss_bbox: 0.1603 d1.loss_iou: 0.3810 d2.loss_cls: 0.2188 d2.loss_bbox: 0.1555 d2.loss_iou: 0.3741 d3.loss_cls: 0.2140 d3.loss_bbox: 0.1552 d3.loss_iou: 0.3730 d4.loss_cls: 0.2084 d4.loss_bbox: 0.1548 d4.loss_iou: 0.3720 enc_loss_cls: 0.2625 enc_loss_bbox: 0.1917 enc_loss_iou: 0.4414 dn_loss_cls: 0.0338 dn_loss_bbox: 0.2272 dn_loss_iou: 0.3759 d0.dn_loss_cls: 0.0686 d0.dn_loss_bbox: 0.3445 d0.dn_loss_iou: 0.5062 d1.dn_loss_cls: 0.0438 d1.dn_loss_bbox: 0.2546 d1.dn_loss_iou: 0.4048 d2.dn_loss_cls: 0.0377 d2.dn_loss_bbox: 0.2335 d2.dn_loss_iou: 0.3826 d3.dn_loss_cls: 0.0359 d3.dn_loss_bbox: 0.2282 d3.dn_loss_iou: 0.3778 d4.dn_loss_cls: 0.0346 d4.dn_loss_bbox: 0.2275 d4.dn_loss_iou: 0.3762 2023/02/28 16:32:00 - mmengine - INFO - Epoch(train) [5][7250/7393] lr: 1.0000e-04 eta: 12:27:19 time: 0.8684 data_time: 0.0049 memory: 26633 grad_norm: 33.5766 loss: 9.6740 loss_cls: 0.1997 loss_bbox: 0.1366 loss_iou: 0.3223 d0.loss_cls: 0.2645 d0.loss_bbox: 0.1489 d0.loss_iou: 0.3476 d1.loss_cls: 0.2240 d1.loss_bbox: 0.1423 d1.loss_iou: 0.3364 d2.loss_cls: 0.2084 d2.loss_bbox: 0.1390 d2.loss_iou: 0.3299 d3.loss_cls: 0.2029 d3.loss_bbox: 0.1381 d3.loss_iou: 0.3266 d4.loss_cls: 0.1986 d4.loss_bbox: 0.1367 d4.loss_iou: 0.3235 enc_loss_cls: 0.2554 enc_loss_bbox: 0.1791 enc_loss_iou: 0.3935 dn_loss_cls: 0.0331 dn_loss_bbox: 0.3150 dn_loss_iou: 0.3563 d0.dn_loss_cls: 0.0701 d0.dn_loss_bbox: 0.4729 d0.dn_loss_iou: 0.5121 d1.dn_loss_cls: 0.0462 d1.dn_loss_bbox: 0.3601 d1.dn_loss_iou: 0.4003 d2.dn_loss_cls: 0.0381 d2.dn_loss_bbox: 0.3264 d2.dn_loss_iou: 0.3692 d3.dn_loss_cls: 0.0360 d3.dn_loss_bbox: 0.3181 d3.dn_loss_iou: 0.3596 d4.dn_loss_cls: 0.0342 d4.dn_loss_bbox: 0.3154 d4.dn_loss_iou: 0.3570 2023/02/28 16:32:43 - mmengine - INFO - Epoch(train) [5][7300/7393] lr: 1.0000e-04 eta: 12:26:36 time: 0.8681 data_time: 0.0049 memory: 29652 grad_norm: 34.3513 loss: 9.8717 loss_cls: 0.2036 loss_bbox: 0.1647 loss_iou: 0.3705 d0.loss_cls: 0.2780 d0.loss_bbox: 0.1724 d0.loss_iou: 0.3937 d1.loss_cls: 0.2379 d1.loss_bbox: 0.1662 d1.loss_iou: 0.3714 d2.loss_cls: 0.2255 d2.loss_bbox: 0.1599 d2.loss_iou: 0.3643 d3.loss_cls: 0.2154 d3.loss_bbox: 0.1605 d3.loss_iou: 0.3645 d4.loss_cls: 0.2065 d4.loss_bbox: 0.1642 d4.loss_iou: 0.3685 enc_loss_cls: 0.2580 enc_loss_bbox: 0.2040 enc_loss_iou: 0.4422 dn_loss_cls: 0.0331 dn_loss_bbox: 0.2638 dn_loss_iou: 0.3682 d0.dn_loss_cls: 0.0660 d0.dn_loss_bbox: 0.3922 d0.dn_loss_iou: 0.4977 d1.dn_loss_cls: 0.0425 d1.dn_loss_bbox: 0.2925 d1.dn_loss_iou: 0.4001 d2.dn_loss_cls: 0.0366 d2.dn_loss_bbox: 0.2722 d2.dn_loss_iou: 0.3790 d3.dn_loss_cls: 0.0345 d3.dn_loss_bbox: 0.2653 d3.dn_loss_iou: 0.3707 d4.dn_loss_cls: 0.0330 d4.dn_loss_bbox: 0.2637 d4.dn_loss_iou: 0.3685 2023/02/28 16:33:26 - mmengine - INFO - Epoch(train) [5][7350/7393] lr: 1.0000e-04 eta: 12:25:52 time: 0.8557 data_time: 0.0050 memory: 26872 grad_norm: 33.5314 loss: 9.4853 loss_cls: 0.1992 loss_bbox: 0.1768 loss_iou: 0.3292 d0.loss_cls: 0.2594 d0.loss_bbox: 0.1745 d0.loss_iou: 0.3591 d1.loss_cls: 0.2227 d1.loss_bbox: 0.1793 d1.loss_iou: 0.3400 d2.loss_cls: 0.2065 d2.loss_bbox: 0.1790 d2.loss_iou: 0.3381 d3.loss_cls: 0.2002 d3.loss_bbox: 0.1816 d3.loss_iou: 0.3347 d4.loss_cls: 0.1964 d4.loss_bbox: 0.1790 d4.loss_iou: 0.3345 enc_loss_cls: 0.2517 enc_loss_bbox: 0.2068 enc_loss_iou: 0.4135 dn_loss_cls: 0.0293 dn_loss_bbox: 0.2493 dn_loss_iou: 0.3512 d0.dn_loss_cls: 0.0623 d0.dn_loss_bbox: 0.3910 d0.dn_loss_iou: 0.4970 d1.dn_loss_cls: 0.0399 d1.dn_loss_bbox: 0.2918 d1.dn_loss_iou: 0.3878 d2.dn_loss_cls: 0.0333 d2.dn_loss_bbox: 0.2601 d2.dn_loss_iou: 0.3628 d3.dn_loss_cls: 0.0310 d3.dn_loss_bbox: 0.2519 d3.dn_loss_iou: 0.3539 d4.dn_loss_cls: 0.0294 d4.dn_loss_bbox: 0.2494 d4.dn_loss_iou: 0.3516 2023/02/28 16:34:03 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 16:34:03 - mmengine - INFO - Saving checkpoint at 5 epochs 2023/02/28 16:34:15 - mmengine - INFO - Epoch(val) [5][ 50/625] eta: 0:01:02 time: 0.1083 data_time: 0.0020 memory: 26829 2023/02/28 16:34:20 - mmengine - INFO - Epoch(val) [5][100/625] eta: 0:00:56 time: 0.1062 data_time: 0.0016 memory: 5417 2023/02/28 16:34:25 - mmengine - INFO - Epoch(val) [5][150/625] eta: 0:00:50 time: 0.1064 data_time: 0.0016 memory: 5361 2023/02/28 16:34:31 - mmengine - INFO - Epoch(val) [5][200/625] eta: 0:00:45 time: 0.1078 data_time: 0.0016 memory: 5382 2023/02/28 16:34:36 - mmengine - INFO - Epoch(val) [5][250/625] eta: 0:00:40 time: 0.1064 data_time: 0.0016 memory: 5432 2023/02/28 16:34:41 - mmengine - INFO - Epoch(val) [5][300/625] eta: 0:00:34 time: 0.1045 data_time: 0.0016 memory: 5361 2023/02/28 16:34:46 - mmengine - INFO - Epoch(val) [5][350/625] eta: 0:00:29 time: 0.1071 data_time: 0.0016 memory: 5375 2023/02/28 16:34:52 - mmengine - INFO - Epoch(val) [5][400/625] eta: 0:00:23 time: 0.1065 data_time: 0.0016 memory: 5417 2023/02/28 16:34:57 - mmengine - INFO - Epoch(val) [5][450/625] eta: 0:00:18 time: 0.1064 data_time: 0.0016 memory: 5431 2023/02/28 16:35:02 - mmengine - INFO - Epoch(val) [5][500/625] eta: 0:00:13 time: 0.1054 data_time: 0.0015 memory: 5361 2023/02/28 16:35:08 - mmengine - INFO - Epoch(val) [5][550/625] eta: 0:00:07 time: 0.1071 data_time: 0.0015 memory: 5418 2023/02/28 16:35:13 - mmengine - INFO - Epoch(val) [5][600/625] eta: 0:00:02 time: 0.1042 data_time: 0.0014 memory: 5382 2023/02/28 16:35:32 - mmengine - INFO - Evaluating bbox... 2023/02/28 16:36:57 - mmengine - INFO - bbox_mAP_copypaste: 0.522 0.708 0.567 0.350 0.554 0.692 2023/02/28 16:36:59 - mmengine - INFO - Epoch(val) [5][625/625] coco/bbox_mAP: 0.5220 coco/bbox_mAP_50: 0.7080 coco/bbox_mAP_75: 0.5670 coco/bbox_mAP_s: 0.3500 coco/bbox_mAP_m: 0.5540 coco/bbox_mAP_l: 0.6920 2023/02/28 16:37:29 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 16:37:43 - mmengine - INFO - Epoch(train) [6][ 50/7393] lr: 1.0000e-04 eta: 12:24:33 time: 0.8776 data_time: 0.0059 memory: 28179 grad_norm: 29.2695 loss: 10.2658 loss_cls: 0.2168 loss_bbox: 0.1727 loss_iou: 0.3763 d0.loss_cls: 0.2839 d0.loss_bbox: 0.1767 d0.loss_iou: 0.3903 d1.loss_cls: 0.2426 d1.loss_bbox: 0.1746 d1.loss_iou: 0.3788 d2.loss_cls: 0.2301 d2.loss_bbox: 0.1768 d2.loss_iou: 0.3793 d3.loss_cls: 0.2224 d3.loss_bbox: 0.1736 d3.loss_iou: 0.3772 d4.loss_cls: 0.2173 d4.loss_bbox: 0.1733 d4.loss_iou: 0.3754 enc_loss_cls: 0.2724 enc_loss_bbox: 0.2057 enc_loss_iou: 0.4426 dn_loss_cls: 0.0316 dn_loss_bbox: 0.2874 dn_loss_iou: 0.3802 d0.dn_loss_cls: 0.0659 d0.dn_loss_bbox: 0.4137 d0.dn_loss_iou: 0.5199 d1.dn_loss_cls: 0.0419 d1.dn_loss_bbox: 0.3245 d1.dn_loss_iou: 0.4161 d2.dn_loss_cls: 0.0357 d2.dn_loss_bbox: 0.2959 d2.dn_loss_iou: 0.3896 d3.dn_loss_cls: 0.0335 d3.dn_loss_bbox: 0.2890 d3.dn_loss_iou: 0.3821 d4.dn_loss_cls: 0.0317 d4.dn_loss_bbox: 0.2877 d4.dn_loss_iou: 0.3803 2023/02/28 16:38:26 - mmengine - INFO - Epoch(train) [6][ 100/7393] lr: 1.0000e-04 eta: 12:23:50 time: 0.8682 data_time: 0.0049 memory: 26633 grad_norm: 32.0915 loss: 9.1297 loss_cls: 0.1850 loss_bbox: 0.1403 loss_iou: 0.3057 d0.loss_cls: 0.2519 d0.loss_bbox: 0.1453 d0.loss_iou: 0.3117 d1.loss_cls: 0.2175 d1.loss_bbox: 0.1395 d1.loss_iou: 0.3030 d2.loss_cls: 0.1984 d2.loss_bbox: 0.1376 d2.loss_iou: 0.3031 d3.loss_cls: 0.1882 d3.loss_bbox: 0.1392 d3.loss_iou: 0.3061 d4.loss_cls: 0.1853 d4.loss_bbox: 0.1399 d4.loss_iou: 0.3061 enc_loss_cls: 0.2305 enc_loss_bbox: 0.1865 enc_loss_iou: 0.3695 dn_loss_cls: 0.0327 dn_loss_bbox: 0.2864 dn_loss_iou: 0.3434 d0.dn_loss_cls: 0.0652 d0.dn_loss_bbox: 0.4483 d0.dn_loss_iou: 0.4874 d1.dn_loss_cls: 0.0432 d1.dn_loss_bbox: 0.3296 d1.dn_loss_iou: 0.3811 d2.dn_loss_cls: 0.0376 d2.dn_loss_bbox: 0.2964 d2.dn_loss_iou: 0.3542 d3.dn_loss_cls: 0.0355 d3.dn_loss_bbox: 0.2889 d3.dn_loss_iou: 0.3458 d4.dn_loss_cls: 0.0332 d4.dn_loss_bbox: 0.2866 d4.dn_loss_iou: 0.3437 2023/02/28 16:39:09 - mmengine - INFO - Epoch(train) [6][ 150/7393] lr: 1.0000e-04 eta: 12:23:07 time: 0.8688 data_time: 0.0050 memory: 28180 grad_norm: 33.1610 loss: 11.5866 loss_cls: 0.2542 loss_bbox: 0.2020 loss_iou: 0.4815 d0.loss_cls: 0.3266 d0.loss_bbox: 0.2119 d0.loss_iou: 0.5119 d1.loss_cls: 0.2801 d1.loss_bbox: 0.2131 d1.loss_iou: 0.4971 d2.loss_cls: 0.2638 d2.loss_bbox: 0.2106 d2.loss_iou: 0.4943 d3.loss_cls: 0.2596 d3.loss_bbox: 0.2062 d3.loss_iou: 0.4849 d4.loss_cls: 0.2550 d4.loss_bbox: 0.2029 d4.loss_iou: 0.4827 enc_loss_cls: 0.3162 enc_loss_bbox: 0.2459 enc_loss_iou: 0.5685 dn_loss_cls: 0.0316 dn_loss_bbox: 0.2785 dn_loss_iou: 0.4029 d0.dn_loss_cls: 0.0633 d0.dn_loss_bbox: 0.3726 d0.dn_loss_iou: 0.5304 d1.dn_loss_cls: 0.0415 d1.dn_loss_bbox: 0.3007 d1.dn_loss_iou: 0.4329 d2.dn_loss_cls: 0.0356 d2.dn_loss_bbox: 0.2841 d2.dn_loss_iou: 0.4135 d3.dn_loss_cls: 0.0330 d3.dn_loss_bbox: 0.2797 d3.dn_loss_iou: 0.4044 d4.dn_loss_cls: 0.0317 d4.dn_loss_bbox: 0.2786 d4.dn_loss_iou: 0.4029 2023/02/28 16:39:51 - mmengine - INFO - Epoch(train) [6][ 200/7393] lr: 1.0000e-04 eta: 12:22:22 time: 0.8389 data_time: 0.0050 memory: 27184 grad_norm: 32.8765 loss: 10.0895 loss_cls: 0.2151 loss_bbox: 0.1603 loss_iou: 0.4256 d0.loss_cls: 0.2878 d0.loss_bbox: 0.1613 d0.loss_iou: 0.4451 d1.loss_cls: 0.2485 d1.loss_bbox: 0.1607 d1.loss_iou: 0.4319 d2.loss_cls: 0.2255 d2.loss_bbox: 0.1634 d2.loss_iou: 0.4330 d3.loss_cls: 0.2191 d3.loss_bbox: 0.1611 d3.loss_iou: 0.4266 d4.loss_cls: 0.2154 d4.loss_bbox: 0.1623 d4.loss_iou: 0.4270 enc_loss_cls: 0.2676 enc_loss_bbox: 0.2015 enc_loss_iou: 0.5149 dn_loss_cls: 0.0369 dn_loss_bbox: 0.2104 dn_loss_iou: 0.3811 d0.dn_loss_cls: 0.0674 d0.dn_loss_bbox: 0.3267 d0.dn_loss_iou: 0.5109 d1.dn_loss_cls: 0.0451 d1.dn_loss_bbox: 0.2370 d1.dn_loss_iou: 0.4108 d2.dn_loss_cls: 0.0400 d2.dn_loss_bbox: 0.2177 d2.dn_loss_iou: 0.3902 d3.dn_loss_cls: 0.0380 d3.dn_loss_bbox: 0.2121 d3.dn_loss_iou: 0.3833 d4.dn_loss_cls: 0.0370 d4.dn_loss_bbox: 0.2104 d4.dn_loss_iou: 0.3809 2023/02/28 16:40:36 - mmengine - INFO - Epoch(train) [6][ 250/7393] lr: 1.0000e-04 eta: 12:21:41 time: 0.8914 data_time: 0.0050 memory: 28179 grad_norm: 32.5644 loss: 10.0699 loss_cls: 0.2233 loss_bbox: 0.1496 loss_iou: 0.3883 d0.loss_cls: 0.2826 d0.loss_bbox: 0.1629 d0.loss_iou: 0.4232 d1.loss_cls: 0.2445 d1.loss_bbox: 0.1614 d1.loss_iou: 0.4053 d2.loss_cls: 0.2327 d2.loss_bbox: 0.1550 d2.loss_iou: 0.3940 d3.loss_cls: 0.2255 d3.loss_bbox: 0.1491 d3.loss_iou: 0.3906 d4.loss_cls: 0.2212 d4.loss_bbox: 0.1509 d4.loss_iou: 0.3918 enc_loss_cls: 0.2726 enc_loss_bbox: 0.1924 enc_loss_iou: 0.4768 dn_loss_cls: 0.0318 dn_loss_bbox: 0.2546 dn_loss_iou: 0.3786 d0.dn_loss_cls: 0.0633 d0.dn_loss_bbox: 0.3752 d0.dn_loss_iou: 0.5132 d1.dn_loss_cls: 0.0428 d1.dn_loss_bbox: 0.2871 d1.dn_loss_iou: 0.4111 d2.dn_loss_cls: 0.0356 d2.dn_loss_bbox: 0.2617 d2.dn_loss_iou: 0.3867 d3.dn_loss_cls: 0.0332 d3.dn_loss_bbox: 0.2552 d3.dn_loss_iou: 0.3801 d4.dn_loss_cls: 0.0318 d4.dn_loss_bbox: 0.2549 d4.dn_loss_iou: 0.3789 2023/02/28 16:41:19 - mmengine - INFO - Epoch(train) [6][ 300/7393] lr: 1.0000e-04 eta: 12:20:57 time: 0.8543 data_time: 0.0050 memory: 28104 grad_norm: 34.3449 loss: 10.9799 loss_cls: 0.2512 loss_bbox: 0.1934 loss_iou: 0.4404 d0.loss_cls: 0.3244 d0.loss_bbox: 0.2032 d0.loss_iou: 0.4642 d1.loss_cls: 0.2801 d1.loss_bbox: 0.2011 d1.loss_iou: 0.4509 d2.loss_cls: 0.2652 d2.loss_bbox: 0.1949 d2.loss_iou: 0.4425 d3.loss_cls: 0.2562 d3.loss_bbox: 0.1935 d3.loss_iou: 0.4423 d4.loss_cls: 0.2514 d4.loss_bbox: 0.1941 d4.loss_iou: 0.4417 enc_loss_cls: 0.3057 enc_loss_bbox: 0.2413 enc_loss_iou: 0.5282 dn_loss_cls: 0.0350 dn_loss_bbox: 0.2642 dn_loss_iou: 0.3732 d0.dn_loss_cls: 0.0682 d0.dn_loss_bbox: 0.3825 d0.dn_loss_iou: 0.5080 d1.dn_loss_cls: 0.0454 d1.dn_loss_bbox: 0.2923 d1.dn_loss_iou: 0.4057 d2.dn_loss_cls: 0.0384 d2.dn_loss_bbox: 0.2691 d2.dn_loss_iou: 0.3820 d3.dn_loss_cls: 0.0367 d3.dn_loss_bbox: 0.2650 d3.dn_loss_iou: 0.3756 d4.dn_loss_cls: 0.0353 d4.dn_loss_bbox: 0.2643 d4.dn_loss_iou: 0.3734 2023/02/28 16:42:02 - mmengine - INFO - Epoch(train) [6][ 350/7393] lr: 1.0000e-04 eta: 12:20:14 time: 0.8619 data_time: 0.0050 memory: 30218 grad_norm: 34.1258 loss: 10.4595 loss_cls: 0.2267 loss_bbox: 0.1654 loss_iou: 0.3240 d0.loss_cls: 0.2971 d0.loss_bbox: 0.1839 d0.loss_iou: 0.3575 d1.loss_cls: 0.2523 d1.loss_bbox: 0.1776 d1.loss_iou: 0.3341 d2.loss_cls: 0.2395 d2.loss_bbox: 0.1691 d2.loss_iou: 0.3271 d3.loss_cls: 0.2316 d3.loss_bbox: 0.1663 d3.loss_iou: 0.3242 d4.loss_cls: 0.2259 d4.loss_bbox: 0.1663 d4.loss_iou: 0.3247 enc_loss_cls: 0.2770 enc_loss_bbox: 0.2322 enc_loss_iou: 0.4243 dn_loss_cls: 0.0334 dn_loss_bbox: 0.3447 dn_loss_iou: 0.3742 d0.dn_loss_cls: 0.0710 d0.dn_loss_bbox: 0.5200 d0.dn_loss_iou: 0.5300 d1.dn_loss_cls: 0.0461 d1.dn_loss_bbox: 0.3972 d1.dn_loss_iou: 0.4187 d2.dn_loss_cls: 0.0384 d2.dn_loss_bbox: 0.3563 d2.dn_loss_iou: 0.3886 d3.dn_loss_cls: 0.0356 d3.dn_loss_bbox: 0.3471 d3.dn_loss_iou: 0.3778 d4.dn_loss_cls: 0.0338 d4.dn_loss_bbox: 0.3451 d4.dn_loss_iou: 0.3748 2023/02/28 16:42:45 - mmengine - INFO - Epoch(train) [6][ 400/7393] lr: 1.0000e-04 eta: 12:19:31 time: 0.8686 data_time: 0.0050 memory: 29182 grad_norm: 36.1844 loss: 10.6827 loss_cls: 0.2369 loss_bbox: 0.1685 loss_iou: 0.4351 d0.loss_cls: 0.3064 d0.loss_bbox: 0.1744 d0.loss_iou: 0.4632 d1.loss_cls: 0.2680 d1.loss_bbox: 0.1727 d1.loss_iou: 0.4448 d2.loss_cls: 0.2445 d2.loss_bbox: 0.1696 d2.loss_iou: 0.4411 d3.loss_cls: 0.2360 d3.loss_bbox: 0.1704 d3.loss_iou: 0.4424 d4.loss_cls: 0.2374 d4.loss_bbox: 0.1693 d4.loss_iou: 0.4373 enc_loss_cls: 0.2960 enc_loss_bbox: 0.2056 enc_loss_iou: 0.5250 dn_loss_cls: 0.0336 dn_loss_bbox: 0.2482 dn_loss_iou: 0.4003 d0.dn_loss_cls: 0.0671 d0.dn_loss_bbox: 0.3452 d0.dn_loss_iou: 0.5381 d1.dn_loss_cls: 0.0434 d1.dn_loss_bbox: 0.2675 d1.dn_loss_iou: 0.4303 d2.dn_loss_cls: 0.0366 d2.dn_loss_bbox: 0.2499 d2.dn_loss_iou: 0.4085 d3.dn_loss_cls: 0.0355 d3.dn_loss_bbox: 0.2488 d3.dn_loss_iou: 0.4027 d4.dn_loss_cls: 0.0338 d4.dn_loss_bbox: 0.2483 d4.dn_loss_iou: 0.4004 2023/02/28 16:43:28 - mmengine - INFO - Epoch(train) [6][ 450/7393] lr: 1.0000e-04 eta: 12:18:48 time: 0.8623 data_time: 0.0052 memory: 26789 grad_norm: 34.4105 loss: 9.9075 loss_cls: 0.2123 loss_bbox: 0.1517 loss_iou: 0.3666 d0.loss_cls: 0.2826 d0.loss_bbox: 0.1563 d0.loss_iou: 0.3775 d1.loss_cls: 0.2379 d1.loss_bbox: 0.1537 d1.loss_iou: 0.3697 d2.loss_cls: 0.2229 d2.loss_bbox: 0.1520 d2.loss_iou: 0.3661 d3.loss_cls: 0.2150 d3.loss_bbox: 0.1505 d3.loss_iou: 0.3653 d4.loss_cls: 0.2134 d4.loss_bbox: 0.1501 d4.loss_iou: 0.3647 enc_loss_cls: 0.2664 enc_loss_bbox: 0.2022 enc_loss_iou: 0.4454 dn_loss_cls: 0.0330 dn_loss_bbox: 0.2714 dn_loss_iou: 0.3709 d0.dn_loss_cls: 0.0678 d0.dn_loss_bbox: 0.4171 d0.dn_loss_iou: 0.5140 d1.dn_loss_cls: 0.0424 d1.dn_loss_bbox: 0.3098 d1.dn_loss_iou: 0.4060 d2.dn_loss_cls: 0.0376 d2.dn_loss_bbox: 0.2789 d2.dn_loss_iou: 0.3806 d3.dn_loss_cls: 0.0351 d3.dn_loss_bbox: 0.2720 d3.dn_loss_iou: 0.3725 d4.dn_loss_cls: 0.0336 d4.dn_loss_bbox: 0.2715 d4.dn_loss_iou: 0.3711 2023/02/28 16:44:12 - mmengine - INFO - Epoch(train) [6][ 500/7393] lr: 1.0000e-04 eta: 12:18:05 time: 0.8735 data_time: 0.0049 memory: 27689 grad_norm: 35.8776 loss: 9.5812 loss_cls: 0.2001 loss_bbox: 0.1483 loss_iou: 0.3680 d0.loss_cls: 0.2650 d0.loss_bbox: 0.1546 d0.loss_iou: 0.3787 d1.loss_cls: 0.2252 d1.loss_bbox: 0.1555 d1.loss_iou: 0.3810 d2.loss_cls: 0.2107 d2.loss_bbox: 0.1487 d2.loss_iou: 0.3704 d3.loss_cls: 0.2056 d3.loss_bbox: 0.1457 d3.loss_iou: 0.3627 d4.loss_cls: 0.2002 d4.loss_bbox: 0.1481 d4.loss_iou: 0.3672 enc_loss_cls: 0.2475 enc_loss_bbox: 0.1918 enc_loss_iou: 0.4379 dn_loss_cls: 0.0305 dn_loss_bbox: 0.2678 dn_loss_iou: 0.3539 d0.dn_loss_cls: 0.0629 d0.dn_loss_bbox: 0.3875 d0.dn_loss_iou: 0.4802 d1.dn_loss_cls: 0.0404 d1.dn_loss_bbox: 0.2916 d1.dn_loss_iou: 0.3821 d2.dn_loss_cls: 0.0339 d2.dn_loss_bbox: 0.2699 d2.dn_loss_iou: 0.3604 d3.dn_loss_cls: 0.0314 d3.dn_loss_bbox: 0.2685 d3.dn_loss_iou: 0.3556 d4.dn_loss_cls: 0.0299 d4.dn_loss_bbox: 0.2679 d4.dn_loss_iou: 0.3539 2023/02/28 16:44:56 - mmengine - INFO - Epoch(train) [6][ 550/7393] lr: 1.0000e-04 eta: 12:17:23 time: 0.8869 data_time: 0.0049 memory: 29713 grad_norm: 34.7513 loss: 10.1825 loss_cls: 0.2375 loss_bbox: 0.1531 loss_iou: 0.4041 d0.loss_cls: 0.3054 d0.loss_bbox: 0.1623 d0.loss_iou: 0.4267 d1.loss_cls: 0.2625 d1.loss_bbox: 0.1610 d1.loss_iou: 0.4165 d2.loss_cls: 0.2461 d2.loss_bbox: 0.1588 d2.loss_iou: 0.4106 d3.loss_cls: 0.2411 d3.loss_bbox: 0.1557 d3.loss_iou: 0.4073 d4.loss_cls: 0.2396 d4.loss_bbox: 0.1528 d4.loss_iou: 0.4033 enc_loss_cls: 0.2871 enc_loss_bbox: 0.2008 enc_loss_iou: 0.4709 dn_loss_cls: 0.0337 dn_loss_bbox: 0.2483 dn_loss_iou: 0.3642 d0.dn_loss_cls: 0.0685 d0.dn_loss_bbox: 0.3694 d0.dn_loss_iou: 0.5013 d1.dn_loss_cls: 0.0458 d1.dn_loss_bbox: 0.2797 d1.dn_loss_iou: 0.3971 d2.dn_loss_cls: 0.0392 d2.dn_loss_bbox: 0.2556 d2.dn_loss_iou: 0.3743 d3.dn_loss_cls: 0.0368 d3.dn_loss_bbox: 0.2503 d3.dn_loss_iou: 0.3666 d4.dn_loss_cls: 0.0348 d4.dn_loss_bbox: 0.2489 d4.dn_loss_iou: 0.3647 2023/02/28 16:45:40 - mmengine - INFO - Epoch(train) [6][ 600/7393] lr: 1.0000e-04 eta: 12:16:41 time: 0.8721 data_time: 0.0050 memory: 27689 grad_norm: 38.3291 loss: 10.8104 loss_cls: 0.2368 loss_bbox: 0.1687 loss_iou: 0.4277 d0.loss_cls: 0.3018 d0.loss_bbox: 0.1825 d0.loss_iou: 0.4441 d1.loss_cls: 0.2602 d1.loss_bbox: 0.1779 d1.loss_iou: 0.4417 d2.loss_cls: 0.2455 d2.loss_bbox: 0.1698 d2.loss_iou: 0.4323 d3.loss_cls: 0.2408 d3.loss_bbox: 0.1685 d3.loss_iou: 0.4291 d4.loss_cls: 0.2363 d4.loss_bbox: 0.1685 d4.loss_iou: 0.4270 enc_loss_cls: 0.2850 enc_loss_bbox: 0.2228 enc_loss_iou: 0.5105 dn_loss_cls: 0.0323 dn_loss_bbox: 0.2729 dn_loss_iou: 0.4017 d0.dn_loss_cls: 0.0669 d0.dn_loss_bbox: 0.4027 d0.dn_loss_iou: 0.5311 d1.dn_loss_cls: 0.0438 d1.dn_loss_bbox: 0.3023 d1.dn_loss_iou: 0.4325 d2.dn_loss_cls: 0.0369 d2.dn_loss_bbox: 0.2802 d2.dn_loss_iou: 0.4109 d3.dn_loss_cls: 0.0341 d3.dn_loss_bbox: 0.2739 d3.dn_loss_iou: 0.4036 d4.dn_loss_cls: 0.0325 d4.dn_loss_bbox: 0.2729 d4.dn_loss_iou: 0.4018 2023/02/28 16:46:23 - mmengine - INFO - Epoch(train) [6][ 650/7393] lr: 1.0000e-04 eta: 12:15:58 time: 0.8726 data_time: 0.0049 memory: 27689 grad_norm: 32.3572 loss: 8.9427 loss_cls: 0.1822 loss_bbox: 0.1272 loss_iou: 0.2961 d0.loss_cls: 0.2363 d0.loss_bbox: 0.1349 d0.loss_iou: 0.3195 d1.loss_cls: 0.2066 d1.loss_bbox: 0.1272 d1.loss_iou: 0.2995 d2.loss_cls: 0.1867 d2.loss_bbox: 0.1284 d2.loss_iou: 0.3002 d3.loss_cls: 0.1850 d3.loss_bbox: 0.1281 d3.loss_iou: 0.2949 d4.loss_cls: 0.1804 d4.loss_bbox: 0.1273 d4.loss_iou: 0.2960 enc_loss_cls: 0.2190 enc_loss_bbox: 0.1627 enc_loss_iou: 0.3676 dn_loss_cls: 0.0372 dn_loss_bbox: 0.2829 dn_loss_iou: 0.3444 d0.dn_loss_cls: 0.0703 d0.dn_loss_bbox: 0.4360 d0.dn_loss_iou: 0.4875 d1.dn_loss_cls: 0.0466 d1.dn_loss_bbox: 0.3256 d1.dn_loss_iou: 0.3826 d2.dn_loss_cls: 0.0413 d2.dn_loss_bbox: 0.2918 d2.dn_loss_iou: 0.3555 d3.dn_loss_cls: 0.0392 d3.dn_loss_bbox: 0.2844 d3.dn_loss_iou: 0.3471 d4.dn_loss_cls: 0.0375 d4.dn_loss_bbox: 0.2828 d4.dn_loss_iou: 0.3446 2023/02/28 16:47:08 - mmengine - INFO - Epoch(train) [6][ 700/7393] lr: 1.0000e-04 eta: 12:15:16 time: 0.8816 data_time: 0.0049 memory: 29182 grad_norm: 33.9297 loss: 10.4359 loss_cls: 0.2153 loss_bbox: 0.1688 loss_iou: 0.3928 d0.loss_cls: 0.2745 d0.loss_bbox: 0.1758 d0.loss_iou: 0.4157 d1.loss_cls: 0.2396 d1.loss_bbox: 0.1725 d1.loss_iou: 0.3939 d2.loss_cls: 0.2194 d2.loss_bbox: 0.1729 d2.loss_iou: 0.3932 d3.loss_cls: 0.2160 d3.loss_bbox: 0.1710 d3.loss_iou: 0.3903 d4.loss_cls: 0.2174 d4.loss_bbox: 0.1667 d4.loss_iou: 0.3917 enc_loss_cls: 0.2598 enc_loss_bbox: 0.2082 enc_loss_iou: 0.4583 dn_loss_cls: 0.0311 dn_loss_bbox: 0.2957 dn_loss_iou: 0.3937 d0.dn_loss_cls: 0.0685 d0.dn_loss_bbox: 0.4159 d0.dn_loss_iou: 0.5340 d1.dn_loss_cls: 0.0433 d1.dn_loss_bbox: 0.3289 d1.dn_loss_iou: 0.4277 d2.dn_loss_cls: 0.0363 d2.dn_loss_bbox: 0.3007 d2.dn_loss_iou: 0.4019 d3.dn_loss_cls: 0.0332 d3.dn_loss_bbox: 0.2955 d3.dn_loss_iou: 0.3947 d4.dn_loss_cls: 0.0315 d4.dn_loss_bbox: 0.2958 d4.dn_loss_iou: 0.3938 2023/02/28 16:47:51 - mmengine - INFO - Epoch(train) [6][ 750/7393] lr: 1.0000e-04 eta: 12:14:33 time: 0.8615 data_time: 0.0050 memory: 29182 grad_norm: 39.9377 loss: 10.9395 loss_cls: 0.2603 loss_bbox: 0.1778 loss_iou: 0.4253 d0.loss_cls: 0.3238 d0.loss_bbox: 0.1882 d0.loss_iou: 0.4482 d1.loss_cls: 0.2839 d1.loss_bbox: 0.1847 d1.loss_iou: 0.4413 d2.loss_cls: 0.2688 d2.loss_bbox: 0.1821 d2.loss_iou: 0.4328 d3.loss_cls: 0.2632 d3.loss_bbox: 0.1816 d3.loss_iou: 0.4266 d4.loss_cls: 0.2613 d4.loss_bbox: 0.1773 d4.loss_iou: 0.4232 enc_loss_cls: 0.3069 enc_loss_bbox: 0.2270 enc_loss_iou: 0.4964 dn_loss_cls: 0.0383 dn_loss_bbox: 0.2584 dn_loss_iou: 0.4097 d0.dn_loss_cls: 0.0705 d0.dn_loss_bbox: 0.3559 d0.dn_loss_iou: 0.5265 d1.dn_loss_cls: 0.0475 d1.dn_loss_bbox: 0.2793 d1.dn_loss_iou: 0.4353 d2.dn_loss_cls: 0.0415 d2.dn_loss_bbox: 0.2630 d2.dn_loss_iou: 0.4162 d3.dn_loss_cls: 0.0398 d3.dn_loss_bbox: 0.2590 d3.dn_loss_iou: 0.4113 d4.dn_loss_cls: 0.0385 d4.dn_loss_bbox: 0.2581 d4.dn_loss_iou: 0.4101 2023/02/28 16:48:34 - mmengine - INFO - Epoch(train) [6][ 800/7393] lr: 1.0000e-04 eta: 12:13:49 time: 0.8616 data_time: 0.0049 memory: 28179 grad_norm: 31.6089 loss: 10.2327 loss_cls: 0.2155 loss_bbox: 0.1613 loss_iou: 0.3712 d0.loss_cls: 0.2838 d0.loss_bbox: 0.1622 d0.loss_iou: 0.3764 d1.loss_cls: 0.2458 d1.loss_bbox: 0.1609 d1.loss_iou: 0.3676 d2.loss_cls: 0.2280 d2.loss_bbox: 0.1600 d2.loss_iou: 0.3658 d3.loss_cls: 0.2218 d3.loss_bbox: 0.1586 d3.loss_iou: 0.3671 d4.loss_cls: 0.2144 d4.loss_bbox: 0.1608 d4.loss_iou: 0.3720 enc_loss_cls: 0.2725 enc_loss_bbox: 0.2011 enc_loss_iou: 0.4291 dn_loss_cls: 0.0338 dn_loss_bbox: 0.2913 dn_loss_iou: 0.3973 d0.dn_loss_cls: 0.0683 d0.dn_loss_bbox: 0.4082 d0.dn_loss_iou: 0.5369 d1.dn_loss_cls: 0.0456 d1.dn_loss_bbox: 0.3235 d1.dn_loss_iou: 0.4340 d2.dn_loss_cls: 0.0390 d2.dn_loss_bbox: 0.2979 d2.dn_loss_iou: 0.4086 d3.dn_loss_cls: 0.0363 d3.dn_loss_bbox: 0.2919 d3.dn_loss_iou: 0.3999 d4.dn_loss_cls: 0.0346 d4.dn_loss_bbox: 0.2919 d4.dn_loss_iou: 0.3979 2023/02/28 16:49:17 - mmengine - INFO - Epoch(train) [6][ 850/7393] lr: 1.0000e-04 eta: 12:13:07 time: 0.8729 data_time: 0.0053 memory: 29024 grad_norm: 32.5383 loss: 10.6762 loss_cls: 0.2404 loss_bbox: 0.1545 loss_iou: 0.3823 d0.loss_cls: 0.3053 d0.loss_bbox: 0.1678 d0.loss_iou: 0.4017 d1.loss_cls: 0.2637 d1.loss_bbox: 0.1630 d1.loss_iou: 0.3939 d2.loss_cls: 0.2525 d2.loss_bbox: 0.1553 d2.loss_iou: 0.3892 d3.loss_cls: 0.2451 d3.loss_bbox: 0.1548 d3.loss_iou: 0.3825 d4.loss_cls: 0.2431 d4.loss_bbox: 0.1531 d4.loss_iou: 0.3818 enc_loss_cls: 0.2901 enc_loss_bbox: 0.2064 enc_loss_iou: 0.4543 dn_loss_cls: 0.0416 dn_loss_bbox: 0.3164 dn_loss_iou: 0.3865 d0.dn_loss_cls: 0.0710 d0.dn_loss_bbox: 0.4601 d0.dn_loss_iou: 0.5287 d1.dn_loss_cls: 0.0514 d1.dn_loss_bbox: 0.3524 d1.dn_loss_iou: 0.4246 d2.dn_loss_cls: 0.0446 d2.dn_loss_bbox: 0.3241 d2.dn_loss_iou: 0.3989 d3.dn_loss_cls: 0.0434 d3.dn_loss_bbox: 0.3177 d3.dn_loss_iou: 0.3894 d4.dn_loss_cls: 0.0413 d4.dn_loss_bbox: 0.3165 d4.dn_loss_iou: 0.3871 2023/02/28 16:50:01 - mmengine - INFO - Epoch(train) [6][ 900/7393] lr: 1.0000e-04 eta: 12:12:24 time: 0.8744 data_time: 0.0050 memory: 26767 grad_norm: 34.4967 loss: 9.2836 loss_cls: 0.1824 loss_bbox: 0.1484 loss_iou: 0.3062 d0.loss_cls: 0.2395 d0.loss_bbox: 0.1585 d0.loss_iou: 0.3241 d1.loss_cls: 0.2026 d1.loss_bbox: 0.1551 d1.loss_iou: 0.3139 d2.loss_cls: 0.1901 d2.loss_bbox: 0.1512 d2.loss_iou: 0.3105 d3.loss_cls: 0.1824 d3.loss_bbox: 0.1531 d3.loss_iou: 0.3079 d4.loss_cls: 0.1830 d4.loss_bbox: 0.1500 d4.loss_iou: 0.3060 enc_loss_cls: 0.2350 enc_loss_bbox: 0.1730 enc_loss_iou: 0.3587 dn_loss_cls: 0.0320 dn_loss_bbox: 0.3080 dn_loss_iou: 0.3520 d0.dn_loss_cls: 0.0657 d0.dn_loss_bbox: 0.4394 d0.dn_loss_iou: 0.4855 d1.dn_loss_cls: 0.0431 d1.dn_loss_bbox: 0.3417 d1.dn_loss_iou: 0.3850 d2.dn_loss_cls: 0.0360 d2.dn_loss_bbox: 0.3148 d2.dn_loss_iou: 0.3606 d3.dn_loss_cls: 0.0328 d3.dn_loss_bbox: 0.3087 d3.dn_loss_iou: 0.3542 d4.dn_loss_cls: 0.0320 d4.dn_loss_bbox: 0.3084 d4.dn_loss_iou: 0.3522 2023/02/28 16:50:44 - mmengine - INFO - Epoch(train) [6][ 950/7393] lr: 1.0000e-04 eta: 12:11:41 time: 0.8671 data_time: 0.0050 memory: 26767 grad_norm: 31.2846 loss: 8.8835 loss_cls: 0.1901 loss_bbox: 0.1405 loss_iou: 0.3288 d0.loss_cls: 0.2451 d0.loss_bbox: 0.1438 d0.loss_iou: 0.3437 d1.loss_cls: 0.2162 d1.loss_bbox: 0.1428 d1.loss_iou: 0.3304 d2.loss_cls: 0.2041 d2.loss_bbox: 0.1383 d2.loss_iou: 0.3253 d3.loss_cls: 0.1952 d3.loss_bbox: 0.1410 d3.loss_iou: 0.3284 d4.loss_cls: 0.1926 d4.loss_bbox: 0.1396 d4.loss_iou: 0.3271 enc_loss_cls: 0.2373 enc_loss_bbox: 0.1687 enc_loss_iou: 0.3851 dn_loss_cls: 0.0300 dn_loss_bbox: 0.2241 dn_loss_iou: 0.3526 d0.dn_loss_cls: 0.0656 d0.dn_loss_bbox: 0.3574 d0.dn_loss_iou: 0.4830 d1.dn_loss_cls: 0.0406 d1.dn_loss_bbox: 0.2469 d1.dn_loss_iou: 0.3796 d2.dn_loss_cls: 0.0344 d2.dn_loss_bbox: 0.2273 d2.dn_loss_iou: 0.3587 d3.dn_loss_cls: 0.0327 d3.dn_loss_bbox: 0.2249 d3.dn_loss_iou: 0.3537 d4.dn_loss_cls: 0.0308 d4.dn_loss_bbox: 0.2241 d4.dn_loss_iou: 0.3527 2023/02/28 16:51:29 - mmengine - INFO - Epoch(train) [6][1000/7393] lr: 1.0000e-04 eta: 12:10:59 time: 0.8809 data_time: 0.0052 memory: 28428 grad_norm: 30.3758 loss: 10.0450 loss_cls: 0.2126 loss_bbox: 0.1616 loss_iou: 0.3268 d0.loss_cls: 0.2782 d0.loss_bbox: 0.1662 d0.loss_iou: 0.3406 d1.loss_cls: 0.2377 d1.loss_bbox: 0.1611 d1.loss_iou: 0.3341 d2.loss_cls: 0.2264 d2.loss_bbox: 0.1587 d2.loss_iou: 0.3244 d3.loss_cls: 0.2206 d3.loss_bbox: 0.1585 d3.loss_iou: 0.3254 d4.loss_cls: 0.2154 d4.loss_bbox: 0.1607 d4.loss_iou: 0.3260 enc_loss_cls: 0.2614 enc_loss_bbox: 0.2050 enc_loss_iou: 0.3954 dn_loss_cls: 0.0348 dn_loss_bbox: 0.3079 dn_loss_iou: 0.3895 d0.dn_loss_cls: 0.0723 d0.dn_loss_bbox: 0.4536 d0.dn_loss_iou: 0.5288 d1.dn_loss_cls: 0.0474 d1.dn_loss_bbox: 0.3526 d1.dn_loss_iou: 0.4265 d2.dn_loss_cls: 0.0396 d2.dn_loss_bbox: 0.3207 d2.dn_loss_iou: 0.4001 d3.dn_loss_cls: 0.0373 d3.dn_loss_bbox: 0.3110 d3.dn_loss_iou: 0.3918 d4.dn_loss_cls: 0.0351 d4.dn_loss_bbox: 0.3089 d4.dn_loss_iou: 0.3901 2023/02/28 16:51:59 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 16:52:11 - mmengine - INFO - Epoch(train) [6][1050/7393] lr: 1.0000e-04 eta: 12:10:15 time: 0.8566 data_time: 0.0050 memory: 25729 grad_norm: 34.3899 loss: 9.3656 loss_cls: 0.1933 loss_bbox: 0.1553 loss_iou: 0.3108 d0.loss_cls: 0.2452 d0.loss_bbox: 0.1651 d0.loss_iou: 0.3289 d1.loss_cls: 0.2111 d1.loss_bbox: 0.1654 d1.loss_iou: 0.3239 d2.loss_cls: 0.1979 d2.loss_bbox: 0.1591 d2.loss_iou: 0.3183 d3.loss_cls: 0.1934 d3.loss_bbox: 0.1586 d3.loss_iou: 0.3174 d4.loss_cls: 0.1934 d4.loss_bbox: 0.1562 d4.loss_iou: 0.3126 enc_loss_cls: 0.2406 enc_loss_bbox: 0.1944 enc_loss_iou: 0.3645 dn_loss_cls: 0.0324 dn_loss_bbox: 0.2902 dn_loss_iou: 0.3529 d0.dn_loss_cls: 0.0676 d0.dn_loss_bbox: 0.4224 d0.dn_loss_iou: 0.4888 d1.dn_loss_cls: 0.0432 d1.dn_loss_bbox: 0.3208 d1.dn_loss_iou: 0.3860 d2.dn_loss_cls: 0.0366 d2.dn_loss_bbox: 0.2974 d2.dn_loss_iou: 0.3630 d3.dn_loss_cls: 0.0345 d3.dn_loss_bbox: 0.2921 d3.dn_loss_iou: 0.3559 d4.dn_loss_cls: 0.0325 d4.dn_loss_bbox: 0.2906 d4.dn_loss_iou: 0.3533 2023/02/28 16:52:55 - mmengine - INFO - Epoch(train) [6][1100/7393] lr: 1.0000e-04 eta: 12:09:32 time: 0.8687 data_time: 0.0050 memory: 27879 grad_norm: 33.7685 loss: 10.6268 loss_cls: 0.2173 loss_bbox: 0.1541 loss_iou: 0.4043 d0.loss_cls: 0.2830 d0.loss_bbox: 0.1686 d0.loss_iou: 0.4234 d1.loss_cls: 0.2453 d1.loss_bbox: 0.1655 d1.loss_iou: 0.4119 d2.loss_cls: 0.2295 d2.loss_bbox: 0.1569 d2.loss_iou: 0.4037 d3.loss_cls: 0.2192 d3.loss_bbox: 0.1583 d3.loss_iou: 0.4074 d4.loss_cls: 0.2176 d4.loss_bbox: 0.1548 d4.loss_iou: 0.4042 enc_loss_cls: 0.2742 enc_loss_bbox: 0.1979 enc_loss_iou: 0.4727 dn_loss_cls: 0.0315 dn_loss_bbox: 0.3002 dn_loss_iou: 0.4111 d0.dn_loss_cls: 0.0648 d0.dn_loss_bbox: 0.4227 d0.dn_loss_iou: 0.5516 d1.dn_loss_cls: 0.0427 d1.dn_loss_bbox: 0.3321 d1.dn_loss_iou: 0.4482 d2.dn_loss_cls: 0.0355 d2.dn_loss_bbox: 0.3054 d2.dn_loss_iou: 0.4205 d3.dn_loss_cls: 0.0334 d3.dn_loss_bbox: 0.3004 d3.dn_loss_iou: 0.4132 d4.dn_loss_cls: 0.0323 d4.dn_loss_bbox: 0.3002 d4.dn_loss_iou: 0.4113 2023/02/28 16:53:39 - mmengine - INFO - Epoch(train) [6][1150/7393] lr: 1.0000e-04 eta: 12:08:50 time: 0.8749 data_time: 0.0050 memory: 28740 grad_norm: 37.7058 loss: 9.3676 loss_cls: 0.1976 loss_bbox: 0.1543 loss_iou: 0.3187 d0.loss_cls: 0.2496 d0.loss_bbox: 0.1586 d0.loss_iou: 0.3484 d1.loss_cls: 0.2159 d1.loss_bbox: 0.1576 d1.loss_iou: 0.3259 d2.loss_cls: 0.2029 d2.loss_bbox: 0.1569 d2.loss_iou: 0.3236 d3.loss_cls: 0.1949 d3.loss_bbox: 0.1592 d3.loss_iou: 0.3235 d4.loss_cls: 0.1929 d4.loss_bbox: 0.1579 d4.loss_iou: 0.3217 enc_loss_cls: 0.2383 enc_loss_bbox: 0.1886 enc_loss_iou: 0.3979 dn_loss_cls: 0.0343 dn_loss_bbox: 0.2661 dn_loss_iou: 0.3621 d0.dn_loss_cls: 0.0652 d0.dn_loss_bbox: 0.3937 d0.dn_loss_iou: 0.5044 d1.dn_loss_cls: 0.0438 d1.dn_loss_bbox: 0.3006 d1.dn_loss_iou: 0.3985 d2.dn_loss_cls: 0.0371 d2.dn_loss_bbox: 0.2740 d2.dn_loss_iou: 0.3737 d3.dn_loss_cls: 0.0355 d3.dn_loss_bbox: 0.2669 d3.dn_loss_iou: 0.3641 d4.dn_loss_cls: 0.0339 d4.dn_loss_bbox: 0.2665 d4.dn_loss_iou: 0.3624 2023/02/28 16:54:22 - mmengine - INFO - Epoch(train) [6][1200/7393] lr: 1.0000e-04 eta: 12:08:07 time: 0.8606 data_time: 0.0050 memory: 26767 grad_norm: 32.2738 loss: 10.3921 loss_cls: 0.2258 loss_bbox: 0.1796 loss_iou: 0.3867 d0.loss_cls: 0.2959 d0.loss_bbox: 0.1808 d0.loss_iou: 0.3977 d1.loss_cls: 0.2450 d1.loss_bbox: 0.1854 d1.loss_iou: 0.3963 d2.loss_cls: 0.2392 d2.loss_bbox: 0.1792 d2.loss_iou: 0.3900 d3.loss_cls: 0.2319 d3.loss_bbox: 0.1770 d3.loss_iou: 0.3852 d4.loss_cls: 0.2268 d4.loss_bbox: 0.1781 d4.loss_iou: 0.3877 enc_loss_cls: 0.2780 enc_loss_bbox: 0.2203 enc_loss_iou: 0.4577 dn_loss_cls: 0.0315 dn_loss_bbox: 0.2868 dn_loss_iou: 0.3753 d0.dn_loss_cls: 0.0646 d0.dn_loss_bbox: 0.4131 d0.dn_loss_iou: 0.5129 d1.dn_loss_cls: 0.0418 d1.dn_loss_bbox: 0.3118 d1.dn_loss_iou: 0.4064 d2.dn_loss_cls: 0.0350 d2.dn_loss_bbox: 0.2925 d2.dn_loss_iou: 0.3846 d3.dn_loss_cls: 0.0327 d3.dn_loss_bbox: 0.2880 d3.dn_loss_iou: 0.3768 d4.dn_loss_cls: 0.0314 d4.dn_loss_bbox: 0.2872 d4.dn_loss_iou: 0.3756 2023/02/28 16:55:05 - mmengine - INFO - Epoch(train) [6][1250/7393] lr: 1.0000e-04 eta: 12:07:24 time: 0.8689 data_time: 0.0050 memory: 26633 grad_norm: 29.0885 loss: 8.6632 loss_cls: 0.1851 loss_bbox: 0.1306 loss_iou: 0.2936 d0.loss_cls: 0.2322 d0.loss_bbox: 0.1390 d0.loss_iou: 0.3093 d1.loss_cls: 0.2000 d1.loss_bbox: 0.1361 d1.loss_iou: 0.3027 d2.loss_cls: 0.1951 d2.loss_bbox: 0.1295 d2.loss_iou: 0.2915 d3.loss_cls: 0.1876 d3.loss_bbox: 0.1314 d3.loss_iou: 0.2934 d4.loss_cls: 0.1839 d4.loss_bbox: 0.1324 d4.loss_iou: 0.2967 enc_loss_cls: 0.2240 enc_loss_bbox: 0.1679 enc_loss_iou: 0.3544 dn_loss_cls: 0.0282 dn_loss_bbox: 0.2609 dn_loss_iou: 0.3442 d0.dn_loss_cls: 0.0591 d0.dn_loss_bbox: 0.3723 d0.dn_loss_iou: 0.4657 d1.dn_loss_cls: 0.0368 d1.dn_loss_bbox: 0.2861 d1.dn_loss_iou: 0.3741 d2.dn_loss_cls: 0.0316 d2.dn_loss_bbox: 0.2655 d2.dn_loss_iou: 0.3524 d3.dn_loss_cls: 0.0296 d3.dn_loss_bbox: 0.2611 d3.dn_loss_iou: 0.3457 d4.dn_loss_cls: 0.0284 d4.dn_loss_bbox: 0.2608 d4.dn_loss_iou: 0.3445 2023/02/28 16:55:49 - mmengine - INFO - Epoch(train) [6][1300/7393] lr: 1.0000e-04 eta: 12:06:41 time: 0.8754 data_time: 0.0050 memory: 30284 grad_norm: 34.2060 loss: 9.5867 loss_cls: 0.1842 loss_bbox: 0.1500 loss_iou: 0.3422 d0.loss_cls: 0.2369 d0.loss_bbox: 0.1624 d0.loss_iou: 0.3599 d1.loss_cls: 0.2037 d1.loss_bbox: 0.1575 d1.loss_iou: 0.3514 d2.loss_cls: 0.1948 d2.loss_bbox: 0.1531 d2.loss_iou: 0.3438 d3.loss_cls: 0.1886 d3.loss_bbox: 0.1515 d3.loss_iou: 0.3426 d4.loss_cls: 0.1846 d4.loss_bbox: 0.1507 d4.loss_iou: 0.3430 enc_loss_cls: 0.2299 enc_loss_bbox: 0.1969 enc_loss_iou: 0.4102 dn_loss_cls: 0.0303 dn_loss_bbox: 0.2910 dn_loss_iou: 0.3663 d0.dn_loss_cls: 0.0656 d0.dn_loss_bbox: 0.4293 d0.dn_loss_iou: 0.5137 d1.dn_loss_cls: 0.0397 d1.dn_loss_bbox: 0.3226 d1.dn_loss_iou: 0.4018 d2.dn_loss_cls: 0.0335 d2.dn_loss_bbox: 0.2981 d2.dn_loss_iou: 0.3765 d3.dn_loss_cls: 0.0314 d3.dn_loss_bbox: 0.2922 d3.dn_loss_iou: 0.3683 d4.dn_loss_cls: 0.0300 d4.dn_loss_bbox: 0.2913 d4.dn_loss_iou: 0.3667 2023/02/28 16:56:31 - mmengine - INFO - Epoch(train) [6][1350/7393] lr: 1.0000e-04 eta: 12:05:57 time: 0.8485 data_time: 0.0050 memory: 26632 grad_norm: 29.3452 loss: 10.1835 loss_cls: 0.2419 loss_bbox: 0.1672 loss_iou: 0.4021 d0.loss_cls: 0.3082 d0.loss_bbox: 0.1725 d0.loss_iou: 0.4214 d1.loss_cls: 0.2674 d1.loss_bbox: 0.1677 d1.loss_iou: 0.4013 d2.loss_cls: 0.2532 d2.loss_bbox: 0.1648 d2.loss_iou: 0.3970 d3.loss_cls: 0.2449 d3.loss_bbox: 0.1650 d3.loss_iou: 0.3987 d4.loss_cls: 0.2415 d4.loss_bbox: 0.1675 d4.loss_iou: 0.4016 enc_loss_cls: 0.2980 enc_loss_bbox: 0.2055 enc_loss_iou: 0.4780 dn_loss_cls: 0.0320 dn_loss_bbox: 0.2397 dn_loss_iou: 0.3673 d0.dn_loss_cls: 0.0628 d0.dn_loss_bbox: 0.3525 d0.dn_loss_iou: 0.5107 d1.dn_loss_cls: 0.0405 d1.dn_loss_bbox: 0.2668 d1.dn_loss_iou: 0.4041 d2.dn_loss_cls: 0.0342 d2.dn_loss_bbox: 0.2459 d2.dn_loss_iou: 0.3788 d3.dn_loss_cls: 0.0327 d3.dn_loss_bbox: 0.2408 d3.dn_loss_iou: 0.3700 d4.dn_loss_cls: 0.0319 d4.dn_loss_bbox: 0.2399 d4.dn_loss_iou: 0.3677 2023/02/28 16:57:14 - mmengine - INFO - Epoch(train) [6][1400/7393] lr: 1.0000e-04 eta: 12:05:14 time: 0.8635 data_time: 0.0050 memory: 26955 grad_norm: 35.0266 loss: 9.8020 loss_cls: 0.2174 loss_bbox: 0.1677 loss_iou: 0.3706 d0.loss_cls: 0.2883 d0.loss_bbox: 0.1708 d0.loss_iou: 0.3764 d1.loss_cls: 0.2490 d1.loss_bbox: 0.1695 d1.loss_iou: 0.3674 d2.loss_cls: 0.2308 d2.loss_bbox: 0.1644 d2.loss_iou: 0.3668 d3.loss_cls: 0.2186 d3.loss_bbox: 0.1690 d3.loss_iou: 0.3720 d4.loss_cls: 0.2199 d4.loss_bbox: 0.1665 d4.loss_iou: 0.3687 enc_loss_cls: 0.2698 enc_loss_bbox: 0.2025 enc_loss_iou: 0.4234 dn_loss_cls: 0.0318 dn_loss_bbox: 0.2514 dn_loss_iou: 0.3628 d0.dn_loss_cls: 0.0645 d0.dn_loss_bbox: 0.3704 d0.dn_loss_iou: 0.4976 d1.dn_loss_cls: 0.0414 d1.dn_loss_bbox: 0.2779 d1.dn_loss_iou: 0.3950 d2.dn_loss_cls: 0.0351 d2.dn_loss_bbox: 0.2557 d2.dn_loss_iou: 0.3714 d3.dn_loss_cls: 0.0327 d3.dn_loss_bbox: 0.2528 d3.dn_loss_iou: 0.3650 d4.dn_loss_cls: 0.0322 d4.dn_loss_bbox: 0.2514 d4.dn_loss_iou: 0.3631 2023/02/28 16:57:58 - mmengine - INFO - Epoch(train) [6][1450/7393] lr: 1.0000e-04 eta: 12:04:31 time: 0.8755 data_time: 0.0051 memory: 26689 grad_norm: 33.7341 loss: 10.7415 loss_cls: 0.2729 loss_bbox: 0.1695 loss_iou: 0.4222 d0.loss_cls: 0.3333 d0.loss_bbox: 0.1877 d0.loss_iou: 0.4499 d1.loss_cls: 0.2951 d1.loss_bbox: 0.1738 d1.loss_iou: 0.4311 d2.loss_cls: 0.2833 d2.loss_bbox: 0.1725 d2.loss_iou: 0.4283 d3.loss_cls: 0.2777 d3.loss_bbox: 0.1713 d3.loss_iou: 0.4225 d4.loss_cls: 0.2736 d4.loss_bbox: 0.1693 d4.loss_iou: 0.4234 enc_loss_cls: 0.3133 enc_loss_bbox: 0.2214 enc_loss_iou: 0.5097 dn_loss_cls: 0.0370 dn_loss_bbox: 0.2469 dn_loss_iou: 0.3767 d0.dn_loss_cls: 0.0694 d0.dn_loss_bbox: 0.3593 d0.dn_loss_iou: 0.5195 d1.dn_loss_cls: 0.0458 d1.dn_loss_bbox: 0.2730 d1.dn_loss_iou: 0.4093 d2.dn_loss_cls: 0.0408 d2.dn_loss_bbox: 0.2518 d2.dn_loss_iou: 0.3854 d3.dn_loss_cls: 0.0390 d3.dn_loss_bbox: 0.2471 d3.dn_loss_iou: 0.3777 d4.dn_loss_cls: 0.0375 d4.dn_loss_bbox: 0.2469 d4.dn_loss_iou: 0.3766 2023/02/28 16:58:41 - mmengine - INFO - Epoch(train) [6][1500/7393] lr: 1.0000e-04 eta: 12:03:48 time: 0.8656 data_time: 0.0051 memory: 26767 grad_norm: 31.5572 loss: 10.5557 loss_cls: 0.2287 loss_bbox: 0.1700 loss_iou: 0.4106 d0.loss_cls: 0.2993 d0.loss_bbox: 0.1783 d0.loss_iou: 0.4339 d1.loss_cls: 0.2590 d1.loss_bbox: 0.1739 d1.loss_iou: 0.4230 d2.loss_cls: 0.2372 d2.loss_bbox: 0.1747 d2.loss_iou: 0.4171 d3.loss_cls: 0.2309 d3.loss_bbox: 0.1736 d3.loss_iou: 0.4164 d4.loss_cls: 0.2272 d4.loss_bbox: 0.1716 d4.loss_iou: 0.4146 enc_loss_cls: 0.2741 enc_loss_bbox: 0.2216 enc_loss_iou: 0.5070 dn_loss_cls: 0.0311 dn_loss_bbox: 0.2662 dn_loss_iou: 0.3870 d0.dn_loss_cls: 0.0662 d0.dn_loss_bbox: 0.3889 d0.dn_loss_iou: 0.5275 d1.dn_loss_cls: 0.0426 d1.dn_loss_bbox: 0.2991 d1.dn_loss_iou: 0.4211 d2.dn_loss_cls: 0.0354 d2.dn_loss_bbox: 0.2749 d2.dn_loss_iou: 0.3977 d3.dn_loss_cls: 0.0323 d3.dn_loss_bbox: 0.2680 d3.dn_loss_iou: 0.3900 d4.dn_loss_cls: 0.0312 d4.dn_loss_bbox: 0.2663 d4.dn_loss_iou: 0.3876 2023/02/28 16:59:26 - mmengine - INFO - Epoch(train) [6][1550/7393] lr: 1.0000e-04 eta: 12:03:07 time: 0.8926 data_time: 0.0051 memory: 28373 grad_norm: 33.6624 loss: 10.3339 loss_cls: 0.2234 loss_bbox: 0.1670 loss_iou: 0.4020 d0.loss_cls: 0.2879 d0.loss_bbox: 0.1753 d0.loss_iou: 0.4137 d1.loss_cls: 0.2474 d1.loss_bbox: 0.1734 d1.loss_iou: 0.4057 d2.loss_cls: 0.2341 d2.loss_bbox: 0.1715 d2.loss_iou: 0.4013 d3.loss_cls: 0.2276 d3.loss_bbox: 0.1691 d3.loss_iou: 0.4017 d4.loss_cls: 0.2227 d4.loss_bbox: 0.1677 d4.loss_iou: 0.4052 enc_loss_cls: 0.2750 enc_loss_bbox: 0.2092 enc_loss_iou: 0.4619 dn_loss_cls: 0.0298 dn_loss_bbox: 0.2947 dn_loss_iou: 0.3592 d0.dn_loss_cls: 0.0616 d0.dn_loss_bbox: 0.4243 d0.dn_loss_iou: 0.4918 d1.dn_loss_cls: 0.0399 d1.dn_loss_bbox: 0.3233 d1.dn_loss_iou: 0.3904 d2.dn_loss_cls: 0.0329 d2.dn_loss_bbox: 0.3021 d2.dn_loss_iou: 0.3682 d3.dn_loss_cls: 0.0308 d3.dn_loss_bbox: 0.2956 d3.dn_loss_iou: 0.3616 d4.dn_loss_cls: 0.0298 d4.dn_loss_bbox: 0.2951 d4.dn_loss_iou: 0.3596 2023/02/28 17:00:09 - mmengine - INFO - Epoch(train) [6][1600/7393] lr: 1.0000e-04 eta: 12:02:23 time: 0.8587 data_time: 0.0052 memory: 27689 grad_norm: 40.5787 loss: 9.5862 loss_cls: 0.1926 loss_bbox: 0.1596 loss_iou: 0.3234 d0.loss_cls: 0.2601 d0.loss_bbox: 0.1633 d0.loss_iou: 0.3389 d1.loss_cls: 0.2278 d1.loss_bbox: 0.1590 d1.loss_iou: 0.3299 d2.loss_cls: 0.2066 d2.loss_bbox: 0.1597 d2.loss_iou: 0.3240 d3.loss_cls: 0.1981 d3.loss_bbox: 0.1592 d3.loss_iou: 0.3236 d4.loss_cls: 0.1926 d4.loss_bbox: 0.1586 d4.loss_iou: 0.3243 enc_loss_cls: 0.2458 enc_loss_bbox: 0.1978 enc_loss_iou: 0.3952 dn_loss_cls: 0.0313 dn_loss_bbox: 0.3055 dn_loss_iou: 0.3530 d0.dn_loss_cls: 0.0645 d0.dn_loss_bbox: 0.4332 d0.dn_loss_iou: 0.4928 d1.dn_loss_cls: 0.0416 d1.dn_loss_bbox: 0.3405 d1.dn_loss_iou: 0.3890 d2.dn_loss_cls: 0.0355 d2.dn_loss_bbox: 0.3116 d2.dn_loss_iou: 0.3624 d3.dn_loss_cls: 0.0334 d3.dn_loss_bbox: 0.3064 d3.dn_loss_iou: 0.3552 d4.dn_loss_cls: 0.0316 d4.dn_loss_bbox: 0.3055 d4.dn_loss_iou: 0.3533 2023/02/28 17:00:52 - mmengine - INFO - Epoch(train) [6][1650/7393] lr: 1.0000e-04 eta: 12:01:40 time: 0.8692 data_time: 0.0050 memory: 24978 grad_norm: 31.2168 loss: 9.8259 loss_cls: 0.2129 loss_bbox: 0.1550 loss_iou: 0.3430 d0.loss_cls: 0.2802 d0.loss_bbox: 0.1578 d0.loss_iou: 0.3545 d1.loss_cls: 0.2386 d1.loss_bbox: 0.1553 d1.loss_iou: 0.3365 d2.loss_cls: 0.2249 d2.loss_bbox: 0.1558 d2.loss_iou: 0.3414 d3.loss_cls: 0.2176 d3.loss_bbox: 0.1560 d3.loss_iou: 0.3405 d4.loss_cls: 0.2147 d4.loss_bbox: 0.1542 d4.loss_iou: 0.3422 enc_loss_cls: 0.2687 enc_loss_bbox: 0.1932 enc_loss_iou: 0.4076 dn_loss_cls: 0.0337 dn_loss_bbox: 0.2908 dn_loss_iou: 0.3656 d0.dn_loss_cls: 0.0667 d0.dn_loss_bbox: 0.4371 d0.dn_loss_iou: 0.5094 d1.dn_loss_cls: 0.0440 d1.dn_loss_bbox: 0.3295 d1.dn_loss_iou: 0.4015 d2.dn_loss_cls: 0.0376 d2.dn_loss_bbox: 0.2987 d2.dn_loss_iou: 0.3754 d3.dn_loss_cls: 0.0351 d3.dn_loss_bbox: 0.2929 d3.dn_loss_iou: 0.3679 d4.dn_loss_cls: 0.0329 d4.dn_loss_bbox: 0.2905 d4.dn_loss_iou: 0.3659 2023/02/28 17:01:36 - mmengine - INFO - Epoch(train) [6][1700/7393] lr: 1.0000e-04 eta: 12:00:57 time: 0.8699 data_time: 0.0049 memory: 28899 grad_norm: 30.3671 loss: 10.3683 loss_cls: 0.2129 loss_bbox: 0.1601 loss_iou: 0.3175 d0.loss_cls: 0.2806 d0.loss_bbox: 0.1725 d0.loss_iou: 0.3383 d1.loss_cls: 0.2408 d1.loss_bbox: 0.1673 d1.loss_iou: 0.3251 d2.loss_cls: 0.2299 d2.loss_bbox: 0.1612 d2.loss_iou: 0.3192 d3.loss_cls: 0.2206 d3.loss_bbox: 0.1596 d3.loss_iou: 0.3185 d4.loss_cls: 0.2137 d4.loss_bbox: 0.1614 d4.loss_iou: 0.3177 enc_loss_cls: 0.2659 enc_loss_bbox: 0.2111 enc_loss_iou: 0.3968 dn_loss_cls: 0.0375 dn_loss_bbox: 0.3651 dn_loss_iou: 0.3850 d0.dn_loss_cls: 0.0724 d0.dn_loss_bbox: 0.5116 d0.dn_loss_iou: 0.5382 d1.dn_loss_cls: 0.0500 d1.dn_loss_bbox: 0.4015 d1.dn_loss_iou: 0.4241 d2.dn_loss_cls: 0.0427 d2.dn_loss_bbox: 0.3720 d2.dn_loss_iou: 0.3952 d3.dn_loss_cls: 0.0397 d3.dn_loss_bbox: 0.3665 d3.dn_loss_iou: 0.3875 d4.dn_loss_cls: 0.0377 d4.dn_loss_bbox: 0.3654 d4.dn_loss_iou: 0.3855 2023/02/28 17:02:19 - mmengine - INFO - Epoch(train) [6][1750/7393] lr: 1.0000e-04 eta: 12:00:14 time: 0.8621 data_time: 0.0053 memory: 26789 grad_norm: 39.7001 loss: 9.2450 loss_cls: 0.1924 loss_bbox: 0.1411 loss_iou: 0.3420 d0.loss_cls: 0.2504 d0.loss_bbox: 0.1500 d0.loss_iou: 0.3663 d1.loss_cls: 0.2212 d1.loss_bbox: 0.1414 d1.loss_iou: 0.3461 d2.loss_cls: 0.2055 d2.loss_bbox: 0.1360 d2.loss_iou: 0.3387 d3.loss_cls: 0.2018 d3.loss_bbox: 0.1348 d3.loss_iou: 0.3367 d4.loss_cls: 0.1931 d4.loss_bbox: 0.1403 d4.loss_iou: 0.3418 enc_loss_cls: 0.2385 enc_loss_bbox: 0.1725 enc_loss_iou: 0.4043 dn_loss_cls: 0.0283 dn_loss_bbox: 0.2572 dn_loss_iou: 0.3632 d0.dn_loss_cls: 0.0612 d0.dn_loss_bbox: 0.3748 d0.dn_loss_iou: 0.4942 d1.dn_loss_cls: 0.0391 d1.dn_loss_bbox: 0.2803 d1.dn_loss_iou: 0.3915 d2.dn_loss_cls: 0.0326 d2.dn_loss_bbox: 0.2584 d2.dn_loss_iou: 0.3690 d3.dn_loss_cls: 0.0301 d3.dn_loss_bbox: 0.2570 d3.dn_loss_iou: 0.3648 d4.dn_loss_cls: 0.0281 d4.dn_loss_bbox: 0.2572 d4.dn_loss_iou: 0.3633 2023/02/28 17:03:03 - mmengine - INFO - Epoch(train) [6][1800/7393] lr: 1.0000e-04 eta: 11:59:32 time: 0.8779 data_time: 0.0056 memory: 37175 grad_norm: 39.9939 loss: 9.9089 loss_cls: 0.2130 loss_bbox: 0.1623 loss_iou: 0.3885 d0.loss_cls: 0.2759 d0.loss_bbox: 0.1648 d0.loss_iou: 0.3992 d1.loss_cls: 0.2437 d1.loss_bbox: 0.1572 d1.loss_iou: 0.3880 d2.loss_cls: 0.2266 d2.loss_bbox: 0.1579 d2.loss_iou: 0.3863 d3.loss_cls: 0.2212 d3.loss_bbox: 0.1566 d3.loss_iou: 0.3841 d4.loss_cls: 0.2159 d4.loss_bbox: 0.1600 d4.loss_iou: 0.3884 enc_loss_cls: 0.2680 enc_loss_bbox: 0.1899 enc_loss_iou: 0.4449 dn_loss_cls: 0.0285 dn_loss_bbox: 0.2743 dn_loss_iou: 0.3567 d0.dn_loss_cls: 0.0581 d0.dn_loss_bbox: 0.3928 d0.dn_loss_iou: 0.4799 d1.dn_loss_cls: 0.0388 d1.dn_loss_bbox: 0.3020 d1.dn_loss_iou: 0.3828 d2.dn_loss_cls: 0.0321 d2.dn_loss_bbox: 0.2814 d2.dn_loss_iou: 0.3648 d3.dn_loss_cls: 0.0300 d3.dn_loss_bbox: 0.2758 d3.dn_loss_iou: 0.3582 d4.dn_loss_cls: 0.0286 d4.dn_loss_bbox: 0.2746 d4.dn_loss_iou: 0.3570 2023/02/28 17:03:47 - mmengine - INFO - Epoch(train) [6][1850/7393] lr: 1.0000e-04 eta: 11:58:49 time: 0.8722 data_time: 0.0054 memory: 26632 grad_norm: 32.0813 loss: 9.3396 loss_cls: 0.1804 loss_bbox: 0.1466 loss_iou: 0.3106 d0.loss_cls: 0.2442 d0.loss_bbox: 0.1486 d0.loss_iou: 0.3261 d1.loss_cls: 0.1982 d1.loss_bbox: 0.1562 d1.loss_iou: 0.3248 d2.loss_cls: 0.1894 d2.loss_bbox: 0.1487 d2.loss_iou: 0.3119 d3.loss_cls: 0.1850 d3.loss_bbox: 0.1458 d3.loss_iou: 0.3107 d4.loss_cls: 0.1808 d4.loss_bbox: 0.1454 d4.loss_iou: 0.3088 enc_loss_cls: 0.2279 enc_loss_bbox: 0.1878 enc_loss_iou: 0.3883 dn_loss_cls: 0.0315 dn_loss_bbox: 0.2994 dn_loss_iou: 0.3660 d0.dn_loss_cls: 0.0659 d0.dn_loss_bbox: 0.4158 d0.dn_loss_iou: 0.5099 d1.dn_loss_cls: 0.0421 d1.dn_loss_bbox: 0.3278 d1.dn_loss_iou: 0.4027 d2.dn_loss_cls: 0.0354 d2.dn_loss_bbox: 0.3029 d2.dn_loss_iou: 0.3746 d3.dn_loss_cls: 0.0331 d3.dn_loss_bbox: 0.3004 d3.dn_loss_iou: 0.3684 d4.dn_loss_cls: 0.0315 d4.dn_loss_bbox: 0.2996 d4.dn_loss_iou: 0.3663 2023/02/28 17:04:30 - mmengine - INFO - Epoch(train) [6][1900/7393] lr: 1.0000e-04 eta: 11:58:06 time: 0.8679 data_time: 0.0054 memory: 31876 grad_norm: 34.5601 loss: 10.5566 loss_cls: 0.2283 loss_bbox: 0.1935 loss_iou: 0.3856 d0.loss_cls: 0.2960 d0.loss_bbox: 0.1943 d0.loss_iou: 0.4033 d1.loss_cls: 0.2616 d1.loss_bbox: 0.1914 d1.loss_iou: 0.3922 d2.loss_cls: 0.2420 d2.loss_bbox: 0.1959 d2.loss_iou: 0.3924 d3.loss_cls: 0.2337 d3.loss_bbox: 0.1939 d3.loss_iou: 0.3886 d4.loss_cls: 0.2293 d4.loss_bbox: 0.1930 d4.loss_iou: 0.3852 enc_loss_cls: 0.2881 enc_loss_bbox: 0.2352 enc_loss_iou: 0.4633 dn_loss_cls: 0.0346 dn_loss_bbox: 0.2858 dn_loss_iou: 0.3750 d0.dn_loss_cls: 0.0685 d0.dn_loss_bbox: 0.4102 d0.dn_loss_iou: 0.5182 d1.dn_loss_cls: 0.0449 d1.dn_loss_bbox: 0.3136 d1.dn_loss_iou: 0.4101 d2.dn_loss_cls: 0.0387 d2.dn_loss_bbox: 0.2902 d2.dn_loss_iou: 0.3841 d3.dn_loss_cls: 0.0358 d3.dn_loss_bbox: 0.2869 d3.dn_loss_iou: 0.3777 d4.dn_loss_cls: 0.0345 d4.dn_loss_bbox: 0.2857 d4.dn_loss_iou: 0.3753 2023/02/28 17:05:13 - mmengine - INFO - Epoch(train) [6][1950/7393] lr: 1.0000e-04 eta: 11:57:23 time: 0.8685 data_time: 0.0054 memory: 28680 grad_norm: 33.9803 loss: 11.1094 loss_cls: 0.2285 loss_bbox: 0.1974 loss_iou: 0.4351 d0.loss_cls: 0.2987 d0.loss_bbox: 0.2089 d0.loss_iou: 0.4475 d1.loss_cls: 0.2596 d1.loss_bbox: 0.2038 d1.loss_iou: 0.4433 d2.loss_cls: 0.2431 d2.loss_bbox: 0.1998 d2.loss_iou: 0.4428 d3.loss_cls: 0.2356 d3.loss_bbox: 0.1999 d3.loss_iou: 0.4365 d4.loss_cls: 0.2331 d4.loss_bbox: 0.1963 d4.loss_iou: 0.4330 enc_loss_cls: 0.2917 enc_loss_bbox: 0.2434 enc_loss_iou: 0.4981 dn_loss_cls: 0.0313 dn_loss_bbox: 0.2845 dn_loss_iou: 0.3987 d0.dn_loss_cls: 0.0698 d0.dn_loss_bbox: 0.4234 d0.dn_loss_iou: 0.5485 d1.dn_loss_cls: 0.0455 d1.dn_loss_bbox: 0.3183 d1.dn_loss_iou: 0.4386 d2.dn_loss_cls: 0.0372 d2.dn_loss_bbox: 0.2908 d2.dn_loss_iou: 0.4109 d3.dn_loss_cls: 0.0340 d3.dn_loss_bbox: 0.2854 d3.dn_loss_iou: 0.4012 d4.dn_loss_cls: 0.0318 d4.dn_loss_bbox: 0.2847 d4.dn_loss_iou: 0.3990 2023/02/28 17:05:56 - mmengine - INFO - Epoch(train) [6][2000/7393] lr: 1.0000e-04 eta: 11:56:39 time: 0.8501 data_time: 0.0054 memory: 27689 grad_norm: 40.6162 loss: 9.2717 loss_cls: 0.1852 loss_bbox: 0.1531 loss_iou: 0.3250 d0.loss_cls: 0.2399 d0.loss_bbox: 0.1581 d0.loss_iou: 0.3406 d1.loss_cls: 0.2031 d1.loss_bbox: 0.1558 d1.loss_iou: 0.3321 d2.loss_cls: 0.1915 d2.loss_bbox: 0.1566 d2.loss_iou: 0.3302 d3.loss_cls: 0.1864 d3.loss_bbox: 0.1561 d3.loss_iou: 0.3278 d4.loss_cls: 0.1865 d4.loss_bbox: 0.1535 d4.loss_iou: 0.3267 enc_loss_cls: 0.2279 enc_loss_bbox: 0.1898 enc_loss_iou: 0.3892 dn_loss_cls: 0.0325 dn_loss_bbox: 0.2559 dn_loss_iou: 0.3647 d0.dn_loss_cls: 0.0696 d0.dn_loss_bbox: 0.3994 d0.dn_loss_iou: 0.5119 d1.dn_loss_cls: 0.0446 d1.dn_loss_bbox: 0.2905 d1.dn_loss_iou: 0.3984 d2.dn_loss_cls: 0.0373 d2.dn_loss_bbox: 0.2637 d2.dn_loss_iou: 0.3739 d3.dn_loss_cls: 0.0348 d3.dn_loss_bbox: 0.2574 d3.dn_loss_iou: 0.3673 d4.dn_loss_cls: 0.0325 d4.dn_loss_bbox: 0.2565 d4.dn_loss_iou: 0.3657 2023/02/28 17:06:27 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 17:06:39 - mmengine - INFO - Epoch(train) [6][2050/7393] lr: 1.0000e-04 eta: 11:55:56 time: 0.8712 data_time: 0.0053 memory: 26735 grad_norm: 34.6987 loss: 9.0329 loss_cls: 0.1695 loss_bbox: 0.1530 loss_iou: 0.3125 d0.loss_cls: 0.2283 d0.loss_bbox: 0.1538 d0.loss_iou: 0.3287 d1.loss_cls: 0.1892 d1.loss_bbox: 0.1550 d1.loss_iou: 0.3160 d2.loss_cls: 0.1794 d2.loss_bbox: 0.1516 d2.loss_iou: 0.3115 d3.loss_cls: 0.1702 d3.loss_bbox: 0.1521 d3.loss_iou: 0.3121 d4.loss_cls: 0.1675 d4.loss_bbox: 0.1536 d4.loss_iou: 0.3152 enc_loss_cls: 0.2271 enc_loss_bbox: 0.1772 enc_loss_iou: 0.3665 dn_loss_cls: 0.0287 dn_loss_bbox: 0.2745 dn_loss_iou: 0.3505 d0.dn_loss_cls: 0.0629 d0.dn_loss_bbox: 0.4114 d0.dn_loss_iou: 0.4905 d1.dn_loss_cls: 0.0405 d1.dn_loss_bbox: 0.3087 d1.dn_loss_iou: 0.3833 d2.dn_loss_cls: 0.0338 d2.dn_loss_bbox: 0.2830 d2.dn_loss_iou: 0.3595 d3.dn_loss_cls: 0.0314 d3.dn_loss_bbox: 0.2760 d3.dn_loss_iou: 0.3529 d4.dn_loss_cls: 0.0297 d4.dn_loss_bbox: 0.2748 d4.dn_loss_iou: 0.3509 2023/02/28 17:07:22 - mmengine - INFO - Epoch(train) [6][2100/7393] lr: 1.0000e-04 eta: 11:55:12 time: 0.8508 data_time: 0.0049 memory: 27689 grad_norm: 35.7483 loss: 8.9747 loss_cls: 0.1754 loss_bbox: 0.1446 loss_iou: 0.3352 d0.loss_cls: 0.2374 d0.loss_bbox: 0.1392 d0.loss_iou: 0.3535 d1.loss_cls: 0.2007 d1.loss_bbox: 0.1417 d1.loss_iou: 0.3424 d2.loss_cls: 0.1853 d2.loss_bbox: 0.1409 d2.loss_iou: 0.3415 d3.loss_cls: 0.1829 d3.loss_bbox: 0.1363 d3.loss_iou: 0.3338 d4.loss_cls: 0.1755 d4.loss_bbox: 0.1435 d4.loss_iou: 0.3344 enc_loss_cls: 0.2289 enc_loss_bbox: 0.1644 enc_loss_iou: 0.4024 dn_loss_cls: 0.0245 dn_loss_bbox: 0.2557 dn_loss_iou: 0.3502 d0.dn_loss_cls: 0.0606 d0.dn_loss_bbox: 0.3658 d0.dn_loss_iou: 0.4754 d1.dn_loss_cls: 0.0360 d1.dn_loss_bbox: 0.2789 d1.dn_loss_iou: 0.3765 d2.dn_loss_cls: 0.0286 d2.dn_loss_bbox: 0.2602 d2.dn_loss_iou: 0.3573 d3.dn_loss_cls: 0.0266 d3.dn_loss_bbox: 0.2557 d3.dn_loss_iou: 0.3515 d4.dn_loss_cls: 0.0249 d4.dn_loss_bbox: 0.2559 d4.dn_loss_iou: 0.3505 2023/02/28 17:08:05 - mmengine - INFO - Epoch(train) [6][2150/7393] lr: 1.0000e-04 eta: 11:54:29 time: 0.8617 data_time: 0.0049 memory: 28970 grad_norm: 30.6582 loss: 9.1148 loss_cls: 0.1729 loss_bbox: 0.1404 loss_iou: 0.3240 d0.loss_cls: 0.2358 d0.loss_bbox: 0.1438 d0.loss_iou: 0.3345 d1.loss_cls: 0.1984 d1.loss_bbox: 0.1455 d1.loss_iou: 0.3272 d2.loss_cls: 0.1834 d2.loss_bbox: 0.1420 d2.loss_iou: 0.3249 d3.loss_cls: 0.1767 d3.loss_bbox: 0.1406 d3.loss_iou: 0.3236 d4.loss_cls: 0.1740 d4.loss_bbox: 0.1399 d4.loss_iou: 0.3233 enc_loss_cls: 0.2302 enc_loss_bbox: 0.1712 enc_loss_iou: 0.3792 dn_loss_cls: 0.0310 dn_loss_bbox: 0.2757 dn_loss_iou: 0.3629 d0.dn_loss_cls: 0.0636 d0.dn_loss_bbox: 0.3864 d0.dn_loss_iou: 0.4982 d1.dn_loss_cls: 0.0415 d1.dn_loss_bbox: 0.2998 d1.dn_loss_iou: 0.3943 d2.dn_loss_cls: 0.0342 d2.dn_loss_bbox: 0.2808 d2.dn_loss_iou: 0.3704 d3.dn_loss_cls: 0.0326 d3.dn_loss_bbox: 0.2769 d3.dn_loss_iou: 0.3648 d4.dn_loss_cls: 0.0314 d4.dn_loss_bbox: 0.2759 d4.dn_loss_iou: 0.3630 2023/02/28 17:08:49 - mmengine - INFO - Epoch(train) [6][2200/7393] lr: 1.0000e-04 eta: 11:53:46 time: 0.8743 data_time: 0.0050 memory: 27598 grad_norm: 30.0968 loss: 9.8932 loss_cls: 0.2220 loss_bbox: 0.1555 loss_iou: 0.3928 d0.loss_cls: 0.2851 d0.loss_bbox: 0.1631 d0.loss_iou: 0.4176 d1.loss_cls: 0.2467 d1.loss_bbox: 0.1634 d1.loss_iou: 0.3985 d2.loss_cls: 0.2352 d2.loss_bbox: 0.1550 d2.loss_iou: 0.3921 d3.loss_cls: 0.2279 d3.loss_bbox: 0.1544 d3.loss_iou: 0.3910 d4.loss_cls: 0.2238 d4.loss_bbox: 0.1549 d4.loss_iou: 0.3909 enc_loss_cls: 0.2751 enc_loss_bbox: 0.1941 enc_loss_iou: 0.4700 dn_loss_cls: 0.0293 dn_loss_bbox: 0.2469 dn_loss_iou: 0.3566 d0.dn_loss_cls: 0.0603 d0.dn_loss_bbox: 0.3728 d0.dn_loss_iou: 0.4937 d1.dn_loss_cls: 0.0389 d1.dn_loss_bbox: 0.2742 d1.dn_loss_iou: 0.3892 d2.dn_loss_cls: 0.0323 d2.dn_loss_bbox: 0.2521 d2.dn_loss_iou: 0.3673 d3.dn_loss_cls: 0.0307 d3.dn_loss_bbox: 0.2475 d3.dn_loss_iou: 0.3591 d4.dn_loss_cls: 0.0293 d4.dn_loss_bbox: 0.2468 d4.dn_loss_iou: 0.3572 2023/02/28 17:09:32 - mmengine - INFO - Epoch(train) [6][2250/7393] lr: 1.0000e-04 eta: 11:53:03 time: 0.8670 data_time: 0.0049 memory: 28643 grad_norm: 34.5165 loss: 9.4183 loss_cls: 0.1881 loss_bbox: 0.1514 loss_iou: 0.3220 d0.loss_cls: 0.2510 d0.loss_bbox: 0.1576 d0.loss_iou: 0.3429 d1.loss_cls: 0.2160 d1.loss_bbox: 0.1525 d1.loss_iou: 0.3234 d2.loss_cls: 0.1976 d2.loss_bbox: 0.1543 d2.loss_iou: 0.3253 d3.loss_cls: 0.1921 d3.loss_bbox: 0.1508 d3.loss_iou: 0.3213 d4.loss_cls: 0.1901 d4.loss_bbox: 0.1503 d4.loss_iou: 0.3207 enc_loss_cls: 0.2409 enc_loss_bbox: 0.1956 enc_loss_iou: 0.3868 dn_loss_cls: 0.0274 dn_loss_bbox: 0.3088 dn_loss_iou: 0.3485 d0.dn_loss_cls: 0.0587 d0.dn_loss_bbox: 0.4318 d0.dn_loss_iou: 0.4836 d1.dn_loss_cls: 0.0379 d1.dn_loss_bbox: 0.3354 d1.dn_loss_iou: 0.3802 d2.dn_loss_cls: 0.0311 d2.dn_loss_bbox: 0.3136 d2.dn_loss_iou: 0.3566 d3.dn_loss_cls: 0.0286 d3.dn_loss_bbox: 0.3099 d3.dn_loss_iou: 0.3503 d4.dn_loss_cls: 0.0275 d4.dn_loss_bbox: 0.3090 d4.dn_loss_iou: 0.3488 2023/02/28 17:10:16 - mmengine - INFO - Epoch(train) [6][2300/7393] lr: 1.0000e-04 eta: 11:52:20 time: 0.8668 data_time: 0.0049 memory: 26789 grad_norm: 32.2574 loss: 8.6738 loss_cls: 0.1764 loss_bbox: 0.1433 loss_iou: 0.2993 d0.loss_cls: 0.2375 d0.loss_bbox: 0.1437 d0.loss_iou: 0.3066 d1.loss_cls: 0.2035 d1.loss_bbox: 0.1405 d1.loss_iou: 0.3018 d2.loss_cls: 0.1874 d2.loss_bbox: 0.1404 d2.loss_iou: 0.3028 d3.loss_cls: 0.1816 d3.loss_bbox: 0.1405 d3.loss_iou: 0.2995 d4.loss_cls: 0.1782 d4.loss_bbox: 0.1439 d4.loss_iou: 0.2998 enc_loss_cls: 0.2346 enc_loss_bbox: 0.1743 enc_loss_iou: 0.3468 dn_loss_cls: 0.0317 dn_loss_bbox: 0.2563 dn_loss_iou: 0.3216 d0.dn_loss_cls: 0.0674 d0.dn_loss_bbox: 0.4014 d0.dn_loss_iou: 0.4650 d1.dn_loss_cls: 0.0429 d1.dn_loss_bbox: 0.2921 d1.dn_loss_iou: 0.3574 d2.dn_loss_cls: 0.0362 d2.dn_loss_bbox: 0.2633 d2.dn_loss_iou: 0.3321 d3.dn_loss_cls: 0.0333 d3.dn_loss_bbox: 0.2572 d3.dn_loss_iou: 0.3238 d4.dn_loss_cls: 0.0317 d4.dn_loss_bbox: 0.2561 d4.dn_loss_iou: 0.3219 2023/02/28 17:10:59 - mmengine - INFO - Epoch(train) [6][2350/7393] lr: 1.0000e-04 eta: 11:51:37 time: 0.8739 data_time: 0.0050 memory: 29331 grad_norm: 38.0061 loss: 9.8651 loss_cls: 0.2254 loss_bbox: 0.1631 loss_iou: 0.3898 d0.loss_cls: 0.2932 d0.loss_bbox: 0.1668 d0.loss_iou: 0.4052 d1.loss_cls: 0.2508 d1.loss_bbox: 0.1589 d1.loss_iou: 0.3938 d2.loss_cls: 0.2411 d2.loss_bbox: 0.1560 d2.loss_iou: 0.3872 d3.loss_cls: 0.2313 d3.loss_bbox: 0.1632 d3.loss_iou: 0.3880 d4.loss_cls: 0.2267 d4.loss_bbox: 0.1628 d4.loss_iou: 0.3896 enc_loss_cls: 0.2780 enc_loss_bbox: 0.2016 enc_loss_iou: 0.4606 dn_loss_cls: 0.0296 dn_loss_bbox: 0.2341 dn_loss_iou: 0.3627 d0.dn_loss_cls: 0.0614 d0.dn_loss_bbox: 0.3458 d0.dn_loss_iou: 0.4997 d1.dn_loss_cls: 0.0397 d1.dn_loss_bbox: 0.2608 d1.dn_loss_iou: 0.3961 d2.dn_loss_cls: 0.0327 d2.dn_loss_bbox: 0.2404 d2.dn_loss_iou: 0.3721 d3.dn_loss_cls: 0.0305 d3.dn_loss_bbox: 0.2349 d3.dn_loss_iou: 0.3644 d4.dn_loss_cls: 0.0296 d4.dn_loss_bbox: 0.2344 d4.dn_loss_iou: 0.3631 2023/02/28 17:11:43 - mmengine - INFO - Epoch(train) [6][2400/7393] lr: 1.0000e-04 eta: 11:50:55 time: 0.8712 data_time: 0.0049 memory: 25596 grad_norm: 31.9588 loss: 9.2062 loss_cls: 0.1900 loss_bbox: 0.1428 loss_iou: 0.3185 d0.loss_cls: 0.2448 d0.loss_bbox: 0.1528 d0.loss_iou: 0.3422 d1.loss_cls: 0.2115 d1.loss_bbox: 0.1470 d1.loss_iou: 0.3274 d2.loss_cls: 0.1979 d2.loss_bbox: 0.1448 d2.loss_iou: 0.3234 d3.loss_cls: 0.1940 d3.loss_bbox: 0.1459 d3.loss_iou: 0.3229 d4.loss_cls: 0.1906 d4.loss_bbox: 0.1434 d4.loss_iou: 0.3195 enc_loss_cls: 0.2345 enc_loss_bbox: 0.1790 enc_loss_iou: 0.3817 dn_loss_cls: 0.0335 dn_loss_bbox: 0.2785 dn_loss_iou: 0.3423 d0.dn_loss_cls: 0.0688 d0.dn_loss_bbox: 0.4210 d0.dn_loss_iou: 0.4806 d1.dn_loss_cls: 0.0434 d1.dn_loss_bbox: 0.3180 d1.dn_loss_iou: 0.3752 d2.dn_loss_cls: 0.0363 d2.dn_loss_bbox: 0.2893 d2.dn_loss_iou: 0.3510 d3.dn_loss_cls: 0.0334 d3.dn_loss_bbox: 0.2807 d3.dn_loss_iou: 0.3447 d4.dn_loss_cls: 0.0328 d4.dn_loss_bbox: 0.2791 d4.dn_loss_iou: 0.3431 2023/02/28 17:12:26 - mmengine - INFO - Epoch(train) [6][2450/7393] lr: 1.0000e-04 eta: 11:50:12 time: 0.8712 data_time: 0.0053 memory: 27608 grad_norm: 31.7653 loss: 10.4151 loss_cls: 0.2423 loss_bbox: 0.1558 loss_iou: 0.4014 d0.loss_cls: 0.2960 d0.loss_bbox: 0.1644 d0.loss_iou: 0.4320 d1.loss_cls: 0.2661 d1.loss_bbox: 0.1630 d1.loss_iou: 0.4065 d2.loss_cls: 0.2516 d2.loss_bbox: 0.1595 d2.loss_iou: 0.4041 d3.loss_cls: 0.2462 d3.loss_bbox: 0.1560 d3.loss_iou: 0.4029 d4.loss_cls: 0.2415 d4.loss_bbox: 0.1568 d4.loss_iou: 0.4029 enc_loss_cls: 0.2929 enc_loss_bbox: 0.1918 enc_loss_iou: 0.4780 dn_loss_cls: 0.0388 dn_loss_bbox: 0.2571 dn_loss_iou: 0.3952 d0.dn_loss_cls: 0.0681 d0.dn_loss_bbox: 0.3720 d0.dn_loss_iou: 0.5252 d1.dn_loss_cls: 0.0458 d1.dn_loss_bbox: 0.2868 d1.dn_loss_iou: 0.4242 d2.dn_loss_cls: 0.0407 d2.dn_loss_bbox: 0.2630 d2.dn_loss_iou: 0.4025 d3.dn_loss_cls: 0.0384 d3.dn_loss_bbox: 0.2581 d3.dn_loss_iou: 0.3970 d4.dn_loss_cls: 0.0381 d4.dn_loss_bbox: 0.2568 d4.dn_loss_iou: 0.3954 2023/02/28 17:13:11 - mmengine - INFO - Epoch(train) [6][2500/7393] lr: 1.0000e-04 eta: 11:49:30 time: 0.8841 data_time: 0.0057 memory: 26632 grad_norm: 31.9314 loss: 9.4993 loss_cls: 0.2004 loss_bbox: 0.1719 loss_iou: 0.3738 d0.loss_cls: 0.2797 d0.loss_bbox: 0.1773 d0.loss_iou: 0.3871 d1.loss_cls: 0.2441 d1.loss_bbox: 0.1747 d1.loss_iou: 0.3677 d2.loss_cls: 0.2186 d2.loss_bbox: 0.1739 d2.loss_iou: 0.3699 d3.loss_cls: 0.2090 d3.loss_bbox: 0.1735 d3.loss_iou: 0.3714 d4.loss_cls: 0.2022 d4.loss_bbox: 0.1723 d4.loss_iou: 0.3758 enc_loss_cls: 0.2652 enc_loss_bbox: 0.2128 enc_loss_iou: 0.4318 dn_loss_cls: 0.0278 dn_loss_bbox: 0.2340 dn_loss_iou: 0.3239 d0.dn_loss_cls: 0.0595 d0.dn_loss_bbox: 0.3773 d0.dn_loss_iou: 0.4683 d1.dn_loss_cls: 0.0375 d1.dn_loss_bbox: 0.2696 d1.dn_loss_iou: 0.3599 d2.dn_loss_cls: 0.0319 d2.dn_loss_bbox: 0.2430 d2.dn_loss_iou: 0.3347 d3.dn_loss_cls: 0.0297 d3.dn_loss_bbox: 0.2362 d3.dn_loss_iou: 0.3267 d4.dn_loss_cls: 0.0280 d4.dn_loss_bbox: 0.2343 d4.dn_loss_iou: 0.3242 2023/02/28 17:13:54 - mmengine - INFO - Epoch(train) [6][2550/7393] lr: 1.0000e-04 eta: 11:48:47 time: 0.8769 data_time: 0.0058 memory: 27483 grad_norm: 46.0334 loss: 10.1122 loss_cls: 0.2293 loss_bbox: 0.1550 loss_iou: 0.4436 d0.loss_cls: 0.2880 d0.loss_bbox: 0.1611 d0.loss_iou: 0.4615 d1.loss_cls: 0.2562 d1.loss_bbox: 0.1532 d1.loss_iou: 0.4464 d2.loss_cls: 0.2377 d2.loss_bbox: 0.1553 d2.loss_iou: 0.4457 d3.loss_cls: 0.2324 d3.loss_bbox: 0.1525 d3.loss_iou: 0.4452 d4.loss_cls: 0.2273 d4.loss_bbox: 0.1533 d4.loss_iou: 0.4448 enc_loss_cls: 0.2842 enc_loss_bbox: 0.1833 enc_loss_iou: 0.5059 dn_loss_cls: 0.0272 dn_loss_bbox: 0.2284 dn_loss_iou: 0.3598 d0.dn_loss_cls: 0.0612 d0.dn_loss_bbox: 0.3349 d0.dn_loss_iou: 0.4908 d1.dn_loss_cls: 0.0379 d1.dn_loss_bbox: 0.2505 d1.dn_loss_iou: 0.3895 d2.dn_loss_cls: 0.0313 d2.dn_loss_bbox: 0.2353 d2.dn_loss_iou: 0.3677 d3.dn_loss_cls: 0.0285 d3.dn_loss_bbox: 0.2296 d3.dn_loss_iou: 0.3621 d4.dn_loss_cls: 0.0274 d4.dn_loss_bbox: 0.2282 d4.dn_loss_iou: 0.3601 2023/02/28 17:14:39 - mmengine - INFO - Epoch(train) [6][2600/7393] lr: 1.0000e-04 eta: 11:48:06 time: 0.8873 data_time: 0.0057 memory: 26735 grad_norm: 32.3362 loss: 10.7240 loss_cls: 0.2408 loss_bbox: 0.1806 loss_iou: 0.4301 d0.loss_cls: 0.3115 d0.loss_bbox: 0.1859 d0.loss_iou: 0.4543 d1.loss_cls: 0.2718 d1.loss_bbox: 0.1809 d1.loss_iou: 0.4345 d2.loss_cls: 0.2530 d2.loss_bbox: 0.1827 d2.loss_iou: 0.4286 d3.loss_cls: 0.2437 d3.loss_bbox: 0.1824 d3.loss_iou: 0.4320 d4.loss_cls: 0.2418 d4.loss_bbox: 0.1802 d4.loss_iou: 0.4294 enc_loss_cls: 0.3014 enc_loss_bbox: 0.2148 enc_loss_iou: 0.5152 dn_loss_cls: 0.0322 dn_loss_bbox: 0.2684 dn_loss_iou: 0.3794 d0.dn_loss_cls: 0.0630 d0.dn_loss_bbox: 0.3740 d0.dn_loss_iou: 0.5027 d1.dn_loss_cls: 0.0418 d1.dn_loss_bbox: 0.2952 d1.dn_loss_iou: 0.4072 d2.dn_loss_cls: 0.0366 d2.dn_loss_bbox: 0.2750 d2.dn_loss_iou: 0.3882 d3.dn_loss_cls: 0.0338 d3.dn_loss_bbox: 0.2695 d3.dn_loss_iou: 0.3810 d4.dn_loss_cls: 0.0323 d4.dn_loss_bbox: 0.2683 d4.dn_loss_iou: 0.3798 2023/02/28 17:15:23 - mmengine - INFO - Epoch(train) [6][2650/7393] lr: 1.0000e-04 eta: 11:47:24 time: 0.8822 data_time: 0.0054 memory: 26789 grad_norm: 32.1673 loss: 8.8926 loss_cls: 0.1727 loss_bbox: 0.1498 loss_iou: 0.3103 d0.loss_cls: 0.2303 d0.loss_bbox: 0.1563 d0.loss_iou: 0.3231 d1.loss_cls: 0.1932 d1.loss_bbox: 0.1527 d1.loss_iou: 0.3158 d2.loss_cls: 0.1826 d2.loss_bbox: 0.1514 d2.loss_iou: 0.3126 d3.loss_cls: 0.1765 d3.loss_bbox: 0.1488 d3.loss_iou: 0.3080 d4.loss_cls: 0.1730 d4.loss_bbox: 0.1502 d4.loss_iou: 0.3091 enc_loss_cls: 0.2184 enc_loss_bbox: 0.1912 enc_loss_iou: 0.3650 dn_loss_cls: 0.0293 dn_loss_bbox: 0.2520 dn_loss_iou: 0.3502 d0.dn_loss_cls: 0.0632 d0.dn_loss_bbox: 0.3898 d0.dn_loss_iou: 0.4882 d1.dn_loss_cls: 0.0399 d1.dn_loss_bbox: 0.2886 d1.dn_loss_iou: 0.3847 d2.dn_loss_cls: 0.0327 d2.dn_loss_bbox: 0.2589 d2.dn_loss_iou: 0.3588 d3.dn_loss_cls: 0.0303 d3.dn_loss_bbox: 0.2525 d3.dn_loss_iou: 0.3521 d4.dn_loss_cls: 0.0291 d4.dn_loss_bbox: 0.2514 d4.dn_loss_iou: 0.3499 2023/02/28 17:16:07 - mmengine - INFO - Epoch(train) [6][2700/7393] lr: 1.0000e-04 eta: 11:46:41 time: 0.8761 data_time: 0.0053 memory: 27031 grad_norm: 34.0588 loss: 10.4700 loss_cls: 0.2414 loss_bbox: 0.1987 loss_iou: 0.4126 d0.loss_cls: 0.3175 d0.loss_bbox: 0.1934 d0.loss_iou: 0.4218 d1.loss_cls: 0.2718 d1.loss_bbox: 0.1989 d1.loss_iou: 0.4111 d2.loss_cls: 0.2548 d2.loss_bbox: 0.1980 d2.loss_iou: 0.4111 d3.loss_cls: 0.2457 d3.loss_bbox: 0.1975 d3.loss_iou: 0.4117 d4.loss_cls: 0.2392 d4.loss_bbox: 0.1995 d4.loss_iou: 0.4137 enc_loss_cls: 0.2997 enc_loss_bbox: 0.2373 enc_loss_iou: 0.4851 dn_loss_cls: 0.0291 dn_loss_bbox: 0.2496 dn_loss_iou: 0.3644 d0.dn_loss_cls: 0.0625 d0.dn_loss_bbox: 0.3502 d0.dn_loss_iou: 0.4872 d1.dn_loss_cls: 0.0411 d1.dn_loss_bbox: 0.2771 d1.dn_loss_iou: 0.3956 d2.dn_loss_cls: 0.0342 d2.dn_loss_bbox: 0.2555 d2.dn_loss_iou: 0.3727 d3.dn_loss_cls: 0.0310 d3.dn_loss_bbox: 0.2502 d3.dn_loss_iou: 0.3660 d4.dn_loss_cls: 0.0293 d4.dn_loss_bbox: 0.2494 d4.dn_loss_iou: 0.3645 2023/02/28 17:16:50 - mmengine - INFO - Epoch(train) [6][2750/7393] lr: 1.0000e-04 eta: 11:45:58 time: 0.8641 data_time: 0.0053 memory: 27598 grad_norm: 43.9727 loss: 11.3217 loss_cls: 0.2491 loss_bbox: 0.2116 loss_iou: 0.4185 d0.loss_cls: 0.3212 d0.loss_bbox: 0.2102 d0.loss_iou: 0.4310 d1.loss_cls: 0.2800 d1.loss_bbox: 0.2099 d1.loss_iou: 0.4272 d2.loss_cls: 0.2669 d2.loss_bbox: 0.2060 d2.loss_iou: 0.4152 d3.loss_cls: 0.2578 d3.loss_bbox: 0.2050 d3.loss_iou: 0.4145 d4.loss_cls: 0.2482 d4.loss_bbox: 0.2079 d4.loss_iou: 0.4190 enc_loss_cls: 0.3076 enc_loss_bbox: 0.2531 enc_loss_iou: 0.4970 dn_loss_cls: 0.0387 dn_loss_bbox: 0.3043 dn_loss_iou: 0.4055 d0.dn_loss_cls: 0.0699 d0.dn_loss_bbox: 0.4175 d0.dn_loss_iou: 0.5495 d1.dn_loss_cls: 0.0476 d1.dn_loss_bbox: 0.3258 d1.dn_loss_iou: 0.4388 d2.dn_loss_cls: 0.0424 d2.dn_loss_bbox: 0.3092 d2.dn_loss_iou: 0.4149 d3.dn_loss_cls: 0.0402 d3.dn_loss_bbox: 0.3041 d3.dn_loss_iou: 0.4072 d4.dn_loss_cls: 0.0391 d4.dn_loss_bbox: 0.3044 d4.dn_loss_iou: 0.4056 2023/02/28 17:17:34 - mmengine - INFO - Epoch(train) [6][2800/7393] lr: 1.0000e-04 eta: 11:45:15 time: 0.8762 data_time: 0.0055 memory: 28540 grad_norm: 32.2534 loss: 10.8098 loss_cls: 0.2096 loss_bbox: 0.1835 loss_iou: 0.3732 d0.loss_cls: 0.2806 d0.loss_bbox: 0.1784 d0.loss_iou: 0.3936 d1.loss_cls: 0.2387 d1.loss_bbox: 0.1778 d1.loss_iou: 0.3773 d2.loss_cls: 0.2230 d2.loss_bbox: 0.1796 d2.loss_iou: 0.3714 d3.loss_cls: 0.2158 d3.loss_bbox: 0.1803 d3.loss_iou: 0.3705 d4.loss_cls: 0.2100 d4.loss_bbox: 0.1809 d4.loss_iou: 0.3745 enc_loss_cls: 0.2719 enc_loss_bbox: 0.2067 enc_loss_iou: 0.4452 dn_loss_cls: 0.0402 dn_loss_bbox: 0.3420 dn_loss_iou: 0.4121 d0.dn_loss_cls: 0.0772 d0.dn_loss_bbox: 0.4712 d0.dn_loss_iou: 0.5506 d1.dn_loss_cls: 0.0516 d1.dn_loss_bbox: 0.3709 d1.dn_loss_iou: 0.4461 d2.dn_loss_cls: 0.0447 d2.dn_loss_bbox: 0.3476 d2.dn_loss_iou: 0.4205 d3.dn_loss_cls: 0.0414 d3.dn_loss_bbox: 0.3435 d3.dn_loss_iou: 0.4145 d4.dn_loss_cls: 0.0398 d4.dn_loss_bbox: 0.3413 d4.dn_loss_iou: 0.4123 2023/02/28 17:18:18 - mmengine - INFO - Epoch(train) [6][2850/7393] lr: 1.0000e-04 eta: 11:44:33 time: 0.8770 data_time: 0.0052 memory: 32819 grad_norm: 33.2610 loss: 10.3235 loss_cls: 0.1959 loss_bbox: 0.1831 loss_iou: 0.3491 d0.loss_cls: 0.2551 d0.loss_bbox: 0.1833 d0.loss_iou: 0.3557 d1.loss_cls: 0.2200 d1.loss_bbox: 0.1855 d1.loss_iou: 0.3518 d2.loss_cls: 0.2044 d2.loss_bbox: 0.1846 d2.loss_iou: 0.3513 d3.loss_cls: 0.1991 d3.loss_bbox: 0.1822 d3.loss_iou: 0.3476 d4.loss_cls: 0.1947 d4.loss_bbox: 0.1840 d4.loss_iou: 0.3501 enc_loss_cls: 0.2509 enc_loss_bbox: 0.2125 enc_loss_iou: 0.4023 dn_loss_cls: 0.0360 dn_loss_bbox: 0.3188 dn_loss_iou: 0.4038 d0.dn_loss_cls: 0.0717 d0.dn_loss_bbox: 0.4531 d0.dn_loss_iou: 0.5477 d1.dn_loss_cls: 0.0490 d1.dn_loss_bbox: 0.3565 d1.dn_loss_iou: 0.4401 d2.dn_loss_cls: 0.0405 d2.dn_loss_bbox: 0.3267 d2.dn_loss_iou: 0.4128 d3.dn_loss_cls: 0.0379 d3.dn_loss_bbox: 0.3201 d3.dn_loss_iou: 0.4059 d4.dn_loss_cls: 0.0364 d4.dn_loss_bbox: 0.3193 d4.dn_loss_iou: 0.4043 2023/02/28 17:19:02 - mmengine - INFO - Epoch(train) [6][2900/7393] lr: 1.0000e-04 eta: 11:43:51 time: 0.8892 data_time: 0.0053 memory: 29182 grad_norm: 29.4314 loss: 10.3366 loss_cls: 0.2324 loss_bbox: 0.1580 loss_iou: 0.3886 d0.loss_cls: 0.2916 d0.loss_bbox: 0.1594 d0.loss_iou: 0.4050 d1.loss_cls: 0.2565 d1.loss_bbox: 0.1570 d1.loss_iou: 0.3871 d2.loss_cls: 0.2442 d2.loss_bbox: 0.1535 d2.loss_iou: 0.3859 d3.loss_cls: 0.2359 d3.loss_bbox: 0.1575 d3.loss_iou: 0.3881 d4.loss_cls: 0.2358 d4.loss_bbox: 0.1545 d4.loss_iou: 0.3876 enc_loss_cls: 0.2820 enc_loss_bbox: 0.1928 enc_loss_iou: 0.4547 dn_loss_cls: 0.0349 dn_loss_bbox: 0.2942 dn_loss_iou: 0.3758 d0.dn_loss_cls: 0.0666 d0.dn_loss_bbox: 0.4292 d0.dn_loss_iou: 0.5056 d1.dn_loss_cls: 0.0447 d1.dn_loss_bbox: 0.3297 d1.dn_loss_iou: 0.4062 d2.dn_loss_cls: 0.0387 d2.dn_loss_bbox: 0.3029 d2.dn_loss_iou: 0.3835 d3.dn_loss_cls: 0.0363 d3.dn_loss_bbox: 0.2958 d3.dn_loss_iou: 0.3783 d4.dn_loss_cls: 0.0354 d4.dn_loss_bbox: 0.2946 d4.dn_loss_iou: 0.3761 2023/02/28 17:19:45 - mmengine - INFO - Epoch(train) [6][2950/7393] lr: 1.0000e-04 eta: 11:43:07 time: 0.8523 data_time: 0.0051 memory: 27689 grad_norm: 32.1670 loss: 10.5213 loss_cls: 0.2422 loss_bbox: 0.1857 loss_iou: 0.4132 d0.loss_cls: 0.3109 d0.loss_bbox: 0.1862 d0.loss_iou: 0.4394 d1.loss_cls: 0.2688 d1.loss_bbox: 0.1869 d1.loss_iou: 0.4189 d2.loss_cls: 0.2546 d2.loss_bbox: 0.1860 d2.loss_iou: 0.4126 d3.loss_cls: 0.2478 d3.loss_bbox: 0.1849 d3.loss_iou: 0.4096 d4.loss_cls: 0.2419 d4.loss_bbox: 0.1850 d4.loss_iou: 0.4118 enc_loss_cls: 0.2888 enc_loss_bbox: 0.2192 enc_loss_iou: 0.4844 dn_loss_cls: 0.0335 dn_loss_bbox: 0.2700 dn_loss_iou: 0.3596 d0.dn_loss_cls: 0.0649 d0.dn_loss_bbox: 0.3890 d0.dn_loss_iou: 0.4879 d1.dn_loss_cls: 0.0424 d1.dn_loss_bbox: 0.2957 d1.dn_loss_iou: 0.3892 d2.dn_loss_cls: 0.0373 d2.dn_loss_bbox: 0.2756 d2.dn_loss_iou: 0.3679 d3.dn_loss_cls: 0.0347 d3.dn_loss_bbox: 0.2704 d3.dn_loss_iou: 0.3611 d4.dn_loss_cls: 0.0334 d4.dn_loss_bbox: 0.2700 d4.dn_loss_iou: 0.3599 2023/02/28 17:20:28 - mmengine - INFO - Epoch(train) [6][3000/7393] lr: 1.0000e-04 eta: 11:42:24 time: 0.8715 data_time: 0.0052 memory: 34684 grad_norm: 37.0138 loss: 10.5060 loss_cls: 0.2206 loss_bbox: 0.1760 loss_iou: 0.3475 d0.loss_cls: 0.2830 d0.loss_bbox: 0.1905 d0.loss_iou: 0.3772 d1.loss_cls: 0.2477 d1.loss_bbox: 0.1823 d1.loss_iou: 0.3598 d2.loss_cls: 0.2288 d2.loss_bbox: 0.1778 d2.loss_iou: 0.3514 d3.loss_cls: 0.2206 d3.loss_bbox: 0.1767 d3.loss_iou: 0.3496 d4.loss_cls: 0.2219 d4.loss_bbox: 0.1748 d4.loss_iou: 0.3462 enc_loss_cls: 0.2714 enc_loss_bbox: 0.2310 enc_loss_iou: 0.4365 dn_loss_cls: 0.0309 dn_loss_bbox: 0.3347 dn_loss_iou: 0.3865 d0.dn_loss_cls: 0.0678 d0.dn_loss_bbox: 0.4734 d0.dn_loss_iou: 0.5284 d1.dn_loss_cls: 0.0433 d1.dn_loss_bbox: 0.3665 d1.dn_loss_iou: 0.4202 d2.dn_loss_cls: 0.0349 d2.dn_loss_bbox: 0.3422 d2.dn_loss_iou: 0.3962 d3.dn_loss_cls: 0.0320 d3.dn_loss_bbox: 0.3366 d3.dn_loss_iou: 0.3893 d4.dn_loss_cls: 0.0307 d4.dn_loss_bbox: 0.3348 d4.dn_loss_iou: 0.3866 2023/02/28 17:20:59 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 17:21:13 - mmengine - INFO - Epoch(train) [6][3050/7393] lr: 1.0000e-04 eta: 11:41:42 time: 0.8861 data_time: 0.0055 memory: 26904 grad_norm: 34.3123 loss: 9.8681 loss_cls: 0.2007 loss_bbox: 0.1676 loss_iou: 0.3496 d0.loss_cls: 0.2657 d0.loss_bbox: 0.1716 d0.loss_iou: 0.3676 d1.loss_cls: 0.2287 d1.loss_bbox: 0.1724 d1.loss_iou: 0.3587 d2.loss_cls: 0.2127 d2.loss_bbox: 0.1669 d2.loss_iou: 0.3530 d3.loss_cls: 0.2038 d3.loss_bbox: 0.1686 d3.loss_iou: 0.3518 d4.loss_cls: 0.2020 d4.loss_bbox: 0.1682 d4.loss_iou: 0.3494 enc_loss_cls: 0.2458 enc_loss_bbox: 0.2119 enc_loss_iou: 0.4265 dn_loss_cls: 0.0349 dn_loss_bbox: 0.2786 dn_loss_iou: 0.3727 d0.dn_loss_cls: 0.0672 d0.dn_loss_bbox: 0.4097 d0.dn_loss_iou: 0.5228 d1.dn_loss_cls: 0.0437 d1.dn_loss_bbox: 0.3073 d1.dn_loss_iou: 0.4078 d2.dn_loss_cls: 0.0370 d2.dn_loss_bbox: 0.2836 d2.dn_loss_iou: 0.3829 d3.dn_loss_cls: 0.0357 d3.dn_loss_bbox: 0.2793 d3.dn_loss_iou: 0.3747 d4.dn_loss_cls: 0.0348 d4.dn_loss_bbox: 0.2789 d4.dn_loss_iou: 0.3731 2023/02/28 17:21:56 - mmengine - INFO - Epoch(train) [6][3100/7393] lr: 1.0000e-04 eta: 11:40:59 time: 0.8626 data_time: 0.0052 memory: 28125 grad_norm: 36.2965 loss: 9.4246 loss_cls: 0.2045 loss_bbox: 0.1504 loss_iou: 0.3377 d0.loss_cls: 0.2510 d0.loss_bbox: 0.1627 d0.loss_iou: 0.3514 d1.loss_cls: 0.2218 d1.loss_bbox: 0.1599 d1.loss_iou: 0.3457 d2.loss_cls: 0.2139 d2.loss_bbox: 0.1516 d2.loss_iou: 0.3410 d3.loss_cls: 0.2073 d3.loss_bbox: 0.1509 d3.loss_iou: 0.3389 d4.loss_cls: 0.2047 d4.loss_bbox: 0.1513 d4.loss_iou: 0.3385 enc_loss_cls: 0.2445 enc_loss_bbox: 0.1892 enc_loss_iou: 0.3929 dn_loss_cls: 0.0268 dn_loss_bbox: 0.2573 dn_loss_iou: 0.3654 d0.dn_loss_cls: 0.0630 d0.dn_loss_bbox: 0.4032 d0.dn_loss_iou: 0.5055 d1.dn_loss_cls: 0.0362 d1.dn_loss_bbox: 0.2885 d1.dn_loss_iou: 0.3975 d2.dn_loss_cls: 0.0301 d2.dn_loss_bbox: 0.2634 d2.dn_loss_iou: 0.3736 d3.dn_loss_cls: 0.0281 d3.dn_loss_bbox: 0.2588 d3.dn_loss_iou: 0.3673 d4.dn_loss_cls: 0.0268 d4.dn_loss_bbox: 0.2575 d4.dn_loss_iou: 0.3656 2023/02/28 17:22:39 - mmengine - INFO - Epoch(train) [6][3150/7393] lr: 1.0000e-04 eta: 11:40:16 time: 0.8610 data_time: 0.0053 memory: 28781 grad_norm: 33.3115 loss: 9.9859 loss_cls: 0.2096 loss_bbox: 0.1625 loss_iou: 0.3632 d0.loss_cls: 0.2710 d0.loss_bbox: 0.1677 d0.loss_iou: 0.3775 d1.loss_cls: 0.2276 d1.loss_bbox: 0.1655 d1.loss_iou: 0.3737 d2.loss_cls: 0.2233 d2.loss_bbox: 0.1612 d2.loss_iou: 0.3648 d3.loss_cls: 0.2133 d3.loss_bbox: 0.1590 d3.loss_iou: 0.3637 d4.loss_cls: 0.2083 d4.loss_bbox: 0.1621 d4.loss_iou: 0.3650 enc_loss_cls: 0.2620 enc_loss_bbox: 0.2052 enc_loss_iou: 0.4266 dn_loss_cls: 0.0301 dn_loss_bbox: 0.2945 dn_loss_iou: 0.3717 d0.dn_loss_cls: 0.0636 d0.dn_loss_bbox: 0.4118 d0.dn_loss_iou: 0.5028 d1.dn_loss_cls: 0.0412 d1.dn_loss_bbox: 0.3200 d1.dn_loss_iou: 0.4025 d2.dn_loss_cls: 0.0356 d2.dn_loss_bbox: 0.3006 d2.dn_loss_iou: 0.3806 d3.dn_loss_cls: 0.0324 d3.dn_loss_bbox: 0.2949 d3.dn_loss_iou: 0.3735 d4.dn_loss_cls: 0.0304 d4.dn_loss_bbox: 0.2946 d4.dn_loss_iou: 0.3720 2023/02/28 17:23:22 - mmengine - INFO - Epoch(train) [6][3200/7393] lr: 1.0000e-04 eta: 11:39:32 time: 0.8566 data_time: 0.0051 memory: 27140 grad_norm: 31.0528 loss: 10.6766 loss_cls: 0.2347 loss_bbox: 0.1690 loss_iou: 0.4082 d0.loss_cls: 0.3037 d0.loss_bbox: 0.1691 d0.loss_iou: 0.4281 d1.loss_cls: 0.2694 d1.loss_bbox: 0.1694 d1.loss_iou: 0.4148 d2.loss_cls: 0.2537 d2.loss_bbox: 0.1659 d2.loss_iou: 0.4071 d3.loss_cls: 0.2415 d3.loss_bbox: 0.1684 d3.loss_iou: 0.4068 d4.loss_cls: 0.2377 d4.loss_bbox: 0.1683 d4.loss_iou: 0.4067 enc_loss_cls: 0.2886 enc_loss_bbox: 0.2014 enc_loss_iou: 0.4864 dn_loss_cls: 0.0384 dn_loss_bbox: 0.3037 dn_loss_iou: 0.3794 d0.dn_loss_cls: 0.0711 d0.dn_loss_bbox: 0.4081 d0.dn_loss_iou: 0.5065 d1.dn_loss_cls: 0.0506 d1.dn_loss_bbox: 0.3272 d1.dn_loss_iou: 0.4091 d2.dn_loss_cls: 0.0427 d2.dn_loss_bbox: 0.3088 d2.dn_loss_iou: 0.3872 d3.dn_loss_cls: 0.0400 d3.dn_loss_bbox: 0.3036 d3.dn_loss_iou: 0.3804 d4.dn_loss_cls: 0.0378 d4.dn_loss_bbox: 0.3039 d4.dn_loss_iou: 0.3794 2023/02/28 17:24:05 - mmengine - INFO - Epoch(train) [6][3250/7393] lr: 1.0000e-04 eta: 11:38:50 time: 0.8779 data_time: 0.0051 memory: 30750 grad_norm: 32.7245 loss: 9.3225 loss_cls: 0.2044 loss_bbox: 0.1450 loss_iou: 0.3127 d0.loss_cls: 0.2605 d0.loss_bbox: 0.1549 d0.loss_iou: 0.3304 d1.loss_cls: 0.2281 d1.loss_bbox: 0.1506 d1.loss_iou: 0.3197 d2.loss_cls: 0.2129 d2.loss_bbox: 0.1464 d2.loss_iou: 0.3174 d3.loss_cls: 0.2047 d3.loss_bbox: 0.1493 d3.loss_iou: 0.3134 d4.loss_cls: 0.2043 d4.loss_bbox: 0.1469 d4.loss_iou: 0.3126 enc_loss_cls: 0.2541 enc_loss_bbox: 0.1829 enc_loss_iou: 0.3803 dn_loss_cls: 0.0337 dn_loss_bbox: 0.2734 dn_loss_iou: 0.3600 d0.dn_loss_cls: 0.0656 d0.dn_loss_bbox: 0.3999 d0.dn_loss_iou: 0.5025 d1.dn_loss_cls: 0.0419 d1.dn_loss_bbox: 0.3031 d1.dn_loss_iou: 0.3919 d2.dn_loss_cls: 0.0354 d2.dn_loss_bbox: 0.2791 d2.dn_loss_iou: 0.3672 d3.dn_loss_cls: 0.0349 d3.dn_loss_bbox: 0.2741 d3.dn_loss_iou: 0.3613 d4.dn_loss_cls: 0.0336 d4.dn_loss_bbox: 0.2733 d4.dn_loss_iou: 0.3601 2023/02/28 17:24:49 - mmengine - INFO - Epoch(train) [6][3300/7393] lr: 1.0000e-04 eta: 11:38:07 time: 0.8682 data_time: 0.0052 memory: 27689 grad_norm: 29.7107 loss: 8.8606 loss_cls: 0.1732 loss_bbox: 0.1426 loss_iou: 0.3086 d0.loss_cls: 0.2319 d0.loss_bbox: 0.1529 d0.loss_iou: 0.3264 d1.loss_cls: 0.1925 d1.loss_bbox: 0.1473 d1.loss_iou: 0.3158 d2.loss_cls: 0.1805 d2.loss_bbox: 0.1457 d2.loss_iou: 0.3129 d3.loss_cls: 0.1738 d3.loss_bbox: 0.1449 d3.loss_iou: 0.3102 d4.loss_cls: 0.1741 d4.loss_bbox: 0.1425 d4.loss_iou: 0.3068 enc_loss_cls: 0.2162 enc_loss_bbox: 0.1850 enc_loss_iou: 0.3712 dn_loss_cls: 0.0343 dn_loss_bbox: 0.2618 dn_loss_iou: 0.3398 d0.dn_loss_cls: 0.0679 d0.dn_loss_bbox: 0.3948 d0.dn_loss_iou: 0.4767 d1.dn_loss_cls: 0.0445 d1.dn_loss_bbox: 0.2864 d1.dn_loss_iou: 0.3703 d2.dn_loss_cls: 0.0388 d2.dn_loss_bbox: 0.2662 d2.dn_loss_iou: 0.3473 d3.dn_loss_cls: 0.0367 d3.dn_loss_bbox: 0.2624 d3.dn_loss_iou: 0.3413 d4.dn_loss_cls: 0.0342 d4.dn_loss_bbox: 0.2620 d4.dn_loss_iou: 0.3401 2023/02/28 17:25:33 - mmengine - INFO - Epoch(train) [6][3350/7393] lr: 1.0000e-04 eta: 11:37:25 time: 0.8856 data_time: 0.0052 memory: 29357 grad_norm: 31.8085 loss: 9.6126 loss_cls: 0.2118 loss_bbox: 0.1451 loss_iou: 0.3521 d0.loss_cls: 0.2626 d0.loss_bbox: 0.1509 d0.loss_iou: 0.3681 d1.loss_cls: 0.2318 d1.loss_bbox: 0.1466 d1.loss_iou: 0.3613 d2.loss_cls: 0.2220 d2.loss_bbox: 0.1433 d2.loss_iou: 0.3528 d3.loss_cls: 0.2155 d3.loss_bbox: 0.1445 d3.loss_iou: 0.3524 d4.loss_cls: 0.2116 d4.loss_bbox: 0.1456 d4.loss_iou: 0.3525 enc_loss_cls: 0.2558 enc_loss_bbox: 0.1837 enc_loss_iou: 0.4134 dn_loss_cls: 0.0312 dn_loss_bbox: 0.2669 dn_loss_iou: 0.3703 d0.dn_loss_cls: 0.0652 d0.dn_loss_bbox: 0.3784 d0.dn_loss_iou: 0.5060 d1.dn_loss_cls: 0.0420 d1.dn_loss_bbox: 0.2932 d1.dn_loss_iou: 0.4062 d2.dn_loss_cls: 0.0350 d2.dn_loss_bbox: 0.2735 d2.dn_loss_iou: 0.3798 d3.dn_loss_cls: 0.0326 d3.dn_loss_bbox: 0.2681 d3.dn_loss_iou: 0.3723 d4.dn_loss_cls: 0.0313 d4.dn_loss_bbox: 0.2668 d4.dn_loss_iou: 0.3704 2023/02/28 17:26:16 - mmengine - INFO - Epoch(train) [6][3400/7393] lr: 1.0000e-04 eta: 11:36:41 time: 0.8626 data_time: 0.0052 memory: 28179 grad_norm: 37.9164 loss: 9.2750 loss_cls: 0.2205 loss_bbox: 0.1463 loss_iou: 0.3879 d0.loss_cls: 0.2818 d0.loss_bbox: 0.1554 d0.loss_iou: 0.4080 d1.loss_cls: 0.2456 d1.loss_bbox: 0.1493 d1.loss_iou: 0.3908 d2.loss_cls: 0.2333 d2.loss_bbox: 0.1453 d2.loss_iou: 0.3854 d3.loss_cls: 0.2219 d3.loss_bbox: 0.1484 d3.loss_iou: 0.3874 d4.loss_cls: 0.2193 d4.loss_bbox: 0.1476 d4.loss_iou: 0.3903 enc_loss_cls: 0.2691 enc_loss_bbox: 0.1861 enc_loss_iou: 0.4539 dn_loss_cls: 0.0283 dn_loss_bbox: 0.1962 dn_loss_iou: 0.3329 d0.dn_loss_cls: 0.0615 d0.dn_loss_bbox: 0.3035 d0.dn_loss_iou: 0.4578 d1.dn_loss_cls: 0.0403 d1.dn_loss_bbox: 0.2211 d1.dn_loss_iou: 0.3614 d2.dn_loss_cls: 0.0327 d2.dn_loss_bbox: 0.2024 d2.dn_loss_iou: 0.3418 d3.dn_loss_cls: 0.0300 d3.dn_loss_bbox: 0.1980 d3.dn_loss_iou: 0.3354 d4.dn_loss_cls: 0.0287 d4.dn_loss_bbox: 0.1963 d4.dn_loss_iou: 0.3330 2023/02/28 17:27:00 - mmengine - INFO - Epoch(train) [6][3450/7393] lr: 1.0000e-04 eta: 11:35:58 time: 0.8718 data_time: 0.0051 memory: 31861 grad_norm: 33.2653 loss: 7.5328 loss_cls: 0.1515 loss_bbox: 0.1249 loss_iou: 0.2385 d0.loss_cls: 0.1970 d0.loss_bbox: 0.1359 d0.loss_iou: 0.2538 d1.loss_cls: 0.1672 d1.loss_bbox: 0.1319 d1.loss_iou: 0.2461 d2.loss_cls: 0.1564 d2.loss_bbox: 0.1272 d2.loss_iou: 0.2406 d3.loss_cls: 0.1500 d3.loss_bbox: 0.1270 d3.loss_iou: 0.2413 d4.loss_cls: 0.1500 d4.loss_bbox: 0.1269 d4.loss_iou: 0.2408 enc_loss_cls: 0.1843 enc_loss_bbox: 0.1738 enc_loss_iou: 0.3023 dn_loss_cls: 0.0237 dn_loss_bbox: 0.2299 dn_loss_iou: 0.2875 d0.dn_loss_cls: 0.0562 d0.dn_loss_bbox: 0.3742 d0.dn_loss_iou: 0.4209 d1.dn_loss_cls: 0.0341 d1.dn_loss_bbox: 0.2646 d1.dn_loss_iou: 0.3196 d2.dn_loss_cls: 0.0271 d2.dn_loss_bbox: 0.2397 d2.dn_loss_iou: 0.2973 d3.dn_loss_cls: 0.0253 d3.dn_loss_bbox: 0.2324 d3.dn_loss_iou: 0.2901 d4.dn_loss_cls: 0.0240 d4.dn_loss_bbox: 0.2305 d4.dn_loss_iou: 0.2882 2023/02/28 17:27:44 - mmengine - INFO - Epoch(train) [6][3500/7393] lr: 1.0000e-04 eta: 11:35:16 time: 0.8740 data_time: 0.0053 memory: 26735 grad_norm: 39.5929 loss: 10.5973 loss_cls: 0.2554 loss_bbox: 0.1895 loss_iou: 0.4259 d0.loss_cls: 0.3206 d0.loss_bbox: 0.1972 d0.loss_iou: 0.4487 d1.loss_cls: 0.2811 d1.loss_bbox: 0.1942 d1.loss_iou: 0.4348 d2.loss_cls: 0.2641 d2.loss_bbox: 0.1899 d2.loss_iou: 0.4280 d3.loss_cls: 0.2534 d3.loss_bbox: 0.1893 d3.loss_iou: 0.4299 d4.loss_cls: 0.2526 d4.loss_bbox: 0.1899 d4.loss_iou: 0.4279 enc_loss_cls: 0.3067 enc_loss_bbox: 0.2335 enc_loss_iou: 0.5025 dn_loss_cls: 0.0308 dn_loss_bbox: 0.2401 dn_loss_iou: 0.3710 d0.dn_loss_cls: 0.0585 d0.dn_loss_bbox: 0.3437 d0.dn_loss_iou: 0.4979 d1.dn_loss_cls: 0.0373 d1.dn_loss_bbox: 0.2632 d1.dn_loss_iou: 0.4004 d2.dn_loss_cls: 0.0321 d2.dn_loss_bbox: 0.2435 d2.dn_loss_iou: 0.3778 d3.dn_loss_cls: 0.0312 d3.dn_loss_bbox: 0.2406 d3.dn_loss_iou: 0.3723 d4.dn_loss_cls: 0.0308 d4.dn_loss_bbox: 0.2399 d4.dn_loss_iou: 0.3712 2023/02/28 17:28:28 - mmengine - INFO - Epoch(train) [6][3550/7393] lr: 1.0000e-04 eta: 11:34:33 time: 0.8791 data_time: 0.0052 memory: 27093 grad_norm: 33.9091 loss: 9.9577 loss_cls: 0.2122 loss_bbox: 0.1673 loss_iou: 0.3935 d0.loss_cls: 0.2853 d0.loss_bbox: 0.1732 d0.loss_iou: 0.4110 d1.loss_cls: 0.2409 d1.loss_bbox: 0.1739 d1.loss_iou: 0.4037 d2.loss_cls: 0.2243 d2.loss_bbox: 0.1698 d2.loss_iou: 0.4021 d3.loss_cls: 0.2193 d3.loss_bbox: 0.1678 d3.loss_iou: 0.3919 d4.loss_cls: 0.2154 d4.loss_bbox: 0.1669 d4.loss_iou: 0.3901 enc_loss_cls: 0.2679 enc_loss_bbox: 0.2047 enc_loss_iou: 0.4607 dn_loss_cls: 0.0326 dn_loss_bbox: 0.2498 dn_loss_iou: 0.3590 d0.dn_loss_cls: 0.0629 d0.dn_loss_bbox: 0.3730 d0.dn_loss_iou: 0.4902 d1.dn_loss_cls: 0.0411 d1.dn_loss_bbox: 0.2736 d1.dn_loss_iou: 0.3874 d2.dn_loss_cls: 0.0351 d2.dn_loss_bbox: 0.2557 d2.dn_loss_iou: 0.3687 d3.dn_loss_cls: 0.0333 d3.dn_loss_bbox: 0.2505 d3.dn_loss_iou: 0.3609 d4.dn_loss_cls: 0.0325 d4.dn_loss_bbox: 0.2500 d4.dn_loss_iou: 0.3596 2023/02/28 17:29:12 - mmengine - INFO - Epoch(train) [6][3600/7393] lr: 1.0000e-04 eta: 11:33:51 time: 0.8857 data_time: 0.0053 memory: 30894 grad_norm: 31.7015 loss: 9.9263 loss_cls: 0.2158 loss_bbox: 0.1769 loss_iou: 0.4084 d0.loss_cls: 0.2862 d0.loss_bbox: 0.1860 d0.loss_iou: 0.4227 d1.loss_cls: 0.2523 d1.loss_bbox: 0.1731 d1.loss_iou: 0.4075 d2.loss_cls: 0.2298 d2.loss_bbox: 0.1766 d2.loss_iou: 0.4087 d3.loss_cls: 0.2229 d3.loss_bbox: 0.1749 d3.loss_iou: 0.4049 d4.loss_cls: 0.2155 d4.loss_bbox: 0.1765 d4.loss_iou: 0.4086 enc_loss_cls: 0.2762 enc_loss_bbox: 0.2237 enc_loss_iou: 0.4738 dn_loss_cls: 0.0298 dn_loss_bbox: 0.2149 dn_loss_iou: 0.3660 d0.dn_loss_cls: 0.0626 d0.dn_loss_bbox: 0.3162 d0.dn_loss_iou: 0.4952 d1.dn_loss_cls: 0.0397 d1.dn_loss_bbox: 0.2344 d1.dn_loss_iou: 0.3949 d2.dn_loss_cls: 0.0337 d2.dn_loss_bbox: 0.2188 d2.dn_loss_iou: 0.3739 d3.dn_loss_cls: 0.0315 d3.dn_loss_bbox: 0.2152 d3.dn_loss_iou: 0.3678 d4.dn_loss_cls: 0.0299 d4.dn_loss_bbox: 0.2148 d4.dn_loss_iou: 0.3662 2023/02/28 17:29:55 - mmengine - INFO - Epoch(train) [6][3650/7393] lr: 1.0000e-04 eta: 11:33:09 time: 0.8727 data_time: 0.0052 memory: 33182 grad_norm: 33.3185 loss: 9.2924 loss_cls: 0.1925 loss_bbox: 0.1571 loss_iou: 0.3548 d0.loss_cls: 0.2551 d0.loss_bbox: 0.1625 d0.loss_iou: 0.3679 d1.loss_cls: 0.2187 d1.loss_bbox: 0.1570 d1.loss_iou: 0.3548 d2.loss_cls: 0.2006 d2.loss_bbox: 0.1605 d2.loss_iou: 0.3605 d3.loss_cls: 0.1959 d3.loss_bbox: 0.1574 d3.loss_iou: 0.3559 d4.loss_cls: 0.1931 d4.loss_bbox: 0.1578 d4.loss_iou: 0.3566 enc_loss_cls: 0.2473 enc_loss_bbox: 0.1930 enc_loss_iou: 0.4114 dn_loss_cls: 0.0288 dn_loss_bbox: 0.2376 dn_loss_iou: 0.3499 d0.dn_loss_cls: 0.0613 d0.dn_loss_bbox: 0.3654 d0.dn_loss_iou: 0.4792 d1.dn_loss_cls: 0.0384 d1.dn_loss_bbox: 0.2680 d1.dn_loss_iou: 0.3787 d2.dn_loss_cls: 0.0324 d2.dn_loss_bbox: 0.2466 d2.dn_loss_iou: 0.3584 d3.dn_loss_cls: 0.0302 d3.dn_loss_bbox: 0.2395 d3.dn_loss_iou: 0.3517 d4.dn_loss_cls: 0.0285 d4.dn_loss_bbox: 0.2376 d4.dn_loss_iou: 0.3500 2023/02/28 17:30:39 - mmengine - INFO - Epoch(train) [6][3700/7393] lr: 1.0000e-04 eta: 11:32:25 time: 0.8614 data_time: 0.0052 memory: 28833 grad_norm: 35.7060 loss: 11.3640 loss_cls: 0.2662 loss_bbox: 0.2018 loss_iou: 0.4344 d0.loss_cls: 0.3350 d0.loss_bbox: 0.2067 d0.loss_iou: 0.4402 d1.loss_cls: 0.2939 d1.loss_bbox: 0.2045 d1.loss_iou: 0.4415 d2.loss_cls: 0.2740 d2.loss_bbox: 0.2050 d2.loss_iou: 0.4358 d3.loss_cls: 0.2653 d3.loss_bbox: 0.2039 d3.loss_iou: 0.4360 d4.loss_cls: 0.2672 d4.loss_bbox: 0.2014 d4.loss_iou: 0.4346 enc_loss_cls: 0.3237 enc_loss_bbox: 0.2446 enc_loss_iou: 0.5123 dn_loss_cls: 0.0401 dn_loss_bbox: 0.2928 dn_loss_iou: 0.3954 d0.dn_loss_cls: 0.0710 d0.dn_loss_bbox: 0.4014 d0.dn_loss_iou: 0.5271 d1.dn_loss_cls: 0.0506 d1.dn_loss_bbox: 0.3212 d1.dn_loss_iou: 0.4266 d2.dn_loss_cls: 0.0440 d2.dn_loss_bbox: 0.2989 d2.dn_loss_iou: 0.4046 d3.dn_loss_cls: 0.0414 d3.dn_loss_bbox: 0.2943 d3.dn_loss_iou: 0.3976 d4.dn_loss_cls: 0.0400 d4.dn_loss_bbox: 0.2932 d4.dn_loss_iou: 0.3955 2023/02/28 17:31:22 - mmengine - INFO - Epoch(train) [6][3750/7393] lr: 1.0000e-04 eta: 11:31:42 time: 0.8630 data_time: 0.0053 memory: 30370 grad_norm: 33.4824 loss: 10.4898 loss_cls: 0.2429 loss_bbox: 0.1833 loss_iou: 0.4148 d0.loss_cls: 0.3090 d0.loss_bbox: 0.1901 d0.loss_iou: 0.4393 d1.loss_cls: 0.2740 d1.loss_bbox: 0.1848 d1.loss_iou: 0.4227 d2.loss_cls: 0.2552 d2.loss_bbox: 0.1848 d2.loss_iou: 0.4177 d3.loss_cls: 0.2432 d3.loss_bbox: 0.1856 d3.loss_iou: 0.4224 d4.loss_cls: 0.2410 d4.loss_bbox: 0.1848 d4.loss_iou: 0.4179 enc_loss_cls: 0.2950 enc_loss_bbox: 0.2351 enc_loss_iou: 0.5002 dn_loss_cls: 0.0279 dn_loss_bbox: 0.2640 dn_loss_iou: 0.3476 d0.dn_loss_cls: 0.0615 d0.dn_loss_bbox: 0.3923 d0.dn_loss_iou: 0.4883 d1.dn_loss_cls: 0.0398 d1.dn_loss_bbox: 0.2970 d1.dn_loss_iou: 0.3821 d2.dn_loss_cls: 0.0318 d2.dn_loss_bbox: 0.2711 d2.dn_loss_iou: 0.3578 d3.dn_loss_cls: 0.0292 d3.dn_loss_bbox: 0.2650 d3.dn_loss_iou: 0.3502 d4.dn_loss_cls: 0.0279 d4.dn_loss_bbox: 0.2644 d4.dn_loss_iou: 0.3482 2023/02/28 17:32:05 - mmengine - INFO - Epoch(train) [6][3800/7393] lr: 1.0000e-04 eta: 11:30:59 time: 0.8617 data_time: 0.0052 memory: 26735 grad_norm: 32.7084 loss: 10.9235 loss_cls: 0.2511 loss_bbox: 0.1880 loss_iou: 0.4024 d0.loss_cls: 0.3204 d0.loss_bbox: 0.1943 d0.loss_iou: 0.4177 d1.loss_cls: 0.2837 d1.loss_bbox: 0.1924 d1.loss_iou: 0.4078 d2.loss_cls: 0.2683 d2.loss_bbox: 0.1862 d2.loss_iou: 0.4056 d3.loss_cls: 0.2546 d3.loss_bbox: 0.1891 d3.loss_iou: 0.4046 d4.loss_cls: 0.2523 d4.loss_bbox: 0.1878 d4.loss_iou: 0.4027 enc_loss_cls: 0.3088 enc_loss_bbox: 0.2324 enc_loss_iou: 0.4729 dn_loss_cls: 0.0365 dn_loss_bbox: 0.2778 dn_loss_iou: 0.3953 d0.dn_loss_cls: 0.0717 d0.dn_loss_bbox: 0.4240 d0.dn_loss_iou: 0.5453 d1.dn_loss_cls: 0.0473 d1.dn_loss_bbox: 0.3133 d1.dn_loss_iou: 0.4322 d2.dn_loss_cls: 0.0410 d2.dn_loss_bbox: 0.2867 d2.dn_loss_iou: 0.4051 d3.dn_loss_cls: 0.0383 d3.dn_loss_bbox: 0.2786 d3.dn_loss_iou: 0.3971 d4.dn_loss_cls: 0.0369 d4.dn_loss_bbox: 0.2779 d4.dn_loss_iou: 0.3953 2023/02/28 17:32:48 - mmengine - INFO - Epoch(train) [6][3850/7393] lr: 1.0000e-04 eta: 11:30:16 time: 0.8684 data_time: 0.0052 memory: 31787 grad_norm: 30.8245 loss: 10.1552 loss_cls: 0.2097 loss_bbox: 0.1753 loss_iou: 0.3322 d0.loss_cls: 0.2659 d0.loss_bbox: 0.1786 d0.loss_iou: 0.3501 d1.loss_cls: 0.2303 d1.loss_bbox: 0.1770 d1.loss_iou: 0.3388 d2.loss_cls: 0.2209 d2.loss_bbox: 0.1728 d2.loss_iou: 0.3347 d3.loss_cls: 0.2135 d3.loss_bbox: 0.1738 d3.loss_iou: 0.3325 d4.loss_cls: 0.2107 d4.loss_bbox: 0.1730 d4.loss_iou: 0.3325 enc_loss_cls: 0.2533 enc_loss_bbox: 0.2178 enc_loss_iou: 0.4097 dn_loss_cls: 0.0344 dn_loss_bbox: 0.3155 dn_loss_iou: 0.3936 d0.dn_loss_cls: 0.0703 d0.dn_loss_bbox: 0.4359 d0.dn_loss_iou: 0.5362 d1.dn_loss_cls: 0.0451 d1.dn_loss_bbox: 0.3419 d1.dn_loss_iou: 0.4272 d2.dn_loss_cls: 0.0375 d2.dn_loss_bbox: 0.3209 d2.dn_loss_iou: 0.4032 d3.dn_loss_cls: 0.0352 d3.dn_loss_bbox: 0.3158 d3.dn_loss_iou: 0.3960 d4.dn_loss_cls: 0.0339 d4.dn_loss_bbox: 0.3158 d4.dn_loss_iou: 0.3937 2023/02/28 17:33:33 - mmengine - INFO - Epoch(train) [6][3900/7393] lr: 1.0000e-04 eta: 11:29:34 time: 0.8889 data_time: 0.0055 memory: 28643 grad_norm: 34.3323 loss: 9.1044 loss_cls: 0.2009 loss_bbox: 0.1394 loss_iou: 0.3212 d0.loss_cls: 0.2568 d0.loss_bbox: 0.1487 d0.loss_iou: 0.3414 d1.loss_cls: 0.2168 d1.loss_bbox: 0.1487 d1.loss_iou: 0.3352 d2.loss_cls: 0.2071 d2.loss_bbox: 0.1440 d2.loss_iou: 0.3216 d3.loss_cls: 0.2032 d3.loss_bbox: 0.1410 d3.loss_iou: 0.3219 d4.loss_cls: 0.2007 d4.loss_bbox: 0.1395 d4.loss_iou: 0.3211 enc_loss_cls: 0.2463 enc_loss_bbox: 0.1826 enc_loss_iou: 0.3835 dn_loss_cls: 0.0314 dn_loss_bbox: 0.2425 dn_loss_iou: 0.3529 d0.dn_loss_cls: 0.0653 d0.dn_loss_bbox: 0.3857 d0.dn_loss_iou: 0.5022 d1.dn_loss_cls: 0.0423 d1.dn_loss_bbox: 0.2711 d1.dn_loss_iou: 0.3865 d2.dn_loss_cls: 0.0355 d2.dn_loss_bbox: 0.2483 d2.dn_loss_iou: 0.3615 d3.dn_loss_cls: 0.0331 d3.dn_loss_bbox: 0.2433 d3.dn_loss_iou: 0.3545 d4.dn_loss_cls: 0.0312 d4.dn_loss_bbox: 0.2424 d4.dn_loss_iou: 0.3532 2023/02/28 17:34:16 - mmengine - INFO - Epoch(train) [6][3950/7393] lr: 1.0000e-04 eta: 11:28:51 time: 0.8724 data_time: 0.0056 memory: 28149 grad_norm: 31.7465 loss: 9.7554 loss_cls: 0.2009 loss_bbox: 0.1668 loss_iou: 0.3281 d0.loss_cls: 0.2620 d0.loss_bbox: 0.1746 d0.loss_iou: 0.3504 d1.loss_cls: 0.2285 d1.loss_bbox: 0.1719 d1.loss_iou: 0.3348 d2.loss_cls: 0.2162 d2.loss_bbox: 0.1616 d2.loss_iou: 0.3275 d3.loss_cls: 0.2049 d3.loss_bbox: 0.1646 d3.loss_iou: 0.3296 d4.loss_cls: 0.2017 d4.loss_bbox: 0.1645 d4.loss_iou: 0.3297 enc_loss_cls: 0.2518 enc_loss_bbox: 0.2087 enc_loss_iou: 0.3988 dn_loss_cls: 0.0304 dn_loss_bbox: 0.2872 dn_loss_iou: 0.3778 d0.dn_loss_cls: 0.0669 d0.dn_loss_bbox: 0.4171 d0.dn_loss_iou: 0.5190 d1.dn_loss_cls: 0.0431 d1.dn_loss_bbox: 0.3146 d1.dn_loss_iou: 0.4127 d2.dn_loss_cls: 0.0351 d2.dn_loss_bbox: 0.2915 d2.dn_loss_iou: 0.3865 d3.dn_loss_cls: 0.0324 d3.dn_loss_bbox: 0.2877 d3.dn_loss_iou: 0.3798 d4.dn_loss_cls: 0.0307 d4.dn_loss_bbox: 0.2871 d4.dn_loss_iou: 0.3782 2023/02/28 17:34:59 - mmengine - INFO - Epoch(train) [6][4000/7393] lr: 1.0000e-04 eta: 11:28:07 time: 0.8591 data_time: 0.0055 memory: 29182 grad_norm: 36.0641 loss: 10.7211 loss_cls: 0.2470 loss_bbox: 0.1905 loss_iou: 0.4184 d0.loss_cls: 0.3169 d0.loss_bbox: 0.1912 d0.loss_iou: 0.4242 d1.loss_cls: 0.2743 d1.loss_bbox: 0.1951 d1.loss_iou: 0.4261 d2.loss_cls: 0.2594 d2.loss_bbox: 0.1879 d2.loss_iou: 0.4125 d3.loss_cls: 0.2526 d3.loss_bbox: 0.1865 d3.loss_iou: 0.4118 d4.loss_cls: 0.2489 d4.loss_bbox: 0.1891 d4.loss_iou: 0.4154 enc_loss_cls: 0.3076 enc_loss_bbox: 0.2231 enc_loss_iou: 0.4722 dn_loss_cls: 0.0318 dn_loss_bbox: 0.2832 dn_loss_iou: 0.3670 d0.dn_loss_cls: 0.0629 d0.dn_loss_bbox: 0.4031 d0.dn_loss_iou: 0.4966 d1.dn_loss_cls: 0.0422 d1.dn_loss_bbox: 0.3141 d1.dn_loss_iou: 0.4002 d2.dn_loss_cls: 0.0348 d2.dn_loss_bbox: 0.2902 d2.dn_loss_iou: 0.3766 d3.dn_loss_cls: 0.0331 d3.dn_loss_bbox: 0.2842 d3.dn_loss_iou: 0.3683 d4.dn_loss_cls: 0.0316 d4.dn_loss_bbox: 0.2834 d4.dn_loss_iou: 0.3672 2023/02/28 17:35:30 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 17:35:42 - mmengine - INFO - Epoch(train) [6][4050/7393] lr: 1.0000e-04 eta: 11:27:24 time: 0.8611 data_time: 0.0051 memory: 28122 grad_norm: 34.2370 loss: 9.9904 loss_cls: 0.2064 loss_bbox: 0.1618 loss_iou: 0.3945 d0.loss_cls: 0.2691 d0.loss_bbox: 0.1627 d0.loss_iou: 0.4109 d1.loss_cls: 0.2322 d1.loss_bbox: 0.1615 d1.loss_iou: 0.3988 d2.loss_cls: 0.2152 d2.loss_bbox: 0.1618 d2.loss_iou: 0.3967 d3.loss_cls: 0.2084 d3.loss_bbox: 0.1631 d3.loss_iou: 0.3971 d4.loss_cls: 0.2067 d4.loss_bbox: 0.1617 d4.loss_iou: 0.3948 enc_loss_cls: 0.2660 enc_loss_bbox: 0.1897 enc_loss_iou: 0.4516 dn_loss_cls: 0.0307 dn_loss_bbox: 0.2848 dn_loss_iou: 0.3506 d0.dn_loss_cls: 0.0652 d0.dn_loss_bbox: 0.4067 d0.dn_loss_iou: 0.4962 d1.dn_loss_cls: 0.0405 d1.dn_loss_bbox: 0.3053 d1.dn_loss_iou: 0.3836 d2.dn_loss_cls: 0.0335 d2.dn_loss_bbox: 0.2880 d2.dn_loss_iou: 0.3593 d3.dn_loss_cls: 0.0312 d3.dn_loss_bbox: 0.2845 d3.dn_loss_iou: 0.3528 d4.dn_loss_cls: 0.0311 d4.dn_loss_bbox: 0.2848 d4.dn_loss_iou: 0.3509 2023/02/28 17:36:26 - mmengine - INFO - Epoch(train) [6][4100/7393] lr: 1.0000e-04 eta: 11:26:42 time: 0.8788 data_time: 0.0050 memory: 29182 grad_norm: 31.9680 loss: 9.2606 loss_cls: 0.1802 loss_bbox: 0.1547 loss_iou: 0.3230 d0.loss_cls: 0.2364 d0.loss_bbox: 0.1560 d0.loss_iou: 0.3458 d1.loss_cls: 0.2026 d1.loss_bbox: 0.1561 d1.loss_iou: 0.3314 d2.loss_cls: 0.1891 d2.loss_bbox: 0.1525 d2.loss_iou: 0.3247 d3.loss_cls: 0.1862 d3.loss_bbox: 0.1536 d3.loss_iou: 0.3201 d4.loss_cls: 0.1791 d4.loss_bbox: 0.1572 d4.loss_iou: 0.3236 enc_loss_cls: 0.2238 enc_loss_bbox: 0.1910 enc_loss_iou: 0.4007 dn_loss_cls: 0.0289 dn_loss_bbox: 0.2688 dn_loss_iou: 0.3664 d0.dn_loss_cls: 0.0632 d0.dn_loss_bbox: 0.3899 d0.dn_loss_iou: 0.5076 d1.dn_loss_cls: 0.0394 d1.dn_loss_bbox: 0.2965 d1.dn_loss_iou: 0.3957 d2.dn_loss_cls: 0.0330 d2.dn_loss_bbox: 0.2748 d2.dn_loss_iou: 0.3743 d3.dn_loss_cls: 0.0310 d3.dn_loss_bbox: 0.2698 d3.dn_loss_iou: 0.3686 d4.dn_loss_cls: 0.0294 d4.dn_loss_bbox: 0.2689 d4.dn_loss_iou: 0.3667 2023/02/28 17:37:10 - mmengine - INFO - Epoch(train) [6][4150/7393] lr: 1.0000e-04 eta: 11:25:59 time: 0.8759 data_time: 0.0050 memory: 27689 grad_norm: 38.6409 loss: 9.6275 loss_cls: 0.2044 loss_bbox: 0.1599 loss_iou: 0.3553 d0.loss_cls: 0.2627 d0.loss_bbox: 0.1713 d0.loss_iou: 0.3777 d1.loss_cls: 0.2226 d1.loss_bbox: 0.1695 d1.loss_iou: 0.3647 d2.loss_cls: 0.2156 d2.loss_bbox: 0.1648 d2.loss_iou: 0.3580 d3.loss_cls: 0.2089 d3.loss_bbox: 0.1625 d3.loss_iou: 0.3561 d4.loss_cls: 0.2071 d4.loss_bbox: 0.1603 d4.loss_iou: 0.3541 enc_loss_cls: 0.2510 enc_loss_bbox: 0.1992 enc_loss_iou: 0.4262 dn_loss_cls: 0.0314 dn_loss_bbox: 0.2710 dn_loss_iou: 0.3513 d0.dn_loss_cls: 0.0627 d0.dn_loss_bbox: 0.3888 d0.dn_loss_iou: 0.4780 d1.dn_loss_cls: 0.0402 d1.dn_loss_bbox: 0.2953 d1.dn_loss_iou: 0.3808 d2.dn_loss_cls: 0.0333 d2.dn_loss_bbox: 0.2752 d2.dn_loss_iou: 0.3584 d3.dn_loss_cls: 0.0312 d3.dn_loss_bbox: 0.2716 d3.dn_loss_iou: 0.3531 d4.dn_loss_cls: 0.0310 d4.dn_loss_bbox: 0.2710 d4.dn_loss_iou: 0.3515 2023/02/28 17:37:54 - mmengine - INFO - Epoch(train) [6][4200/7393] lr: 1.0000e-04 eta: 11:25:16 time: 0.8756 data_time: 0.0051 memory: 28152 grad_norm: 41.0072 loss: 10.2156 loss_cls: 0.2171 loss_bbox: 0.1889 loss_iou: 0.3981 d0.loss_cls: 0.2948 d0.loss_bbox: 0.1945 d0.loss_iou: 0.4223 d1.loss_cls: 0.2496 d1.loss_bbox: 0.1900 d1.loss_iou: 0.3973 d2.loss_cls: 0.2284 d2.loss_bbox: 0.1881 d2.loss_iou: 0.3990 d3.loss_cls: 0.2230 d3.loss_bbox: 0.1885 d3.loss_iou: 0.4006 d4.loss_cls: 0.2165 d4.loss_bbox: 0.1889 d4.loss_iou: 0.4007 enc_loss_cls: 0.2724 enc_loss_bbox: 0.2268 enc_loss_iou: 0.4721 dn_loss_cls: 0.0359 dn_loss_bbox: 0.2637 dn_loss_iou: 0.3567 d0.dn_loss_cls: 0.0624 d0.dn_loss_bbox: 0.3644 d0.dn_loss_iou: 0.4802 d1.dn_loss_cls: 0.0428 d1.dn_loss_bbox: 0.2831 d1.dn_loss_iou: 0.3843 d2.dn_loss_cls: 0.0374 d2.dn_loss_bbox: 0.2685 d2.dn_loss_iou: 0.3637 d3.dn_loss_cls: 0.0366 d3.dn_loss_bbox: 0.2642 d3.dn_loss_iou: 0.3581 d4.dn_loss_cls: 0.0353 d4.dn_loss_bbox: 0.2639 d4.dn_loss_iou: 0.3569 2023/02/28 17:38:38 - mmengine - INFO - Epoch(train) [6][4250/7393] lr: 1.0000e-04 eta: 11:24:34 time: 0.8751 data_time: 0.0051 memory: 35224 grad_norm: 50.4706 loss: 9.2292 loss_cls: 0.2084 loss_bbox: 0.1491 loss_iou: 0.3506 d0.loss_cls: 0.2652 d0.loss_bbox: 0.1526 d0.loss_iou: 0.3653 d1.loss_cls: 0.2285 d1.loss_bbox: 0.1535 d1.loss_iou: 0.3554 d2.loss_cls: 0.2125 d2.loss_bbox: 0.1509 d2.loss_iou: 0.3518 d3.loss_cls: 0.2097 d3.loss_bbox: 0.1485 d3.loss_iou: 0.3499 d4.loss_cls: 0.2086 d4.loss_bbox: 0.1495 d4.loss_iou: 0.3515 enc_loss_cls: 0.2503 enc_loss_bbox: 0.1887 enc_loss_iou: 0.4251 dn_loss_cls: 0.0328 dn_loss_bbox: 0.2343 dn_loss_iou: 0.3363 d0.dn_loss_cls: 0.0654 d0.dn_loss_bbox: 0.3613 d0.dn_loss_iou: 0.4676 d1.dn_loss_cls: 0.0422 d1.dn_loss_bbox: 0.2631 d1.dn_loss_iou: 0.3681 d2.dn_loss_cls: 0.0363 d2.dn_loss_bbox: 0.2402 d2.dn_loss_iou: 0.3456 d3.dn_loss_cls: 0.0336 d3.dn_loss_bbox: 0.2349 d3.dn_loss_iou: 0.3378 d4.dn_loss_cls: 0.0329 d4.dn_loss_bbox: 0.2347 d4.dn_loss_iou: 0.3367 2023/02/28 17:39:21 - mmengine - INFO - Epoch(train) [6][4300/7393] lr: 1.0000e-04 eta: 11:23:50 time: 0.8604 data_time: 0.0051 memory: 27689 grad_norm: 35.1099 loss: 8.8771 loss_cls: 0.1778 loss_bbox: 0.1396 loss_iou: 0.3507 d0.loss_cls: 0.2265 d0.loss_bbox: 0.1430 d0.loss_iou: 0.3547 d1.loss_cls: 0.1980 d1.loss_bbox: 0.1409 d1.loss_iou: 0.3551 d2.loss_cls: 0.1858 d2.loss_bbox: 0.1378 d2.loss_iou: 0.3503 d3.loss_cls: 0.1777 d3.loss_bbox: 0.1428 d3.loss_iou: 0.3520 d4.loss_cls: 0.1779 d4.loss_bbox: 0.1407 d4.loss_iou: 0.3505 enc_loss_cls: 0.2214 enc_loss_bbox: 0.1668 enc_loss_iou: 0.3976 dn_loss_cls: 0.0250 dn_loss_bbox: 0.2426 dn_loss_iou: 0.3368 d0.dn_loss_cls: 0.0550 d0.dn_loss_bbox: 0.3552 d0.dn_loss_iou: 0.4629 d1.dn_loss_cls: 0.0335 d1.dn_loss_bbox: 0.2727 d1.dn_loss_iou: 0.3674 d2.dn_loss_cls: 0.0282 d2.dn_loss_bbox: 0.2503 d2.dn_loss_iou: 0.3458 d3.dn_loss_cls: 0.0264 d3.dn_loss_bbox: 0.2442 d3.dn_loss_iou: 0.3385 d4.dn_loss_cls: 0.0250 d4.dn_loss_bbox: 0.2429 d4.dn_loss_iou: 0.3372 2023/02/28 17:40:03 - mmengine - INFO - Epoch(train) [6][4350/7393] lr: 1.0000e-04 eta: 11:23:07 time: 0.8582 data_time: 0.0055 memory: 27689 grad_norm: 31.5402 loss: 10.2788 loss_cls: 0.2384 loss_bbox: 0.1601 loss_iou: 0.3848 d0.loss_cls: 0.3009 d0.loss_bbox: 0.1731 d0.loss_iou: 0.4050 d1.loss_cls: 0.2631 d1.loss_bbox: 0.1680 d1.loss_iou: 0.3974 d2.loss_cls: 0.2511 d2.loss_bbox: 0.1640 d2.loss_iou: 0.3899 d3.loss_cls: 0.2427 d3.loss_bbox: 0.1621 d3.loss_iou: 0.3875 d4.loss_cls: 0.2393 d4.loss_bbox: 0.1613 d4.loss_iou: 0.3864 enc_loss_cls: 0.3021 enc_loss_bbox: 0.1989 enc_loss_iou: 0.4555 dn_loss_cls: 0.0338 dn_loss_bbox: 0.2641 dn_loss_iou: 0.3743 d0.dn_loss_cls: 0.0674 d0.dn_loss_bbox: 0.3969 d0.dn_loss_iou: 0.5159 d1.dn_loss_cls: 0.0437 d1.dn_loss_bbox: 0.2983 d1.dn_loss_iou: 0.4085 d2.dn_loss_cls: 0.0373 d2.dn_loss_bbox: 0.2724 d2.dn_loss_iou: 0.3842 d3.dn_loss_cls: 0.0352 d3.dn_loss_bbox: 0.2659 d3.dn_loss_iou: 0.3768 d4.dn_loss_cls: 0.0340 d4.dn_loss_bbox: 0.2641 d4.dn_loss_iou: 0.3748 2023/02/28 17:40:46 - mmengine - INFO - Epoch(train) [6][4400/7393] lr: 1.0000e-04 eta: 11:22:23 time: 0.8525 data_time: 0.0052 memory: 29673 grad_norm: 30.6607 loss: 10.4413 loss_cls: 0.2371 loss_bbox: 0.1689 loss_iou: 0.3524 d0.loss_cls: 0.2993 d0.loss_bbox: 0.1839 d0.loss_iou: 0.3735 d1.loss_cls: 0.2669 d1.loss_bbox: 0.1690 d1.loss_iou: 0.3582 d2.loss_cls: 0.2513 d2.loss_bbox: 0.1694 d2.loss_iou: 0.3565 d3.loss_cls: 0.2468 d3.loss_bbox: 0.1671 d3.loss_iou: 0.3536 d4.loss_cls: 0.2401 d4.loss_bbox: 0.1661 d4.loss_iou: 0.3518 enc_loss_cls: 0.2927 enc_loss_bbox: 0.2220 enc_loss_iou: 0.4327 dn_loss_cls: 0.0390 dn_loss_bbox: 0.3167 dn_loss_iou: 0.3729 d0.dn_loss_cls: 0.0739 d0.dn_loss_bbox: 0.4476 d0.dn_loss_iou: 0.5157 d1.dn_loss_cls: 0.0493 d1.dn_loss_bbox: 0.3473 d1.dn_loss_iou: 0.4092 d2.dn_loss_cls: 0.0425 d2.dn_loss_bbox: 0.3237 d2.dn_loss_iou: 0.3819 d3.dn_loss_cls: 0.0405 d3.dn_loss_bbox: 0.3177 d3.dn_loss_iou: 0.3751 d4.dn_loss_cls: 0.0394 d4.dn_loss_bbox: 0.3168 d4.dn_loss_iou: 0.3730 2023/02/28 17:41:30 - mmengine - INFO - Epoch(train) [6][4450/7393] lr: 1.0000e-04 eta: 11:21:40 time: 0.8782 data_time: 0.0051 memory: 24978 grad_norm: 33.6242 loss: 9.8001 loss_cls: 0.2125 loss_bbox: 0.1491 loss_iou: 0.3725 d0.loss_cls: 0.2703 d0.loss_bbox: 0.1532 d0.loss_iou: 0.3912 d1.loss_cls: 0.2372 d1.loss_bbox: 0.1514 d1.loss_iou: 0.3717 d2.loss_cls: 0.2225 d2.loss_bbox: 0.1497 d2.loss_iou: 0.3713 d3.loss_cls: 0.2168 d3.loss_bbox: 0.1478 d3.loss_iou: 0.3699 d4.loss_cls: 0.2133 d4.loss_bbox: 0.1490 d4.loss_iou: 0.3716 enc_loss_cls: 0.2619 enc_loss_bbox: 0.1823 enc_loss_iou: 0.4392 dn_loss_cls: 0.0340 dn_loss_bbox: 0.2579 dn_loss_iou: 0.3754 d0.dn_loss_cls: 0.0626 d0.dn_loss_bbox: 0.3854 d0.dn_loss_iou: 0.5185 d1.dn_loss_cls: 0.0436 d1.dn_loss_bbox: 0.2851 d1.dn_loss_iou: 0.4068 d2.dn_loss_cls: 0.0384 d2.dn_loss_bbox: 0.2629 d2.dn_loss_iou: 0.3845 d3.dn_loss_cls: 0.0358 d3.dn_loss_bbox: 0.2589 d3.dn_loss_iou: 0.3779 d4.dn_loss_cls: 0.0340 d4.dn_loss_bbox: 0.2579 d4.dn_loss_iou: 0.3760 2023/02/28 17:42:14 - mmengine - INFO - Epoch(train) [6][4500/7393] lr: 1.0000e-04 eta: 11:20:58 time: 0.8810 data_time: 0.0053 memory: 29182 grad_norm: 32.5373 loss: 10.0008 loss_cls: 0.2286 loss_bbox: 0.1653 loss_iou: 0.3740 d0.loss_cls: 0.2973 d0.loss_bbox: 0.1767 d0.loss_iou: 0.4056 d1.loss_cls: 0.2627 d1.loss_bbox: 0.1713 d1.loss_iou: 0.3841 d2.loss_cls: 0.2434 d2.loss_bbox: 0.1694 d2.loss_iou: 0.3773 d3.loss_cls: 0.2365 d3.loss_bbox: 0.1647 d3.loss_iou: 0.3744 d4.loss_cls: 0.2291 d4.loss_bbox: 0.1652 d4.loss_iou: 0.3742 enc_loss_cls: 0.2898 enc_loss_bbox: 0.2111 enc_loss_iou: 0.4471 dn_loss_cls: 0.0279 dn_loss_bbox: 0.2656 dn_loss_iou: 0.3456 d0.dn_loss_cls: 0.0632 d0.dn_loss_bbox: 0.3994 d0.dn_loss_iou: 0.4898 d1.dn_loss_cls: 0.0405 d1.dn_loss_bbox: 0.2954 d1.dn_loss_iou: 0.3791 d2.dn_loss_cls: 0.0338 d2.dn_loss_bbox: 0.2719 d2.dn_loss_iou: 0.3551 d3.dn_loss_cls: 0.0307 d3.dn_loss_bbox: 0.2669 d3.dn_loss_iou: 0.3480 d4.dn_loss_cls: 0.0283 d4.dn_loss_bbox: 0.2660 d4.dn_loss_iou: 0.3461 2023/02/28 17:42:57 - mmengine - INFO - Epoch(train) [6][4550/7393] lr: 1.0000e-04 eta: 11:20:14 time: 0.8611 data_time: 0.0050 memory: 26735 grad_norm: 30.9345 loss: 9.6839 loss_cls: 0.2074 loss_bbox: 0.1465 loss_iou: 0.3076 d0.loss_cls: 0.2528 d0.loss_bbox: 0.1543 d0.loss_iou: 0.3255 d1.loss_cls: 0.2291 d1.loss_bbox: 0.1519 d1.loss_iou: 0.3157 d2.loss_cls: 0.2188 d2.loss_bbox: 0.1465 d2.loss_iou: 0.3103 d3.loss_cls: 0.2116 d3.loss_bbox: 0.1450 d3.loss_iou: 0.3080 d4.loss_cls: 0.2073 d4.loss_bbox: 0.1455 d4.loss_iou: 0.3074 enc_loss_cls: 0.2494 enc_loss_bbox: 0.1772 enc_loss_iou: 0.3682 dn_loss_cls: 0.0369 dn_loss_bbox: 0.3285 dn_loss_iou: 0.3606 d0.dn_loss_cls: 0.0705 d0.dn_loss_bbox: 0.4750 d0.dn_loss_iou: 0.4994 d1.dn_loss_cls: 0.0490 d1.dn_loss_bbox: 0.3656 d1.dn_loss_iou: 0.3965 d2.dn_loss_cls: 0.0424 d2.dn_loss_bbox: 0.3398 d2.dn_loss_iou: 0.3726 d3.dn_loss_cls: 0.0396 d3.dn_loss_bbox: 0.3302 d3.dn_loss_iou: 0.3635 d4.dn_loss_cls: 0.0378 d4.dn_loss_bbox: 0.3288 d4.dn_loss_iou: 0.3610 2023/02/28 17:43:40 - mmengine - INFO - Epoch(train) [6][4600/7393] lr: 1.0000e-04 eta: 11:19:30 time: 0.8510 data_time: 0.0051 memory: 26871 grad_norm: 29.8526 loss: 10.3231 loss_cls: 0.2169 loss_bbox: 0.1772 loss_iou: 0.3762 d0.loss_cls: 0.2781 d0.loss_bbox: 0.1790 d0.loss_iou: 0.3885 d1.loss_cls: 0.2420 d1.loss_bbox: 0.1770 d1.loss_iou: 0.3795 d2.loss_cls: 0.2228 d2.loss_bbox: 0.1785 d2.loss_iou: 0.3804 d3.loss_cls: 0.2185 d3.loss_bbox: 0.1769 d3.loss_iou: 0.3781 d4.loss_cls: 0.2195 d4.loss_bbox: 0.1762 d4.loss_iou: 0.3742 enc_loss_cls: 0.2647 enc_loss_bbox: 0.2182 enc_loss_iou: 0.4479 dn_loss_cls: 0.0342 dn_loss_bbox: 0.3083 dn_loss_iou: 0.3621 d0.dn_loss_cls: 0.0673 d0.dn_loss_bbox: 0.4491 d0.dn_loss_iou: 0.5033 d1.dn_loss_cls: 0.0456 d1.dn_loss_bbox: 0.3439 d1.dn_loss_iou: 0.4001 d2.dn_loss_cls: 0.0384 d2.dn_loss_bbox: 0.3146 d2.dn_loss_iou: 0.3720 d3.dn_loss_cls: 0.0355 d3.dn_loss_bbox: 0.3098 d3.dn_loss_iou: 0.3646 d4.dn_loss_cls: 0.0340 d4.dn_loss_bbox: 0.3080 d4.dn_loss_iou: 0.3621 2023/02/28 17:44:24 - mmengine - INFO - Epoch(train) [6][4650/7393] lr: 1.0000e-04 eta: 11:18:48 time: 0.8869 data_time: 0.0052 memory: 28847 grad_norm: 34.5583 loss: 10.2659 loss_cls: 0.2294 loss_bbox: 0.1796 loss_iou: 0.4219 d0.loss_cls: 0.2950 d0.loss_bbox: 0.1802 d0.loss_iou: 0.4323 d1.loss_cls: 0.2638 d1.loss_bbox: 0.1756 d1.loss_iou: 0.4182 d2.loss_cls: 0.2439 d2.loss_bbox: 0.1746 d2.loss_iou: 0.4169 d3.loss_cls: 0.2327 d3.loss_bbox: 0.1791 d3.loss_iou: 0.4192 d4.loss_cls: 0.2322 d4.loss_bbox: 0.1775 d4.loss_iou: 0.4198 enc_loss_cls: 0.2791 enc_loss_bbox: 0.2204 enc_loss_iou: 0.4923 dn_loss_cls: 0.0348 dn_loss_bbox: 0.2477 dn_loss_iou: 0.3516 d0.dn_loss_cls: 0.0644 d0.dn_loss_bbox: 0.3737 d0.dn_loss_iou: 0.4799 d1.dn_loss_cls: 0.0436 d1.dn_loss_bbox: 0.2768 d1.dn_loss_iou: 0.3828 d2.dn_loss_cls: 0.0379 d2.dn_loss_bbox: 0.2555 d2.dn_loss_iou: 0.3596 d3.dn_loss_cls: 0.0360 d3.dn_loss_bbox: 0.2491 d3.dn_loss_iou: 0.3537 d4.dn_loss_cls: 0.0349 d4.dn_loss_bbox: 0.2481 d4.dn_loss_iou: 0.3521 2023/02/28 17:45:07 - mmengine - INFO - Epoch(train) [6][4700/7393] lr: 1.0000e-04 eta: 11:18:05 time: 0.8676 data_time: 0.0051 memory: 28833 grad_norm: 31.3416 loss: 9.8071 loss_cls: 0.2222 loss_bbox: 0.1557 loss_iou: 0.3693 d0.loss_cls: 0.2848 d0.loss_bbox: 0.1629 d0.loss_iou: 0.3780 d1.loss_cls: 0.2460 d1.loss_bbox: 0.1531 d1.loss_iou: 0.3671 d2.loss_cls: 0.2321 d2.loss_bbox: 0.1563 d2.loss_iou: 0.3711 d3.loss_cls: 0.2248 d3.loss_bbox: 0.1568 d3.loss_iou: 0.3703 d4.loss_cls: 0.2233 d4.loss_bbox: 0.1561 d4.loss_iou: 0.3672 enc_loss_cls: 0.2715 enc_loss_bbox: 0.1889 enc_loss_iou: 0.4164 dn_loss_cls: 0.0297 dn_loss_bbox: 0.2635 dn_loss_iou: 0.3672 d0.dn_loss_cls: 0.0630 d0.dn_loss_bbox: 0.3845 d0.dn_loss_iou: 0.4931 d1.dn_loss_cls: 0.0390 d1.dn_loss_bbox: 0.2935 d1.dn_loss_iou: 0.3952 d2.dn_loss_cls: 0.0330 d2.dn_loss_bbox: 0.2708 d2.dn_loss_iou: 0.3750 d3.dn_loss_cls: 0.0309 d3.dn_loss_bbox: 0.2644 d3.dn_loss_iou: 0.3691 d4.dn_loss_cls: 0.0299 d4.dn_loss_bbox: 0.2639 d4.dn_loss_iou: 0.3676 2023/02/28 17:45:51 - mmengine - INFO - Epoch(train) [6][4750/7393] lr: 1.0000e-04 eta: 11:17:23 time: 0.8743 data_time: 0.0051 memory: 30384 grad_norm: 31.2276 loss: 10.5378 loss_cls: 0.2111 loss_bbox: 0.1848 loss_iou: 0.3733 d0.loss_cls: 0.2761 d0.loss_bbox: 0.1847 d0.loss_iou: 0.3759 d1.loss_cls: 0.2366 d1.loss_bbox: 0.1903 d1.loss_iou: 0.3817 d2.loss_cls: 0.2218 d2.loss_bbox: 0.1854 d2.loss_iou: 0.3785 d3.loss_cls: 0.2147 d3.loss_bbox: 0.1843 d3.loss_iou: 0.3770 d4.loss_cls: 0.2129 d4.loss_bbox: 0.1832 d4.loss_iou: 0.3746 enc_loss_cls: 0.2687 enc_loss_bbox: 0.2160 enc_loss_iou: 0.4272 dn_loss_cls: 0.0353 dn_loss_bbox: 0.3189 dn_loss_iou: 0.3940 d0.dn_loss_cls: 0.0703 d0.dn_loss_bbox: 0.4538 d0.dn_loss_iou: 0.5241 d1.dn_loss_cls: 0.0459 d1.dn_loss_bbox: 0.3502 d1.dn_loss_iou: 0.4242 d2.dn_loss_cls: 0.0383 d2.dn_loss_bbox: 0.3235 d2.dn_loss_iou: 0.4001 d3.dn_loss_cls: 0.0366 d3.dn_loss_bbox: 0.3198 d3.dn_loss_iou: 0.3952 d4.dn_loss_cls: 0.0351 d4.dn_loss_bbox: 0.3193 d4.dn_loss_iou: 0.3944 2023/02/28 17:46:35 - mmengine - INFO - Epoch(train) [6][4800/7393] lr: 1.0000e-04 eta: 11:16:40 time: 0.8815 data_time: 0.0052 memory: 27637 grad_norm: 33.4478 loss: 9.7136 loss_cls: 0.1988 loss_bbox: 0.1476 loss_iou: 0.3210 d0.loss_cls: 0.2523 d0.loss_bbox: 0.1534 d0.loss_iou: 0.3445 d1.loss_cls: 0.2160 d1.loss_bbox: 0.1500 d1.loss_iou: 0.3285 d2.loss_cls: 0.2065 d2.loss_bbox: 0.1513 d2.loss_iou: 0.3249 d3.loss_cls: 0.1983 d3.loss_bbox: 0.1485 d3.loss_iou: 0.3238 d4.loss_cls: 0.1957 d4.loss_bbox: 0.1518 d4.loss_iou: 0.3240 enc_loss_cls: 0.2376 enc_loss_bbox: 0.1875 enc_loss_iou: 0.3924 dn_loss_cls: 0.0304 dn_loss_bbox: 0.3170 dn_loss_iou: 0.3786 d0.dn_loss_cls: 0.0663 d0.dn_loss_bbox: 0.4489 d0.dn_loss_iou: 0.5086 d1.dn_loss_cls: 0.0424 d1.dn_loss_bbox: 0.3519 d1.dn_loss_iou: 0.4115 d2.dn_loss_cls: 0.0354 d2.dn_loss_bbox: 0.3238 d2.dn_loss_iou: 0.3868 d3.dn_loss_cls: 0.0324 d3.dn_loss_bbox: 0.3176 d3.dn_loss_iou: 0.3805 d4.dn_loss_cls: 0.0310 d4.dn_loss_bbox: 0.3170 d4.dn_loss_iou: 0.3789 2023/02/28 17:47:20 - mmengine - INFO - Epoch(train) [6][4850/7393] lr: 1.0000e-04 eta: 11:15:58 time: 0.8876 data_time: 0.0052 memory: 28863 grad_norm: 38.2094 loss: 9.5712 loss_cls: 0.1833 loss_bbox: 0.1652 loss_iou: 0.3542 d0.loss_cls: 0.2512 d0.loss_bbox: 0.1683 d0.loss_iou: 0.3699 d1.loss_cls: 0.2135 d1.loss_bbox: 0.1620 d1.loss_iou: 0.3575 d2.loss_cls: 0.1964 d2.loss_bbox: 0.1639 d2.loss_iou: 0.3556 d3.loss_cls: 0.1874 d3.loss_bbox: 0.1657 d3.loss_iou: 0.3555 d4.loss_cls: 0.1845 d4.loss_bbox: 0.1643 d4.loss_iou: 0.3534 enc_loss_cls: 0.2411 enc_loss_bbox: 0.1994 enc_loss_iou: 0.4184 dn_loss_cls: 0.0257 dn_loss_bbox: 0.2681 dn_loss_iou: 0.3693 d0.dn_loss_cls: 0.0572 d0.dn_loss_bbox: 0.3855 d0.dn_loss_iou: 0.5068 d1.dn_loss_cls: 0.0347 d1.dn_loss_bbox: 0.2956 d1.dn_loss_iou: 0.4017 d2.dn_loss_cls: 0.0293 d2.dn_loss_bbox: 0.2753 d2.dn_loss_iou: 0.3787 d3.dn_loss_cls: 0.0276 d3.dn_loss_bbox: 0.2694 d3.dn_loss_iou: 0.3712 d4.dn_loss_cls: 0.0260 d4.dn_loss_bbox: 0.2685 d4.dn_loss_iou: 0.3697 2023/02/28 17:48:03 - mmengine - INFO - Epoch(train) [6][4900/7393] lr: 1.0000e-04 eta: 11:15:15 time: 0.8650 data_time: 0.0051 memory: 28122 grad_norm: 36.1856 loss: 9.5804 loss_cls: 0.1862 loss_bbox: 0.1638 loss_iou: 0.3647 d0.loss_cls: 0.2476 d0.loss_bbox: 0.1668 d0.loss_iou: 0.3772 d1.loss_cls: 0.2109 d1.loss_bbox: 0.1696 d1.loss_iou: 0.3673 d2.loss_cls: 0.1940 d2.loss_bbox: 0.1658 d2.loss_iou: 0.3641 d3.loss_cls: 0.1939 d3.loss_bbox: 0.1612 d3.loss_iou: 0.3613 d4.loss_cls: 0.1900 d4.loss_bbox: 0.1605 d4.loss_iou: 0.3640 enc_loss_cls: 0.2386 enc_loss_bbox: 0.1926 enc_loss_iou: 0.4199 dn_loss_cls: 0.0283 dn_loss_bbox: 0.2511 dn_loss_iou: 0.3735 d0.dn_loss_cls: 0.0625 d0.dn_loss_bbox: 0.3664 d0.dn_loss_iou: 0.5147 d1.dn_loss_cls: 0.0384 d1.dn_loss_bbox: 0.2854 d1.dn_loss_iou: 0.4115 d2.dn_loss_cls: 0.0325 d2.dn_loss_bbox: 0.2592 d2.dn_loss_iou: 0.3831 d3.dn_loss_cls: 0.0303 d3.dn_loss_bbox: 0.2531 d3.dn_loss_iou: 0.3757 d4.dn_loss_cls: 0.0292 d4.dn_loss_bbox: 0.2517 d4.dn_loss_iou: 0.3739 2023/02/28 17:48:46 - mmengine - INFO - Epoch(train) [6][4950/7393] lr: 1.0000e-04 eta: 11:14:32 time: 0.8636 data_time: 0.0052 memory: 26735 grad_norm: 35.0460 loss: 9.6370 loss_cls: 0.2069 loss_bbox: 0.1524 loss_iou: 0.3548 d0.loss_cls: 0.2632 d0.loss_bbox: 0.1618 d0.loss_iou: 0.3725 d1.loss_cls: 0.2324 d1.loss_bbox: 0.1535 d1.loss_iou: 0.3547 d2.loss_cls: 0.2159 d2.loss_bbox: 0.1548 d2.loss_iou: 0.3554 d3.loss_cls: 0.2074 d3.loss_bbox: 0.1556 d3.loss_iou: 0.3566 d4.loss_cls: 0.2062 d4.loss_bbox: 0.1535 d4.loss_iou: 0.3555 enc_loss_cls: 0.2538 enc_loss_bbox: 0.1918 enc_loss_iou: 0.4258 dn_loss_cls: 0.0287 dn_loss_bbox: 0.2694 dn_loss_iou: 0.3535 d0.dn_loss_cls: 0.0640 d0.dn_loss_bbox: 0.4147 d0.dn_loss_iou: 0.5019 d1.dn_loss_cls: 0.0400 d1.dn_loss_bbox: 0.3067 d1.dn_loss_iou: 0.3870 d2.dn_loss_cls: 0.0329 d2.dn_loss_bbox: 0.2788 d2.dn_loss_iou: 0.3641 d3.dn_loss_cls: 0.0305 d3.dn_loss_bbox: 0.2714 d3.dn_loss_iou: 0.3559 d4.dn_loss_cls: 0.0292 d4.dn_loss_bbox: 0.2700 d4.dn_loss_iou: 0.3540 2023/02/28 17:49:30 - mmengine - INFO - Epoch(train) [6][5000/7393] lr: 1.0000e-04 eta: 11:13:50 time: 0.8871 data_time: 0.0053 memory: 27692 grad_norm: 41.1642 loss: 10.2514 loss_cls: 0.2311 loss_bbox: 0.1757 loss_iou: 0.4382 d0.loss_cls: 0.2967 d0.loss_bbox: 0.1777 d0.loss_iou: 0.4496 d1.loss_cls: 0.2547 d1.loss_bbox: 0.1804 d1.loss_iou: 0.4507 d2.loss_cls: 0.2426 d2.loss_bbox: 0.1759 d2.loss_iou: 0.4393 d3.loss_cls: 0.2363 d3.loss_bbox: 0.1763 d3.loss_iou: 0.4399 d4.loss_cls: 0.2306 d4.loss_bbox: 0.1787 d4.loss_iou: 0.4420 enc_loss_cls: 0.2983 enc_loss_bbox: 0.2082 enc_loss_iou: 0.5051 dn_loss_cls: 0.0302 dn_loss_bbox: 0.2171 dn_loss_iou: 0.3690 d0.dn_loss_cls: 0.0616 d0.dn_loss_bbox: 0.3147 d0.dn_loss_iou: 0.4914 d1.dn_loss_cls: 0.0394 d1.dn_loss_bbox: 0.2347 d1.dn_loss_iou: 0.3979 d2.dn_loss_cls: 0.0338 d2.dn_loss_bbox: 0.2206 d2.dn_loss_iou: 0.3761 d3.dn_loss_cls: 0.0316 d3.dn_loss_bbox: 0.2175 d3.dn_loss_iou: 0.3705 d4.dn_loss_cls: 0.0307 d4.dn_loss_bbox: 0.2173 d4.dn_loss_iou: 0.3691 2023/02/28 17:50:01 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 17:50:14 - mmengine - INFO - Epoch(train) [6][5050/7393] lr: 1.0000e-04 eta: 11:13:07 time: 0.8750 data_time: 0.0055 memory: 28643 grad_norm: 37.2590 loss: 9.8388 loss_cls: 0.2258 loss_bbox: 0.1641 loss_iou: 0.3526 d0.loss_cls: 0.2873 d0.loss_bbox: 0.1773 d0.loss_iou: 0.3744 d1.loss_cls: 0.2433 d1.loss_bbox: 0.1756 d1.loss_iou: 0.3672 d2.loss_cls: 0.2337 d2.loss_bbox: 0.1713 d2.loss_iou: 0.3580 d3.loss_cls: 0.2289 d3.loss_bbox: 0.1638 d3.loss_iou: 0.3538 d4.loss_cls: 0.2264 d4.loss_bbox: 0.1633 d4.loss_iou: 0.3531 enc_loss_cls: 0.2707 enc_loss_bbox: 0.2156 enc_loss_iou: 0.4253 dn_loss_cls: 0.0346 dn_loss_bbox: 0.2760 dn_loss_iou: 0.3442 d0.dn_loss_cls: 0.0640 d0.dn_loss_bbox: 0.4016 d0.dn_loss_iou: 0.4747 d1.dn_loss_cls: 0.0422 d1.dn_loss_bbox: 0.3074 d1.dn_loss_iou: 0.3764 d2.dn_loss_cls: 0.0380 d2.dn_loss_bbox: 0.2825 d2.dn_loss_iou: 0.3523 d3.dn_loss_cls: 0.0355 d3.dn_loss_bbox: 0.2769 d3.dn_loss_iou: 0.3460 d4.dn_loss_cls: 0.0344 d4.dn_loss_bbox: 0.2762 d4.dn_loss_iou: 0.3443 2023/02/28 17:50:57 - mmengine - INFO - Epoch(train) [6][5100/7393] lr: 1.0000e-04 eta: 11:12:24 time: 0.8661 data_time: 0.0057 memory: 28426 grad_norm: 37.9292 loss: 10.0091 loss_cls: 0.2165 loss_bbox: 0.1506 loss_iou: 0.4042 d0.loss_cls: 0.2765 d0.loss_bbox: 0.1611 d0.loss_iou: 0.4321 d1.loss_cls: 0.2396 d1.loss_bbox: 0.1584 d1.loss_iou: 0.4127 d2.loss_cls: 0.2267 d2.loss_bbox: 0.1550 d2.loss_iou: 0.4075 d3.loss_cls: 0.2198 d3.loss_bbox: 0.1566 d3.loss_iou: 0.4016 d4.loss_cls: 0.2181 d4.loss_bbox: 0.1507 d4.loss_iou: 0.4041 enc_loss_cls: 0.2653 enc_loss_bbox: 0.1920 enc_loss_iou: 0.4790 dn_loss_cls: 0.0318 dn_loss_bbox: 0.2394 dn_loss_iou: 0.3831 d0.dn_loss_cls: 0.0644 d0.dn_loss_bbox: 0.3473 d0.dn_loss_iou: 0.5196 d1.dn_loss_cls: 0.0404 d1.dn_loss_bbox: 0.2604 d1.dn_loss_iou: 0.4136 d2.dn_loss_cls: 0.0347 d2.dn_loss_bbox: 0.2446 d2.dn_loss_iou: 0.3902 d3.dn_loss_cls: 0.0325 d3.dn_loss_bbox: 0.2405 d3.dn_loss_iou: 0.3844 d4.dn_loss_cls: 0.0320 d4.dn_loss_bbox: 0.2392 d4.dn_loss_iou: 0.3831 2023/02/28 17:51:40 - mmengine - INFO - Epoch(train) [6][5150/7393] lr: 1.0000e-04 eta: 11:11:40 time: 0.8551 data_time: 0.0057 memory: 26735 grad_norm: 33.1771 loss: 10.0887 loss_cls: 0.2108 loss_bbox: 0.1553 loss_iou: 0.3949 d0.loss_cls: 0.2719 d0.loss_bbox: 0.1594 d0.loss_iou: 0.4198 d1.loss_cls: 0.2330 d1.loss_bbox: 0.1588 d1.loss_iou: 0.4038 d2.loss_cls: 0.2163 d2.loss_bbox: 0.1560 d2.loss_iou: 0.3966 d3.loss_cls: 0.2136 d3.loss_bbox: 0.1546 d3.loss_iou: 0.3946 d4.loss_cls: 0.2117 d4.loss_bbox: 0.1535 d4.loss_iou: 0.3939 enc_loss_cls: 0.2650 enc_loss_bbox: 0.1919 enc_loss_iou: 0.4648 dn_loss_cls: 0.0293 dn_loss_bbox: 0.2622 dn_loss_iou: 0.3828 d0.dn_loss_cls: 0.0652 d0.dn_loss_bbox: 0.3967 d0.dn_loss_iou: 0.5224 d1.dn_loss_cls: 0.0411 d1.dn_loss_bbox: 0.2984 d1.dn_loss_iou: 0.4173 d2.dn_loss_cls: 0.0344 d2.dn_loss_bbox: 0.2706 d2.dn_loss_iou: 0.3924 d3.dn_loss_cls: 0.0315 d3.dn_loss_bbox: 0.2637 d3.dn_loss_iou: 0.3852 d4.dn_loss_cls: 0.0297 d4.dn_loss_bbox: 0.2625 d4.dn_loss_iou: 0.3830 2023/02/28 17:52:23 - mmengine - INFO - Epoch(train) [6][5200/7393] lr: 1.0000e-04 eta: 11:10:57 time: 0.8626 data_time: 0.0058 memory: 27861 grad_norm: 36.6454 loss: 8.4637 loss_cls: 0.1750 loss_bbox: 0.1284 loss_iou: 0.2805 d0.loss_cls: 0.2274 d0.loss_bbox: 0.1324 d0.loss_iou: 0.2823 d1.loss_cls: 0.1988 d1.loss_bbox: 0.1310 d1.loss_iou: 0.2798 d2.loss_cls: 0.1803 d2.loss_bbox: 0.1310 d2.loss_iou: 0.2823 d3.loss_cls: 0.1788 d3.loss_bbox: 0.1291 d3.loss_iou: 0.2796 d4.loss_cls: 0.1733 d4.loss_bbox: 0.1317 d4.loss_iou: 0.2834 enc_loss_cls: 0.2207 enc_loss_bbox: 0.1539 enc_loss_iou: 0.3251 dn_loss_cls: 0.0240 dn_loss_bbox: 0.2705 dn_loss_iou: 0.3333 d0.dn_loss_cls: 0.0569 d0.dn_loss_bbox: 0.3990 d0.dn_loss_iou: 0.4657 d1.dn_loss_cls: 0.0352 d1.dn_loss_bbox: 0.3032 d1.dn_loss_iou: 0.3653 d2.dn_loss_cls: 0.0282 d2.dn_loss_bbox: 0.2759 d2.dn_loss_iou: 0.3415 d3.dn_loss_cls: 0.0257 d3.dn_loss_bbox: 0.2712 d3.dn_loss_iou: 0.3348 d4.dn_loss_cls: 0.0240 d4.dn_loss_bbox: 0.2707 d4.dn_loss_iou: 0.3337 2023/02/28 17:53:06 - mmengine - INFO - Epoch(train) [6][5250/7393] lr: 1.0000e-04 eta: 11:10:14 time: 0.8613 data_time: 0.0058 memory: 27860 grad_norm: 30.2332 loss: 9.3891 loss_cls: 0.1870 loss_bbox: 0.1552 loss_iou: 0.3391 d0.loss_cls: 0.2461 d0.loss_bbox: 0.1611 d0.loss_iou: 0.3417 d1.loss_cls: 0.2091 d1.loss_bbox: 0.1580 d1.loss_iou: 0.3415 d2.loss_cls: 0.1981 d2.loss_bbox: 0.1567 d2.loss_iou: 0.3344 d3.loss_cls: 0.1895 d3.loss_bbox: 0.1555 d3.loss_iou: 0.3371 d4.loss_cls: 0.1881 d4.loss_bbox: 0.1567 d4.loss_iou: 0.3350 enc_loss_cls: 0.2331 enc_loss_bbox: 0.1852 enc_loss_iou: 0.3826 dn_loss_cls: 0.0315 dn_loss_bbox: 0.2709 dn_loss_iou: 0.3644 d0.dn_loss_cls: 0.0659 d0.dn_loss_bbox: 0.4008 d0.dn_loss_iou: 0.5014 d1.dn_loss_cls: 0.0431 d1.dn_loss_bbox: 0.3002 d1.dn_loss_iou: 0.3960 d2.dn_loss_cls: 0.0369 d2.dn_loss_bbox: 0.2754 d2.dn_loss_iou: 0.3726 d3.dn_loss_cls: 0.0340 d3.dn_loss_bbox: 0.2711 d3.dn_loss_iou: 0.3661 d4.dn_loss_cls: 0.0325 d4.dn_loss_bbox: 0.2707 d4.dn_loss_iou: 0.3645 2023/02/28 17:53:51 - mmengine - INFO - Epoch(train) [6][5300/7393] lr: 1.0000e-04 eta: 11:09:31 time: 0.8870 data_time: 0.0055 memory: 28798 grad_norm: 39.3520 loss: 8.7421 loss_cls: 0.1439 loss_bbox: 0.1300 loss_iou: 0.2678 d0.loss_cls: 0.2020 d0.loss_bbox: 0.1368 d0.loss_iou: 0.2815 d1.loss_cls: 0.1674 d1.loss_bbox: 0.1345 d1.loss_iou: 0.2733 d2.loss_cls: 0.1535 d2.loss_bbox: 0.1310 d2.loss_iou: 0.2707 d3.loss_cls: 0.1533 d3.loss_bbox: 0.1285 d3.loss_iou: 0.2667 d4.loss_cls: 0.1451 d4.loss_bbox: 0.1301 d4.loss_iou: 0.2693 enc_loss_cls: 0.1943 enc_loss_bbox: 0.1588 enc_loss_iou: 0.3175 dn_loss_cls: 0.0295 dn_loss_bbox: 0.3063 dn_loss_iou: 0.3684 d0.dn_loss_cls: 0.0656 d0.dn_loss_bbox: 0.4643 d0.dn_loss_iou: 0.5242 d1.dn_loss_cls: 0.0409 d1.dn_loss_bbox: 0.3408 d1.dn_loss_iou: 0.4063 d2.dn_loss_cls: 0.0342 d2.dn_loss_bbox: 0.3130 d2.dn_loss_iou: 0.3784 d3.dn_loss_cls: 0.0320 d3.dn_loss_bbox: 0.3075 d3.dn_loss_iou: 0.3701 d4.dn_loss_cls: 0.0301 d4.dn_loss_bbox: 0.3059 d4.dn_loss_iou: 0.3684 2023/02/28 17:54:34 - mmengine - INFO - Epoch(train) [6][5350/7393] lr: 1.0000e-04 eta: 11:08:49 time: 0.8706 data_time: 0.0051 memory: 26557 grad_norm: 34.2396 loss: 9.3967 loss_cls: 0.2105 loss_bbox: 0.1498 loss_iou: 0.3355 d0.loss_cls: 0.2740 d0.loss_bbox: 0.1524 d0.loss_iou: 0.3542 d1.loss_cls: 0.2391 d1.loss_bbox: 0.1441 d1.loss_iou: 0.3380 d2.loss_cls: 0.2218 d2.loss_bbox: 0.1503 d2.loss_iou: 0.3366 d3.loss_cls: 0.2136 d3.loss_bbox: 0.1503 d3.loss_iou: 0.3378 d4.loss_cls: 0.2105 d4.loss_bbox: 0.1505 d4.loss_iou: 0.3372 enc_loss_cls: 0.2560 enc_loss_bbox: 0.1929 enc_loss_iou: 0.4044 dn_loss_cls: 0.0333 dn_loss_bbox: 0.2669 dn_loss_iou: 0.3345 d0.dn_loss_cls: 0.0703 d0.dn_loss_bbox: 0.4098 d0.dn_loss_iou: 0.4760 d1.dn_loss_cls: 0.0444 d1.dn_loss_bbox: 0.2994 d1.dn_loss_iou: 0.3693 d2.dn_loss_cls: 0.0384 d2.dn_loss_bbox: 0.2744 d2.dn_loss_iou: 0.3449 d3.dn_loss_cls: 0.0356 d3.dn_loss_bbox: 0.2678 d3.dn_loss_iou: 0.3363 d4.dn_loss_cls: 0.0339 d4.dn_loss_bbox: 0.2669 d4.dn_loss_iou: 0.3350 2023/02/28 17:55:17 - mmengine - INFO - Epoch(train) [6][5400/7393] lr: 1.0000e-04 eta: 11:08:05 time: 0.8572 data_time: 0.0051 memory: 27031 grad_norm: 34.9378 loss: 11.2234 loss_cls: 0.2844 loss_bbox: 0.1890 loss_iou: 0.4913 d0.loss_cls: 0.3503 d0.loss_bbox: 0.1999 d0.loss_iou: 0.5108 d1.loss_cls: 0.3148 d1.loss_bbox: 0.1919 d1.loss_iou: 0.4972 d2.loss_cls: 0.3004 d2.loss_bbox: 0.1900 d2.loss_iou: 0.4937 d3.loss_cls: 0.2907 d3.loss_bbox: 0.1894 d3.loss_iou: 0.4918 d4.loss_cls: 0.2822 d4.loss_bbox: 0.1899 d4.loss_iou: 0.4919 enc_loss_cls: 0.3427 enc_loss_bbox: 0.2316 enc_loss_iou: 0.5719 dn_loss_cls: 0.0361 dn_loss_bbox: 0.2209 dn_loss_iou: 0.3689 d0.dn_loss_cls: 0.0661 d0.dn_loss_bbox: 0.3245 d0.dn_loss_iou: 0.5065 d1.dn_loss_cls: 0.0455 d1.dn_loss_bbox: 0.2506 d1.dn_loss_iou: 0.4024 d2.dn_loss_cls: 0.0392 d2.dn_loss_bbox: 0.2292 d2.dn_loss_iou: 0.3798 d3.dn_loss_cls: 0.0371 d3.dn_loss_bbox: 0.2231 d3.dn_loss_iou: 0.3715 d4.dn_loss_cls: 0.0359 d4.dn_loss_bbox: 0.2212 d4.dn_loss_iou: 0.3692 2023/02/28 17:55:59 - mmengine - INFO - Epoch(train) [6][5450/7393] lr: 1.0000e-04 eta: 11:07:21 time: 0.8464 data_time: 0.0050 memory: 26633 grad_norm: 36.5438 loss: 9.4065 loss_cls: 0.2116 loss_bbox: 0.1577 loss_iou: 0.3437 d0.loss_cls: 0.2666 d0.loss_bbox: 0.1629 d0.loss_iou: 0.3660 d1.loss_cls: 0.2371 d1.loss_bbox: 0.1592 d1.loss_iou: 0.3530 d2.loss_cls: 0.2218 d2.loss_bbox: 0.1560 d2.loss_iou: 0.3494 d3.loss_cls: 0.2111 d3.loss_bbox: 0.1613 d3.loss_iou: 0.3498 d4.loss_cls: 0.2103 d4.loss_bbox: 0.1592 d4.loss_iou: 0.3461 enc_loss_cls: 0.2567 enc_loss_bbox: 0.1930 enc_loss_iou: 0.4082 dn_loss_cls: 0.0318 dn_loss_bbox: 0.2604 dn_loss_iou: 0.3361 d0.dn_loss_cls: 0.0608 d0.dn_loss_bbox: 0.3731 d0.dn_loss_iou: 0.4632 d1.dn_loss_cls: 0.0399 d1.dn_loss_bbox: 0.2869 d1.dn_loss_iou: 0.3654 d2.dn_loss_cls: 0.0345 d2.dn_loss_bbox: 0.2659 d2.dn_loss_iou: 0.3451 d3.dn_loss_cls: 0.0332 d3.dn_loss_bbox: 0.2618 d3.dn_loss_iou: 0.3382 d4.dn_loss_cls: 0.0318 d4.dn_loss_bbox: 0.2609 d4.dn_loss_iou: 0.3367 2023/02/28 17:56:44 - mmengine - INFO - Epoch(train) [6][5500/7393] lr: 1.0000e-04 eta: 11:06:38 time: 0.8813 data_time: 0.0054 memory: 27242 grad_norm: 34.8639 loss: 9.3610 loss_cls: 0.2030 loss_bbox: 0.1562 loss_iou: 0.3512 d0.loss_cls: 0.2649 d0.loss_bbox: 0.1598 d0.loss_iou: 0.3703 d1.loss_cls: 0.2272 d1.loss_bbox: 0.1608 d1.loss_iou: 0.3612 d2.loss_cls: 0.2103 d2.loss_bbox: 0.1605 d2.loss_iou: 0.3562 d3.loss_cls: 0.2064 d3.loss_bbox: 0.1542 d3.loss_iou: 0.3526 d4.loss_cls: 0.2036 d4.loss_bbox: 0.1559 d4.loss_iou: 0.3501 enc_loss_cls: 0.2498 enc_loss_bbox: 0.1922 enc_loss_iou: 0.4305 dn_loss_cls: 0.0288 dn_loss_bbox: 0.2366 dn_loss_iou: 0.3416 d0.dn_loss_cls: 0.0620 d0.dn_loss_bbox: 0.3912 d0.dn_loss_iou: 0.4863 d1.dn_loss_cls: 0.0390 d1.dn_loss_bbox: 0.2726 d1.dn_loss_iou: 0.3760 d2.dn_loss_cls: 0.0336 d2.dn_loss_bbox: 0.2453 d2.dn_loss_iou: 0.3514 d3.dn_loss_cls: 0.0307 d3.dn_loss_bbox: 0.2376 d3.dn_loss_iou: 0.3436 d4.dn_loss_cls: 0.0290 d4.dn_loss_bbox: 0.2369 d4.dn_loss_iou: 0.3419 2023/02/28 17:57:27 - mmengine - INFO - Epoch(train) [6][5550/7393] lr: 1.0000e-04 eta: 11:05:55 time: 0.8633 data_time: 0.0050 memory: 27179 grad_norm: 31.7757 loss: 9.3460 loss_cls: 0.1892 loss_bbox: 0.1470 loss_iou: 0.3067 d0.loss_cls: 0.2471 d0.loss_bbox: 0.1504 d0.loss_iou: 0.3139 d1.loss_cls: 0.2165 d1.loss_bbox: 0.1478 d1.loss_iou: 0.3051 d2.loss_cls: 0.2037 d2.loss_bbox: 0.1476 d2.loss_iou: 0.3011 d3.loss_cls: 0.1936 d3.loss_bbox: 0.1460 d3.loss_iou: 0.3031 d4.loss_cls: 0.1902 d4.loss_bbox: 0.1442 d4.loss_iou: 0.3046 enc_loss_cls: 0.2390 enc_loss_bbox: 0.1831 enc_loss_iou: 0.3548 dn_loss_cls: 0.0322 dn_loss_bbox: 0.3066 dn_loss_iou: 0.3649 d0.dn_loss_cls: 0.0645 d0.dn_loss_bbox: 0.4296 d0.dn_loss_iou: 0.4936 d1.dn_loss_cls: 0.0436 d1.dn_loss_bbox: 0.3405 d1.dn_loss_iou: 0.3970 d2.dn_loss_cls: 0.0368 d2.dn_loss_bbox: 0.3141 d2.dn_loss_iou: 0.3743 d3.dn_loss_cls: 0.0342 d3.dn_loss_bbox: 0.3080 d3.dn_loss_iou: 0.3668 d4.dn_loss_cls: 0.0321 d4.dn_loss_bbox: 0.3070 d4.dn_loss_iou: 0.3654 2023/02/28 17:58:10 - mmengine - INFO - Epoch(train) [6][5600/7393] lr: 1.0000e-04 eta: 11:05:12 time: 0.8673 data_time: 0.0057 memory: 27689 grad_norm: 30.9409 loss: 9.9728 loss_cls: 0.2286 loss_bbox: 0.1512 loss_iou: 0.3879 d0.loss_cls: 0.2931 d0.loss_bbox: 0.1552 d0.loss_iou: 0.4001 d1.loss_cls: 0.2559 d1.loss_bbox: 0.1524 d1.loss_iou: 0.3900 d2.loss_cls: 0.2403 d2.loss_bbox: 0.1493 d2.loss_iou: 0.3878 d3.loss_cls: 0.2294 d3.loss_bbox: 0.1564 d3.loss_iou: 0.3921 d4.loss_cls: 0.2292 d4.loss_bbox: 0.1503 d4.loss_iou: 0.3880 enc_loss_cls: 0.2810 enc_loss_bbox: 0.1906 enc_loss_iou: 0.4578 dn_loss_cls: 0.0298 dn_loss_bbox: 0.2753 dn_loss_iou: 0.3470 d0.dn_loss_cls: 0.0613 d0.dn_loss_bbox: 0.4025 d0.dn_loss_iou: 0.4821 d1.dn_loss_cls: 0.0394 d1.dn_loss_bbox: 0.3067 d1.dn_loss_iou: 0.3802 d2.dn_loss_cls: 0.0330 d2.dn_loss_bbox: 0.2824 d2.dn_loss_iou: 0.3565 d3.dn_loss_cls: 0.0309 d3.dn_loss_bbox: 0.2776 d3.dn_loss_iou: 0.3494 d4.dn_loss_cls: 0.0296 d4.dn_loss_bbox: 0.2753 d4.dn_loss_iou: 0.3473 2023/02/28 17:58:54 - mmengine - INFO - Epoch(train) [6][5650/7393] lr: 1.0000e-04 eta: 11:04:29 time: 0.8704 data_time: 0.0059 memory: 26275 grad_norm: 32.9592 loss: 11.3766 loss_cls: 0.2715 loss_bbox: 0.1744 loss_iou: 0.4335 d0.loss_cls: 0.3367 d0.loss_bbox: 0.1841 d0.loss_iou: 0.4634 d1.loss_cls: 0.2954 d1.loss_bbox: 0.1845 d1.loss_iou: 0.4541 d2.loss_cls: 0.2865 d2.loss_bbox: 0.1759 d2.loss_iou: 0.4374 d3.loss_cls: 0.2741 d3.loss_bbox: 0.1757 d3.loss_iou: 0.4367 d4.loss_cls: 0.2713 d4.loss_bbox: 0.1759 d4.loss_iou: 0.4355 enc_loss_cls: 0.3159 enc_loss_bbox: 0.2191 enc_loss_iou: 0.5127 dn_loss_cls: 0.0411 dn_loss_bbox: 0.2905 dn_loss_iou: 0.4234 d0.dn_loss_cls: 0.0725 d0.dn_loss_bbox: 0.3865 d0.dn_loss_iou: 0.5508 d1.dn_loss_cls: 0.0508 d1.dn_loss_bbox: 0.3135 d1.dn_loss_iou: 0.4514 d2.dn_loss_cls: 0.0441 d2.dn_loss_bbox: 0.2943 d2.dn_loss_iou: 0.4309 d3.dn_loss_cls: 0.0417 d3.dn_loss_bbox: 0.2911 d3.dn_loss_iou: 0.4246 d4.dn_loss_cls: 0.0407 d4.dn_loss_bbox: 0.2906 d4.dn_loss_iou: 0.4237 2023/02/28 17:59:37 - mmengine - INFO - Epoch(train) [6][5700/7393] lr: 1.0000e-04 eta: 11:03:46 time: 0.8677 data_time: 0.0055 memory: 26735 grad_norm: 32.5151 loss: 9.9455 loss_cls: 0.2226 loss_bbox: 0.1611 loss_iou: 0.3898 d0.loss_cls: 0.2928 d0.loss_bbox: 0.1633 d0.loss_iou: 0.4141 d1.loss_cls: 0.2584 d1.loss_bbox: 0.1577 d1.loss_iou: 0.3904 d2.loss_cls: 0.2431 d2.loss_bbox: 0.1574 d2.loss_iou: 0.3873 d3.loss_cls: 0.2291 d3.loss_bbox: 0.1592 d3.loss_iou: 0.3903 d4.loss_cls: 0.2227 d4.loss_bbox: 0.1612 d4.loss_iou: 0.3913 enc_loss_cls: 0.2782 enc_loss_bbox: 0.2024 enc_loss_iou: 0.4679 dn_loss_cls: 0.0331 dn_loss_bbox: 0.2437 dn_loss_iou: 0.3596 d0.dn_loss_cls: 0.0658 d0.dn_loss_bbox: 0.3747 d0.dn_loss_iou: 0.4990 d1.dn_loss_cls: 0.0436 d1.dn_loss_bbox: 0.2690 d1.dn_loss_iou: 0.3897 d2.dn_loss_cls: 0.0373 d2.dn_loss_bbox: 0.2472 d2.dn_loss_iou: 0.3664 d3.dn_loss_cls: 0.0346 d3.dn_loss_bbox: 0.2434 d3.dn_loss_iou: 0.3614 d4.dn_loss_cls: 0.0333 d4.dn_loss_bbox: 0.2436 d4.dn_loss_iou: 0.3596 2023/02/28 18:00:20 - mmengine - INFO - Epoch(train) [6][5750/7393] lr: 1.0000e-04 eta: 11:03:03 time: 0.8683 data_time: 0.0051 memory: 27429 grad_norm: 38.6115 loss: 9.3134 loss_cls: 0.2124 loss_bbox: 0.1412 loss_iou: 0.3711 d0.loss_cls: 0.2735 d0.loss_bbox: 0.1456 d0.loss_iou: 0.3917 d1.loss_cls: 0.2391 d1.loss_bbox: 0.1424 d1.loss_iou: 0.3742 d2.loss_cls: 0.2234 d2.loss_bbox: 0.1412 d2.loss_iou: 0.3715 d3.loss_cls: 0.2174 d3.loss_bbox: 0.1406 d3.loss_iou: 0.3717 d4.loss_cls: 0.2128 d4.loss_bbox: 0.1418 d4.loss_iou: 0.3697 enc_loss_cls: 0.2592 enc_loss_bbox: 0.1723 enc_loss_iou: 0.4386 dn_loss_cls: 0.0258 dn_loss_bbox: 0.2228 dn_loss_iou: 0.3542 d0.dn_loss_cls: 0.0586 d0.dn_loss_bbox: 0.3297 d0.dn_loss_iou: 0.4841 d1.dn_loss_cls: 0.0359 d1.dn_loss_bbox: 0.2411 d1.dn_loss_iou: 0.3823 d2.dn_loss_cls: 0.0293 d2.dn_loss_bbox: 0.2265 d2.dn_loss_iou: 0.3619 d3.dn_loss_cls: 0.0271 d3.dn_loss_bbox: 0.2232 d3.dn_loss_iou: 0.3561 d4.dn_loss_cls: 0.0260 d4.dn_loss_bbox: 0.2228 d4.dn_loss_iou: 0.3545 2023/02/28 18:01:03 - mmengine - INFO - Epoch(train) [6][5800/7393] lr: 1.0000e-04 eta: 11:02:19 time: 0.8556 data_time: 0.0052 memory: 27598 grad_norm: 29.6432 loss: 10.2879 loss_cls: 0.2361 loss_bbox: 0.1718 loss_iou: 0.4094 d0.loss_cls: 0.2930 d0.loss_bbox: 0.1776 d0.loss_iou: 0.4261 d1.loss_cls: 0.2561 d1.loss_bbox: 0.1788 d1.loss_iou: 0.4191 d2.loss_cls: 0.2444 d2.loss_bbox: 0.1765 d2.loss_iou: 0.4100 d3.loss_cls: 0.2372 d3.loss_bbox: 0.1766 d3.loss_iou: 0.4112 d4.loss_cls: 0.2374 d4.loss_bbox: 0.1731 d4.loss_iou: 0.4085 enc_loss_cls: 0.2852 enc_loss_bbox: 0.2076 enc_loss_iou: 0.4814 dn_loss_cls: 0.0341 dn_loss_bbox: 0.2437 dn_loss_iou: 0.3772 d0.dn_loss_cls: 0.0672 d0.dn_loss_bbox: 0.3490 d0.dn_loss_iou: 0.5032 d1.dn_loss_cls: 0.0437 d1.dn_loss_bbox: 0.2652 d1.dn_loss_iou: 0.4057 d2.dn_loss_cls: 0.0371 d2.dn_loss_bbox: 0.2473 d2.dn_loss_iou: 0.3844 d3.dn_loss_cls: 0.0344 d3.dn_loss_bbox: 0.2444 d3.dn_loss_iou: 0.3786 d4.dn_loss_cls: 0.0340 d4.dn_loss_bbox: 0.2439 d4.dn_loss_iou: 0.3776 2023/02/28 18:01:47 - mmengine - INFO - Epoch(train) [6][5850/7393] lr: 1.0000e-04 eta: 11:01:36 time: 0.8758 data_time: 0.0051 memory: 34367 grad_norm: 33.2891 loss: 8.7090 loss_cls: 0.1769 loss_bbox: 0.1426 loss_iou: 0.2933 d0.loss_cls: 0.2326 d0.loss_bbox: 0.1501 d0.loss_iou: 0.3066 d1.loss_cls: 0.2004 d1.loss_bbox: 0.1454 d1.loss_iou: 0.2972 d2.loss_cls: 0.1871 d2.loss_bbox: 0.1436 d2.loss_iou: 0.2953 d3.loss_cls: 0.1841 d3.loss_bbox: 0.1418 d3.loss_iou: 0.2917 d4.loss_cls: 0.1780 d4.loss_bbox: 0.1425 d4.loss_iou: 0.2939 enc_loss_cls: 0.2221 enc_loss_bbox: 0.1764 enc_loss_iou: 0.3505 dn_loss_cls: 0.0247 dn_loss_bbox: 0.2681 dn_loss_iou: 0.3278 d0.dn_loss_cls: 0.0602 d0.dn_loss_bbox: 0.4171 d0.dn_loss_iou: 0.4674 d1.dn_loss_cls: 0.0353 d1.dn_loss_bbox: 0.3078 d1.dn_loss_iou: 0.3632 d2.dn_loss_cls: 0.0287 d2.dn_loss_bbox: 0.2752 d2.dn_loss_iou: 0.3357 d3.dn_loss_cls: 0.0261 d3.dn_loss_bbox: 0.2692 d3.dn_loss_iou: 0.3298 d4.dn_loss_cls: 0.0249 d4.dn_loss_bbox: 0.2677 d4.dn_loss_iou: 0.3281 2023/02/28 18:02:30 - mmengine - INFO - Epoch(train) [6][5900/7393] lr: 1.0000e-04 eta: 11:00:53 time: 0.8672 data_time: 0.0053 memory: 27184 grad_norm: 39.8263 loss: 9.8636 loss_cls: 0.2132 loss_bbox: 0.1620 loss_iou: 0.3756 d0.loss_cls: 0.2833 d0.loss_bbox: 0.1597 d0.loss_iou: 0.3799 d1.loss_cls: 0.2492 d1.loss_bbox: 0.1586 d1.loss_iou: 0.3768 d2.loss_cls: 0.2291 d2.loss_bbox: 0.1598 d2.loss_iou: 0.3735 d3.loss_cls: 0.2187 d3.loss_bbox: 0.1606 d3.loss_iou: 0.3745 d4.loss_cls: 0.2155 d4.loss_bbox: 0.1616 d4.loss_iou: 0.3756 enc_loss_cls: 0.2623 enc_loss_bbox: 0.1976 enc_loss_iou: 0.4410 dn_loss_cls: 0.0306 dn_loss_bbox: 0.2518 dn_loss_iou: 0.3716 d0.dn_loss_cls: 0.0667 d0.dn_loss_bbox: 0.3837 d0.dn_loss_iou: 0.5114 d1.dn_loss_cls: 0.0429 d1.dn_loss_bbox: 0.2849 d1.dn_loss_iou: 0.4052 d2.dn_loss_cls: 0.0352 d2.dn_loss_bbox: 0.2591 d2.dn_loss_iou: 0.3796 d3.dn_loss_cls: 0.0325 d3.dn_loss_bbox: 0.2528 d3.dn_loss_iou: 0.3729 d4.dn_loss_cls: 0.0309 d4.dn_loss_bbox: 0.2520 d4.dn_loss_iou: 0.3719 2023/02/28 18:03:14 - mmengine - INFO - Epoch(train) [6][5950/7393] lr: 1.0000e-04 eta: 11:00:10 time: 0.8645 data_time: 0.0053 memory: 29182 grad_norm: 33.7985 loss: 10.0366 loss_cls: 0.2249 loss_bbox: 0.1650 loss_iou: 0.3889 d0.loss_cls: 0.2866 d0.loss_bbox: 0.1758 d0.loss_iou: 0.4049 d1.loss_cls: 0.2480 d1.loss_bbox: 0.1741 d1.loss_iou: 0.3938 d2.loss_cls: 0.2298 d2.loss_bbox: 0.1701 d2.loss_iou: 0.3939 d3.loss_cls: 0.2243 d3.loss_bbox: 0.1703 d3.loss_iou: 0.3926 d4.loss_cls: 0.2241 d4.loss_bbox: 0.1656 d4.loss_iou: 0.3908 enc_loss_cls: 0.2696 enc_loss_bbox: 0.2067 enc_loss_iou: 0.4580 dn_loss_cls: 0.0326 dn_loss_bbox: 0.2491 dn_loss_iou: 0.3565 d0.dn_loss_cls: 0.0699 d0.dn_loss_bbox: 0.3952 d0.dn_loss_iou: 0.5065 d1.dn_loss_cls: 0.0443 d1.dn_loss_bbox: 0.2855 d1.dn_loss_iou: 0.3952 d2.dn_loss_cls: 0.0365 d2.dn_loss_bbox: 0.2589 d2.dn_loss_iou: 0.3666 d3.dn_loss_cls: 0.0337 d3.dn_loss_bbox: 0.2512 d3.dn_loss_iou: 0.3590 d4.dn_loss_cls: 0.0323 d4.dn_loss_bbox: 0.2494 d4.dn_loss_iou: 0.3567 2023/02/28 18:03:58 - mmengine - INFO - Epoch(train) [6][6000/7393] lr: 1.0000e-04 eta: 10:59:28 time: 0.8871 data_time: 0.0051 memory: 26633 grad_norm: 33.8261 loss: 10.4686 loss_cls: 0.2381 loss_bbox: 0.1854 loss_iou: 0.3994 d0.loss_cls: 0.3023 d0.loss_bbox: 0.1878 d0.loss_iou: 0.4121 d1.loss_cls: 0.2624 d1.loss_bbox: 0.1807 d1.loss_iou: 0.4020 d2.loss_cls: 0.2472 d2.loss_bbox: 0.1870 d2.loss_iou: 0.4044 d3.loss_cls: 0.2367 d3.loss_bbox: 0.1912 d3.loss_iou: 0.4049 d4.loss_cls: 0.2382 d4.loss_bbox: 0.1849 d4.loss_iou: 0.3980 enc_loss_cls: 0.2871 enc_loss_bbox: 0.2204 enc_loss_iou: 0.4661 dn_loss_cls: 0.0326 dn_loss_bbox: 0.2790 dn_loss_iou: 0.3629 d0.dn_loss_cls: 0.0679 d0.dn_loss_bbox: 0.4061 d0.dn_loss_iou: 0.4971 d1.dn_loss_cls: 0.0424 d1.dn_loss_bbox: 0.3072 d1.dn_loss_iou: 0.3945 d2.dn_loss_cls: 0.0357 d2.dn_loss_bbox: 0.2833 d2.dn_loss_iou: 0.3707 d3.dn_loss_cls: 0.0336 d3.dn_loss_bbox: 0.2803 d3.dn_loss_iou: 0.3649 d4.dn_loss_cls: 0.0326 d4.dn_loss_bbox: 0.2788 d4.dn_loss_iou: 0.3629 2023/02/28 18:04:29 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 18:04:42 - mmengine - INFO - Epoch(train) [6][6050/7393] lr: 1.0000e-04 eta: 10:58:46 time: 0.8850 data_time: 0.0053 memory: 28722 grad_norm: 32.6019 loss: 9.9749 loss_cls: 0.2455 loss_bbox: 0.1671 loss_iou: 0.3751 d0.loss_cls: 0.3114 d0.loss_bbox: 0.1769 d0.loss_iou: 0.3959 d1.loss_cls: 0.2689 d1.loss_bbox: 0.1679 d1.loss_iou: 0.3803 d2.loss_cls: 0.2529 d2.loss_bbox: 0.1690 d2.loss_iou: 0.3788 d3.loss_cls: 0.2471 d3.loss_bbox: 0.1664 d3.loss_iou: 0.3769 d4.loss_cls: 0.2440 d4.loss_bbox: 0.1677 d4.loss_iou: 0.3759 enc_loss_cls: 0.2990 enc_loss_bbox: 0.2178 enc_loss_iou: 0.4637 dn_loss_cls: 0.0346 dn_loss_bbox: 0.2431 dn_loss_iou: 0.3446 d0.dn_loss_cls: 0.0683 d0.dn_loss_bbox: 0.3669 d0.dn_loss_iou: 0.4793 d1.dn_loss_cls: 0.0451 d1.dn_loss_bbox: 0.2735 d1.dn_loss_iou: 0.3798 d2.dn_loss_cls: 0.0381 d2.dn_loss_bbox: 0.2494 d2.dn_loss_iou: 0.3551 d3.dn_loss_cls: 0.0357 d3.dn_loss_bbox: 0.2438 d3.dn_loss_iou: 0.3470 d4.dn_loss_cls: 0.0343 d4.dn_loss_bbox: 0.2431 d4.dn_loss_iou: 0.3451 2023/02/28 18:05:26 - mmengine - INFO - Epoch(train) [6][6100/7393] lr: 1.0000e-04 eta: 10:58:03 time: 0.8805 data_time: 0.0051 memory: 30581 grad_norm: 33.4670 loss: 9.2280 loss_cls: 0.1842 loss_bbox: 0.1495 loss_iou: 0.3395 d0.loss_cls: 0.2462 d0.loss_bbox: 0.1562 d0.loss_iou: 0.3598 d1.loss_cls: 0.2090 d1.loss_bbox: 0.1516 d1.loss_iou: 0.3486 d2.loss_cls: 0.1966 d2.loss_bbox: 0.1514 d2.loss_iou: 0.3400 d3.loss_cls: 0.1837 d3.loss_bbox: 0.1542 d3.loss_iou: 0.3427 d4.loss_cls: 0.1855 d4.loss_bbox: 0.1496 d4.loss_iou: 0.3405 enc_loss_cls: 0.2330 enc_loss_bbox: 0.1843 enc_loss_iou: 0.4101 dn_loss_cls: 0.0238 dn_loss_bbox: 0.2646 dn_loss_iou: 0.3431 d0.dn_loss_cls: 0.0587 d0.dn_loss_bbox: 0.3991 d0.dn_loss_iou: 0.4877 d1.dn_loss_cls: 0.0355 d1.dn_loss_bbox: 0.2984 d1.dn_loss_iou: 0.3763 d2.dn_loss_cls: 0.0280 d2.dn_loss_bbox: 0.2726 d2.dn_loss_iou: 0.3525 d3.dn_loss_cls: 0.0258 d3.dn_loss_bbox: 0.2664 d3.dn_loss_iou: 0.3460 d4.dn_loss_cls: 0.0245 d4.dn_loss_bbox: 0.2651 d4.dn_loss_iou: 0.3437 2023/02/28 18:06:10 - mmengine - INFO - Epoch(train) [6][6150/7393] lr: 1.0000e-04 eta: 10:57:21 time: 0.8797 data_time: 0.0050 memory: 30005 grad_norm: 49.8796 loss: 9.3402 loss_cls: 0.2032 loss_bbox: 0.1532 loss_iou: 0.3513 d0.loss_cls: 0.2541 d0.loss_bbox: 0.1591 d0.loss_iou: 0.3675 d1.loss_cls: 0.2228 d1.loss_bbox: 0.1591 d1.loss_iou: 0.3592 d2.loss_cls: 0.2099 d2.loss_bbox: 0.1541 d2.loss_iou: 0.3551 d3.loss_cls: 0.2054 d3.loss_bbox: 0.1534 d3.loss_iou: 0.3529 d4.loss_cls: 0.2017 d4.loss_bbox: 0.1541 d4.loss_iou: 0.3523 enc_loss_cls: 0.2522 enc_loss_bbox: 0.1844 enc_loss_iou: 0.4097 dn_loss_cls: 0.0283 dn_loss_bbox: 0.2549 dn_loss_iou: 0.3519 d0.dn_loss_cls: 0.0624 d0.dn_loss_bbox: 0.3491 d0.dn_loss_iou: 0.4653 d1.dn_loss_cls: 0.0391 d1.dn_loss_bbox: 0.2763 d1.dn_loss_iou: 0.3781 d2.dn_loss_cls: 0.0327 d2.dn_loss_bbox: 0.2575 d2.dn_loss_iou: 0.3580 d3.dn_loss_cls: 0.0302 d3.dn_loss_bbox: 0.2550 d3.dn_loss_iou: 0.3523 d4.dn_loss_cls: 0.0285 d4.dn_loss_bbox: 0.2543 d4.dn_loss_iou: 0.3515 2023/02/28 18:06:53 - mmengine - INFO - Epoch(train) [6][6200/7393] lr: 1.0000e-04 eta: 10:56:37 time: 0.8587 data_time: 0.0051 memory: 27598 grad_norm: 34.4437 loss: 9.6697 loss_cls: 0.2149 loss_bbox: 0.1621 loss_iou: 0.3473 d0.loss_cls: 0.2682 d0.loss_bbox: 0.1669 d0.loss_iou: 0.3637 d1.loss_cls: 0.2362 d1.loss_bbox: 0.1677 d1.loss_iou: 0.3486 d2.loss_cls: 0.2264 d2.loss_bbox: 0.1626 d2.loss_iou: 0.3456 d3.loss_cls: 0.2179 d3.loss_bbox: 0.1635 d3.loss_iou: 0.3466 d4.loss_cls: 0.2138 d4.loss_bbox: 0.1628 d4.loss_iou: 0.3480 enc_loss_cls: 0.2594 enc_loss_bbox: 0.1987 enc_loss_iou: 0.4080 dn_loss_cls: 0.0334 dn_loss_bbox: 0.2559 dn_loss_iou: 0.3677 d0.dn_loss_cls: 0.0685 d0.dn_loss_bbox: 0.3784 d0.dn_loss_iou: 0.5112 d1.dn_loss_cls: 0.0441 d1.dn_loss_bbox: 0.2847 d1.dn_loss_iou: 0.4020 d2.dn_loss_cls: 0.0383 d2.dn_loss_bbox: 0.2607 d2.dn_loss_iou: 0.3758 d3.dn_loss_cls: 0.0356 d3.dn_loss_bbox: 0.2573 d3.dn_loss_iou: 0.3696 d4.dn_loss_cls: 0.0337 d4.dn_loss_bbox: 0.2560 d4.dn_loss_iou: 0.3680 2023/02/28 18:07:37 - mmengine - INFO - Epoch(train) [6][6250/7393] lr: 1.0000e-04 eta: 10:55:55 time: 0.8732 data_time: 0.0051 memory: 29182 grad_norm: 36.1397 loss: 9.3142 loss_cls: 0.2052 loss_bbox: 0.1525 loss_iou: 0.3292 d0.loss_cls: 0.2636 d0.loss_bbox: 0.1616 d0.loss_iou: 0.3448 d1.loss_cls: 0.2276 d1.loss_bbox: 0.1578 d1.loss_iou: 0.3382 d2.loss_cls: 0.2141 d2.loss_bbox: 0.1546 d2.loss_iou: 0.3308 d3.loss_cls: 0.2064 d3.loss_bbox: 0.1564 d3.loss_iou: 0.3333 d4.loss_cls: 0.2057 d4.loss_bbox: 0.1540 d4.loss_iou: 0.3304 enc_loss_cls: 0.2530 enc_loss_bbox: 0.1846 enc_loss_iou: 0.3863 dn_loss_cls: 0.0317 dn_loss_bbox: 0.2611 dn_loss_iou: 0.3458 d0.dn_loss_cls: 0.0672 d0.dn_loss_bbox: 0.3849 d0.dn_loss_iou: 0.4834 d1.dn_loss_cls: 0.0425 d1.dn_loss_bbox: 0.2917 d1.dn_loss_iou: 0.3776 d2.dn_loss_cls: 0.0363 d2.dn_loss_bbox: 0.2674 d2.dn_loss_iou: 0.3536 d3.dn_loss_cls: 0.0335 d3.dn_loss_bbox: 0.2621 d3.dn_loss_iou: 0.3470 d4.dn_loss_cls: 0.0316 d4.dn_loss_bbox: 0.2611 d4.dn_loss_iou: 0.3457 2023/02/28 18:08:20 - mmengine - INFO - Epoch(train) [6][6300/7393] lr: 1.0000e-04 eta: 10:55:11 time: 0.8659 data_time: 0.0057 memory: 30965 grad_norm: 31.8282 loss: 9.5574 loss_cls: 0.1829 loss_bbox: 0.1509 loss_iou: 0.3361 d0.loss_cls: 0.2314 d0.loss_bbox: 0.1569 d0.loss_iou: 0.3532 d1.loss_cls: 0.2038 d1.loss_bbox: 0.1511 d1.loss_iou: 0.3471 d2.loss_cls: 0.1932 d2.loss_bbox: 0.1499 d2.loss_iou: 0.3384 d3.loss_cls: 0.1845 d3.loss_bbox: 0.1506 d3.loss_iou: 0.3400 d4.loss_cls: 0.1820 d4.loss_bbox: 0.1501 d4.loss_iou: 0.3375 enc_loss_cls: 0.2250 enc_loss_bbox: 0.1800 enc_loss_iou: 0.3883 dn_loss_cls: 0.0310 dn_loss_bbox: 0.2910 dn_loss_iou: 0.3851 d0.dn_loss_cls: 0.0677 d0.dn_loss_bbox: 0.4130 d0.dn_loss_iou: 0.5169 d1.dn_loss_cls: 0.0426 d1.dn_loss_bbox: 0.3167 d1.dn_loss_iou: 0.4147 d2.dn_loss_cls: 0.0351 d2.dn_loss_bbox: 0.2971 d2.dn_loss_iou: 0.3929 d3.dn_loss_cls: 0.0326 d3.dn_loss_bbox: 0.2925 d3.dn_loss_iou: 0.3874 d4.dn_loss_cls: 0.0317 d4.dn_loss_bbox: 0.2911 d4.dn_loss_iou: 0.3854 2023/02/28 18:09:04 - mmengine - INFO - Epoch(train) [6][6350/7393] lr: 1.0000e-04 eta: 10:54:28 time: 0.8705 data_time: 0.0057 memory: 26789 grad_norm: 31.2889 loss: 9.6566 loss_cls: 0.2034 loss_bbox: 0.1672 loss_iou: 0.3470 d0.loss_cls: 0.2678 d0.loss_bbox: 0.1714 d0.loss_iou: 0.3625 d1.loss_cls: 0.2290 d1.loss_bbox: 0.1679 d1.loss_iou: 0.3518 d2.loss_cls: 0.2138 d2.loss_bbox: 0.1709 d2.loss_iou: 0.3484 d3.loss_cls: 0.2096 d3.loss_bbox: 0.1678 d3.loss_iou: 0.3442 d4.loss_cls: 0.2066 d4.loss_bbox: 0.1672 d4.loss_iou: 0.3465 enc_loss_cls: 0.2527 enc_loss_bbox: 0.2017 enc_loss_iou: 0.4101 dn_loss_cls: 0.0333 dn_loss_bbox: 0.2663 dn_loss_iou: 0.3615 d0.dn_loss_cls: 0.0658 d0.dn_loss_bbox: 0.3899 d0.dn_loss_iou: 0.4953 d1.dn_loss_cls: 0.0428 d1.dn_loss_bbox: 0.2917 d1.dn_loss_iou: 0.3932 d2.dn_loss_cls: 0.0366 d2.dn_loss_bbox: 0.2736 d2.dn_loss_iou: 0.3714 d3.dn_loss_cls: 0.0343 d3.dn_loss_bbox: 0.2681 d3.dn_loss_iou: 0.3637 d4.dn_loss_cls: 0.0333 d4.dn_loss_bbox: 0.2666 d4.dn_loss_iou: 0.3617 2023/02/28 18:09:47 - mmengine - INFO - Epoch(train) [6][6400/7393] lr: 1.0000e-04 eta: 10:53:46 time: 0.8735 data_time: 0.0057 memory: 26557 grad_norm: 39.3099 loss: 9.4794 loss_cls: 0.2017 loss_bbox: 0.1510 loss_iou: 0.3015 d0.loss_cls: 0.2628 d0.loss_bbox: 0.1577 d0.loss_iou: 0.3178 d1.loss_cls: 0.2212 d1.loss_bbox: 0.1618 d1.loss_iou: 0.3178 d2.loss_cls: 0.2115 d2.loss_bbox: 0.1524 d2.loss_iou: 0.3071 d3.loss_cls: 0.2075 d3.loss_bbox: 0.1518 d3.loss_iou: 0.3038 d4.loss_cls: 0.2012 d4.loss_bbox: 0.1523 d4.loss_iou: 0.3056 enc_loss_cls: 0.2465 enc_loss_bbox: 0.2031 enc_loss_iou: 0.3800 dn_loss_cls: 0.0330 dn_loss_bbox: 0.2922 dn_loss_iou: 0.3619 d0.dn_loss_cls: 0.0705 d0.dn_loss_bbox: 0.4371 d0.dn_loss_iou: 0.5052 d1.dn_loss_cls: 0.0454 d1.dn_loss_bbox: 0.3265 d1.dn_loss_iou: 0.3973 d2.dn_loss_cls: 0.0378 d2.dn_loss_bbox: 0.3005 d2.dn_loss_iou: 0.3719 d3.dn_loss_cls: 0.0358 d3.dn_loss_bbox: 0.2947 d3.dn_loss_iou: 0.3651 d4.dn_loss_cls: 0.0337 d4.dn_loss_bbox: 0.2926 d4.dn_loss_iou: 0.3623 2023/02/28 18:10:31 - mmengine - INFO - Epoch(train) [6][6450/7393] lr: 1.0000e-04 eta: 10:53:02 time: 0.8653 data_time: 0.0058 memory: 27849 grad_norm: 34.6709 loss: 10.9902 loss_cls: 0.2508 loss_bbox: 0.1793 loss_iou: 0.4457 d0.loss_cls: 0.3066 d0.loss_bbox: 0.1858 d0.loss_iou: 0.4549 d1.loss_cls: 0.2764 d1.loss_bbox: 0.1853 d1.loss_iou: 0.4484 d2.loss_cls: 0.2669 d2.loss_bbox: 0.1793 d2.loss_iou: 0.4432 d3.loss_cls: 0.2588 d3.loss_bbox: 0.1812 d3.loss_iou: 0.4428 d4.loss_cls: 0.2538 d4.loss_bbox: 0.1774 d4.loss_iou: 0.4447 enc_loss_cls: 0.3012 enc_loss_bbox: 0.2103 enc_loss_iou: 0.4976 dn_loss_cls: 0.0327 dn_loss_bbox: 0.2747 dn_loss_iou: 0.3959 d0.dn_loss_cls: 0.0671 d0.dn_loss_bbox: 0.3963 d0.dn_loss_iou: 0.5180 d1.dn_loss_cls: 0.0447 d1.dn_loss_bbox: 0.3065 d1.dn_loss_iou: 0.4295 d2.dn_loss_cls: 0.0373 d2.dn_loss_bbox: 0.2813 d2.dn_loss_iou: 0.4050 d3.dn_loss_cls: 0.0349 d3.dn_loss_bbox: 0.2752 d3.dn_loss_iou: 0.3971 d4.dn_loss_cls: 0.0328 d4.dn_loss_bbox: 0.2747 d4.dn_loss_iou: 0.3961 2023/02/28 18:11:13 - mmengine - INFO - Epoch(train) [6][6500/7393] lr: 1.0000e-04 eta: 10:52:18 time: 0.8501 data_time: 0.0057 memory: 27080 grad_norm: 36.3457 loss: 10.1465 loss_cls: 0.2336 loss_bbox: 0.1597 loss_iou: 0.3937 d0.loss_cls: 0.2898 d0.loss_bbox: 0.1663 d0.loss_iou: 0.3964 d1.loss_cls: 0.2569 d1.loss_bbox: 0.1667 d1.loss_iou: 0.3975 d2.loss_cls: 0.2471 d2.loss_bbox: 0.1600 d2.loss_iou: 0.3973 d3.loss_cls: 0.2385 d3.loss_bbox: 0.1579 d3.loss_iou: 0.3960 d4.loss_cls: 0.2337 d4.loss_bbox: 0.1587 d4.loss_iou: 0.3948 enc_loss_cls: 0.2789 enc_loss_bbox: 0.1938 enc_loss_iou: 0.4392 dn_loss_cls: 0.0313 dn_loss_bbox: 0.2711 dn_loss_iou: 0.3650 d0.dn_loss_cls: 0.0641 d0.dn_loss_bbox: 0.4000 d0.dn_loss_iou: 0.4928 d1.dn_loss_cls: 0.0407 d1.dn_loss_bbox: 0.3056 d1.dn_loss_iou: 0.3949 d2.dn_loss_cls: 0.0348 d2.dn_loss_bbox: 0.2776 d2.dn_loss_iou: 0.3730 d3.dn_loss_cls: 0.0321 d3.dn_loss_bbox: 0.2719 d3.dn_loss_iou: 0.3668 d4.dn_loss_cls: 0.0313 d4.dn_loss_bbox: 0.2714 d4.dn_loss_iou: 0.3654 2023/02/28 18:11:57 - mmengine - INFO - Epoch(train) [6][6550/7393] lr: 1.0000e-04 eta: 10:51:36 time: 0.8838 data_time: 0.0057 memory: 27484 grad_norm: 32.6060 loss: 10.0567 loss_cls: 0.2254 loss_bbox: 0.1782 loss_iou: 0.4094 d0.loss_cls: 0.2956 d0.loss_bbox: 0.1869 d0.loss_iou: 0.4362 d1.loss_cls: 0.2549 d1.loss_bbox: 0.1833 d1.loss_iou: 0.4148 d2.loss_cls: 0.2392 d2.loss_bbox: 0.1810 d2.loss_iou: 0.4113 d3.loss_cls: 0.2338 d3.loss_bbox: 0.1786 d3.loss_iou: 0.4085 d4.loss_cls: 0.2264 d4.loss_bbox: 0.1789 d4.loss_iou: 0.4113 enc_loss_cls: 0.2849 enc_loss_bbox: 0.2249 enc_loss_iou: 0.4894 dn_loss_cls: 0.0328 dn_loss_bbox: 0.2350 dn_loss_iou: 0.3374 d0.dn_loss_cls: 0.0645 d0.dn_loss_bbox: 0.3507 d0.dn_loss_iou: 0.4670 d1.dn_loss_cls: 0.0428 d1.dn_loss_bbox: 0.2638 d1.dn_loss_iou: 0.3692 d2.dn_loss_cls: 0.0368 d2.dn_loss_bbox: 0.2420 d2.dn_loss_iou: 0.3462 d3.dn_loss_cls: 0.0343 d3.dn_loss_bbox: 0.2358 d3.dn_loss_iou: 0.3390 d4.dn_loss_cls: 0.0334 d4.dn_loss_bbox: 0.2350 d4.dn_loss_iou: 0.3377 2023/02/28 18:12:41 - mmengine - INFO - Epoch(train) [6][6600/7393] lr: 1.0000e-04 eta: 10:50:54 time: 0.8782 data_time: 0.0057 memory: 28863 grad_norm: 40.3063 loss: 9.8676 loss_cls: 0.2386 loss_bbox: 0.1440 loss_iou: 0.3918 d0.loss_cls: 0.3005 d0.loss_bbox: 0.1497 d0.loss_iou: 0.4066 d1.loss_cls: 0.2638 d1.loss_bbox: 0.1461 d1.loss_iou: 0.3975 d2.loss_cls: 0.2489 d2.loss_bbox: 0.1468 d2.loss_iou: 0.3953 d3.loss_cls: 0.2442 d3.loss_bbox: 0.1436 d3.loss_iou: 0.3916 d4.loss_cls: 0.2415 d4.loss_bbox: 0.1437 d4.loss_iou: 0.3913 enc_loss_cls: 0.2987 enc_loss_bbox: 0.1813 enc_loss_iou: 0.4508 dn_loss_cls: 0.0400 dn_loss_bbox: 0.2218 dn_loss_iou: 0.3671 d0.dn_loss_cls: 0.0711 d0.dn_loss_bbox: 0.3365 d0.dn_loss_iou: 0.5022 d1.dn_loss_cls: 0.0499 d1.dn_loss_bbox: 0.2496 d1.dn_loss_iou: 0.4009 d2.dn_loss_cls: 0.0430 d2.dn_loss_bbox: 0.2297 d2.dn_loss_iou: 0.3762 d3.dn_loss_cls: 0.0405 d3.dn_loss_bbox: 0.2236 d3.dn_loss_iou: 0.3694 d4.dn_loss_cls: 0.0403 d4.dn_loss_bbox: 0.2221 d4.dn_loss_iou: 0.3674 2023/02/28 18:13:24 - mmengine - INFO - Epoch(train) [6][6650/7393] lr: 1.0000e-04 eta: 10:50:10 time: 0.8562 data_time: 0.0056 memory: 26735 grad_norm: 33.8889 loss: 8.6587 loss_cls: 0.1813 loss_bbox: 0.1437 loss_iou: 0.2981 d0.loss_cls: 0.2407 d0.loss_bbox: 0.1433 d0.loss_iou: 0.3048 d1.loss_cls: 0.2037 d1.loss_bbox: 0.1469 d1.loss_iou: 0.2995 d2.loss_cls: 0.1915 d2.loss_bbox: 0.1452 d2.loss_iou: 0.2994 d3.loss_cls: 0.1842 d3.loss_bbox: 0.1434 d3.loss_iou: 0.2982 d4.loss_cls: 0.1824 d4.loss_bbox: 0.1440 d4.loss_iou: 0.2983 enc_loss_cls: 0.2246 enc_loss_bbox: 0.1719 enc_loss_iou: 0.3497 dn_loss_cls: 0.0252 dn_loss_bbox: 0.2571 dn_loss_iou: 0.3299 d0.dn_loss_cls: 0.0565 d0.dn_loss_bbox: 0.3842 d0.dn_loss_iou: 0.4589 d1.dn_loss_cls: 0.0335 d1.dn_loss_bbox: 0.2891 d1.dn_loss_iou: 0.3631 d2.dn_loss_cls: 0.0287 d2.dn_loss_bbox: 0.2660 d2.dn_loss_iou: 0.3397 d3.dn_loss_cls: 0.0271 d3.dn_loss_bbox: 0.2594 d3.dn_loss_iou: 0.3321 d4.dn_loss_cls: 0.0260 d4.dn_loss_bbox: 0.2574 d4.dn_loss_iou: 0.3301 2023/02/28 18:14:07 - mmengine - INFO - Epoch(train) [6][6700/7393] lr: 1.0000e-04 eta: 10:49:26 time: 0.8618 data_time: 0.0057 memory: 27488 grad_norm: 34.2278 loss: 9.8465 loss_cls: 0.2150 loss_bbox: 0.1551 loss_iou: 0.3736 d0.loss_cls: 0.2762 d0.loss_bbox: 0.1636 d0.loss_iou: 0.3895 d1.loss_cls: 0.2399 d1.loss_bbox: 0.1604 d1.loss_iou: 0.3790 d2.loss_cls: 0.2221 d2.loss_bbox: 0.1604 d2.loss_iou: 0.3783 d3.loss_cls: 0.2178 d3.loss_bbox: 0.1543 d3.loss_iou: 0.3742 d4.loss_cls: 0.2177 d4.loss_bbox: 0.1534 d4.loss_iou: 0.3713 enc_loss_cls: 0.2661 enc_loss_bbox: 0.1934 enc_loss_iou: 0.4353 dn_loss_cls: 0.0329 dn_loss_bbox: 0.2703 dn_loss_iou: 0.3503 d0.dn_loss_cls: 0.0687 d0.dn_loss_bbox: 0.4164 d0.dn_loss_iou: 0.4914 d1.dn_loss_cls: 0.0433 d1.dn_loss_bbox: 0.3083 d1.dn_loss_iou: 0.3862 d2.dn_loss_cls: 0.0358 d2.dn_loss_bbox: 0.2769 d2.dn_loss_iou: 0.3603 d3.dn_loss_cls: 0.0332 d3.dn_loss_bbox: 0.2703 d3.dn_loss_iou: 0.3521 d4.dn_loss_cls: 0.0324 d4.dn_loss_bbox: 0.2706 d4.dn_loss_iou: 0.3506 2023/02/28 18:14:51 - mmengine - INFO - Epoch(train) [6][6750/7393] lr: 1.0000e-04 eta: 10:48:43 time: 0.8696 data_time: 0.0058 memory: 25135 grad_norm: 30.8525 loss: 10.5154 loss_cls: 0.2535 loss_bbox: 0.1666 loss_iou: 0.3808 d0.loss_cls: 0.3195 d0.loss_bbox: 0.1821 d0.loss_iou: 0.4047 d1.loss_cls: 0.2839 d1.loss_bbox: 0.1736 d1.loss_iou: 0.3913 d2.loss_cls: 0.2676 d2.loss_bbox: 0.1644 d2.loss_iou: 0.3829 d3.loss_cls: 0.2603 d3.loss_bbox: 0.1679 d3.loss_iou: 0.3836 d4.loss_cls: 0.2535 d4.loss_bbox: 0.1667 d4.loss_iou: 0.3844 enc_loss_cls: 0.3050 enc_loss_bbox: 0.2133 enc_loss_iou: 0.4606 dn_loss_cls: 0.0340 dn_loss_bbox: 0.2769 dn_loss_iou: 0.3748 d0.dn_loss_cls: 0.0731 d0.dn_loss_bbox: 0.4101 d0.dn_loss_iou: 0.5187 d1.dn_loss_cls: 0.0462 d1.dn_loss_bbox: 0.3144 d1.dn_loss_iou: 0.4115 d2.dn_loss_cls: 0.0389 d2.dn_loss_bbox: 0.2859 d2.dn_loss_iou: 0.3856 d3.dn_loss_cls: 0.0362 d3.dn_loss_bbox: 0.2788 d3.dn_loss_iou: 0.3779 d4.dn_loss_cls: 0.0341 d4.dn_loss_bbox: 0.2772 d4.dn_loss_iou: 0.3751 2023/02/28 18:15:34 - mmengine - INFO - Epoch(train) [6][6800/7393] lr: 1.0000e-04 eta: 10:48:01 time: 0.8719 data_time: 0.0053 memory: 27689 grad_norm: 35.8840 loss: 8.9541 loss_cls: 0.2012 loss_bbox: 0.1402 loss_iou: 0.3204 d0.loss_cls: 0.2524 d0.loss_bbox: 0.1465 d0.loss_iou: 0.3437 d1.loss_cls: 0.2235 d1.loss_bbox: 0.1431 d1.loss_iou: 0.3330 d2.loss_cls: 0.2124 d2.loss_bbox: 0.1380 d2.loss_iou: 0.3234 d3.loss_cls: 0.2042 d3.loss_bbox: 0.1407 d3.loss_iou: 0.3216 d4.loss_cls: 0.2014 d4.loss_bbox: 0.1408 d4.loss_iou: 0.3219 enc_loss_cls: 0.2502 enc_loss_bbox: 0.1688 enc_loss_iou: 0.3823 dn_loss_cls: 0.0272 dn_loss_bbox: 0.2415 dn_loss_iou: 0.3408 d0.dn_loss_cls: 0.0604 d0.dn_loss_bbox: 0.3659 d0.dn_loss_iou: 0.4708 d1.dn_loss_cls: 0.0371 d1.dn_loss_bbox: 0.2738 d1.dn_loss_iou: 0.3739 d2.dn_loss_cls: 0.0310 d2.dn_loss_bbox: 0.2474 d2.dn_loss_iou: 0.3489 d3.dn_loss_cls: 0.0292 d3.dn_loss_bbox: 0.2429 d3.dn_loss_iou: 0.3433 d4.dn_loss_cls: 0.0277 d4.dn_loss_bbox: 0.2415 d4.dn_loss_iou: 0.3410 2023/02/28 18:16:18 - mmengine - INFO - Epoch(train) [6][6850/7393] lr: 1.0000e-04 eta: 10:47:18 time: 0.8762 data_time: 0.0052 memory: 26767 grad_norm: 39.1621 loss: 9.9262 loss_cls: 0.2157 loss_bbox: 0.1624 loss_iou: 0.3585 d0.loss_cls: 0.2749 d0.loss_bbox: 0.1597 d0.loss_iou: 0.3708 d1.loss_cls: 0.2412 d1.loss_bbox: 0.1606 d1.loss_iou: 0.3647 d2.loss_cls: 0.2292 d2.loss_bbox: 0.1554 d2.loss_iou: 0.3593 d3.loss_cls: 0.2179 d3.loss_bbox: 0.1627 d3.loss_iou: 0.3567 d4.loss_cls: 0.2146 d4.loss_bbox: 0.1637 d4.loss_iou: 0.3586 enc_loss_cls: 0.2618 enc_loss_bbox: 0.1935 enc_loss_iou: 0.4236 dn_loss_cls: 0.0348 dn_loss_bbox: 0.2691 dn_loss_iou: 0.3931 d0.dn_loss_cls: 0.0651 d0.dn_loss_bbox: 0.3697 d0.dn_loss_iou: 0.5170 d1.dn_loss_cls: 0.0444 d1.dn_loss_bbox: 0.2913 d1.dn_loss_iou: 0.4241 d2.dn_loss_cls: 0.0375 d2.dn_loss_bbox: 0.2746 d2.dn_loss_iou: 0.4023 d3.dn_loss_cls: 0.0353 d3.dn_loss_bbox: 0.2698 d3.dn_loss_iou: 0.3957 d4.dn_loss_cls: 0.0344 d4.dn_loss_bbox: 0.2690 d4.dn_loss_iou: 0.3934 2023/02/28 18:17:01 - mmengine - INFO - Epoch(train) [6][6900/7393] lr: 1.0000e-04 eta: 10:46:34 time: 0.8566 data_time: 0.0052 memory: 27080 grad_norm: 30.8678 loss: 10.2205 loss_cls: 0.2302 loss_bbox: 0.1673 loss_iou: 0.3836 d0.loss_cls: 0.3009 d0.loss_bbox: 0.1738 d0.loss_iou: 0.4021 d1.loss_cls: 0.2586 d1.loss_bbox: 0.1735 d1.loss_iou: 0.3895 d2.loss_cls: 0.2463 d2.loss_bbox: 0.1636 d2.loss_iou: 0.3859 d3.loss_cls: 0.2392 d3.loss_bbox: 0.1640 d3.loss_iou: 0.3838 d4.loss_cls: 0.2303 d4.loss_bbox: 0.1679 d4.loss_iou: 0.3853 enc_loss_cls: 0.2813 enc_loss_bbox: 0.2038 enc_loss_iou: 0.4477 dn_loss_cls: 0.0324 dn_loss_bbox: 0.2628 dn_loss_iou: 0.3799 d0.dn_loss_cls: 0.0685 d0.dn_loss_bbox: 0.3783 d0.dn_loss_iou: 0.5221 d1.dn_loss_cls: 0.0440 d1.dn_loss_bbox: 0.2883 d1.dn_loss_iou: 0.4125 d2.dn_loss_cls: 0.0374 d2.dn_loss_bbox: 0.2698 d2.dn_loss_iou: 0.3894 d3.dn_loss_cls: 0.0345 d3.dn_loss_bbox: 0.2641 d3.dn_loss_iou: 0.3820 d4.dn_loss_cls: 0.0331 d4.dn_loss_bbox: 0.2628 d4.dn_loss_iou: 0.3801 2023/02/28 18:17:44 - mmengine - INFO - Epoch(train) [6][6950/7393] lr: 1.0000e-04 eta: 10:45:51 time: 0.8714 data_time: 0.0051 memory: 30913 grad_norm: 42.9319 loss: 9.0035 loss_cls: 0.1903 loss_bbox: 0.1367 loss_iou: 0.3144 d0.loss_cls: 0.2393 d0.loss_bbox: 0.1437 d0.loss_iou: 0.3382 d1.loss_cls: 0.2029 d1.loss_bbox: 0.1434 d1.loss_iou: 0.3284 d2.loss_cls: 0.1971 d2.loss_bbox: 0.1384 d2.loss_iou: 0.3191 d3.loss_cls: 0.1918 d3.loss_bbox: 0.1366 d3.loss_iou: 0.3170 d4.loss_cls: 0.1887 d4.loss_bbox: 0.1362 d4.loss_iou: 0.3165 enc_loss_cls: 0.2348 enc_loss_bbox: 0.1685 enc_loss_iou: 0.3741 dn_loss_cls: 0.0290 dn_loss_bbox: 0.2638 dn_loss_iou: 0.3531 d0.dn_loss_cls: 0.0616 d0.dn_loss_bbox: 0.3869 d0.dn_loss_iou: 0.4849 d1.dn_loss_cls: 0.0382 d1.dn_loss_bbox: 0.2895 d1.dn_loss_iou: 0.3815 d2.dn_loss_cls: 0.0326 d2.dn_loss_bbox: 0.2702 d2.dn_loss_iou: 0.3618 d3.dn_loss_cls: 0.0307 d3.dn_loss_bbox: 0.2636 d3.dn_loss_iou: 0.3544 d4.dn_loss_cls: 0.0294 d4.dn_loss_bbox: 0.2635 d4.dn_loss_iou: 0.3531 2023/02/28 18:18:27 - mmengine - INFO - Epoch(train) [6][7000/7393] lr: 1.0000e-04 eta: 10:45:08 time: 0.8562 data_time: 0.0052 memory: 26632 grad_norm: 38.0209 loss: 10.1088 loss_cls: 0.2272 loss_bbox: 0.1685 loss_iou: 0.3318 d0.loss_cls: 0.2812 d0.loss_bbox: 0.1789 d0.loss_iou: 0.3540 d1.loss_cls: 0.2492 d1.loss_bbox: 0.1760 d1.loss_iou: 0.3391 d2.loss_cls: 0.2404 d2.loss_bbox: 0.1722 d2.loss_iou: 0.3306 d3.loss_cls: 0.2360 d3.loss_bbox: 0.1638 d3.loss_iou: 0.3305 d4.loss_cls: 0.2283 d4.loss_bbox: 0.1699 d4.loss_iou: 0.3339 enc_loss_cls: 0.2786 enc_loss_bbox: 0.2063 enc_loss_iou: 0.3990 dn_loss_cls: 0.0330 dn_loss_bbox: 0.3194 dn_loss_iou: 0.3670 d0.dn_loss_cls: 0.0692 d0.dn_loss_bbox: 0.4520 d0.dn_loss_iou: 0.4949 d1.dn_loss_cls: 0.0442 d1.dn_loss_bbox: 0.3513 d1.dn_loss_iou: 0.3983 d2.dn_loss_cls: 0.0370 d2.dn_loss_bbox: 0.3262 d2.dn_loss_iou: 0.3759 d3.dn_loss_cls: 0.0351 d3.dn_loss_bbox: 0.3207 d3.dn_loss_iou: 0.3691 d4.dn_loss_cls: 0.0330 d4.dn_loss_bbox: 0.3197 d4.dn_loss_iou: 0.3673 2023/02/28 18:18:58 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 18:19:11 - mmengine - INFO - Epoch(train) [6][7050/7393] lr: 1.0000e-04 eta: 10:44:25 time: 0.8753 data_time: 0.0052 memory: 31997 grad_norm: 33.4527 loss: 10.1151 loss_cls: 0.2316 loss_bbox: 0.1688 loss_iou: 0.3695 d0.loss_cls: 0.2916 d0.loss_bbox: 0.1761 d0.loss_iou: 0.3905 d1.loss_cls: 0.2577 d1.loss_bbox: 0.1724 d1.loss_iou: 0.3846 d2.loss_cls: 0.2424 d2.loss_bbox: 0.1689 d2.loss_iou: 0.3731 d3.loss_cls: 0.2364 d3.loss_bbox: 0.1690 d3.loss_iou: 0.3693 d4.loss_cls: 0.2314 d4.loss_bbox: 0.1688 d4.loss_iou: 0.3705 enc_loss_cls: 0.2797 enc_loss_bbox: 0.2051 enc_loss_iou: 0.4449 dn_loss_cls: 0.0327 dn_loss_bbox: 0.2841 dn_loss_iou: 0.3491 d0.dn_loss_cls: 0.0659 d0.dn_loss_bbox: 0.4161 d0.dn_loss_iou: 0.4846 d1.dn_loss_cls: 0.0436 d1.dn_loss_bbox: 0.3264 d1.dn_loss_iou: 0.3859 d2.dn_loss_cls: 0.0362 d2.dn_loss_bbox: 0.2924 d2.dn_loss_iou: 0.3589 d3.dn_loss_cls: 0.0338 d3.dn_loss_bbox: 0.2857 d3.dn_loss_iou: 0.3514 d4.dn_loss_cls: 0.0323 d4.dn_loss_bbox: 0.2843 d4.dn_loss_iou: 0.3494 2023/02/28 18:19:55 - mmengine - INFO - Epoch(train) [6][7100/7393] lr: 1.0000e-04 eta: 10:43:43 time: 0.8891 data_time: 0.0053 memory: 26735 grad_norm: 35.0373 loss: 10.2043 loss_cls: 0.2234 loss_bbox: 0.1842 loss_iou: 0.3982 d0.loss_cls: 0.2794 d0.loss_bbox: 0.1862 d0.loss_iou: 0.4157 d1.loss_cls: 0.2446 d1.loss_bbox: 0.1880 d1.loss_iou: 0.4085 d2.loss_cls: 0.2335 d2.loss_bbox: 0.1857 d2.loss_iou: 0.3995 d3.loss_cls: 0.2266 d3.loss_bbox: 0.1857 d3.loss_iou: 0.3976 d4.loss_cls: 0.2245 d4.loss_bbox: 0.1834 d4.loss_iou: 0.3986 enc_loss_cls: 0.2718 enc_loss_bbox: 0.2166 enc_loss_iou: 0.4618 dn_loss_cls: 0.0320 dn_loss_bbox: 0.2536 dn_loss_iou: 0.3632 d0.dn_loss_cls: 0.0645 d0.dn_loss_bbox: 0.3808 d0.dn_loss_iou: 0.5080 d1.dn_loss_cls: 0.0417 d1.dn_loss_bbox: 0.2820 d1.dn_loss_iou: 0.3961 d2.dn_loss_cls: 0.0354 d2.dn_loss_bbox: 0.2595 d2.dn_loss_iou: 0.3721 d3.dn_loss_cls: 0.0331 d3.dn_loss_bbox: 0.2544 d3.dn_loss_iou: 0.3651 d4.dn_loss_cls: 0.0318 d4.dn_loss_bbox: 0.2540 d4.dn_loss_iou: 0.3635 2023/02/28 18:20:40 - mmengine - INFO - Epoch(train) [6][7150/7393] lr: 1.0000e-04 eta: 10:43:01 time: 0.8839 data_time: 0.0052 memory: 26789 grad_norm: 37.9606 loss: 9.8054 loss_cls: 0.2128 loss_bbox: 0.1622 loss_iou: 0.3924 d0.loss_cls: 0.2710 d0.loss_bbox: 0.1707 d0.loss_iou: 0.4108 d1.loss_cls: 0.2433 d1.loss_bbox: 0.1626 d1.loss_iou: 0.3958 d2.loss_cls: 0.2277 d2.loss_bbox: 0.1606 d2.loss_iou: 0.3932 d3.loss_cls: 0.2175 d3.loss_bbox: 0.1610 d3.loss_iou: 0.3921 d4.loss_cls: 0.2131 d4.loss_bbox: 0.1628 d4.loss_iou: 0.3937 enc_loss_cls: 0.2680 enc_loss_bbox: 0.1989 enc_loss_iou: 0.4639 dn_loss_cls: 0.0260 dn_loss_bbox: 0.2339 dn_loss_iou: 0.3690 d0.dn_loss_cls: 0.0569 d0.dn_loss_bbox: 0.3434 d0.dn_loss_iou: 0.4967 d1.dn_loss_cls: 0.0356 d1.dn_loss_bbox: 0.2622 d1.dn_loss_iou: 0.3979 d2.dn_loss_cls: 0.0298 d2.dn_loss_bbox: 0.2402 d2.dn_loss_iou: 0.3760 d3.dn_loss_cls: 0.0274 d3.dn_loss_bbox: 0.2352 d3.dn_loss_iou: 0.3713 d4.dn_loss_cls: 0.0263 d4.dn_loss_bbox: 0.2342 d4.dn_loss_iou: 0.3692 2023/02/28 18:21:24 - mmengine - INFO - Epoch(train) [6][7200/7393] lr: 1.0000e-04 eta: 10:42:19 time: 0.8906 data_time: 0.0052 memory: 26767 grad_norm: 34.4218 loss: 10.3079 loss_cls: 0.2430 loss_bbox: 0.1684 loss_iou: 0.4240 d0.loss_cls: 0.3080 d0.loss_bbox: 0.1780 d0.loss_iou: 0.4454 d1.loss_cls: 0.2660 d1.loss_bbox: 0.1747 d1.loss_iou: 0.4377 d2.loss_cls: 0.2550 d2.loss_bbox: 0.1668 d2.loss_iou: 0.4234 d3.loss_cls: 0.2514 d3.loss_bbox: 0.1670 d3.loss_iou: 0.4210 d4.loss_cls: 0.2470 d4.loss_bbox: 0.1682 d4.loss_iou: 0.4228 enc_loss_cls: 0.2985 enc_loss_bbox: 0.2140 enc_loss_iou: 0.4988 dn_loss_cls: 0.0297 dn_loss_bbox: 0.2286 dn_loss_iou: 0.3677 d0.dn_loss_cls: 0.0630 d0.dn_loss_bbox: 0.3427 d0.dn_loss_iou: 0.4994 d1.dn_loss_cls: 0.0393 d1.dn_loss_bbox: 0.2566 d1.dn_loss_iou: 0.3976 d2.dn_loss_cls: 0.0335 d2.dn_loss_bbox: 0.2367 d2.dn_loss_iou: 0.3758 d3.dn_loss_cls: 0.0317 d3.dn_loss_bbox: 0.2302 d3.dn_loss_iou: 0.3692 d4.dn_loss_cls: 0.0303 d4.dn_loss_bbox: 0.2289 d4.dn_loss_iou: 0.3681 2023/02/28 18:22:08 - mmengine - INFO - Epoch(train) [6][7250/7393] lr: 1.0000e-04 eta: 10:41:36 time: 0.8777 data_time: 0.0053 memory: 26789 grad_norm: 32.9770 loss: 9.6321 loss_cls: 0.2171 loss_bbox: 0.1677 loss_iou: 0.3596 d0.loss_cls: 0.2770 d0.loss_bbox: 0.1643 d0.loss_iou: 0.3638 d1.loss_cls: 0.2402 d1.loss_bbox: 0.1691 d1.loss_iou: 0.3598 d2.loss_cls: 0.2303 d2.loss_bbox: 0.1683 d2.loss_iou: 0.3587 d3.loss_cls: 0.2208 d3.loss_bbox: 0.1683 d3.loss_iou: 0.3640 d4.loss_cls: 0.2174 d4.loss_bbox: 0.1683 d4.loss_iou: 0.3616 enc_loss_cls: 0.2636 enc_loss_bbox: 0.1973 enc_loss_iou: 0.4137 dn_loss_cls: 0.0329 dn_loss_bbox: 0.2592 dn_loss_iou: 0.3377 d0.dn_loss_cls: 0.0638 d0.dn_loss_bbox: 0.3860 d0.dn_loss_iou: 0.4804 d1.dn_loss_cls: 0.0414 d1.dn_loss_bbox: 0.2901 d1.dn_loss_iou: 0.3725 d2.dn_loss_cls: 0.0357 d2.dn_loss_bbox: 0.2684 d2.dn_loss_iou: 0.3484 d3.dn_loss_cls: 0.0335 d3.dn_loss_bbox: 0.2604 d3.dn_loss_iou: 0.3401 d4.dn_loss_cls: 0.0331 d4.dn_loss_bbox: 0.2595 d4.dn_loss_iou: 0.3381 2023/02/28 18:22:52 - mmengine - INFO - Epoch(train) [6][7300/7393] lr: 1.0000e-04 eta: 10:40:53 time: 0.8754 data_time: 0.0053 memory: 28585 grad_norm: 34.9962 loss: 8.3336 loss_cls: 0.1508 loss_bbox: 0.1243 loss_iou: 0.2746 d0.loss_cls: 0.2021 d0.loss_bbox: 0.1349 d0.loss_iou: 0.2908 d1.loss_cls: 0.1775 d1.loss_bbox: 0.1260 d1.loss_iou: 0.2765 d2.loss_cls: 0.1621 d2.loss_bbox: 0.1259 d2.loss_iou: 0.2775 d3.loss_cls: 0.1563 d3.loss_bbox: 0.1250 d3.loss_iou: 0.2743 d4.loss_cls: 0.1531 d4.loss_bbox: 0.1249 d4.loss_iou: 0.2739 enc_loss_cls: 0.1910 enc_loss_bbox: 0.1599 enc_loss_iou: 0.3276 dn_loss_cls: 0.0266 dn_loss_bbox: 0.2561 dn_loss_iou: 0.3459 d0.dn_loss_cls: 0.0606 d0.dn_loss_bbox: 0.4086 d0.dn_loss_iou: 0.5002 d1.dn_loss_cls: 0.0369 d1.dn_loss_bbox: 0.2951 d1.dn_loss_iou: 0.3814 d2.dn_loss_cls: 0.0304 d2.dn_loss_bbox: 0.2652 d2.dn_loss_iou: 0.3552 d3.dn_loss_cls: 0.0277 d3.dn_loss_bbox: 0.2575 d3.dn_loss_iou: 0.3482 d4.dn_loss_cls: 0.0262 d4.dn_loss_bbox: 0.2567 d4.dn_loss_iou: 0.3461 2023/02/28 18:23:36 - mmengine - INFO - Epoch(train) [6][7350/7393] lr: 1.0000e-04 eta: 10:40:11 time: 0.8814 data_time: 0.0053 memory: 28866 grad_norm: 30.2019 loss: 9.6886 loss_cls: 0.2171 loss_bbox: 0.1627 loss_iou: 0.3798 d0.loss_cls: 0.2878 d0.loss_bbox: 0.1698 d0.loss_iou: 0.3963 d1.loss_cls: 0.2443 d1.loss_bbox: 0.1640 d1.loss_iou: 0.3855 d2.loss_cls: 0.2348 d2.loss_bbox: 0.1597 d2.loss_iou: 0.3808 d3.loss_cls: 0.2244 d3.loss_bbox: 0.1612 d3.loss_iou: 0.3823 d4.loss_cls: 0.2170 d4.loss_bbox: 0.1646 d4.loss_iou: 0.3834 enc_loss_cls: 0.2667 enc_loss_bbox: 0.2056 enc_loss_iou: 0.4496 dn_loss_cls: 0.0307 dn_loss_bbox: 0.2304 dn_loss_iou: 0.3568 d0.dn_loss_cls: 0.0604 d0.dn_loss_bbox: 0.3421 d0.dn_loss_iou: 0.4837 d1.dn_loss_cls: 0.0391 d1.dn_loss_bbox: 0.2537 d1.dn_loss_iou: 0.3830 d2.dn_loss_cls: 0.0336 d2.dn_loss_bbox: 0.2357 d2.dn_loss_iou: 0.3638 d3.dn_loss_cls: 0.0313 d3.dn_loss_bbox: 0.2313 d3.dn_loss_iou: 0.3581 d4.dn_loss_cls: 0.0303 d4.dn_loss_bbox: 0.2305 d4.dn_loss_iou: 0.3569 2023/02/28 18:24:13 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 18:24:14 - mmengine - INFO - Saving checkpoint at 6 epochs 2023/02/28 18:24:25 - mmengine - INFO - Epoch(val) [6][ 50/625] eta: 0:01:02 time: 0.1085 data_time: 0.0018 memory: 26578 2023/02/28 18:24:30 - mmengine - INFO - Epoch(val) [6][100/625] eta: 0:00:56 time: 0.1065 data_time: 0.0016 memory: 5417 2023/02/28 18:24:36 - mmengine - INFO - Epoch(val) [6][150/625] eta: 0:00:50 time: 0.1066 data_time: 0.0016 memory: 5361 2023/02/28 18:24:41 - mmengine - INFO - Epoch(val) [6][200/625] eta: 0:00:45 time: 0.1079 data_time: 0.0016 memory: 5382 2023/02/28 18:24:47 - mmengine - INFO - Epoch(val) [6][250/625] eta: 0:00:40 time: 0.1064 data_time: 0.0016 memory: 5432 2023/02/28 18:24:52 - mmengine - INFO - Epoch(val) [6][300/625] eta: 0:00:34 time: 0.1046 data_time: 0.0016 memory: 5361 2023/02/28 18:24:57 - mmengine - INFO - Epoch(val) [6][350/625] eta: 0:00:29 time: 0.1072 data_time: 0.0017 memory: 5375 2023/02/28 18:25:02 - mmengine - INFO - Epoch(val) [6][400/625] eta: 0:00:24 time: 0.1064 data_time: 0.0016 memory: 5417 2023/02/28 18:25:08 - mmengine - INFO - Epoch(val) [6][450/625] eta: 0:00:18 time: 0.1061 data_time: 0.0016 memory: 5431 2023/02/28 18:25:13 - mmengine - INFO - Epoch(val) [6][500/625] eta: 0:00:13 time: 0.1055 data_time: 0.0016 memory: 5361 2023/02/28 18:25:18 - mmengine - INFO - Epoch(val) [6][550/625] eta: 0:00:07 time: 0.1073 data_time: 0.0016 memory: 5418 2023/02/28 18:25:24 - mmengine - INFO - Epoch(val) [6][600/625] eta: 0:00:02 time: 0.1044 data_time: 0.0014 memory: 5382 2023/02/28 18:25:42 - mmengine - INFO - Evaluating bbox... 2023/02/28 18:27:07 - mmengine - INFO - bbox_mAP_copypaste: 0.533 0.720 0.583 0.361 0.567 0.702 2023/02/28 18:27:09 - mmengine - INFO - Epoch(val) [6][625/625] coco/bbox_mAP: 0.5330 coco/bbox_mAP_50: 0.7200 coco/bbox_mAP_75: 0.5830 coco/bbox_mAP_s: 0.3610 coco/bbox_mAP_m: 0.5670 coco/bbox_mAP_l: 0.7020 2023/02/28 18:27:52 - mmengine - INFO - Epoch(train) [7][ 50/7393] lr: 1.0000e-04 eta: 10:38:51 time: 0.8626 data_time: 0.0064 memory: 27664 grad_norm: 34.0970 loss: 9.0492 loss_cls: 0.1784 loss_bbox: 0.1427 loss_iou: 0.3241 d0.loss_cls: 0.2389 d0.loss_bbox: 0.1480 d0.loss_iou: 0.3359 d1.loss_cls: 0.2015 d1.loss_bbox: 0.1498 d1.loss_iou: 0.3288 d2.loss_cls: 0.1903 d2.loss_bbox: 0.1458 d2.loss_iou: 0.3260 d3.loss_cls: 0.1830 d3.loss_bbox: 0.1436 d3.loss_iou: 0.3243 d4.loss_cls: 0.1813 d4.loss_bbox: 0.1430 d4.loss_iou: 0.3233 enc_loss_cls: 0.2305 enc_loss_bbox: 0.1760 enc_loss_iou: 0.3810 dn_loss_cls: 0.0326 dn_loss_bbox: 0.2610 dn_loss_iou: 0.3516 d0.dn_loss_cls: 0.0655 d0.dn_loss_bbox: 0.3852 d0.dn_loss_iou: 0.4850 d1.dn_loss_cls: 0.0419 d1.dn_loss_bbox: 0.2912 d1.dn_loss_iou: 0.3819 d2.dn_loss_cls: 0.0357 d2.dn_loss_bbox: 0.2673 d2.dn_loss_iou: 0.3592 d3.dn_loss_cls: 0.0334 d3.dn_loss_bbox: 0.2623 d3.dn_loss_iou: 0.3536 d4.dn_loss_cls: 0.0325 d4.dn_loss_bbox: 0.2612 d4.dn_loss_iou: 0.3520 2023/02/28 18:28:36 - mmengine - INFO - Epoch(train) [7][ 100/7393] lr: 1.0000e-04 eta: 10:38:08 time: 0.8833 data_time: 0.0059 memory: 26735 grad_norm: 33.7035 loss: 9.9382 loss_cls: 0.2115 loss_bbox: 0.1659 loss_iou: 0.3582 d0.loss_cls: 0.2755 d0.loss_bbox: 0.1680 d0.loss_iou: 0.3697 d1.loss_cls: 0.2356 d1.loss_bbox: 0.1728 d1.loss_iou: 0.3655 d2.loss_cls: 0.2209 d2.loss_bbox: 0.1698 d2.loss_iou: 0.3630 d3.loss_cls: 0.2151 d3.loss_bbox: 0.1700 d3.loss_iou: 0.3585 d4.loss_cls: 0.2134 d4.loss_bbox: 0.1656 d4.loss_iou: 0.3574 enc_loss_cls: 0.2534 enc_loss_bbox: 0.2077 enc_loss_iou: 0.4259 dn_loss_cls: 0.0327 dn_loss_bbox: 0.2799 dn_loss_iou: 0.3746 d0.dn_loss_cls: 0.0656 d0.dn_loss_bbox: 0.4000 d0.dn_loss_iou: 0.5039 d1.dn_loss_cls: 0.0427 d1.dn_loss_bbox: 0.3072 d1.dn_loss_iou: 0.4039 d2.dn_loss_cls: 0.0370 d2.dn_loss_bbox: 0.2866 d2.dn_loss_iou: 0.3827 d3.dn_loss_cls: 0.0339 d3.dn_loss_bbox: 0.2802 d3.dn_loss_iou: 0.3760 d4.dn_loss_cls: 0.0323 d4.dn_loss_bbox: 0.2804 d4.dn_loss_iou: 0.3751 2023/02/28 18:29:19 - mmengine - INFO - Epoch(train) [7][ 150/7393] lr: 1.0000e-04 eta: 10:37:25 time: 0.8611 data_time: 0.0059 memory: 27637 grad_norm: 38.6057 loss: 9.3227 loss_cls: 0.2031 loss_bbox: 0.1393 loss_iou: 0.3587 d0.loss_cls: 0.2666 d0.loss_bbox: 0.1493 d0.loss_iou: 0.3821 d1.loss_cls: 0.2263 d1.loss_bbox: 0.1450 d1.loss_iou: 0.3668 d2.loss_cls: 0.2094 d2.loss_bbox: 0.1454 d2.loss_iou: 0.3633 d3.loss_cls: 0.2018 d3.loss_bbox: 0.1456 d3.loss_iou: 0.3637 d4.loss_cls: 0.2029 d4.loss_bbox: 0.1413 d4.loss_iou: 0.3584 enc_loss_cls: 0.2521 enc_loss_bbox: 0.1790 enc_loss_iou: 0.4301 dn_loss_cls: 0.0290 dn_loss_bbox: 0.2359 dn_loss_iou: 0.3534 d0.dn_loss_cls: 0.0633 d0.dn_loss_bbox: 0.3542 d0.dn_loss_iou: 0.4867 d1.dn_loss_cls: 0.0393 d1.dn_loss_bbox: 0.2621 d1.dn_loss_iou: 0.3851 d2.dn_loss_cls: 0.0334 d2.dn_loss_bbox: 0.2433 d2.dn_loss_iou: 0.3629 d3.dn_loss_cls: 0.0311 d3.dn_loss_bbox: 0.2378 d3.dn_loss_iou: 0.3557 d4.dn_loss_cls: 0.0295 d4.dn_loss_bbox: 0.2361 d4.dn_loss_iou: 0.3538 2023/02/28 18:30:03 - mmengine - INFO - Epoch(train) [7][ 200/7393] lr: 1.0000e-04 eta: 10:36:42 time: 0.8722 data_time: 0.0058 memory: 30913 grad_norm: 32.6015 loss: 8.9242 loss_cls: 0.1924 loss_bbox: 0.1467 loss_iou: 0.3728 d0.loss_cls: 0.2474 d0.loss_bbox: 0.1538 d0.loss_iou: 0.3989 d1.loss_cls: 0.2171 d1.loss_bbox: 0.1478 d1.loss_iou: 0.3829 d2.loss_cls: 0.2022 d2.loss_bbox: 0.1466 d2.loss_iou: 0.3757 d3.loss_cls: 0.1962 d3.loss_bbox: 0.1457 d3.loss_iou: 0.3756 d4.loss_cls: 0.1945 d4.loss_bbox: 0.1452 d4.loss_iou: 0.3730 enc_loss_cls: 0.2404 enc_loss_bbox: 0.1815 enc_loss_iou: 0.4414 dn_loss_cls: 0.0221 dn_loss_bbox: 0.1810 dn_loss_iou: 0.3476 d0.dn_loss_cls: 0.0532 d0.dn_loss_bbox: 0.2847 d0.dn_loss_iou: 0.4790 d1.dn_loss_cls: 0.0321 d1.dn_loss_bbox: 0.1994 d1.dn_loss_iou: 0.3732 d2.dn_loss_cls: 0.0264 d2.dn_loss_bbox: 0.1859 d2.dn_loss_iou: 0.3554 d3.dn_loss_cls: 0.0237 d3.dn_loss_bbox: 0.1819 d3.dn_loss_iou: 0.3492 d4.dn_loss_cls: 0.0226 d4.dn_loss_bbox: 0.1810 d4.dn_loss_iou: 0.3479 2023/02/28 18:30:46 - mmengine - INFO - Epoch(train) [7][ 250/7393] lr: 1.0000e-04 eta: 10:35:59 time: 0.8674 data_time: 0.0059 memory: 26632 grad_norm: 33.1271 loss: 10.3075 loss_cls: 0.2290 loss_bbox: 0.1839 loss_iou: 0.4061 d0.loss_cls: 0.2947 d0.loss_bbox: 0.1909 d0.loss_iou: 0.4223 d1.loss_cls: 0.2583 d1.loss_bbox: 0.1869 d1.loss_iou: 0.4019 d2.loss_cls: 0.2393 d2.loss_bbox: 0.1865 d2.loss_iou: 0.4066 d3.loss_cls: 0.2347 d3.loss_bbox: 0.1842 d3.loss_iou: 0.4035 d4.loss_cls: 0.2297 d4.loss_bbox: 0.1854 d4.loss_iou: 0.4057 enc_loss_cls: 0.2833 enc_loss_bbox: 0.2197 enc_loss_iou: 0.4704 dn_loss_cls: 0.0392 dn_loss_bbox: 0.2574 dn_loss_iou: 0.3536 d0.dn_loss_cls: 0.0660 d0.dn_loss_bbox: 0.3860 d0.dn_loss_iou: 0.4818 d1.dn_loss_cls: 0.0462 d1.dn_loss_bbox: 0.2913 d1.dn_loss_iou: 0.3882 d2.dn_loss_cls: 0.0403 d2.dn_loss_bbox: 0.2663 d2.dn_loss_iou: 0.3639 d3.dn_loss_cls: 0.0383 d3.dn_loss_bbox: 0.2593 d3.dn_loss_iou: 0.3564 d4.dn_loss_cls: 0.0388 d4.dn_loss_bbox: 0.2577 d4.dn_loss_iou: 0.3538 2023/02/28 18:31:30 - mmengine - INFO - Epoch(train) [7][ 300/7393] lr: 1.0000e-04 eta: 10:35:16 time: 0.8708 data_time: 0.0059 memory: 29909 grad_norm: 34.6525 loss: 9.5207 loss_cls: 0.1942 loss_bbox: 0.1492 loss_iou: 0.3572 d0.loss_cls: 0.2569 d0.loss_bbox: 0.1601 d0.loss_iou: 0.3683 d1.loss_cls: 0.2214 d1.loss_bbox: 0.1504 d1.loss_iou: 0.3612 d2.loss_cls: 0.2060 d2.loss_bbox: 0.1471 d2.loss_iou: 0.3632 d3.loss_cls: 0.1996 d3.loss_bbox: 0.1471 d3.loss_iou: 0.3583 d4.loss_cls: 0.1959 d4.loss_bbox: 0.1476 d4.loss_iou: 0.3565 enc_loss_cls: 0.2437 enc_loss_bbox: 0.1866 enc_loss_iou: 0.4203 dn_loss_cls: 0.0261 dn_loss_bbox: 0.2718 dn_loss_iou: 0.3569 d0.dn_loss_cls: 0.0602 d0.dn_loss_bbox: 0.3984 d0.dn_loss_iou: 0.4893 d1.dn_loss_cls: 0.0371 d1.dn_loss_bbox: 0.3036 d1.dn_loss_iou: 0.3928 d2.dn_loss_cls: 0.0313 d2.dn_loss_bbox: 0.2790 d2.dn_loss_iou: 0.3675 d3.dn_loss_cls: 0.0282 d3.dn_loss_bbox: 0.2730 d3.dn_loss_iou: 0.3599 d4.dn_loss_cls: 0.0263 d4.dn_loss_bbox: 0.2718 d4.dn_loss_iou: 0.3571 2023/02/28 18:32:14 - mmengine - INFO - Epoch(train) [7][ 350/7393] lr: 1.0000e-04 eta: 10:34:34 time: 0.8922 data_time: 0.0058 memory: 29182 grad_norm: 39.3597 loss: 9.5949 loss_cls: 0.2215 loss_bbox: 0.1624 loss_iou: 0.3561 d0.loss_cls: 0.2857 d0.loss_bbox: 0.1694 d0.loss_iou: 0.3820 d1.loss_cls: 0.2485 d1.loss_bbox: 0.1665 d1.loss_iou: 0.3645 d2.loss_cls: 0.2323 d2.loss_bbox: 0.1635 d2.loss_iou: 0.3630 d3.loss_cls: 0.2246 d3.loss_bbox: 0.1641 d3.loss_iou: 0.3589 d4.loss_cls: 0.2206 d4.loss_bbox: 0.1629 d4.loss_iou: 0.3580 enc_loss_cls: 0.2836 enc_loss_bbox: 0.1965 enc_loss_iou: 0.4277 dn_loss_cls: 0.0327 dn_loss_bbox: 0.2218 dn_loss_iou: 0.3648 d0.dn_loss_cls: 0.0671 d0.dn_loss_bbox: 0.3309 d0.dn_loss_iou: 0.5004 d1.dn_loss_cls: 0.0439 d1.dn_loss_bbox: 0.2474 d1.dn_loss_iou: 0.3963 d2.dn_loss_cls: 0.0364 d2.dn_loss_bbox: 0.2265 d2.dn_loss_iou: 0.3727 d3.dn_loss_cls: 0.0331 d3.dn_loss_bbox: 0.2229 d3.dn_loss_iou: 0.3659 d4.dn_loss_cls: 0.0327 d4.dn_loss_bbox: 0.2219 d4.dn_loss_iou: 0.3648 2023/02/28 18:32:58 - mmengine - INFO - Epoch(train) [7][ 400/7393] lr: 1.0000e-04 eta: 10:33:51 time: 0.8685 data_time: 0.0059 memory: 32179 grad_norm: 40.1603 loss: 9.8717 loss_cls: 0.2201 loss_bbox: 0.1575 loss_iou: 0.3813 d0.loss_cls: 0.2748 d0.loss_bbox: 0.1638 d0.loss_iou: 0.4042 d1.loss_cls: 0.2437 d1.loss_bbox: 0.1611 d1.loss_iou: 0.3901 d2.loss_cls: 0.2322 d2.loss_bbox: 0.1579 d2.loss_iou: 0.3833 d3.loss_cls: 0.2252 d3.loss_bbox: 0.1574 d3.loss_iou: 0.3789 d4.loss_cls: 0.2211 d4.loss_bbox: 0.1572 d4.loss_iou: 0.3805 enc_loss_cls: 0.2603 enc_loss_bbox: 0.1893 enc_loss_iou: 0.4521 dn_loss_cls: 0.0374 dn_loss_bbox: 0.2600 dn_loss_iou: 0.3511 d0.dn_loss_cls: 0.0708 d0.dn_loss_bbox: 0.3852 d0.dn_loss_iou: 0.4862 d1.dn_loss_cls: 0.0460 d1.dn_loss_bbox: 0.2903 d1.dn_loss_iou: 0.3849 d2.dn_loss_cls: 0.0405 d2.dn_loss_bbox: 0.2666 d2.dn_loss_iou: 0.3612 d3.dn_loss_cls: 0.0380 d3.dn_loss_bbox: 0.2604 d3.dn_loss_iou: 0.3525 d4.dn_loss_cls: 0.0370 d4.dn_loss_bbox: 0.2600 d4.dn_loss_iou: 0.3514 2023/02/28 18:33:42 - mmengine - INFO - Epoch(train) [7][ 450/7393] lr: 1.0000e-04 eta: 10:33:08 time: 0.8800 data_time: 0.0058 memory: 34493 grad_norm: 38.3251 loss: 8.4774 loss_cls: 0.1826 loss_bbox: 0.1263 loss_iou: 0.3258 d0.loss_cls: 0.2326 d0.loss_bbox: 0.1353 d0.loss_iou: 0.3455 d1.loss_cls: 0.1971 d1.loss_bbox: 0.1314 d1.loss_iou: 0.3303 d2.loss_cls: 0.1862 d2.loss_bbox: 0.1283 d2.loss_iou: 0.3282 d3.loss_cls: 0.1838 d3.loss_bbox: 0.1254 d3.loss_iou: 0.3249 d4.loss_cls: 0.1827 d4.loss_bbox: 0.1264 d4.loss_iou: 0.3259 enc_loss_cls: 0.2279 enc_loss_bbox: 0.1602 enc_loss_iou: 0.3803 dn_loss_cls: 0.0273 dn_loss_bbox: 0.2183 dn_loss_iou: 0.3206 d0.dn_loss_cls: 0.0564 d0.dn_loss_bbox: 0.3552 d0.dn_loss_iou: 0.4508 d1.dn_loss_cls: 0.0363 d1.dn_loss_bbox: 0.2524 d1.dn_loss_iou: 0.3506 d2.dn_loss_cls: 0.0305 d2.dn_loss_bbox: 0.2261 d2.dn_loss_iou: 0.3289 d3.dn_loss_cls: 0.0282 d3.dn_loss_bbox: 0.2198 d3.dn_loss_iou: 0.3225 d4.dn_loss_cls: 0.0272 d4.dn_loss_bbox: 0.2187 d4.dn_loss_iou: 0.3208 2023/02/28 18:34:26 - mmengine - INFO - Epoch(train) [7][ 500/7393] lr: 1.0000e-04 eta: 10:32:26 time: 0.8877 data_time: 0.0058 memory: 26633 grad_norm: 32.2508 loss: 9.2000 loss_cls: 0.1905 loss_bbox: 0.1391 loss_iou: 0.3122 d0.loss_cls: 0.2445 d0.loss_bbox: 0.1511 d0.loss_iou: 0.3228 d1.loss_cls: 0.2108 d1.loss_bbox: 0.1451 d1.loss_iou: 0.3168 d2.loss_cls: 0.2002 d2.loss_bbox: 0.1435 d2.loss_iou: 0.3157 d3.loss_cls: 0.1919 d3.loss_bbox: 0.1406 d3.loss_iou: 0.3131 d4.loss_cls: 0.1890 d4.loss_bbox: 0.1395 d4.loss_iou: 0.3118 enc_loss_cls: 0.2347 enc_loss_bbox: 0.1832 enc_loss_iou: 0.3727 dn_loss_cls: 0.0330 dn_loss_bbox: 0.2713 dn_loss_iou: 0.3591 d0.dn_loss_cls: 0.0681 d0.dn_loss_bbox: 0.4161 d0.dn_loss_iou: 0.5066 d1.dn_loss_cls: 0.0432 d1.dn_loss_bbox: 0.3104 d1.dn_loss_iou: 0.3973 d2.dn_loss_cls: 0.0378 d2.dn_loss_bbox: 0.2820 d2.dn_loss_iou: 0.3719 d3.dn_loss_cls: 0.0349 d3.dn_loss_bbox: 0.2733 d3.dn_loss_iou: 0.3621 d4.dn_loss_cls: 0.0336 d4.dn_loss_bbox: 0.2713 d4.dn_loss_iou: 0.3593 2023/02/28 18:35:10 - mmengine - INFO - Epoch(train) [7][ 550/7393] lr: 1.0000e-04 eta: 10:31:43 time: 0.8727 data_time: 0.0055 memory: 32379 grad_norm: 33.3712 loss: 9.5035 loss_cls: 0.2065 loss_bbox: 0.1627 loss_iou: 0.3562 d0.loss_cls: 0.2674 d0.loss_bbox: 0.1727 d0.loss_iou: 0.3719 d1.loss_cls: 0.2245 d1.loss_bbox: 0.1738 d1.loss_iou: 0.3711 d2.loss_cls: 0.2193 d2.loss_bbox: 0.1637 d2.loss_iou: 0.3557 d3.loss_cls: 0.2123 d3.loss_bbox: 0.1643 d3.loss_iou: 0.3561 d4.loss_cls: 0.2085 d4.loss_bbox: 0.1629 d4.loss_iou: 0.3563 enc_loss_cls: 0.2586 enc_loss_bbox: 0.1992 enc_loss_iou: 0.4182 dn_loss_cls: 0.0319 dn_loss_bbox: 0.2341 dn_loss_iou: 0.3533 d0.dn_loss_cls: 0.0620 d0.dn_loss_bbox: 0.3651 d0.dn_loss_iou: 0.4986 d1.dn_loss_cls: 0.0409 d1.dn_loss_bbox: 0.2626 d1.dn_loss_iou: 0.3901 d2.dn_loss_cls: 0.0350 d2.dn_loss_bbox: 0.2405 d2.dn_loss_iou: 0.3640 d3.dn_loss_cls: 0.0331 d3.dn_loss_bbox: 0.2353 d3.dn_loss_iou: 0.3555 d4.dn_loss_cls: 0.0319 d4.dn_loss_bbox: 0.2343 d4.dn_loss_iou: 0.3537 2023/02/28 18:35:53 - mmengine - INFO - Epoch(train) [7][ 600/7393] lr: 1.0000e-04 eta: 10:31:00 time: 0.8722 data_time: 0.0052 memory: 28489 grad_norm: 36.7137 loss: 9.6830 loss_cls: 0.2066 loss_bbox: 0.1653 loss_iou: 0.3759 d0.loss_cls: 0.2599 d0.loss_bbox: 0.1707 d0.loss_iou: 0.3909 d1.loss_cls: 0.2276 d1.loss_bbox: 0.1727 d1.loss_iou: 0.3804 d2.loss_cls: 0.2150 d2.loss_bbox: 0.1699 d2.loss_iou: 0.3808 d3.loss_cls: 0.2090 d3.loss_bbox: 0.1677 d3.loss_iou: 0.3768 d4.loss_cls: 0.2072 d4.loss_bbox: 0.1675 d4.loss_iou: 0.3760 enc_loss_cls: 0.2554 enc_loss_bbox: 0.1923 enc_loss_iou: 0.4412 dn_loss_cls: 0.0345 dn_loss_bbox: 0.2379 dn_loss_iou: 0.3674 d0.dn_loss_cls: 0.0650 d0.dn_loss_bbox: 0.3425 d0.dn_loss_iou: 0.4874 d1.dn_loss_cls: 0.0437 d1.dn_loss_bbox: 0.2612 d1.dn_loss_iou: 0.3936 d2.dn_loss_cls: 0.0384 d2.dn_loss_bbox: 0.2439 d2.dn_loss_iou: 0.3733 d3.dn_loss_cls: 0.0367 d3.dn_loss_bbox: 0.2392 d3.dn_loss_iou: 0.3690 d4.dn_loss_cls: 0.0348 d4.dn_loss_bbox: 0.2378 d4.dn_loss_iou: 0.3676 2023/02/28 18:36:30 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 18:36:37 - mmengine - INFO - Epoch(train) [7][ 650/7393] lr: 1.0000e-04 eta: 10:30:17 time: 0.8687 data_time: 0.0053 memory: 24866 grad_norm: 32.7731 loss: 9.5200 loss_cls: 0.2027 loss_bbox: 0.1488 loss_iou: 0.3693 d0.loss_cls: 0.2557 d0.loss_bbox: 0.1560 d0.loss_iou: 0.3947 d1.loss_cls: 0.2235 d1.loss_bbox: 0.1502 d1.loss_iou: 0.3754 d2.loss_cls: 0.2147 d2.loss_bbox: 0.1471 d2.loss_iou: 0.3701 d3.loss_cls: 0.2103 d3.loss_bbox: 0.1431 d3.loss_iou: 0.3685 d4.loss_cls: 0.2027 d4.loss_bbox: 0.1488 d4.loss_iou: 0.3693 enc_loss_cls: 0.2526 enc_loss_bbox: 0.1770 enc_loss_iou: 0.4407 dn_loss_cls: 0.0284 dn_loss_bbox: 0.2428 dn_loss_iou: 0.3675 d0.dn_loss_cls: 0.0593 d0.dn_loss_bbox: 0.3481 d0.dn_loss_iou: 0.4967 d1.dn_loss_cls: 0.0383 d1.dn_loss_bbox: 0.2726 d1.dn_loss_iou: 0.4017 d2.dn_loss_cls: 0.0321 d2.dn_loss_bbox: 0.2507 d2.dn_loss_iou: 0.3776 d3.dn_loss_cls: 0.0299 d3.dn_loss_bbox: 0.2445 d3.dn_loss_iou: 0.3699 d4.dn_loss_cls: 0.0284 d4.dn_loss_bbox: 0.2429 d4.dn_loss_iou: 0.3678 2023/02/28 18:37:20 - mmengine - INFO - Epoch(train) [7][ 700/7393] lr: 1.0000e-04 eta: 10:29:34 time: 0.8678 data_time: 0.0053 memory: 28179 grad_norm: 36.1334 loss: 9.9877 loss_cls: 0.2258 loss_bbox: 0.1641 loss_iou: 0.3857 d0.loss_cls: 0.2839 d0.loss_bbox: 0.1719 d0.loss_iou: 0.4089 d1.loss_cls: 0.2553 d1.loss_bbox: 0.1653 d1.loss_iou: 0.3945 d2.loss_cls: 0.2356 d2.loss_bbox: 0.1656 d2.loss_iou: 0.3897 d3.loss_cls: 0.2328 d3.loss_bbox: 0.1622 d3.loss_iou: 0.3844 d4.loss_cls: 0.2275 d4.loss_bbox: 0.1618 d4.loss_iou: 0.3840 enc_loss_cls: 0.2749 enc_loss_bbox: 0.2000 enc_loss_iou: 0.4516 dn_loss_cls: 0.0321 dn_loss_bbox: 0.2489 dn_loss_iou: 0.3676 d0.dn_loss_cls: 0.0663 d0.dn_loss_bbox: 0.3692 d0.dn_loss_iou: 0.4952 d1.dn_loss_cls: 0.0421 d1.dn_loss_bbox: 0.2731 d1.dn_loss_iou: 0.3969 d2.dn_loss_cls: 0.0361 d2.dn_loss_bbox: 0.2548 d2.dn_loss_iou: 0.3769 d3.dn_loss_cls: 0.0341 d3.dn_loss_bbox: 0.2501 d3.dn_loss_iou: 0.3692 d4.dn_loss_cls: 0.0322 d4.dn_loss_bbox: 0.2490 d4.dn_loss_iou: 0.3680 2023/02/28 18:38:03 - mmengine - INFO - Epoch(train) [7][ 750/7393] lr: 1.0000e-04 eta: 10:28:50 time: 0.8560 data_time: 0.0057 memory: 27614 grad_norm: 35.9119 loss: 8.0204 loss_cls: 0.1413 loss_bbox: 0.1263 loss_iou: 0.2464 d0.loss_cls: 0.1924 d0.loss_bbox: 0.1332 d0.loss_iou: 0.2545 d1.loss_cls: 0.1653 d1.loss_bbox: 0.1306 d1.loss_iou: 0.2468 d2.loss_cls: 0.1538 d2.loss_bbox: 0.1278 d2.loss_iou: 0.2468 d3.loss_cls: 0.1442 d3.loss_bbox: 0.1276 d3.loss_iou: 0.2473 d4.loss_cls: 0.1412 d4.loss_bbox: 0.1265 d4.loss_iou: 0.2473 enc_loss_cls: 0.1866 enc_loss_bbox: 0.1591 enc_loss_iou: 0.2919 dn_loss_cls: 0.0287 dn_loss_bbox: 0.2683 dn_loss_iou: 0.3276 d0.dn_loss_cls: 0.0607 d0.dn_loss_bbox: 0.4181 d0.dn_loss_iou: 0.4722 d1.dn_loss_cls: 0.0374 d1.dn_loss_bbox: 0.3043 d1.dn_loss_iou: 0.3621 d2.dn_loss_cls: 0.0322 d2.dn_loss_bbox: 0.2783 d2.dn_loss_iou: 0.3389 d3.dn_loss_cls: 0.0296 d3.dn_loss_bbox: 0.2700 d3.dn_loss_iou: 0.3302 d4.dn_loss_cls: 0.0289 d4.dn_loss_bbox: 0.2682 d4.dn_loss_iou: 0.3279 2023/02/28 18:38:47 - mmengine - INFO - Epoch(train) [7][ 800/7393] lr: 1.0000e-04 eta: 10:28:08 time: 0.8761 data_time: 0.0058 memory: 25661 grad_norm: 38.1596 loss: 9.2179 loss_cls: 0.1973 loss_bbox: 0.1501 loss_iou: 0.3079 d0.loss_cls: 0.2470 d0.loss_bbox: 0.1650 d0.loss_iou: 0.3342 d1.loss_cls: 0.2164 d1.loss_bbox: 0.1565 d1.loss_iou: 0.3203 d2.loss_cls: 0.2053 d2.loss_bbox: 0.1544 d2.loss_iou: 0.3124 d3.loss_cls: 0.2003 d3.loss_bbox: 0.1518 d3.loss_iou: 0.3108 d4.loss_cls: 0.1968 d4.loss_bbox: 0.1522 d4.loss_iou: 0.3106 enc_loss_cls: 0.2412 enc_loss_bbox: 0.1979 enc_loss_iou: 0.3849 dn_loss_cls: 0.0337 dn_loss_bbox: 0.2601 dn_loss_iou: 0.3583 d0.dn_loss_cls: 0.0665 d0.dn_loss_bbox: 0.3860 d0.dn_loss_iou: 0.5022 d1.dn_loss_cls: 0.0411 d1.dn_loss_bbox: 0.2884 d1.dn_loss_iou: 0.3930 d2.dn_loss_cls: 0.0357 d2.dn_loss_bbox: 0.2661 d2.dn_loss_iou: 0.3673 d3.dn_loss_cls: 0.0339 d3.dn_loss_bbox: 0.2606 d3.dn_loss_iou: 0.3597 d4.dn_loss_cls: 0.0334 d4.dn_loss_bbox: 0.2604 d4.dn_loss_iou: 0.3586 2023/02/28 18:39:30 - mmengine - INFO - Epoch(train) [7][ 850/7393] lr: 1.0000e-04 eta: 10:27:24 time: 0.8567 data_time: 0.0059 memory: 28099 grad_norm: 40.7535 loss: 10.2675 loss_cls: 0.2277 loss_bbox: 0.1765 loss_iou: 0.4268 d0.loss_cls: 0.2838 d0.loss_bbox: 0.1792 d0.loss_iou: 0.4413 d1.loss_cls: 0.2533 d1.loss_bbox: 0.1771 d1.loss_iou: 0.4314 d2.loss_cls: 0.2404 d2.loss_bbox: 0.1737 d2.loss_iou: 0.4266 d3.loss_cls: 0.2353 d3.loss_bbox: 0.1750 d3.loss_iou: 0.4233 d4.loss_cls: 0.2293 d4.loss_bbox: 0.1753 d4.loss_iou: 0.4248 enc_loss_cls: 0.2837 enc_loss_bbox: 0.2080 enc_loss_iou: 0.4761 dn_loss_cls: 0.0274 dn_loss_bbox: 0.2490 dn_loss_iou: 0.3627 d0.dn_loss_cls: 0.0594 d0.dn_loss_bbox: 0.3690 d0.dn_loss_iou: 0.4896 d1.dn_loss_cls: 0.0369 d1.dn_loss_bbox: 0.2778 d1.dn_loss_iou: 0.3930 d2.dn_loss_cls: 0.0314 d2.dn_loss_bbox: 0.2524 d2.dn_loss_iou: 0.3685 d3.dn_loss_cls: 0.0289 d3.dn_loss_bbox: 0.2497 d3.dn_loss_iou: 0.3638 d4.dn_loss_cls: 0.0274 d4.dn_loss_bbox: 0.2492 d4.dn_loss_iou: 0.3628 2023/02/28 18:40:13 - mmengine - INFO - Epoch(train) [7][ 900/7393] lr: 1.0000e-04 eta: 10:26:41 time: 0.8672 data_time: 0.0058 memory: 27689 grad_norm: 33.6166 loss: 9.2996 loss_cls: 0.1869 loss_bbox: 0.1634 loss_iou: 0.3293 d0.loss_cls: 0.2517 d0.loss_bbox: 0.1650 d0.loss_iou: 0.3394 d1.loss_cls: 0.2070 d1.loss_bbox: 0.1634 d1.loss_iou: 0.3382 d2.loss_cls: 0.1949 d2.loss_bbox: 0.1642 d2.loss_iou: 0.3337 d3.loss_cls: 0.1911 d3.loss_bbox: 0.1614 d3.loss_iou: 0.3276 d4.loss_cls: 0.1863 d4.loss_bbox: 0.1634 d4.loss_iou: 0.3313 enc_loss_cls: 0.2436 enc_loss_bbox: 0.1995 enc_loss_iou: 0.3787 dn_loss_cls: 0.0277 dn_loss_bbox: 0.2844 dn_loss_iou: 0.3268 d0.dn_loss_cls: 0.0605 d0.dn_loss_bbox: 0.4431 d0.dn_loss_iou: 0.4629 d1.dn_loss_cls: 0.0393 d1.dn_loss_bbox: 0.3272 d1.dn_loss_iou: 0.3633 d2.dn_loss_cls: 0.0320 d2.dn_loss_bbox: 0.2927 d2.dn_loss_iou: 0.3356 d3.dn_loss_cls: 0.0295 d3.dn_loss_bbox: 0.2846 d3.dn_loss_iou: 0.3288 d4.dn_loss_cls: 0.0287 d4.dn_loss_bbox: 0.2852 d4.dn_loss_iou: 0.3274 2023/02/28 18:40:56 - mmengine - INFO - Epoch(train) [7][ 950/7393] lr: 1.0000e-04 eta: 10:25:57 time: 0.8639 data_time: 0.0059 memory: 27689 grad_norm: 33.0274 loss: 8.8437 loss_cls: 0.1705 loss_bbox: 0.1440 loss_iou: 0.3232 d0.loss_cls: 0.2217 d0.loss_bbox: 0.1518 d0.loss_iou: 0.3448 d1.loss_cls: 0.1899 d1.loss_bbox: 0.1532 d1.loss_iou: 0.3359 d2.loss_cls: 0.1745 d2.loss_bbox: 0.1514 d2.loss_iou: 0.3364 d3.loss_cls: 0.1743 d3.loss_bbox: 0.1463 d3.loss_iou: 0.3244 d4.loss_cls: 0.1715 d4.loss_bbox: 0.1438 d4.loss_iou: 0.3246 enc_loss_cls: 0.2093 enc_loss_bbox: 0.1837 enc_loss_iou: 0.3908 dn_loss_cls: 0.0251 dn_loss_bbox: 0.2382 dn_loss_iou: 0.3523 d0.dn_loss_cls: 0.0576 d0.dn_loss_bbox: 0.3585 d0.dn_loss_iou: 0.4897 d1.dn_loss_cls: 0.0346 d1.dn_loss_bbox: 0.2663 d1.dn_loss_iou: 0.3851 d2.dn_loss_cls: 0.0289 d2.dn_loss_bbox: 0.2447 d2.dn_loss_iou: 0.3603 d3.dn_loss_cls: 0.0272 d3.dn_loss_bbox: 0.2391 d3.dn_loss_iou: 0.3537 d4.dn_loss_cls: 0.0258 d4.dn_loss_bbox: 0.2382 d4.dn_loss_iou: 0.3525 2023/02/28 18:41:39 - mmengine - INFO - Epoch(train) [7][1000/7393] lr: 1.0000e-04 eta: 10:25:14 time: 0.8665 data_time: 0.0057 memory: 29182 grad_norm: 31.9796 loss: 8.5574 loss_cls: 0.1619 loss_bbox: 0.1496 loss_iou: 0.2944 d0.loss_cls: 0.2087 d0.loss_bbox: 0.1593 d0.loss_iou: 0.3124 d1.loss_cls: 0.1839 d1.loss_bbox: 0.1576 d1.loss_iou: 0.3058 d2.loss_cls: 0.1721 d2.loss_bbox: 0.1530 d2.loss_iou: 0.2994 d3.loss_cls: 0.1672 d3.loss_bbox: 0.1500 d3.loss_iou: 0.2955 d4.loss_cls: 0.1638 d4.loss_bbox: 0.1491 d4.loss_iou: 0.2939 enc_loss_cls: 0.2098 enc_loss_bbox: 0.1915 enc_loss_iou: 0.3557 dn_loss_cls: 0.0278 dn_loss_bbox: 0.2510 dn_loss_iou: 0.3148 d0.dn_loss_cls: 0.0608 d0.dn_loss_bbox: 0.4082 d0.dn_loss_iou: 0.4657 d1.dn_loss_cls: 0.0381 d1.dn_loss_bbox: 0.2890 d1.dn_loss_iou: 0.3540 d2.dn_loss_cls: 0.0320 d2.dn_loss_bbox: 0.2606 d2.dn_loss_iou: 0.3268 d3.dn_loss_cls: 0.0294 d3.dn_loss_bbox: 0.2528 d3.dn_loss_iou: 0.3172 d4.dn_loss_cls: 0.0284 d4.dn_loss_bbox: 0.2510 d4.dn_loss_iou: 0.3153 2023/02/28 18:42:24 - mmengine - INFO - Epoch(train) [7][1050/7393] lr: 1.0000e-04 eta: 10:24:32 time: 0.8850 data_time: 0.0058 memory: 27184 grad_norm: 36.4275 loss: 9.9074 loss_cls: 0.2312 loss_bbox: 0.1552 loss_iou: 0.4015 d0.loss_cls: 0.3036 d0.loss_bbox: 0.1607 d0.loss_iou: 0.4096 d1.loss_cls: 0.2626 d1.loss_bbox: 0.1568 d1.loss_iou: 0.3999 d2.loss_cls: 0.2461 d2.loss_bbox: 0.1592 d2.loss_iou: 0.4036 d3.loss_cls: 0.2383 d3.loss_bbox: 0.1553 d3.loss_iou: 0.4003 d4.loss_cls: 0.2310 d4.loss_bbox: 0.1554 d4.loss_iou: 0.4032 enc_loss_cls: 0.2890 enc_loss_bbox: 0.1922 enc_loss_iou: 0.4614 dn_loss_cls: 0.0347 dn_loss_bbox: 0.2356 dn_loss_iou: 0.3559 d0.dn_loss_cls: 0.0658 d0.dn_loss_bbox: 0.3392 d0.dn_loss_iou: 0.4803 d1.dn_loss_cls: 0.0435 d1.dn_loss_bbox: 0.2569 d1.dn_loss_iou: 0.3827 d2.dn_loss_cls: 0.0381 d2.dn_loss_bbox: 0.2399 d2.dn_loss_iou: 0.3635 d3.dn_loss_cls: 0.0360 d3.dn_loss_bbox: 0.2363 d3.dn_loss_iou: 0.3572 d4.dn_loss_cls: 0.0342 d4.dn_loss_bbox: 0.2355 d4.dn_loss_iou: 0.3561 2023/02/28 18:43:07 - mmengine - INFO - Epoch(train) [7][1100/7393] lr: 1.0000e-04 eta: 10:23:49 time: 0.8746 data_time: 0.0056 memory: 27242 grad_norm: 34.7430 loss: 8.3656 loss_cls: 0.1577 loss_bbox: 0.1632 loss_iou: 0.3156 d0.loss_cls: 0.2125 d0.loss_bbox: 0.1665 d0.loss_iou: 0.3371 d1.loss_cls: 0.1788 d1.loss_bbox: 0.1614 d1.loss_iou: 0.3217 d2.loss_cls: 0.1679 d2.loss_bbox: 0.1641 d2.loss_iou: 0.3182 d3.loss_cls: 0.1635 d3.loss_bbox: 0.1611 d3.loss_iou: 0.3144 d4.loss_cls: 0.1583 d4.loss_bbox: 0.1633 d4.loss_iou: 0.3159 enc_loss_cls: 0.2082 enc_loss_bbox: 0.1897 enc_loss_iou: 0.3727 dn_loss_cls: 0.0201 dn_loss_bbox: 0.2316 dn_loss_iou: 0.2956 d0.dn_loss_cls: 0.0543 d0.dn_loss_bbox: 0.3522 d0.dn_loss_iou: 0.4233 d1.dn_loss_cls: 0.0300 d1.dn_loss_bbox: 0.2585 d1.dn_loss_iou: 0.3265 d2.dn_loss_cls: 0.0242 d2.dn_loss_bbox: 0.2351 d2.dn_loss_iou: 0.3036 d3.dn_loss_cls: 0.0223 d3.dn_loss_bbox: 0.2317 d3.dn_loss_iou: 0.2970 d4.dn_loss_cls: 0.0204 d4.dn_loss_bbox: 0.2317 d4.dn_loss_iou: 0.2958 2023/02/28 18:43:51 - mmengine - INFO - Epoch(train) [7][1150/7393] lr: 1.0000e-04 eta: 10:23:06 time: 0.8783 data_time: 0.0053 memory: 29182 grad_norm: 33.1358 loss: 9.5905 loss_cls: 0.2093 loss_bbox: 0.1621 loss_iou: 0.3891 d0.loss_cls: 0.2694 d0.loss_bbox: 0.1686 d0.loss_iou: 0.4091 d1.loss_cls: 0.2331 d1.loss_bbox: 0.1681 d1.loss_iou: 0.3961 d2.loss_cls: 0.2226 d2.loss_bbox: 0.1614 d2.loss_iou: 0.3886 d3.loss_cls: 0.2152 d3.loss_bbox: 0.1597 d3.loss_iou: 0.3846 d4.loss_cls: 0.2131 d4.loss_bbox: 0.1576 d4.loss_iou: 0.3862 enc_loss_cls: 0.2532 enc_loss_bbox: 0.1984 enc_loss_iou: 0.4540 dn_loss_cls: 0.0283 dn_loss_bbox: 0.2254 dn_loss_iou: 0.3436 d0.dn_loss_cls: 0.0609 d0.dn_loss_bbox: 0.3546 d0.dn_loss_iou: 0.4891 d1.dn_loss_cls: 0.0371 d1.dn_loss_bbox: 0.2575 d1.dn_loss_iou: 0.3785 d2.dn_loss_cls: 0.0308 d2.dn_loss_bbox: 0.2330 d2.dn_loss_iou: 0.3537 d3.dn_loss_cls: 0.0298 d3.dn_loss_bbox: 0.2267 d3.dn_loss_iou: 0.3454 d4.dn_loss_cls: 0.0281 d4.dn_loss_bbox: 0.2254 d4.dn_loss_iou: 0.3436 2023/02/28 18:44:35 - mmengine - INFO - Epoch(train) [7][1200/7393] lr: 1.0000e-04 eta: 10:22:24 time: 0.8772 data_time: 0.0052 memory: 27598 grad_norm: 31.4438 loss: 8.5939 loss_cls: 0.1828 loss_bbox: 0.1328 loss_iou: 0.3405 d0.loss_cls: 0.2478 d0.loss_bbox: 0.1349 d0.loss_iou: 0.3524 d1.loss_cls: 0.2061 d1.loss_bbox: 0.1379 d1.loss_iou: 0.3509 d2.loss_cls: 0.1944 d2.loss_bbox: 0.1347 d2.loss_iou: 0.3451 d3.loss_cls: 0.1863 d3.loss_bbox: 0.1322 d3.loss_iou: 0.3425 d4.loss_cls: 0.1839 d4.loss_bbox: 0.1323 d4.loss_iou: 0.3399 enc_loss_cls: 0.2255 enc_loss_bbox: 0.1749 enc_loss_iou: 0.4185 dn_loss_cls: 0.0239 dn_loss_bbox: 0.2110 dn_loss_iou: 0.3212 d0.dn_loss_cls: 0.0580 d0.dn_loss_bbox: 0.3158 d0.dn_loss_iou: 0.4492 d1.dn_loss_cls: 0.0356 d1.dn_loss_bbox: 0.2349 d1.dn_loss_iou: 0.3528 d2.dn_loss_cls: 0.0285 d2.dn_loss_bbox: 0.2181 d2.dn_loss_iou: 0.3305 d3.dn_loss_cls: 0.0257 d3.dn_loss_bbox: 0.2124 d3.dn_loss_iou: 0.3234 d4.dn_loss_cls: 0.0241 d4.dn_loss_bbox: 0.2109 d4.dn_loss_iou: 0.3213 2023/02/28 18:45:18 - mmengine - INFO - Epoch(train) [7][1250/7393] lr: 1.0000e-04 eta: 10:21:40 time: 0.8525 data_time: 0.0052 memory: 27689 grad_norm: 35.4951 loss: 9.5905 loss_cls: 0.1979 loss_bbox: 0.1597 loss_iou: 0.3372 d0.loss_cls: 0.2553 d0.loss_bbox: 0.1630 d0.loss_iou: 0.3479 d1.loss_cls: 0.2238 d1.loss_bbox: 0.1615 d1.loss_iou: 0.3383 d2.loss_cls: 0.2085 d2.loss_bbox: 0.1567 d2.loss_iou: 0.3362 d3.loss_cls: 0.1993 d3.loss_bbox: 0.1631 d3.loss_iou: 0.3369 d4.loss_cls: 0.1973 d4.loss_bbox: 0.1599 d4.loss_iou: 0.3366 enc_loss_cls: 0.2431 enc_loss_bbox: 0.1869 enc_loss_iou: 0.4008 dn_loss_cls: 0.0305 dn_loss_bbox: 0.2868 dn_loss_iou: 0.3644 d0.dn_loss_cls: 0.0669 d0.dn_loss_bbox: 0.4071 d0.dn_loss_iou: 0.5052 d1.dn_loss_cls: 0.0425 d1.dn_loss_bbox: 0.3114 d1.dn_loss_iou: 0.3983 d2.dn_loss_cls: 0.0355 d2.dn_loss_bbox: 0.2903 d2.dn_loss_iou: 0.3741 d3.dn_loss_cls: 0.0327 d3.dn_loss_bbox: 0.2866 d3.dn_loss_iou: 0.3661 d4.dn_loss_cls: 0.0304 d4.dn_loss_bbox: 0.2873 d4.dn_loss_iou: 0.3647 2023/02/28 18:46:01 - mmengine - INFO - Epoch(train) [7][1300/7393] lr: 1.0000e-04 eta: 10:20:57 time: 0.8692 data_time: 0.0054 memory: 29670 grad_norm: 31.6471 loss: 9.2974 loss_cls: 0.1811 loss_bbox: 0.1468 loss_iou: 0.3054 d0.loss_cls: 0.2294 d0.loss_bbox: 0.1513 d0.loss_iou: 0.3224 d1.loss_cls: 0.1962 d1.loss_bbox: 0.1498 d1.loss_iou: 0.3126 d2.loss_cls: 0.1936 d2.loss_bbox: 0.1447 d2.loss_iou: 0.3072 d3.loss_cls: 0.1845 d3.loss_bbox: 0.1481 d3.loss_iou: 0.3067 d4.loss_cls: 0.1813 d4.loss_bbox: 0.1466 d4.loss_iou: 0.3056 enc_loss_cls: 0.2231 enc_loss_bbox: 0.1838 enc_loss_iou: 0.3636 dn_loss_cls: 0.0291 dn_loss_bbox: 0.2999 dn_loss_iou: 0.3707 d0.dn_loss_cls: 0.0632 d0.dn_loss_bbox: 0.4401 d0.dn_loss_iou: 0.5179 d1.dn_loss_cls: 0.0393 d1.dn_loss_bbox: 0.3291 d1.dn_loss_iou: 0.4022 d2.dn_loss_cls: 0.0333 d2.dn_loss_bbox: 0.3062 d2.dn_loss_iou: 0.3786 d3.dn_loss_cls: 0.0307 d3.dn_loss_bbox: 0.3010 d3.dn_loss_iou: 0.3721 d4.dn_loss_cls: 0.0292 d4.dn_loss_bbox: 0.3004 d4.dn_loss_iou: 0.3709 2023/02/28 18:46:44 - mmengine - INFO - Epoch(train) [7][1350/7393] lr: 1.0000e-04 eta: 10:20:13 time: 0.8631 data_time: 0.0054 memory: 27234 grad_norm: 35.6143 loss: 10.2045 loss_cls: 0.2135 loss_bbox: 0.1705 loss_iou: 0.3852 d0.loss_cls: 0.2734 d0.loss_bbox: 0.1860 d0.loss_iou: 0.4100 d1.loss_cls: 0.2383 d1.loss_bbox: 0.1805 d1.loss_iou: 0.3994 d2.loss_cls: 0.2227 d2.loss_bbox: 0.1778 d2.loss_iou: 0.3869 d3.loss_cls: 0.2197 d3.loss_bbox: 0.1719 d3.loss_iou: 0.3852 d4.loss_cls: 0.2161 d4.loss_bbox: 0.1694 d4.loss_iou: 0.3853 enc_loss_cls: 0.2741 enc_loss_bbox: 0.2138 enc_loss_iou: 0.4621 dn_loss_cls: 0.0305 dn_loss_bbox: 0.2672 dn_loss_iou: 0.3733 d0.dn_loss_cls: 0.0659 d0.dn_loss_bbox: 0.4023 d0.dn_loss_iou: 0.5222 d1.dn_loss_cls: 0.0411 d1.dn_loss_bbox: 0.3024 d1.dn_loss_iou: 0.4116 d2.dn_loss_cls: 0.0355 d2.dn_loss_bbox: 0.2764 d2.dn_loss_iou: 0.3852 d3.dn_loss_cls: 0.0323 d3.dn_loss_bbox: 0.2691 d3.dn_loss_iou: 0.3762 d4.dn_loss_cls: 0.0307 d4.dn_loss_bbox: 0.2672 d4.dn_loss_iou: 0.3736 2023/02/28 18:47:29 - mmengine - INFO - Epoch(train) [7][1400/7393] lr: 1.0000e-04 eta: 10:19:31 time: 0.8915 data_time: 0.0053 memory: 29656 grad_norm: 35.0319 loss: 9.8893 loss_cls: 0.1910 loss_bbox: 0.1787 loss_iou: 0.3170 d0.loss_cls: 0.2492 d0.loss_bbox: 0.1819 d0.loss_iou: 0.3394 d1.loss_cls: 0.2112 d1.loss_bbox: 0.1783 d1.loss_iou: 0.3262 d2.loss_cls: 0.1981 d2.loss_bbox: 0.1821 d2.loss_iou: 0.3203 d3.loss_cls: 0.1932 d3.loss_bbox: 0.1790 d3.loss_iou: 0.3179 d4.loss_cls: 0.1918 d4.loss_bbox: 0.1785 d4.loss_iou: 0.3175 enc_loss_cls: 0.2429 enc_loss_bbox: 0.2049 enc_loss_iou: 0.3706 dn_loss_cls: 0.0314 dn_loss_bbox: 0.3323 dn_loss_iou: 0.3714 d0.dn_loss_cls: 0.0670 d0.dn_loss_bbox: 0.4667 d0.dn_loss_iou: 0.5055 d1.dn_loss_cls: 0.0430 d1.dn_loss_bbox: 0.3635 d1.dn_loss_iou: 0.4037 d2.dn_loss_cls: 0.0361 d2.dn_loss_bbox: 0.3398 d2.dn_loss_iou: 0.3808 d3.dn_loss_cls: 0.0336 d3.dn_loss_bbox: 0.3351 d3.dn_loss_iou: 0.3738 d4.dn_loss_cls: 0.0320 d4.dn_loss_bbox: 0.3322 d4.dn_loss_iou: 0.3715 2023/02/28 18:48:12 - mmengine - INFO - Epoch(train) [7][1450/7393] lr: 1.0000e-04 eta: 10:18:48 time: 0.8666 data_time: 0.0054 memory: 26557 grad_norm: 31.3919 loss: 8.3322 loss_cls: 0.1562 loss_bbox: 0.1350 loss_iou: 0.2514 d0.loss_cls: 0.2114 d0.loss_bbox: 0.1411 d0.loss_iou: 0.2600 d1.loss_cls: 0.1791 d1.loss_bbox: 0.1388 d1.loss_iou: 0.2569 d2.loss_cls: 0.1662 d2.loss_bbox: 0.1358 d2.loss_iou: 0.2513 d3.loss_cls: 0.1620 d3.loss_bbox: 0.1348 d3.loss_iou: 0.2512 d4.loss_cls: 0.1586 d4.loss_bbox: 0.1335 d4.loss_iou: 0.2506 enc_loss_cls: 0.2010 enc_loss_bbox: 0.1693 enc_loss_iou: 0.3022 dn_loss_cls: 0.0301 dn_loss_bbox: 0.2894 dn_loss_iou: 0.3268 d0.dn_loss_cls: 0.0711 d0.dn_loss_bbox: 0.4221 d0.dn_loss_iou: 0.4668 d1.dn_loss_cls: 0.0424 d1.dn_loss_bbox: 0.3160 d1.dn_loss_iou: 0.3577 d2.dn_loss_cls: 0.0359 d2.dn_loss_bbox: 0.2946 d2.dn_loss_iou: 0.3345 d3.dn_loss_cls: 0.0319 d3.dn_loss_bbox: 0.2905 d3.dn_loss_iou: 0.3287 d4.dn_loss_cls: 0.0309 d4.dn_loss_bbox: 0.2894 d4.dn_loss_iou: 0.3270 2023/02/28 18:48:56 - mmengine - INFO - Epoch(train) [7][1500/7393] lr: 1.0000e-04 eta: 10:18:05 time: 0.8748 data_time: 0.0054 memory: 27471 grad_norm: 33.4704 loss: 9.7385 loss_cls: 0.1825 loss_bbox: 0.1745 loss_iou: 0.3530 d0.loss_cls: 0.2515 d0.loss_bbox: 0.1698 d0.loss_iou: 0.3545 d1.loss_cls: 0.2130 d1.loss_bbox: 0.1735 d1.loss_iou: 0.3575 d2.loss_cls: 0.1973 d2.loss_bbox: 0.1755 d2.loss_iou: 0.3536 d3.loss_cls: 0.1909 d3.loss_bbox: 0.1738 d3.loss_iou: 0.3518 d4.loss_cls: 0.1843 d4.loss_bbox: 0.1748 d4.loss_iou: 0.3524 enc_loss_cls: 0.2337 enc_loss_bbox: 0.1961 enc_loss_iou: 0.4002 dn_loss_cls: 0.0272 dn_loss_bbox: 0.2932 dn_loss_iou: 0.3713 d0.dn_loss_cls: 0.0598 d0.dn_loss_bbox: 0.4174 d0.dn_loss_iou: 0.4991 d1.dn_loss_cls: 0.0367 d1.dn_loss_bbox: 0.3201 d1.dn_loss_iou: 0.4008 d2.dn_loss_cls: 0.0309 d2.dn_loss_bbox: 0.2996 d2.dn_loss_iou: 0.3786 d3.dn_loss_cls: 0.0290 d3.dn_loss_bbox: 0.2951 d3.dn_loss_iou: 0.3737 d4.dn_loss_cls: 0.0273 d4.dn_loss_bbox: 0.2931 d4.dn_loss_iou: 0.3716 2023/02/28 18:49:40 - mmengine - INFO - Epoch(train) [7][1550/7393] lr: 1.0000e-04 eta: 10:17:23 time: 0.8752 data_time: 0.0055 memory: 28727 grad_norm: 34.4181 loss: 8.4376 loss_cls: 0.1664 loss_bbox: 0.1307 loss_iou: 0.3129 d0.loss_cls: 0.2169 d0.loss_bbox: 0.1447 d0.loss_iou: 0.3346 d1.loss_cls: 0.1841 d1.loss_bbox: 0.1364 d1.loss_iou: 0.3201 d2.loss_cls: 0.1732 d2.loss_bbox: 0.1342 d2.loss_iou: 0.3162 d3.loss_cls: 0.1672 d3.loss_bbox: 0.1328 d3.loss_iou: 0.3153 d4.loss_cls: 0.1672 d4.loss_bbox: 0.1302 d4.loss_iou: 0.3112 enc_loss_cls: 0.2149 enc_loss_bbox: 0.1748 enc_loss_iou: 0.3745 dn_loss_cls: 0.0265 dn_loss_bbox: 0.2241 dn_loss_iou: 0.3214 d0.dn_loss_cls: 0.0627 d0.dn_loss_bbox: 0.3728 d0.dn_loss_iou: 0.4681 d1.dn_loss_cls: 0.0385 d1.dn_loss_bbox: 0.2611 d1.dn_loss_iou: 0.3541 d2.dn_loss_cls: 0.0323 d2.dn_loss_bbox: 0.2345 d2.dn_loss_iou: 0.3303 d3.dn_loss_cls: 0.0294 d3.dn_loss_bbox: 0.2256 d3.dn_loss_iou: 0.3233 d4.dn_loss_cls: 0.0277 d4.dn_loss_bbox: 0.2248 d4.dn_loss_iou: 0.3218 2023/02/28 18:50:24 - mmengine - INFO - Epoch(train) [7][1600/7393] lr: 1.0000e-04 eta: 10:16:40 time: 0.8845 data_time: 0.0054 memory: 31390 grad_norm: 31.0223 loss: 10.4658 loss_cls: 0.2251 loss_bbox: 0.1752 loss_iou: 0.4137 d0.loss_cls: 0.2976 d0.loss_bbox: 0.1778 d0.loss_iou: 0.4291 d1.loss_cls: 0.2590 d1.loss_bbox: 0.1723 d1.loss_iou: 0.4134 d2.loss_cls: 0.2385 d2.loss_bbox: 0.1739 d2.loss_iou: 0.4143 d3.loss_cls: 0.2317 d3.loss_bbox: 0.1743 d3.loss_iou: 0.4132 d4.loss_cls: 0.2270 d4.loss_bbox: 0.1745 d4.loss_iou: 0.4131 enc_loss_cls: 0.2926 enc_loss_bbox: 0.2053 enc_loss_iou: 0.4673 dn_loss_cls: 0.0341 dn_loss_bbox: 0.2744 dn_loss_iou: 0.3711 d0.dn_loss_cls: 0.0685 d0.dn_loss_bbox: 0.4015 d0.dn_loss_iou: 0.5062 d1.dn_loss_cls: 0.0444 d1.dn_loss_bbox: 0.3053 d1.dn_loss_iou: 0.4054 d2.dn_loss_cls: 0.0374 d2.dn_loss_bbox: 0.2830 d2.dn_loss_iou: 0.3809 d3.dn_loss_cls: 0.0349 d3.dn_loss_bbox: 0.2762 d3.dn_loss_iou: 0.3735 d4.dn_loss_cls: 0.0347 d4.dn_loss_bbox: 0.2742 d4.dn_loss_iou: 0.3711 2023/02/28 18:51:00 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 18:51:07 - mmengine - INFO - Epoch(train) [7][1650/7393] lr: 1.0000e-04 eta: 10:15:57 time: 0.8672 data_time: 0.0053 memory: 26632 grad_norm: 41.4982 loss: 8.8181 loss_cls: 0.1769 loss_bbox: 0.1521 loss_iou: 0.3019 d0.loss_cls: 0.2342 d0.loss_bbox: 0.1643 d0.loss_iou: 0.3168 d1.loss_cls: 0.2010 d1.loss_bbox: 0.1547 d1.loss_iou: 0.3038 d2.loss_cls: 0.1866 d2.loss_bbox: 0.1562 d2.loss_iou: 0.3021 d3.loss_cls: 0.1811 d3.loss_bbox: 0.1531 d3.loss_iou: 0.3045 d4.loss_cls: 0.1769 d4.loss_bbox: 0.1531 d4.loss_iou: 0.3032 enc_loss_cls: 0.2214 enc_loss_bbox: 0.1892 enc_loss_iou: 0.3664 dn_loss_cls: 0.0291 dn_loss_bbox: 0.2613 dn_loss_iou: 0.3262 d0.dn_loss_cls: 0.0622 d0.dn_loss_bbox: 0.4041 d0.dn_loss_iou: 0.4639 d1.dn_loss_cls: 0.0401 d1.dn_loss_bbox: 0.2972 d1.dn_loss_iou: 0.3593 d2.dn_loss_cls: 0.0332 d2.dn_loss_bbox: 0.2689 d2.dn_loss_iou: 0.3351 d3.dn_loss_cls: 0.0305 d3.dn_loss_bbox: 0.2620 d3.dn_loss_iou: 0.3284 d4.dn_loss_cls: 0.0292 d4.dn_loss_bbox: 0.2614 d4.dn_loss_iou: 0.3264 2023/02/28 18:51:51 - mmengine - INFO - Epoch(train) [7][1700/7393] lr: 1.0000e-04 eta: 10:15:14 time: 0.8679 data_time: 0.0053 memory: 28776 grad_norm: 35.2308 loss: 8.7721 loss_cls: 0.1661 loss_bbox: 0.1477 loss_iou: 0.2955 d0.loss_cls: 0.2200 d0.loss_bbox: 0.1531 d0.loss_iou: 0.3064 d1.loss_cls: 0.1879 d1.loss_bbox: 0.1477 d1.loss_iou: 0.2991 d2.loss_cls: 0.1807 d2.loss_bbox: 0.1442 d2.loss_iou: 0.2939 d3.loss_cls: 0.1735 d3.loss_bbox: 0.1454 d3.loss_iou: 0.2940 d4.loss_cls: 0.1679 d4.loss_bbox: 0.1476 d4.loss_iou: 0.2954 enc_loss_cls: 0.2130 enc_loss_bbox: 0.1904 enc_loss_iou: 0.3509 dn_loss_cls: 0.0248 dn_loss_bbox: 0.2813 dn_loss_iou: 0.3314 d0.dn_loss_cls: 0.0598 d0.dn_loss_bbox: 0.4270 d0.dn_loss_iou: 0.4742 d1.dn_loss_cls: 0.0364 d1.dn_loss_bbox: 0.3139 d1.dn_loss_iou: 0.3648 d2.dn_loss_cls: 0.0288 d2.dn_loss_bbox: 0.2880 d2.dn_loss_iou: 0.3406 d3.dn_loss_cls: 0.0268 d3.dn_loss_bbox: 0.2825 d3.dn_loss_iou: 0.3331 d4.dn_loss_cls: 0.0253 d4.dn_loss_bbox: 0.2813 d4.dn_loss_iou: 0.3319 2023/02/28 18:52:33 - mmengine - INFO - Epoch(train) [7][1750/7393] lr: 1.0000e-04 eta: 10:14:30 time: 0.8501 data_time: 0.0053 memory: 26789 grad_norm: 33.8884 loss: 10.0649 loss_cls: 0.2144 loss_bbox: 0.1760 loss_iou: 0.3953 d0.loss_cls: 0.2776 d0.loss_bbox: 0.1853 d0.loss_iou: 0.4169 d1.loss_cls: 0.2438 d1.loss_bbox: 0.1799 d1.loss_iou: 0.4056 d2.loss_cls: 0.2287 d2.loss_bbox: 0.1755 d2.loss_iou: 0.3959 d3.loss_cls: 0.2200 d3.loss_bbox: 0.1772 d3.loss_iou: 0.3954 d4.loss_cls: 0.2159 d4.loss_bbox: 0.1769 d4.loss_iou: 0.3956 enc_loss_cls: 0.2672 enc_loss_bbox: 0.2307 enc_loss_iou: 0.4820 dn_loss_cls: 0.0299 dn_loss_bbox: 0.2522 dn_loss_iou: 0.3506 d0.dn_loss_cls: 0.0596 d0.dn_loss_bbox: 0.3912 d0.dn_loss_iou: 0.4972 d1.dn_loss_cls: 0.0386 d1.dn_loss_bbox: 0.2828 d1.dn_loss_iou: 0.3856 d2.dn_loss_cls: 0.0334 d2.dn_loss_bbox: 0.2592 d2.dn_loss_iou: 0.3598 d3.dn_loss_cls: 0.0306 d3.dn_loss_bbox: 0.2526 d3.dn_loss_iou: 0.3522 d4.dn_loss_cls: 0.0305 d4.dn_loss_bbox: 0.2522 d4.dn_loss_iou: 0.3506 2023/02/28 18:53:16 - mmengine - INFO - Epoch(train) [7][1800/7393] lr: 1.0000e-04 eta: 10:13:46 time: 0.8597 data_time: 0.0053 memory: 28331 grad_norm: 33.8735 loss: 8.3405 loss_cls: 0.1648 loss_bbox: 0.1390 loss_iou: 0.2803 d0.loss_cls: 0.2059 d0.loss_bbox: 0.1468 d0.loss_iou: 0.3006 d1.loss_cls: 0.1795 d1.loss_bbox: 0.1380 d1.loss_iou: 0.2870 d2.loss_cls: 0.1705 d2.loss_bbox: 0.1384 d2.loss_iou: 0.2832 d3.loss_cls: 0.1660 d3.loss_bbox: 0.1393 d3.loss_iou: 0.2815 d4.loss_cls: 0.1639 d4.loss_bbox: 0.1398 d4.loss_iou: 0.2819 enc_loss_cls: 0.2044 enc_loss_bbox: 0.1683 enc_loss_iou: 0.3351 dn_loss_cls: 0.0290 dn_loss_bbox: 0.2500 dn_loss_iou: 0.3341 d0.dn_loss_cls: 0.0606 d0.dn_loss_bbox: 0.3704 d0.dn_loss_iou: 0.4491 d1.dn_loss_cls: 0.0383 d1.dn_loss_bbox: 0.2750 d1.dn_loss_iou: 0.3599 d2.dn_loss_cls: 0.0326 d2.dn_loss_bbox: 0.2553 d2.dn_loss_iou: 0.3408 d3.dn_loss_cls: 0.0304 d3.dn_loss_bbox: 0.2514 d3.dn_loss_iou: 0.3361 d4.dn_loss_cls: 0.0292 d4.dn_loss_bbox: 0.2501 d4.dn_loss_iou: 0.3342 2023/02/28 18:54:00 - mmengine - INFO - Epoch(train) [7][1850/7393] lr: 1.0000e-04 eta: 10:13:04 time: 0.8790 data_time: 0.0053 memory: 29182 grad_norm: 36.5226 loss: 10.9445 loss_cls: 0.2511 loss_bbox: 0.1968 loss_iou: 0.4185 d0.loss_cls: 0.3174 d0.loss_bbox: 0.2043 d0.loss_iou: 0.4279 d1.loss_cls: 0.2810 d1.loss_bbox: 0.1983 d1.loss_iou: 0.4185 d2.loss_cls: 0.2631 d2.loss_bbox: 0.1942 d2.loss_iou: 0.4129 d3.loss_cls: 0.2542 d3.loss_bbox: 0.1948 d3.loss_iou: 0.4183 d4.loss_cls: 0.2532 d4.loss_bbox: 0.1941 d4.loss_iou: 0.4181 enc_loss_cls: 0.3087 enc_loss_bbox: 0.2385 enc_loss_iou: 0.4920 dn_loss_cls: 0.0334 dn_loss_bbox: 0.2941 dn_loss_iou: 0.3734 d0.dn_loss_cls: 0.0699 d0.dn_loss_bbox: 0.4148 d0.dn_loss_iou: 0.5020 d1.dn_loss_cls: 0.0456 d1.dn_loss_bbox: 0.3226 d1.dn_loss_iou: 0.4039 d2.dn_loss_cls: 0.0378 d2.dn_loss_bbox: 0.3022 d2.dn_loss_iou: 0.3828 d3.dn_loss_cls: 0.0349 d3.dn_loss_bbox: 0.2945 d3.dn_loss_iou: 0.3753 d4.dn_loss_cls: 0.0336 d4.dn_loss_bbox: 0.2943 d4.dn_loss_iou: 0.3736 2023/02/28 18:54:43 - mmengine - INFO - Epoch(train) [7][1900/7393] lr: 1.0000e-04 eta: 10:12:20 time: 0.8522 data_time: 0.0054 memory: 27689 grad_norm: 34.0505 loss: 9.1286 loss_cls: 0.1899 loss_bbox: 0.1579 loss_iou: 0.3002 d0.loss_cls: 0.2386 d0.loss_bbox: 0.1678 d0.loss_iou: 0.3225 d1.loss_cls: 0.2124 d1.loss_bbox: 0.1613 d1.loss_iou: 0.3056 d2.loss_cls: 0.2055 d2.loss_bbox: 0.1520 d2.loss_iou: 0.2962 d3.loss_cls: 0.1926 d3.loss_bbox: 0.1574 d3.loss_iou: 0.3008 d4.loss_cls: 0.1909 d4.loss_bbox: 0.1577 d4.loss_iou: 0.3002 enc_loss_cls: 0.2295 enc_loss_bbox: 0.2063 enc_loss_iou: 0.3677 dn_loss_cls: 0.0275 dn_loss_bbox: 0.2823 dn_loss_iou: 0.3377 d0.dn_loss_cls: 0.0599 d0.dn_loss_bbox: 0.4231 d0.dn_loss_iou: 0.4857 d1.dn_loss_cls: 0.0381 d1.dn_loss_bbox: 0.3181 d1.dn_loss_iou: 0.3753 d2.dn_loss_cls: 0.0319 d2.dn_loss_bbox: 0.2891 d2.dn_loss_iou: 0.3478 d3.dn_loss_cls: 0.0287 d3.dn_loss_bbox: 0.2837 d3.dn_loss_iou: 0.3395 d4.dn_loss_cls: 0.0276 d4.dn_loss_bbox: 0.2821 d4.dn_loss_iou: 0.3378 2023/02/28 18:55:26 - mmengine - INFO - Epoch(train) [7][1950/7393] lr: 1.0000e-04 eta: 10:11:37 time: 0.8648 data_time: 0.0053 memory: 29171 grad_norm: 36.5315 loss: 9.6247 loss_cls: 0.2066 loss_bbox: 0.1552 loss_iou: 0.3679 d0.loss_cls: 0.2660 d0.loss_bbox: 0.1620 d0.loss_iou: 0.3798 d1.loss_cls: 0.2293 d1.loss_bbox: 0.1582 d1.loss_iou: 0.3724 d2.loss_cls: 0.2189 d2.loss_bbox: 0.1580 d2.loss_iou: 0.3673 d3.loss_cls: 0.2103 d3.loss_bbox: 0.1544 d3.loss_iou: 0.3689 d4.loss_cls: 0.2056 d4.loss_bbox: 0.1555 d4.loss_iou: 0.3715 enc_loss_cls: 0.2621 enc_loss_bbox: 0.1921 enc_loss_iou: 0.4275 dn_loss_cls: 0.0296 dn_loss_bbox: 0.2452 dn_loss_iou: 0.3666 d0.dn_loss_cls: 0.0644 d0.dn_loss_bbox: 0.3639 d0.dn_loss_iou: 0.5028 d1.dn_loss_cls: 0.0398 d1.dn_loss_bbox: 0.2731 d1.dn_loss_iou: 0.3992 d2.dn_loss_cls: 0.0331 d2.dn_loss_bbox: 0.2525 d2.dn_loss_iou: 0.3762 d3.dn_loss_cls: 0.0310 d3.dn_loss_bbox: 0.2467 d3.dn_loss_iou: 0.3689 d4.dn_loss_cls: 0.0295 d4.dn_loss_bbox: 0.2454 d4.dn_loss_iou: 0.3672 2023/02/28 18:56:10 - mmengine - INFO - Epoch(train) [7][2000/7393] lr: 1.0000e-04 eta: 10:10:54 time: 0.8751 data_time: 0.0054 memory: 26738 grad_norm: 33.0834 loss: 9.3247 loss_cls: 0.2019 loss_bbox: 0.1563 loss_iou: 0.3700 d0.loss_cls: 0.2617 d0.loss_bbox: 0.1609 d0.loss_iou: 0.3885 d1.loss_cls: 0.2320 d1.loss_bbox: 0.1540 d1.loss_iou: 0.3717 d2.loss_cls: 0.2162 d2.loss_bbox: 0.1557 d2.loss_iou: 0.3715 d3.loss_cls: 0.2108 d3.loss_bbox: 0.1519 d3.loss_iou: 0.3682 d4.loss_cls: 0.2040 d4.loss_bbox: 0.1551 d4.loss_iou: 0.3713 enc_loss_cls: 0.2493 enc_loss_bbox: 0.1843 enc_loss_iou: 0.4310 dn_loss_cls: 0.0314 dn_loss_bbox: 0.2219 dn_loss_iou: 0.3420 d0.dn_loss_cls: 0.0638 d0.dn_loss_bbox: 0.3478 d0.dn_loss_iou: 0.4780 d1.dn_loss_cls: 0.0412 d1.dn_loss_bbox: 0.2499 d1.dn_loss_iou: 0.3755 d2.dn_loss_cls: 0.0347 d2.dn_loss_bbox: 0.2285 d2.dn_loss_iou: 0.3506 d3.dn_loss_cls: 0.0323 d3.dn_loss_bbox: 0.2222 d3.dn_loss_iou: 0.3438 d4.dn_loss_cls: 0.0310 d4.dn_loss_bbox: 0.2217 d4.dn_loss_iou: 0.3421 2023/02/28 18:56:53 - mmengine - INFO - Epoch(train) [7][2050/7393] lr: 1.0000e-04 eta: 10:10:10 time: 0.8558 data_time: 0.0052 memory: 26633 grad_norm: 38.9525 loss: 9.1993 loss_cls: 0.1961 loss_bbox: 0.1460 loss_iou: 0.3521 d0.loss_cls: 0.2544 d0.loss_bbox: 0.1480 d0.loss_iou: 0.3610 d1.loss_cls: 0.2201 d1.loss_bbox: 0.1454 d1.loss_iou: 0.3542 d2.loss_cls: 0.2100 d2.loss_bbox: 0.1443 d2.loss_iou: 0.3523 d3.loss_cls: 0.2002 d3.loss_bbox: 0.1466 d3.loss_iou: 0.3543 d4.loss_cls: 0.1946 d4.loss_bbox: 0.1467 d4.loss_iou: 0.3543 enc_loss_cls: 0.2418 enc_loss_bbox: 0.1787 enc_loss_iou: 0.4173 dn_loss_cls: 0.0304 dn_loss_bbox: 0.2447 dn_loss_iou: 0.3403 d0.dn_loss_cls: 0.0604 d0.dn_loss_bbox: 0.3820 d0.dn_loss_iou: 0.4781 d1.dn_loss_cls: 0.0385 d1.dn_loss_bbox: 0.2716 d1.dn_loss_iou: 0.3696 d2.dn_loss_cls: 0.0336 d2.dn_loss_bbox: 0.2501 d2.dn_loss_iou: 0.3481 d3.dn_loss_cls: 0.0310 d3.dn_loss_bbox: 0.2451 d3.dn_loss_iou: 0.3416 d4.dn_loss_cls: 0.0302 d4.dn_loss_bbox: 0.2450 d4.dn_loss_iou: 0.3405 2023/02/28 18:57:35 - mmengine - INFO - Epoch(train) [7][2100/7393] lr: 1.0000e-04 eta: 10:09:26 time: 0.8527 data_time: 0.0053 memory: 28371 grad_norm: 35.2031 loss: 9.0821 loss_cls: 0.2074 loss_bbox: 0.1642 loss_iou: 0.3514 d0.loss_cls: 0.2591 d0.loss_bbox: 0.1721 d0.loss_iou: 0.3749 d1.loss_cls: 0.2280 d1.loss_bbox: 0.1681 d1.loss_iou: 0.3572 d2.loss_cls: 0.2203 d2.loss_bbox: 0.1597 d2.loss_iou: 0.3505 d3.loss_cls: 0.2139 d3.loss_bbox: 0.1608 d3.loss_iou: 0.3503 d4.loss_cls: 0.2101 d4.loss_bbox: 0.1615 d4.loss_iou: 0.3506 enc_loss_cls: 0.2502 enc_loss_bbox: 0.2048 enc_loss_iou: 0.4311 dn_loss_cls: 0.0266 dn_loss_bbox: 0.2132 dn_loss_iou: 0.3202 d0.dn_loss_cls: 0.0582 d0.dn_loss_bbox: 0.3318 d0.dn_loss_iou: 0.4554 d1.dn_loss_cls: 0.0360 d1.dn_loss_bbox: 0.2398 d1.dn_loss_iou: 0.3488 d2.dn_loss_cls: 0.0305 d2.dn_loss_bbox: 0.2204 d2.dn_loss_iou: 0.3287 d3.dn_loss_cls: 0.0279 d3.dn_loss_bbox: 0.2156 d3.dn_loss_iou: 0.3224 d4.dn_loss_cls: 0.0265 d4.dn_loss_bbox: 0.2134 d4.dn_loss_iou: 0.3205 2023/02/28 18:58:18 - mmengine - INFO - Epoch(train) [7][2150/7393] lr: 1.0000e-04 eta: 10:08:42 time: 0.8557 data_time: 0.0054 memory: 26286 grad_norm: 33.1080 loss: 9.9371 loss_cls: 0.2151 loss_bbox: 0.1741 loss_iou: 0.3934 d0.loss_cls: 0.2741 d0.loss_bbox: 0.1974 d0.loss_iou: 0.4283 d1.loss_cls: 0.2399 d1.loss_bbox: 0.1826 d1.loss_iou: 0.4063 d2.loss_cls: 0.2217 d2.loss_bbox: 0.1778 d2.loss_iou: 0.4000 d3.loss_cls: 0.2167 d3.loss_bbox: 0.1758 d3.loss_iou: 0.3960 d4.loss_cls: 0.2147 d4.loss_bbox: 0.1759 d4.loss_iou: 0.3933 enc_loss_cls: 0.2550 enc_loss_bbox: 0.2298 enc_loss_iou: 0.4873 dn_loss_cls: 0.0252 dn_loss_bbox: 0.2464 dn_loss_iou: 0.3496 d0.dn_loss_cls: 0.0614 d0.dn_loss_bbox: 0.3515 d0.dn_loss_iou: 0.4771 d1.dn_loss_cls: 0.0355 d1.dn_loss_bbox: 0.2702 d1.dn_loss_iou: 0.3792 d2.dn_loss_cls: 0.0292 d2.dn_loss_bbox: 0.2524 d2.dn_loss_iou: 0.3575 d3.dn_loss_cls: 0.0267 d3.dn_loss_bbox: 0.2470 d3.dn_loss_iou: 0.3518 d4.dn_loss_cls: 0.0252 d4.dn_loss_bbox: 0.2464 d4.dn_loss_iou: 0.3497 2023/02/28 18:59:01 - mmengine - INFO - Epoch(train) [7][2200/7393] lr: 1.0000e-04 eta: 10:07:59 time: 0.8672 data_time: 0.0053 memory: 26925 grad_norm: 32.1936 loss: 8.9094 loss_cls: 0.1798 loss_bbox: 0.1417 loss_iou: 0.3265 d0.loss_cls: 0.2429 d0.loss_bbox: 0.1458 d0.loss_iou: 0.3388 d1.loss_cls: 0.2037 d1.loss_bbox: 0.1438 d1.loss_iou: 0.3354 d2.loss_cls: 0.1944 d2.loss_bbox: 0.1392 d2.loss_iou: 0.3278 d3.loss_cls: 0.1809 d3.loss_bbox: 0.1432 d3.loss_iou: 0.3305 d4.loss_cls: 0.1799 d4.loss_bbox: 0.1424 d4.loss_iou: 0.3284 enc_loss_cls: 0.2266 enc_loss_bbox: 0.1735 enc_loss_iou: 0.3889 dn_loss_cls: 0.0308 dn_loss_bbox: 0.2562 dn_loss_iou: 0.3304 d0.dn_loss_cls: 0.0610 d0.dn_loss_bbox: 0.3789 d0.dn_loss_iou: 0.4676 d1.dn_loss_cls: 0.0403 d1.dn_loss_bbox: 0.2875 d1.dn_loss_iou: 0.3648 d2.dn_loss_cls: 0.0338 d2.dn_loss_bbox: 0.2634 d2.dn_loss_iou: 0.3400 d3.dn_loss_cls: 0.0316 d3.dn_loss_bbox: 0.2576 d3.dn_loss_iou: 0.3332 d4.dn_loss_cls: 0.0312 d4.dn_loss_bbox: 0.2564 d4.dn_loss_iou: 0.3306 2023/02/28 18:59:45 - mmengine - INFO - Epoch(train) [7][2250/7393] lr: 1.0000e-04 eta: 10:07:16 time: 0.8725 data_time: 0.0054 memory: 27689 grad_norm: 35.7864 loss: 9.5304 loss_cls: 0.2185 loss_bbox: 0.1463 loss_iou: 0.3374 d0.loss_cls: 0.2715 d0.loss_bbox: 0.1544 d0.loss_iou: 0.3551 d1.loss_cls: 0.2402 d1.loss_bbox: 0.1567 d1.loss_iou: 0.3456 d2.loss_cls: 0.2275 d2.loss_bbox: 0.1512 d2.loss_iou: 0.3407 d3.loss_cls: 0.2220 d3.loss_bbox: 0.1479 d3.loss_iou: 0.3377 d4.loss_cls: 0.2193 d4.loss_bbox: 0.1469 d4.loss_iou: 0.3381 enc_loss_cls: 0.2560 enc_loss_bbox: 0.1892 enc_loss_iou: 0.4078 dn_loss_cls: 0.0316 dn_loss_bbox: 0.2670 dn_loss_iou: 0.3477 d0.dn_loss_cls: 0.0629 d0.dn_loss_bbox: 0.4134 d0.dn_loss_iou: 0.5004 d1.dn_loss_cls: 0.0415 d1.dn_loss_bbox: 0.3004 d1.dn_loss_iou: 0.3868 d2.dn_loss_cls: 0.0347 d2.dn_loss_bbox: 0.2749 d2.dn_loss_iou: 0.3594 d3.dn_loss_cls: 0.0327 d3.dn_loss_bbox: 0.2684 d3.dn_loss_iou: 0.3506 d4.dn_loss_cls: 0.0319 d4.dn_loss_bbox: 0.2674 d4.dn_loss_iou: 0.3483 2023/02/28 19:00:29 - mmengine - INFO - Epoch(train) [7][2300/7393] lr: 1.0000e-04 eta: 10:06:33 time: 0.8732 data_time: 0.0053 memory: 27738 grad_norm: 32.9512 loss: 9.0056 loss_cls: 0.1797 loss_bbox: 0.1509 loss_iou: 0.3628 d0.loss_cls: 0.2365 d0.loss_bbox: 0.1562 d0.loss_iou: 0.3740 d1.loss_cls: 0.1991 d1.loss_bbox: 0.1533 d1.loss_iou: 0.3714 d2.loss_cls: 0.1828 d2.loss_bbox: 0.1546 d2.loss_iou: 0.3670 d3.loss_cls: 0.1796 d3.loss_bbox: 0.1522 d3.loss_iou: 0.3617 d4.loss_cls: 0.1800 d4.loss_bbox: 0.1514 d4.loss_iou: 0.3629 enc_loss_cls: 0.2326 enc_loss_bbox: 0.1898 enc_loss_iou: 0.4335 dn_loss_cls: 0.0236 dn_loss_bbox: 0.2307 dn_loss_iou: 0.3307 d0.dn_loss_cls: 0.0532 d0.dn_loss_bbox: 0.3429 d0.dn_loss_iou: 0.4616 d1.dn_loss_cls: 0.0332 d1.dn_loss_bbox: 0.2579 d1.dn_loss_iou: 0.3606 d2.dn_loss_cls: 0.0267 d2.dn_loss_bbox: 0.2381 d2.dn_loss_iou: 0.3388 d3.dn_loss_cls: 0.0246 d3.dn_loss_bbox: 0.2326 d3.dn_loss_iou: 0.3326 d4.dn_loss_cls: 0.0236 d4.dn_loss_bbox: 0.2312 d4.dn_loss_iou: 0.3309 2023/02/28 19:01:12 - mmengine - INFO - Epoch(train) [7][2350/7393] lr: 1.0000e-04 eta: 10:05:50 time: 0.8725 data_time: 0.0053 memory: 29368 grad_norm: 31.8866 loss: 8.5299 loss_cls: 0.1618 loss_bbox: 0.1432 loss_iou: 0.3011 d0.loss_cls: 0.2122 d0.loss_bbox: 0.1455 d0.loss_iou: 0.3032 d1.loss_cls: 0.1815 d1.loss_bbox: 0.1450 d1.loss_iou: 0.3018 d2.loss_cls: 0.1710 d2.loss_bbox: 0.1408 d2.loss_iou: 0.2989 d3.loss_cls: 0.1664 d3.loss_bbox: 0.1409 d3.loss_iou: 0.2991 d4.loss_cls: 0.1644 d4.loss_bbox: 0.1420 d4.loss_iou: 0.2997 enc_loss_cls: 0.2048 enc_loss_bbox: 0.1783 enc_loss_iou: 0.3470 dn_loss_cls: 0.0252 dn_loss_bbox: 0.2727 dn_loss_iou: 0.3257 d0.dn_loss_cls: 0.0562 d0.dn_loss_bbox: 0.3852 d0.dn_loss_iou: 0.4441 d1.dn_loss_cls: 0.0343 d1.dn_loss_bbox: 0.2956 d1.dn_loss_iou: 0.3533 d2.dn_loss_cls: 0.0282 d2.dn_loss_bbox: 0.2778 d2.dn_loss_iou: 0.3322 d3.dn_loss_cls: 0.0262 d3.dn_loss_bbox: 0.2735 d3.dn_loss_iou: 0.3274 d4.dn_loss_cls: 0.0256 d4.dn_loss_bbox: 0.2726 d4.dn_loss_iou: 0.3258 2023/02/28 19:01:56 - mmengine - INFO - Epoch(train) [7][2400/7393] lr: 1.0000e-04 eta: 10:05:07 time: 0.8637 data_time: 0.0053 memory: 26735 grad_norm: 37.0657 loss: 9.5656 loss_cls: 0.1972 loss_bbox: 0.1401 loss_iou: 0.3795 d0.loss_cls: 0.2552 d0.loss_bbox: 0.1496 d0.loss_iou: 0.4023 d1.loss_cls: 0.2226 d1.loss_bbox: 0.1435 d1.loss_iou: 0.3873 d2.loss_cls: 0.2124 d2.loss_bbox: 0.1401 d2.loss_iou: 0.3789 d3.loss_cls: 0.2049 d3.loss_bbox: 0.1385 d3.loss_iou: 0.3819 d4.loss_cls: 0.2000 d4.loss_bbox: 0.1388 d4.loss_iou: 0.3787 enc_loss_cls: 0.2529 enc_loss_bbox: 0.1729 enc_loss_iou: 0.4460 dn_loss_cls: 0.0283 dn_loss_bbox: 0.2484 dn_loss_iou: 0.3686 d0.dn_loss_cls: 0.0637 d0.dn_loss_bbox: 0.3645 d0.dn_loss_iou: 0.4986 d1.dn_loss_cls: 0.0402 d1.dn_loss_bbox: 0.2747 d1.dn_loss_iou: 0.3982 d2.dn_loss_cls: 0.0332 d2.dn_loss_bbox: 0.2530 d2.dn_loss_iou: 0.3763 d3.dn_loss_cls: 0.0304 d3.dn_loss_bbox: 0.2491 d3.dn_loss_iou: 0.3695 d4.dn_loss_cls: 0.0290 d4.dn_loss_bbox: 0.2483 d4.dn_loss_iou: 0.3684 2023/02/28 19:02:39 - mmengine - INFO - Epoch(train) [7][2450/7393] lr: 1.0000e-04 eta: 10:04:24 time: 0.8784 data_time: 0.0053 memory: 26632 grad_norm: 36.4715 loss: 9.4927 loss_cls: 0.2014 loss_bbox: 0.1488 loss_iou: 0.3880 d0.loss_cls: 0.2678 d0.loss_bbox: 0.1505 d0.loss_iou: 0.4014 d1.loss_cls: 0.2306 d1.loss_bbox: 0.1458 d1.loss_iou: 0.3920 d2.loss_cls: 0.2083 d2.loss_bbox: 0.1485 d2.loss_iou: 0.3921 d3.loss_cls: 0.2040 d3.loss_bbox: 0.1494 d3.loss_iou: 0.3886 d4.loss_cls: 0.2002 d4.loss_bbox: 0.1498 d4.loss_iou: 0.3909 enc_loss_cls: 0.2579 enc_loss_bbox: 0.1812 enc_loss_iou: 0.4547 dn_loss_cls: 0.0305 dn_loss_bbox: 0.2303 dn_loss_iou: 0.3488 d0.dn_loss_cls: 0.0611 d0.dn_loss_bbox: 0.3465 d0.dn_loss_iou: 0.4839 d1.dn_loss_cls: 0.0402 d1.dn_loss_bbox: 0.2600 d1.dn_loss_iou: 0.3829 d2.dn_loss_cls: 0.0341 d2.dn_loss_bbox: 0.2380 d2.dn_loss_iou: 0.3589 d3.dn_loss_cls: 0.0315 d3.dn_loss_bbox: 0.2325 d3.dn_loss_iou: 0.3515 d4.dn_loss_cls: 0.0304 d4.dn_loss_bbox: 0.2303 d4.dn_loss_iou: 0.3491 2023/02/28 19:03:24 - mmengine - INFO - Epoch(train) [7][2500/7393] lr: 1.0000e-04 eta: 10:03:42 time: 0.8802 data_time: 0.0052 memory: 29182 grad_norm: 34.0771 loss: 8.4703 loss_cls: 0.1689 loss_bbox: 0.1523 loss_iou: 0.2950 d0.loss_cls: 0.2175 d0.loss_bbox: 0.1593 d0.loss_iou: 0.3154 d1.loss_cls: 0.1849 d1.loss_bbox: 0.1562 d1.loss_iou: 0.3061 d2.loss_cls: 0.1744 d2.loss_bbox: 0.1528 d2.loss_iou: 0.2970 d3.loss_cls: 0.1688 d3.loss_bbox: 0.1536 d3.loss_iou: 0.2978 d4.loss_cls: 0.1651 d4.loss_bbox: 0.1547 d4.loss_iou: 0.2994 enc_loss_cls: 0.2104 enc_loss_bbox: 0.1849 enc_loss_iou: 0.3567 dn_loss_cls: 0.0265 dn_loss_bbox: 0.2386 dn_loss_iou: 0.3227 d0.dn_loss_cls: 0.0584 d0.dn_loss_bbox: 0.3578 d0.dn_loss_iou: 0.4506 d1.dn_loss_cls: 0.0359 d1.dn_loss_bbox: 0.2686 d1.dn_loss_iou: 0.3558 d2.dn_loss_cls: 0.0295 d2.dn_loss_bbox: 0.2438 d2.dn_loss_iou: 0.3311 d3.dn_loss_cls: 0.0276 d3.dn_loss_bbox: 0.2390 d3.dn_loss_iou: 0.3247 d4.dn_loss_cls: 0.0267 d4.dn_loss_bbox: 0.2386 d4.dn_loss_iou: 0.3229 2023/02/28 19:04:07 - mmengine - INFO - Epoch(train) [7][2550/7393] lr: 1.0000e-04 eta: 10:02:59 time: 0.8775 data_time: 0.0053 memory: 26735 grad_norm: 30.4682 loss: 10.1952 loss_cls: 0.2301 loss_bbox: 0.1709 loss_iou: 0.3385 d0.loss_cls: 0.2840 d0.loss_bbox: 0.1806 d0.loss_iou: 0.3565 d1.loss_cls: 0.2551 d1.loss_bbox: 0.1750 d1.loss_iou: 0.3463 d2.loss_cls: 0.2413 d2.loss_bbox: 0.1712 d2.loss_iou: 0.3428 d3.loss_cls: 0.2345 d3.loss_bbox: 0.1692 d3.loss_iou: 0.3404 d4.loss_cls: 0.2309 d4.loss_bbox: 0.1689 d4.loss_iou: 0.3383 enc_loss_cls: 0.2776 enc_loss_bbox: 0.2148 enc_loss_iou: 0.4180 dn_loss_cls: 0.0345 dn_loss_bbox: 0.3013 dn_loss_iou: 0.3855 d0.dn_loss_cls: 0.0673 d0.dn_loss_bbox: 0.4230 d0.dn_loss_iou: 0.5210 d1.dn_loss_cls: 0.0435 d1.dn_loss_bbox: 0.3294 d1.dn_loss_iou: 0.4168 d2.dn_loss_cls: 0.0379 d2.dn_loss_bbox: 0.3083 d2.dn_loss_iou: 0.3947 d3.dn_loss_cls: 0.0360 d3.dn_loss_bbox: 0.3018 d3.dn_loss_iou: 0.3875 d4.dn_loss_cls: 0.0345 d4.dn_loss_bbox: 0.3013 d4.dn_loss_iou: 0.3860 2023/02/28 19:04:50 - mmengine - INFO - Epoch(train) [7][2600/7393] lr: 1.0000e-04 eta: 10:02:16 time: 0.8610 data_time: 0.0053 memory: 28179 grad_norm: 44.9212 loss: 7.8089 loss_cls: 0.1437 loss_bbox: 0.1210 loss_iou: 0.2560 d0.loss_cls: 0.1950 d0.loss_bbox: 0.1256 d0.loss_iou: 0.2705 d1.loss_cls: 0.1665 d1.loss_bbox: 0.1214 d1.loss_iou: 0.2642 d2.loss_cls: 0.1550 d2.loss_bbox: 0.1215 d2.loss_iou: 0.2571 d3.loss_cls: 0.1480 d3.loss_bbox: 0.1198 d3.loss_iou: 0.2570 d4.loss_cls: 0.1426 d4.loss_bbox: 0.1218 d4.loss_iou: 0.2568 enc_loss_cls: 0.1901 enc_loss_bbox: 0.1536 enc_loss_iou: 0.3148 dn_loss_cls: 0.0222 dn_loss_bbox: 0.2449 dn_loss_iou: 0.3058 d0.dn_loss_cls: 0.0594 d0.dn_loss_bbox: 0.4081 d0.dn_loss_iou: 0.4573 d1.dn_loss_cls: 0.0343 d1.dn_loss_bbox: 0.2831 d1.dn_loss_iou: 0.3430 d2.dn_loss_cls: 0.0272 d2.dn_loss_bbox: 0.2536 d2.dn_loss_iou: 0.3163 d3.dn_loss_cls: 0.0241 d3.dn_loss_bbox: 0.2461 d3.dn_loss_iou: 0.3083 d4.dn_loss_cls: 0.0222 d4.dn_loss_bbox: 0.2449 d4.dn_loss_iou: 0.3062 2023/02/28 19:05:27 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 19:05:34 - mmengine - INFO - Epoch(train) [7][2650/7393] lr: 1.0000e-04 eta: 10:01:33 time: 0.8708 data_time: 0.0054 memory: 28179 grad_norm: 33.7830 loss: 9.6066 loss_cls: 0.2090 loss_bbox: 0.1564 loss_iou: 0.3663 d0.loss_cls: 0.2616 d0.loss_bbox: 0.1644 d0.loss_iou: 0.3871 d1.loss_cls: 0.2309 d1.loss_bbox: 0.1612 d1.loss_iou: 0.3746 d2.loss_cls: 0.2149 d2.loss_bbox: 0.1612 d2.loss_iou: 0.3688 d3.loss_cls: 0.2086 d3.loss_bbox: 0.1601 d3.loss_iou: 0.3700 d4.loss_cls: 0.2109 d4.loss_bbox: 0.1574 d4.loss_iou: 0.3675 enc_loss_cls: 0.2527 enc_loss_bbox: 0.1925 enc_loss_iou: 0.4329 dn_loss_cls: 0.0307 dn_loss_bbox: 0.2578 dn_loss_iou: 0.3495 d0.dn_loss_cls: 0.0619 d0.dn_loss_bbox: 0.3724 d0.dn_loss_iou: 0.4809 d1.dn_loss_cls: 0.0412 d1.dn_loss_bbox: 0.2847 d1.dn_loss_iou: 0.3818 d2.dn_loss_cls: 0.0345 d2.dn_loss_bbox: 0.2636 d2.dn_loss_iou: 0.3579 d3.dn_loss_cls: 0.0311 d3.dn_loss_bbox: 0.2591 d3.dn_loss_iou: 0.3517 d4.dn_loss_cls: 0.0309 d4.dn_loss_bbox: 0.2580 d4.dn_loss_iou: 0.3499 2023/02/28 19:06:17 - mmengine - INFO - Epoch(train) [7][2700/7393] lr: 1.0000e-04 eta: 10:00:49 time: 0.8660 data_time: 0.0052 memory: 28633 grad_norm: 35.7284 loss: 9.1489 loss_cls: 0.1857 loss_bbox: 0.1498 loss_iou: 0.3166 d0.loss_cls: 0.2372 d0.loss_bbox: 0.1592 d0.loss_iou: 0.3384 d1.loss_cls: 0.2021 d1.loss_bbox: 0.1535 d1.loss_iou: 0.3310 d2.loss_cls: 0.1914 d2.loss_bbox: 0.1544 d2.loss_iou: 0.3246 d3.loss_cls: 0.1906 d3.loss_bbox: 0.1467 d3.loss_iou: 0.3164 d4.loss_cls: 0.1875 d4.loss_bbox: 0.1479 d4.loss_iou: 0.3139 enc_loss_cls: 0.2303 enc_loss_bbox: 0.1936 enc_loss_iou: 0.3899 dn_loss_cls: 0.0281 dn_loss_bbox: 0.2691 dn_loss_iou: 0.3473 d0.dn_loss_cls: 0.0628 d0.dn_loss_bbox: 0.4025 d0.dn_loss_iou: 0.4939 d1.dn_loss_cls: 0.0375 d1.dn_loss_bbox: 0.3041 d1.dn_loss_iou: 0.3833 d2.dn_loss_cls: 0.0313 d2.dn_loss_bbox: 0.2767 d2.dn_loss_iou: 0.3576 d3.dn_loss_cls: 0.0291 d3.dn_loss_bbox: 0.2709 d3.dn_loss_iou: 0.3497 d4.dn_loss_cls: 0.0278 d4.dn_loss_bbox: 0.2690 d4.dn_loss_iou: 0.3475 2023/02/28 19:07:00 - mmengine - INFO - Epoch(train) [7][2750/7393] lr: 1.0000e-04 eta: 10:00:05 time: 0.8509 data_time: 0.0053 memory: 26557 grad_norm: 37.4059 loss: 9.6325 loss_cls: 0.2147 loss_bbox: 0.1635 loss_iou: 0.3659 d0.loss_cls: 0.2757 d0.loss_bbox: 0.1746 d0.loss_iou: 0.3792 d1.loss_cls: 0.2400 d1.loss_bbox: 0.1678 d1.loss_iou: 0.3720 d2.loss_cls: 0.2261 d2.loss_bbox: 0.1644 d2.loss_iou: 0.3686 d3.loss_cls: 0.2240 d3.loss_bbox: 0.1619 d3.loss_iou: 0.3653 d4.loss_cls: 0.2186 d4.loss_bbox: 0.1605 d4.loss_iou: 0.3618 enc_loss_cls: 0.2668 enc_loss_bbox: 0.2114 enc_loss_iou: 0.4284 dn_loss_cls: 0.0302 dn_loss_bbox: 0.2534 dn_loss_iou: 0.3403 d0.dn_loss_cls: 0.0611 d0.dn_loss_bbox: 0.3781 d0.dn_loss_iou: 0.4712 d1.dn_loss_cls: 0.0397 d1.dn_loss_bbox: 0.2829 d1.dn_loss_iou: 0.3697 d2.dn_loss_cls: 0.0339 d2.dn_loss_bbox: 0.2602 d2.dn_loss_iou: 0.3487 d3.dn_loss_cls: 0.0315 d3.dn_loss_bbox: 0.2546 d3.dn_loss_iou: 0.3418 d4.dn_loss_cls: 0.0299 d4.dn_loss_bbox: 0.2537 d4.dn_loss_iou: 0.3404 2023/02/28 19:07:43 - mmengine - INFO - Epoch(train) [7][2800/7393] lr: 1.0000e-04 eta: 9:59:23 time: 0.8729 data_time: 0.0056 memory: 26767 grad_norm: 31.2792 loss: 8.5334 loss_cls: 0.1927 loss_bbox: 0.1252 loss_iou: 0.3172 d0.loss_cls: 0.2540 d0.loss_bbox: 0.1341 d0.loss_iou: 0.3299 d1.loss_cls: 0.2139 d1.loss_bbox: 0.1303 d1.loss_iou: 0.3184 d2.loss_cls: 0.2011 d2.loss_bbox: 0.1284 d2.loss_iou: 0.3172 d3.loss_cls: 0.1947 d3.loss_bbox: 0.1259 d3.loss_iou: 0.3168 d4.loss_cls: 0.1913 d4.loss_bbox: 0.1272 d4.loss_iou: 0.3190 enc_loss_cls: 0.2433 enc_loss_bbox: 0.1650 enc_loss_iou: 0.3788 dn_loss_cls: 0.0312 dn_loss_bbox: 0.2256 dn_loss_iou: 0.3158 d0.dn_loss_cls: 0.0586 d0.dn_loss_bbox: 0.3495 d0.dn_loss_iou: 0.4539 d1.dn_loss_cls: 0.0375 d1.dn_loss_bbox: 0.2514 d1.dn_loss_iou: 0.3491 d2.dn_loss_cls: 0.0324 d2.dn_loss_bbox: 0.2296 d2.dn_loss_iou: 0.3246 d3.dn_loss_cls: 0.0323 d3.dn_loss_bbox: 0.2269 d3.dn_loss_iou: 0.3179 d4.dn_loss_cls: 0.0311 d4.dn_loss_bbox: 0.2256 d4.dn_loss_iou: 0.3161 2023/02/28 19:08:27 - mmengine - INFO - Epoch(train) [7][2850/7393] lr: 1.0000e-04 eta: 9:58:39 time: 0.8609 data_time: 0.0053 memory: 26789 grad_norm: 40.5539 loss: 8.7504 loss_cls: 0.1710 loss_bbox: 0.1368 loss_iou: 0.2736 d0.loss_cls: 0.2245 d0.loss_bbox: 0.1430 d0.loss_iou: 0.2814 d1.loss_cls: 0.1923 d1.loss_bbox: 0.1420 d1.loss_iou: 0.2775 d2.loss_cls: 0.1792 d2.loss_bbox: 0.1407 d2.loss_iou: 0.2748 d3.loss_cls: 0.1730 d3.loss_bbox: 0.1389 d3.loss_iou: 0.2747 d4.loss_cls: 0.1708 d4.loss_bbox: 0.1390 d4.loss_iou: 0.2745 enc_loss_cls: 0.2147 enc_loss_bbox: 0.1618 enc_loss_iou: 0.3179 dn_loss_cls: 0.0313 dn_loss_bbox: 0.2790 dn_loss_iou: 0.3631 d0.dn_loss_cls: 0.0681 d0.dn_loss_bbox: 0.4220 d0.dn_loss_iou: 0.5033 d1.dn_loss_cls: 0.0411 d1.dn_loss_bbox: 0.3074 d1.dn_loss_iou: 0.3955 d2.dn_loss_cls: 0.0356 d2.dn_loss_bbox: 0.2823 d2.dn_loss_iou: 0.3701 d3.dn_loss_cls: 0.0329 d3.dn_loss_bbox: 0.2787 d3.dn_loss_iou: 0.3645 d4.dn_loss_cls: 0.0316 d4.dn_loss_bbox: 0.2786 d4.dn_loss_iou: 0.3634 2023/02/28 19:09:11 - mmengine - INFO - Epoch(train) [7][2900/7393] lr: 1.0000e-04 eta: 9:57:57 time: 0.8856 data_time: 0.0059 memory: 28428 grad_norm: 35.7085 loss: 9.3713 loss_cls: 0.1893 loss_bbox: 0.1603 loss_iou: 0.3495 d0.loss_cls: 0.2402 d0.loss_bbox: 0.1653 d0.loss_iou: 0.3634 d1.loss_cls: 0.2089 d1.loss_bbox: 0.1654 d1.loss_iou: 0.3554 d2.loss_cls: 0.1994 d2.loss_bbox: 0.1604 d2.loss_iou: 0.3478 d3.loss_cls: 0.1928 d3.loss_bbox: 0.1590 d3.loss_iou: 0.3482 d4.loss_cls: 0.1905 d4.loss_bbox: 0.1590 d4.loss_iou: 0.3495 enc_loss_cls: 0.2411 enc_loss_bbox: 0.1924 enc_loss_iou: 0.4060 dn_loss_cls: 0.0295 dn_loss_bbox: 0.2685 dn_loss_iou: 0.3509 d0.dn_loss_cls: 0.0609 d0.dn_loss_bbox: 0.3755 d0.dn_loss_iou: 0.4736 d1.dn_loss_cls: 0.0390 d1.dn_loss_bbox: 0.2879 d1.dn_loss_iou: 0.3761 d2.dn_loss_cls: 0.0334 d2.dn_loss_bbox: 0.2727 d2.dn_loss_iou: 0.3578 d3.dn_loss_cls: 0.0311 d3.dn_loss_bbox: 0.2685 d3.dn_loss_iou: 0.3523 d4.dn_loss_cls: 0.0301 d4.dn_loss_bbox: 0.2684 d4.dn_loss_iou: 0.3512 2023/02/28 19:09:54 - mmengine - INFO - Epoch(train) [7][2950/7393] lr: 1.0000e-04 eta: 9:57:14 time: 0.8704 data_time: 0.0060 memory: 26767 grad_norm: 53.8181 loss: 9.6704 loss_cls: 0.1872 loss_bbox: 0.1800 loss_iou: 0.3407 d0.loss_cls: 0.2438 d0.loss_bbox: 0.1816 d0.loss_iou: 0.3523 d1.loss_cls: 0.2117 d1.loss_bbox: 0.1801 d1.loss_iou: 0.3471 d2.loss_cls: 0.1930 d2.loss_bbox: 0.1799 d2.loss_iou: 0.3453 d3.loss_cls: 0.1918 d3.loss_bbox: 0.1737 d3.loss_iou: 0.3400 d4.loss_cls: 0.1896 d4.loss_bbox: 0.1779 d4.loss_iou: 0.3381 enc_loss_cls: 0.2348 enc_loss_bbox: 0.2081 enc_loss_iou: 0.3962 dn_loss_cls: 0.0270 dn_loss_bbox: 0.2925 dn_loss_iou: 0.3711 d0.dn_loss_cls: 0.0583 d0.dn_loss_bbox: 0.3879 d0.dn_loss_iou: 0.4961 d1.dn_loss_cls: 0.0366 d1.dn_loss_bbox: 0.3162 d1.dn_loss_iou: 0.4007 d2.dn_loss_cls: 0.0301 d2.dn_loss_bbox: 0.2980 d2.dn_loss_iou: 0.3801 d3.dn_loss_cls: 0.0276 d3.dn_loss_bbox: 0.2926 d3.dn_loss_iou: 0.3724 d4.dn_loss_cls: 0.0266 d4.dn_loss_bbox: 0.2925 d4.dn_loss_iou: 0.3712 2023/02/28 19:10:38 - mmengine - INFO - Epoch(train) [7][3000/7393] lr: 1.0000e-04 eta: 9:56:31 time: 0.8788 data_time: 0.0060 memory: 27614 grad_norm: 36.9295 loss: 8.9244 loss_cls: 0.1966 loss_bbox: 0.1526 loss_iou: 0.3443 d0.loss_cls: 0.2551 d0.loss_bbox: 0.1641 d0.loss_iou: 0.3707 d1.loss_cls: 0.2224 d1.loss_bbox: 0.1568 d1.loss_iou: 0.3534 d2.loss_cls: 0.2123 d2.loss_bbox: 0.1495 d2.loss_iou: 0.3453 d3.loss_cls: 0.2016 d3.loss_bbox: 0.1522 d3.loss_iou: 0.3438 d4.loss_cls: 0.1968 d4.loss_bbox: 0.1532 d4.loss_iou: 0.3454 enc_loss_cls: 0.2458 enc_loss_bbox: 0.1911 enc_loss_iou: 0.4096 dn_loss_cls: 0.0280 dn_loss_bbox: 0.2096 dn_loss_iou: 0.3273 d0.dn_loss_cls: 0.0613 d0.dn_loss_bbox: 0.3250 d0.dn_loss_iou: 0.4564 d1.dn_loss_cls: 0.0384 d1.dn_loss_bbox: 0.2376 d1.dn_loss_iou: 0.3581 d2.dn_loss_cls: 0.0328 d2.dn_loss_bbox: 0.2157 d2.dn_loss_iou: 0.3356 d3.dn_loss_cls: 0.0302 d3.dn_loss_bbox: 0.2106 d3.dn_loss_iou: 0.3292 d4.dn_loss_cls: 0.0283 d4.dn_loss_bbox: 0.2099 d4.dn_loss_iou: 0.3277 2023/02/28 19:11:21 - mmengine - INFO - Epoch(train) [7][3050/7393] lr: 1.0000e-04 eta: 9:55:47 time: 0.8590 data_time: 0.0059 memory: 26735 grad_norm: 33.5826 loss: 8.8256 loss_cls: 0.2112 loss_bbox: 0.1248 loss_iou: 0.3236 d0.loss_cls: 0.2531 d0.loss_bbox: 0.1363 d0.loss_iou: 0.3421 d1.loss_cls: 0.2331 d1.loss_bbox: 0.1262 d1.loss_iou: 0.3254 d2.loss_cls: 0.2211 d2.loss_bbox: 0.1257 d2.loss_iou: 0.3237 d3.loss_cls: 0.2134 d3.loss_bbox: 0.1257 d3.loss_iou: 0.3235 d4.loss_cls: 0.2113 d4.loss_bbox: 0.1250 d4.loss_iou: 0.3240 enc_loss_cls: 0.2479 enc_loss_bbox: 0.1642 enc_loss_iou: 0.3932 dn_loss_cls: 0.0310 dn_loss_bbox: 0.2206 dn_loss_iou: 0.3422 d0.dn_loss_cls: 0.0651 d0.dn_loss_bbox: 0.3485 d0.dn_loss_iou: 0.4850 d1.dn_loss_cls: 0.0409 d1.dn_loss_bbox: 0.2481 d1.dn_loss_iou: 0.3691 d2.dn_loss_cls: 0.0344 d2.dn_loss_bbox: 0.2262 d2.dn_loss_iou: 0.3483 d3.dn_loss_cls: 0.0325 d3.dn_loss_bbox: 0.2218 d3.dn_loss_iou: 0.3433 d4.dn_loss_cls: 0.0312 d4.dn_loss_bbox: 0.2207 d4.dn_loss_iou: 0.3424 2023/02/28 19:12:05 - mmengine - INFO - Epoch(train) [7][3100/7393] lr: 1.0000e-04 eta: 9:55:04 time: 0.8659 data_time: 0.0059 memory: 29640 grad_norm: 35.2415 loss: 9.1762 loss_cls: 0.1848 loss_bbox: 0.1475 loss_iou: 0.3199 d0.loss_cls: 0.2359 d0.loss_bbox: 0.1496 d0.loss_iou: 0.3289 d1.loss_cls: 0.2074 d1.loss_bbox: 0.1474 d1.loss_iou: 0.3192 d2.loss_cls: 0.1972 d2.loss_bbox: 0.1468 d2.loss_iou: 0.3142 d3.loss_cls: 0.1910 d3.loss_bbox: 0.1452 d3.loss_iou: 0.3148 d4.loss_cls: 0.1866 d4.loss_bbox: 0.1458 d4.loss_iou: 0.3193 enc_loss_cls: 0.2246 enc_loss_bbox: 0.1789 enc_loss_iou: 0.3683 dn_loss_cls: 0.0349 dn_loss_bbox: 0.2803 dn_loss_iou: 0.3452 d0.dn_loss_cls: 0.0690 d0.dn_loss_bbox: 0.4244 d0.dn_loss_iou: 0.4874 d1.dn_loss_cls: 0.0448 d1.dn_loss_bbox: 0.3198 d1.dn_loss_iou: 0.3809 d2.dn_loss_cls: 0.0379 d2.dn_loss_bbox: 0.2927 d2.dn_loss_iou: 0.3571 d3.dn_loss_cls: 0.0355 d3.dn_loss_bbox: 0.2836 d3.dn_loss_iou: 0.3481 d4.dn_loss_cls: 0.0349 d4.dn_loss_bbox: 0.2808 d4.dn_loss_iou: 0.3456 2023/02/28 19:12:48 - mmengine - INFO - Epoch(train) [7][3150/7393] lr: 1.0000e-04 eta: 9:54:21 time: 0.8701 data_time: 0.0058 memory: 26735 grad_norm: 35.8425 loss: 10.1500 loss_cls: 0.2174 loss_bbox: 0.1808 loss_iou: 0.4067 d0.loss_cls: 0.2834 d0.loss_bbox: 0.1799 d0.loss_iou: 0.4155 d1.loss_cls: 0.2434 d1.loss_bbox: 0.1832 d1.loss_iou: 0.4111 d2.loss_cls: 0.2311 d2.loss_bbox: 0.1817 d2.loss_iou: 0.4065 d3.loss_cls: 0.2217 d3.loss_bbox: 0.1805 d3.loss_iou: 0.4068 d4.loss_cls: 0.2180 d4.loss_bbox: 0.1790 d4.loss_iou: 0.4052 enc_loss_cls: 0.2668 enc_loss_bbox: 0.2218 enc_loss_iou: 0.4785 dn_loss_cls: 0.0290 dn_loss_bbox: 0.2650 dn_loss_iou: 0.3526 d0.dn_loss_cls: 0.0630 d0.dn_loss_bbox: 0.3744 d0.dn_loss_iou: 0.4758 d1.dn_loss_cls: 0.0386 d1.dn_loss_bbox: 0.2894 d1.dn_loss_iou: 0.3814 d2.dn_loss_cls: 0.0329 d2.dn_loss_bbox: 0.2707 d2.dn_loss_iou: 0.3608 d3.dn_loss_cls: 0.0302 d3.dn_loss_bbox: 0.2657 d3.dn_loss_iou: 0.3543 d4.dn_loss_cls: 0.0291 d4.dn_loss_bbox: 0.2652 d4.dn_loss_iou: 0.3528 2023/02/28 19:13:32 - mmengine - INFO - Epoch(train) [7][3200/7393] lr: 1.0000e-04 eta: 9:53:38 time: 0.8796 data_time: 0.0059 memory: 28180 grad_norm: 38.4436 loss: 8.7351 loss_cls: 0.1821 loss_bbox: 0.1464 loss_iou: 0.3302 d0.loss_cls: 0.2389 d0.loss_bbox: 0.1508 d0.loss_iou: 0.3367 d1.loss_cls: 0.2045 d1.loss_bbox: 0.1513 d1.loss_iou: 0.3302 d2.loss_cls: 0.1938 d2.loss_bbox: 0.1467 d2.loss_iou: 0.3232 d3.loss_cls: 0.1870 d3.loss_bbox: 0.1452 d3.loss_iou: 0.3275 d4.loss_cls: 0.1816 d4.loss_bbox: 0.1488 d4.loss_iou: 0.3303 enc_loss_cls: 0.2268 enc_loss_bbox: 0.1843 enc_loss_iou: 0.3857 dn_loss_cls: 0.0223 dn_loss_bbox: 0.2334 dn_loss_iou: 0.3360 d0.dn_loss_cls: 0.0561 d0.dn_loss_bbox: 0.3389 d0.dn_loss_iou: 0.4587 d1.dn_loss_cls: 0.0319 d1.dn_loss_bbox: 0.2541 d1.dn_loss_iou: 0.3614 d2.dn_loss_cls: 0.0263 d2.dn_loss_bbox: 0.2367 d2.dn_loss_iou: 0.3418 d3.dn_loss_cls: 0.0236 d3.dn_loss_bbox: 0.2337 d3.dn_loss_iou: 0.3370 d4.dn_loss_cls: 0.0222 d4.dn_loss_bbox: 0.2331 d4.dn_loss_iou: 0.3360 2023/02/28 19:14:16 - mmengine - INFO - Epoch(train) [7][3250/7393] lr: 1.0000e-04 eta: 9:52:55 time: 0.8726 data_time: 0.0060 memory: 26633 grad_norm: 36.4397 loss: 10.1193 loss_cls: 0.2244 loss_bbox: 0.1629 loss_iou: 0.4105 d0.loss_cls: 0.2666 d0.loss_bbox: 0.1760 d0.loss_iou: 0.4282 d1.loss_cls: 0.2419 d1.loss_bbox: 0.1693 d1.loss_iou: 0.4172 d2.loss_cls: 0.2292 d2.loss_bbox: 0.1648 d2.loss_iou: 0.4132 d3.loss_cls: 0.2234 d3.loss_bbox: 0.1622 d3.loss_iou: 0.4078 d4.loss_cls: 0.2215 d4.loss_bbox: 0.1625 d4.loss_iou: 0.4100 enc_loss_cls: 0.2573 enc_loss_bbox: 0.2040 enc_loss_iou: 0.4754 dn_loss_cls: 0.0275 dn_loss_bbox: 0.2288 dn_loss_iou: 0.3999 d0.dn_loss_cls: 0.0624 d0.dn_loss_bbox: 0.3342 d0.dn_loss_iou: 0.5286 d1.dn_loss_cls: 0.0373 d1.dn_loss_bbox: 0.2531 d1.dn_loss_iou: 0.4305 d2.dn_loss_cls: 0.0313 d2.dn_loss_bbox: 0.2340 d2.dn_loss_iou: 0.4070 d3.dn_loss_cls: 0.0289 d3.dn_loss_bbox: 0.2295 d3.dn_loss_iou: 0.4012 d4.dn_loss_cls: 0.0276 d4.dn_loss_bbox: 0.2290 d4.dn_loss_iou: 0.4000 2023/02/28 19:14:59 - mmengine - INFO - Epoch(train) [7][3300/7393] lr: 1.0000e-04 eta: 9:52:12 time: 0.8679 data_time: 0.0060 memory: 27482 grad_norm: 45.8553 loss: 10.1833 loss_cls: 0.2252 loss_bbox: 0.1770 loss_iou: 0.3962 d0.loss_cls: 0.2873 d0.loss_bbox: 0.1742 d0.loss_iou: 0.4008 d1.loss_cls: 0.2545 d1.loss_bbox: 0.1730 d1.loss_iou: 0.3980 d2.loss_cls: 0.2377 d2.loss_bbox: 0.1748 d2.loss_iou: 0.4027 d3.loss_cls: 0.2297 d3.loss_bbox: 0.1762 d3.loss_iou: 0.3981 d4.loss_cls: 0.2267 d4.loss_bbox: 0.1775 d4.loss_iou: 0.3962 enc_loss_cls: 0.2771 enc_loss_bbox: 0.1981 enc_loss_iou: 0.4475 dn_loss_cls: 0.0283 dn_loss_bbox: 0.2614 dn_loss_iou: 0.3690 d0.dn_loss_cls: 0.0610 d0.dn_loss_bbox: 0.3983 d0.dn_loss_iou: 0.5044 d1.dn_loss_cls: 0.0387 d1.dn_loss_bbox: 0.2904 d1.dn_loss_iou: 0.4011 d2.dn_loss_cls: 0.0329 d2.dn_loss_bbox: 0.2684 d2.dn_loss_iou: 0.3784 d3.dn_loss_cls: 0.0303 d3.dn_loss_bbox: 0.2620 d3.dn_loss_iou: 0.3710 d4.dn_loss_cls: 0.0284 d4.dn_loss_bbox: 0.2617 d4.dn_loss_iou: 0.3693 2023/02/28 19:15:43 - mmengine - INFO - Epoch(train) [7][3350/7393] lr: 1.0000e-04 eta: 9:51:29 time: 0.8707 data_time: 0.0060 memory: 30951 grad_norm: 33.1007 loss: 9.3936 loss_cls: 0.1918 loss_bbox: 0.1449 loss_iou: 0.3756 d0.loss_cls: 0.2492 d0.loss_bbox: 0.1487 d0.loss_iou: 0.3939 d1.loss_cls: 0.2162 d1.loss_bbox: 0.1470 d1.loss_iou: 0.3826 d2.loss_cls: 0.2007 d2.loss_bbox: 0.1454 d2.loss_iou: 0.3810 d3.loss_cls: 0.1943 d3.loss_bbox: 0.1458 d3.loss_iou: 0.3806 d4.loss_cls: 0.1902 d4.loss_bbox: 0.1464 d4.loss_iou: 0.3789 enc_loss_cls: 0.2446 enc_loss_bbox: 0.1737 enc_loss_iou: 0.4302 dn_loss_cls: 0.0252 dn_loss_bbox: 0.2416 dn_loss_iou: 0.3604 d0.dn_loss_cls: 0.0582 d0.dn_loss_bbox: 0.3533 d0.dn_loss_iou: 0.4845 d1.dn_loss_cls: 0.0351 d1.dn_loss_bbox: 0.2740 d1.dn_loss_iou: 0.3918 d2.dn_loss_cls: 0.0295 d2.dn_loss_bbox: 0.2497 d2.dn_loss_iou: 0.3693 d3.dn_loss_cls: 0.0271 d3.dn_loss_bbox: 0.2425 d3.dn_loss_iou: 0.3619 d4.dn_loss_cls: 0.0259 d4.dn_loss_bbox: 0.2416 d4.dn_loss_iou: 0.3604 2023/02/28 19:16:26 - mmengine - INFO - Epoch(train) [7][3400/7393] lr: 1.0000e-04 eta: 9:50:46 time: 0.8594 data_time: 0.0059 memory: 27774 grad_norm: 33.8915 loss: 10.4758 loss_cls: 0.2575 loss_bbox: 0.1652 loss_iou: 0.4526 d0.loss_cls: 0.3230 d0.loss_bbox: 0.1736 d0.loss_iou: 0.4707 d1.loss_cls: 0.2890 d1.loss_bbox: 0.1702 d1.loss_iou: 0.4580 d2.loss_cls: 0.2723 d2.loss_bbox: 0.1650 d2.loss_iou: 0.4532 d3.loss_cls: 0.2649 d3.loss_bbox: 0.1635 d3.loss_iou: 0.4505 d4.loss_cls: 0.2573 d4.loss_bbox: 0.1673 d4.loss_iou: 0.4530 enc_loss_cls: 0.3054 enc_loss_bbox: 0.2119 enc_loss_iou: 0.5293 dn_loss_cls: 0.0303 dn_loss_bbox: 0.2149 dn_loss_iou: 0.3658 d0.dn_loss_cls: 0.0618 d0.dn_loss_bbox: 0.3269 d0.dn_loss_iou: 0.4948 d1.dn_loss_cls: 0.0399 d1.dn_loss_bbox: 0.2405 d1.dn_loss_iou: 0.3937 d2.dn_loss_cls: 0.0338 d2.dn_loss_bbox: 0.2198 d2.dn_loss_iou: 0.3740 d3.dn_loss_cls: 0.0317 d3.dn_loss_bbox: 0.2153 d3.dn_loss_iou: 0.3675 d4.dn_loss_cls: 0.0304 d4.dn_loss_bbox: 0.2152 d4.dn_loss_iou: 0.3661 2023/02/28 19:17:10 - mmengine - INFO - Epoch(train) [7][3450/7393] lr: 1.0000e-04 eta: 9:50:03 time: 0.8819 data_time: 0.0059 memory: 31160 grad_norm: 33.3238 loss: 8.3358 loss_cls: 0.1744 loss_bbox: 0.1326 loss_iou: 0.2900 d0.loss_cls: 0.2312 d0.loss_bbox: 0.1397 d0.loss_iou: 0.3094 d1.loss_cls: 0.1948 d1.loss_bbox: 0.1364 d1.loss_iou: 0.2999 d2.loss_cls: 0.1817 d2.loss_bbox: 0.1346 d2.loss_iou: 0.2948 d3.loss_cls: 0.1790 d3.loss_bbox: 0.1340 d3.loss_iou: 0.2894 d4.loss_cls: 0.1765 d4.loss_bbox: 0.1321 d4.loss_iou: 0.2892 enc_loss_cls: 0.2178 enc_loss_bbox: 0.1772 enc_loss_iou: 0.3718 dn_loss_cls: 0.0245 dn_loss_bbox: 0.2349 dn_loss_iou: 0.3138 d0.dn_loss_cls: 0.0601 d0.dn_loss_bbox: 0.3722 d0.dn_loss_iou: 0.4525 d1.dn_loss_cls: 0.0353 d1.dn_loss_bbox: 0.2649 d1.dn_loss_iou: 0.3474 d2.dn_loss_cls: 0.0285 d2.dn_loss_bbox: 0.2417 d2.dn_loss_iou: 0.3225 d3.dn_loss_cls: 0.0258 d3.dn_loss_bbox: 0.2356 d3.dn_loss_iou: 0.3157 d4.dn_loss_cls: 0.0247 d4.dn_loss_bbox: 0.2352 d4.dn_loss_iou: 0.3142 2023/02/28 19:17:53 - mmengine - INFO - Epoch(train) [7][3500/7393] lr: 1.0000e-04 eta: 9:49:20 time: 0.8711 data_time: 0.0060 memory: 26767 grad_norm: 33.4589 loss: 10.5900 loss_cls: 0.2365 loss_bbox: 0.1666 loss_iou: 0.4069 d0.loss_cls: 0.2982 d0.loss_bbox: 0.1690 d0.loss_iou: 0.4218 d1.loss_cls: 0.2642 d1.loss_bbox: 0.1667 d1.loss_iou: 0.4142 d2.loss_cls: 0.2493 d2.loss_bbox: 0.1661 d2.loss_iou: 0.4118 d3.loss_cls: 0.2413 d3.loss_bbox: 0.1634 d3.loss_iou: 0.4064 d4.loss_cls: 0.2371 d4.loss_bbox: 0.1654 d4.loss_iou: 0.4058 enc_loss_cls: 0.2941 enc_loss_bbox: 0.2038 enc_loss_iou: 0.4709 dn_loss_cls: 0.0345 dn_loss_bbox: 0.2782 dn_loss_iou: 0.4023 d0.dn_loss_cls: 0.0660 d0.dn_loss_bbox: 0.3798 d0.dn_loss_iou: 0.5297 d1.dn_loss_cls: 0.0446 d1.dn_loss_bbox: 0.3008 d1.dn_loss_iou: 0.4341 d2.dn_loss_cls: 0.0378 d2.dn_loss_bbox: 0.2815 d2.dn_loss_iou: 0.4091 d3.dn_loss_cls: 0.0348 d3.dn_loss_bbox: 0.2787 d3.dn_loss_iou: 0.4035 d4.dn_loss_cls: 0.0341 d4.dn_loss_bbox: 0.2783 d4.dn_loss_iou: 0.4025 2023/02/28 19:18:36 - mmengine - INFO - Epoch(train) [7][3550/7393] lr: 1.0000e-04 eta: 9:48:37 time: 0.8625 data_time: 0.0061 memory: 28122 grad_norm: 32.1998 loss: 9.5411 loss_cls: 0.2115 loss_bbox: 0.1681 loss_iou: 0.3819 d0.loss_cls: 0.2783 d0.loss_bbox: 0.1763 d0.loss_iou: 0.3991 d1.loss_cls: 0.2402 d1.loss_bbox: 0.1739 d1.loss_iou: 0.3896 d2.loss_cls: 0.2224 d2.loss_bbox: 0.1713 d2.loss_iou: 0.3861 d3.loss_cls: 0.2170 d3.loss_bbox: 0.1682 d3.loss_iou: 0.3794 d4.loss_cls: 0.2111 d4.loss_bbox: 0.1696 d4.loss_iou: 0.3842 enc_loss_cls: 0.2638 enc_loss_bbox: 0.2053 enc_loss_iou: 0.4640 dn_loss_cls: 0.0278 dn_loss_bbox: 0.2296 dn_loss_iou: 0.3311 d0.dn_loss_cls: 0.0599 d0.dn_loss_bbox: 0.3332 d0.dn_loss_iou: 0.4581 d1.dn_loss_cls: 0.0383 d1.dn_loss_bbox: 0.2511 d1.dn_loss_iou: 0.3618 d2.dn_loss_cls: 0.0321 d2.dn_loss_bbox: 0.2339 d2.dn_loss_iou: 0.3394 d3.dn_loss_cls: 0.0307 d3.dn_loss_bbox: 0.2302 d3.dn_loss_iou: 0.3330 d4.dn_loss_cls: 0.0285 d4.dn_loss_bbox: 0.2294 d4.dn_loss_iou: 0.3314 2023/02/28 19:19:19 - mmengine - INFO - Epoch(train) [7][3600/7393] lr: 1.0000e-04 eta: 9:47:53 time: 0.8610 data_time: 0.0060 memory: 26953 grad_norm: 33.4693 loss: 10.2902 loss_cls: 0.2161 loss_bbox: 0.1703 loss_iou: 0.3719 d0.loss_cls: 0.2808 d0.loss_bbox: 0.1853 d0.loss_iou: 0.3887 d1.loss_cls: 0.2400 d1.loss_bbox: 0.1763 d1.loss_iou: 0.3872 d2.loss_cls: 0.2240 d2.loss_bbox: 0.1737 d2.loss_iou: 0.3776 d3.loss_cls: 0.2176 d3.loss_bbox: 0.1731 d3.loss_iou: 0.3736 d4.loss_cls: 0.2162 d4.loss_bbox: 0.1708 d4.loss_iou: 0.3725 enc_loss_cls: 0.2675 enc_loss_bbox: 0.2172 enc_loss_iou: 0.4496 dn_loss_cls: 0.0318 dn_loss_bbox: 0.3072 dn_loss_iou: 0.3790 d0.dn_loss_cls: 0.0659 d0.dn_loss_bbox: 0.4097 d0.dn_loss_iou: 0.5063 d1.dn_loss_cls: 0.0413 d1.dn_loss_bbox: 0.3229 d1.dn_loss_iou: 0.4070 d2.dn_loss_cls: 0.0356 d2.dn_loss_bbox: 0.3070 d2.dn_loss_iou: 0.3863 d3.dn_loss_cls: 0.0335 d3.dn_loss_bbox: 0.3070 d3.dn_loss_iou: 0.3812 d4.dn_loss_cls: 0.0320 d4.dn_loss_bbox: 0.3072 d4.dn_loss_iou: 0.3793 2023/02/28 19:19:56 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 19:20:03 - mmengine - INFO - Epoch(train) [7][3650/7393] lr: 1.0000e-04 eta: 9:47:10 time: 0.8741 data_time: 0.0060 memory: 26808 grad_norm: 30.3723 loss: 9.2508 loss_cls: 0.1998 loss_bbox: 0.1503 loss_iou: 0.3561 d0.loss_cls: 0.2580 d0.loss_bbox: 0.1639 d0.loss_iou: 0.3733 d1.loss_cls: 0.2204 d1.loss_bbox: 0.1563 d1.loss_iou: 0.3598 d2.loss_cls: 0.2126 d2.loss_bbox: 0.1504 d2.loss_iou: 0.3563 d3.loss_cls: 0.2040 d3.loss_bbox: 0.1517 d3.loss_iou: 0.3573 d4.loss_cls: 0.2007 d4.loss_bbox: 0.1521 d4.loss_iou: 0.3563 enc_loss_cls: 0.2472 enc_loss_bbox: 0.1970 enc_loss_iou: 0.4292 dn_loss_cls: 0.0225 dn_loss_bbox: 0.2375 dn_loss_iou: 0.3400 d0.dn_loss_cls: 0.0562 d0.dn_loss_bbox: 0.3625 d0.dn_loss_iou: 0.4762 d1.dn_loss_cls: 0.0325 d1.dn_loss_bbox: 0.2700 d1.dn_loss_iou: 0.3758 d2.dn_loss_cls: 0.0261 d2.dn_loss_bbox: 0.2446 d2.dn_loss_iou: 0.3487 d3.dn_loss_cls: 0.0242 d3.dn_loss_bbox: 0.2392 d3.dn_loss_iou: 0.3419 d4.dn_loss_cls: 0.0227 d4.dn_loss_bbox: 0.2374 d4.dn_loss_iou: 0.3401 2023/02/28 19:20:47 - mmengine - INFO - Epoch(train) [7][3700/7393] lr: 1.0000e-04 eta: 9:46:27 time: 0.8679 data_time: 0.0059 memory: 26633 grad_norm: 34.3016 loss: 9.3503 loss_cls: 0.1875 loss_bbox: 0.1435 loss_iou: 0.3907 d0.loss_cls: 0.2501 d0.loss_bbox: 0.1479 d0.loss_iou: 0.4034 d1.loss_cls: 0.2081 d1.loss_bbox: 0.1467 d1.loss_iou: 0.3960 d2.loss_cls: 0.1970 d2.loss_bbox: 0.1433 d2.loss_iou: 0.3913 d3.loss_cls: 0.1922 d3.loss_bbox: 0.1423 d3.loss_iou: 0.3875 d4.loss_cls: 0.1894 d4.loss_bbox: 0.1430 d4.loss_iou: 0.3897 enc_loss_cls: 0.2451 enc_loss_bbox: 0.1673 enc_loss_iou: 0.4521 dn_loss_cls: 0.0257 dn_loss_bbox: 0.2265 dn_loss_iou: 0.3633 d0.dn_loss_cls: 0.0551 d0.dn_loss_bbox: 0.3298 d0.dn_loss_iou: 0.4925 d1.dn_loss_cls: 0.0347 d1.dn_loss_bbox: 0.2483 d1.dn_loss_iou: 0.3939 d2.dn_loss_cls: 0.0284 d2.dn_loss_bbox: 0.2304 d2.dn_loss_iou: 0.3724 d3.dn_loss_cls: 0.0271 d3.dn_loss_bbox: 0.2272 d3.dn_loss_iou: 0.3650 d4.dn_loss_cls: 0.0262 d4.dn_loss_bbox: 0.2264 d4.dn_loss_iou: 0.3635 2023/02/28 19:21:30 - mmengine - INFO - Epoch(train) [7][3750/7393] lr: 1.0000e-04 eta: 9:45:44 time: 0.8628 data_time: 0.0059 memory: 27449 grad_norm: 31.1814 loss: 8.8072 loss_cls: 0.1966 loss_bbox: 0.1511 loss_iou: 0.3037 d0.loss_cls: 0.2465 d0.loss_bbox: 0.1538 d0.loss_iou: 0.3177 d1.loss_cls: 0.2144 d1.loss_bbox: 0.1518 d1.loss_iou: 0.3103 d2.loss_cls: 0.2035 d2.loss_bbox: 0.1519 d2.loss_iou: 0.3054 d3.loss_cls: 0.1980 d3.loss_bbox: 0.1541 d3.loss_iou: 0.3048 d4.loss_cls: 0.1947 d4.loss_bbox: 0.1534 d4.loss_iou: 0.3061 enc_loss_cls: 0.2386 enc_loss_bbox: 0.1884 enc_loss_iou: 0.3578 dn_loss_cls: 0.0282 dn_loss_bbox: 0.2525 dn_loss_iou: 0.3180 d0.dn_loss_cls: 0.0610 d0.dn_loss_bbox: 0.4006 d0.dn_loss_iou: 0.4588 d1.dn_loss_cls: 0.0382 d1.dn_loss_bbox: 0.2796 d1.dn_loss_iou: 0.3502 d2.dn_loss_cls: 0.0313 d2.dn_loss_bbox: 0.2571 d2.dn_loss_iou: 0.3267 d3.dn_loss_cls: 0.0298 d3.dn_loss_bbox: 0.2532 d3.dn_loss_iou: 0.3199 d4.dn_loss_cls: 0.0285 d4.dn_loss_bbox: 0.2529 d4.dn_loss_iou: 0.3183 2023/02/28 19:22:13 - mmengine - INFO - Epoch(train) [7][3800/7393] lr: 1.0000e-04 eta: 9:45:01 time: 0.8710 data_time: 0.0060 memory: 27184 grad_norm: 36.4966 loss: 8.6687 loss_cls: 0.1499 loss_bbox: 0.1293 loss_iou: 0.3027 d0.loss_cls: 0.1993 d0.loss_bbox: 0.1315 d0.loss_iou: 0.3116 d1.loss_cls: 0.1723 d1.loss_bbox: 0.1324 d1.loss_iou: 0.3039 d2.loss_cls: 0.1615 d2.loss_bbox: 0.1277 d2.loss_iou: 0.2978 d3.loss_cls: 0.1551 d3.loss_bbox: 0.1286 d3.loss_iou: 0.3007 d4.loss_cls: 0.1515 d4.loss_bbox: 0.1287 d4.loss_iou: 0.3028 enc_loss_cls: 0.1918 enc_loss_bbox: 0.1666 enc_loss_iou: 0.3558 dn_loss_cls: 0.0305 dn_loss_bbox: 0.2786 dn_loss_iou: 0.3513 d0.dn_loss_cls: 0.0630 d0.dn_loss_bbox: 0.4228 d0.dn_loss_iou: 0.4921 d1.dn_loss_cls: 0.0410 d1.dn_loss_bbox: 0.3069 d1.dn_loss_iou: 0.3798 d2.dn_loss_cls: 0.0349 d2.dn_loss_bbox: 0.2835 d2.dn_loss_iou: 0.3583 d3.dn_loss_cls: 0.0321 d3.dn_loss_bbox: 0.2794 d3.dn_loss_iou: 0.3528 d4.dn_loss_cls: 0.0304 d4.dn_loss_bbox: 0.2785 d4.dn_loss_iou: 0.3514 2023/02/28 19:22:57 - mmengine - INFO - Epoch(train) [7][3850/7393] lr: 1.0000e-04 eta: 9:44:18 time: 0.8770 data_time: 0.0059 memory: 29367 grad_norm: 32.1592 loss: 9.4558 loss_cls: 0.1998 loss_bbox: 0.1471 loss_iou: 0.3442 d0.loss_cls: 0.2506 d0.loss_bbox: 0.1520 d0.loss_iou: 0.3605 d1.loss_cls: 0.2209 d1.loss_bbox: 0.1505 d1.loss_iou: 0.3546 d2.loss_cls: 0.2118 d2.loss_bbox: 0.1494 d2.loss_iou: 0.3439 d3.loss_cls: 0.2059 d3.loss_bbox: 0.1483 d3.loss_iou: 0.3454 d4.loss_cls: 0.1999 d4.loss_bbox: 0.1490 d4.loss_iou: 0.3460 enc_loss_cls: 0.2415 enc_loss_bbox: 0.1768 enc_loss_iou: 0.3989 dn_loss_cls: 0.0279 dn_loss_bbox: 0.2929 dn_loss_iou: 0.3396 d0.dn_loss_cls: 0.0600 d0.dn_loss_bbox: 0.4323 d0.dn_loss_iou: 0.4659 d1.dn_loss_cls: 0.0379 d1.dn_loss_bbox: 0.3253 d1.dn_loss_iou: 0.3684 d2.dn_loss_cls: 0.0324 d2.dn_loss_bbox: 0.3026 d2.dn_loss_iou: 0.3478 d3.dn_loss_cls: 0.0294 d3.dn_loss_bbox: 0.2946 d3.dn_loss_iou: 0.3412 d4.dn_loss_cls: 0.0278 d4.dn_loss_bbox: 0.2931 d4.dn_loss_iou: 0.3398 2023/02/28 19:23:40 - mmengine - INFO - Epoch(train) [7][3900/7393] lr: 1.0000e-04 eta: 9:43:35 time: 0.8631 data_time: 0.0060 memory: 32582 grad_norm: 33.7929 loss: 9.8260 loss_cls: 0.1953 loss_bbox: 0.1722 loss_iou: 0.3754 d0.loss_cls: 0.2557 d0.loss_bbox: 0.1772 d0.loss_iou: 0.3813 d1.loss_cls: 0.2243 d1.loss_bbox: 0.1719 d1.loss_iou: 0.3714 d2.loss_cls: 0.2086 d2.loss_bbox: 0.1689 d2.loss_iou: 0.3734 d3.loss_cls: 0.1988 d3.loss_bbox: 0.1713 d3.loss_iou: 0.3747 d4.loss_cls: 0.1949 d4.loss_bbox: 0.1708 d4.loss_iou: 0.3747 enc_loss_cls: 0.2509 enc_loss_bbox: 0.2022 enc_loss_iou: 0.4317 dn_loss_cls: 0.0259 dn_loss_bbox: 0.2730 dn_loss_iou: 0.3699 d0.dn_loss_cls: 0.0581 d0.dn_loss_bbox: 0.3876 d0.dn_loss_iou: 0.5018 d1.dn_loss_cls: 0.0364 d1.dn_loss_bbox: 0.3006 d1.dn_loss_iou: 0.4012 d2.dn_loss_cls: 0.0291 d2.dn_loss_bbox: 0.2785 d2.dn_loss_iou: 0.3777 d3.dn_loss_cls: 0.0270 d3.dn_loss_bbox: 0.2732 d3.dn_loss_iou: 0.3713 d4.dn_loss_cls: 0.0258 d4.dn_loss_bbox: 0.2729 d4.dn_loss_iou: 0.3702 2023/02/28 19:24:25 - mmengine - INFO - Epoch(train) [7][3950/7393] lr: 1.0000e-04 eta: 9:42:52 time: 0.8878 data_time: 0.0063 memory: 27157 grad_norm: 34.6861 loss: 8.6368 loss_cls: 0.1782 loss_bbox: 0.1326 loss_iou: 0.2950 d0.loss_cls: 0.2284 d0.loss_bbox: 0.1426 d0.loss_iou: 0.3216 d1.loss_cls: 0.1955 d1.loss_bbox: 0.1382 d1.loss_iou: 0.3047 d2.loss_cls: 0.1814 d2.loss_bbox: 0.1349 d2.loss_iou: 0.3028 d3.loss_cls: 0.1793 d3.loss_bbox: 0.1333 d3.loss_iou: 0.2968 d4.loss_cls: 0.1767 d4.loss_bbox: 0.1330 d4.loss_iou: 0.2956 enc_loss_cls: 0.2188 enc_loss_bbox: 0.1757 enc_loss_iou: 0.3630 dn_loss_cls: 0.0271 dn_loss_bbox: 0.2744 dn_loss_iou: 0.3224 d0.dn_loss_cls: 0.0576 d0.dn_loss_bbox: 0.3943 d0.dn_loss_iou: 0.4469 d1.dn_loss_cls: 0.0357 d1.dn_loss_bbox: 0.2997 d1.dn_loss_iou: 0.3521 d2.dn_loss_cls: 0.0301 d2.dn_loss_bbox: 0.2821 d2.dn_loss_iou: 0.3318 d3.dn_loss_cls: 0.0287 d3.dn_loss_bbox: 0.2760 d3.dn_loss_iou: 0.3242 d4.dn_loss_cls: 0.0277 d4.dn_loss_bbox: 0.2748 d4.dn_loss_iou: 0.3229 2023/02/28 19:25:07 - mmengine - INFO - Epoch(train) [7][4000/7393] lr: 1.0000e-04 eta: 9:42:09 time: 0.8572 data_time: 0.0060 memory: 30512 grad_norm: 35.9672 loss: 8.4805 loss_cls: 0.1790 loss_bbox: 0.1395 loss_iou: 0.3282 d0.loss_cls: 0.2402 d0.loss_bbox: 0.1438 d0.loss_iou: 0.3443 d1.loss_cls: 0.2058 d1.loss_bbox: 0.1424 d1.loss_iou: 0.3343 d2.loss_cls: 0.1941 d2.loss_bbox: 0.1402 d2.loss_iou: 0.3252 d3.loss_cls: 0.1854 d3.loss_bbox: 0.1390 d3.loss_iou: 0.3268 d4.loss_cls: 0.1801 d4.loss_bbox: 0.1385 d4.loss_iou: 0.3269 enc_loss_cls: 0.2344 enc_loss_bbox: 0.1703 enc_loss_iou: 0.3953 dn_loss_cls: 0.0267 dn_loss_bbox: 0.2033 dn_loss_iou: 0.3161 d0.dn_loss_cls: 0.0598 d0.dn_loss_bbox: 0.3252 d0.dn_loss_iou: 0.4467 d1.dn_loss_cls: 0.0368 d1.dn_loss_bbox: 0.2359 d1.dn_loss_iou: 0.3491 d2.dn_loss_cls: 0.0310 d2.dn_loss_bbox: 0.2122 d2.dn_loss_iou: 0.3252 d3.dn_loss_cls: 0.0284 d3.dn_loss_bbox: 0.2056 d3.dn_loss_iou: 0.3181 d4.dn_loss_cls: 0.0267 d4.dn_loss_bbox: 0.2035 d4.dn_loss_iou: 0.3163 2023/02/28 19:25:51 - mmengine - INFO - Epoch(train) [7][4050/7393] lr: 1.0000e-04 eta: 9:41:26 time: 0.8739 data_time: 0.0060 memory: 28371 grad_norm: 33.3458 loss: 9.7587 loss_cls: 0.2244 loss_bbox: 0.1616 loss_iou: 0.3850 d0.loss_cls: 0.2828 d0.loss_bbox: 0.1625 d0.loss_iou: 0.3937 d1.loss_cls: 0.2460 d1.loss_bbox: 0.1635 d1.loss_iou: 0.3872 d2.loss_cls: 0.2298 d2.loss_bbox: 0.1622 d2.loss_iou: 0.3847 d3.loss_cls: 0.2265 d3.loss_bbox: 0.1601 d3.loss_iou: 0.3833 d4.loss_cls: 0.2261 d4.loss_bbox: 0.1605 d4.loss_iou: 0.3823 enc_loss_cls: 0.2708 enc_loss_bbox: 0.1962 enc_loss_iou: 0.4480 dn_loss_cls: 0.0272 dn_loss_bbox: 0.2511 dn_loss_iou: 0.3524 d0.dn_loss_cls: 0.0602 d0.dn_loss_bbox: 0.3544 d0.dn_loss_iou: 0.4734 d1.dn_loss_cls: 0.0356 d1.dn_loss_bbox: 0.2747 d1.dn_loss_iou: 0.3795 d2.dn_loss_cls: 0.0305 d2.dn_loss_bbox: 0.2563 d2.dn_loss_iou: 0.3604 d3.dn_loss_cls: 0.0283 d3.dn_loss_bbox: 0.2516 d3.dn_loss_iou: 0.3545 d4.dn_loss_cls: 0.0273 d4.dn_loss_bbox: 0.2513 d4.dn_loss_iou: 0.3525 2023/02/28 19:26:35 - mmengine - INFO - Epoch(train) [7][4100/7393] lr: 1.0000e-04 eta: 9:40:43 time: 0.8765 data_time: 0.0060 memory: 28179 grad_norm: 32.5332 loss: 9.0087 loss_cls: 0.1643 loss_bbox: 0.1461 loss_iou: 0.2968 d0.loss_cls: 0.2129 d0.loss_bbox: 0.1485 d0.loss_iou: 0.3103 d1.loss_cls: 0.1852 d1.loss_bbox: 0.1450 d1.loss_iou: 0.3011 d2.loss_cls: 0.1724 d2.loss_bbox: 0.1447 d2.loss_iou: 0.2955 d3.loss_cls: 0.1677 d3.loss_bbox: 0.1458 d3.loss_iou: 0.2935 d4.loss_cls: 0.1642 d4.loss_bbox: 0.1450 d4.loss_iou: 0.2959 enc_loss_cls: 0.2031 enc_loss_bbox: 0.1758 enc_loss_iou: 0.3508 dn_loss_cls: 0.0356 dn_loss_bbox: 0.3105 dn_loss_iou: 0.3476 d0.dn_loss_cls: 0.0691 d0.dn_loss_bbox: 0.4391 d0.dn_loss_iou: 0.4718 d1.dn_loss_cls: 0.0462 d1.dn_loss_bbox: 0.3376 d1.dn_loss_iou: 0.3765 d2.dn_loss_cls: 0.0406 d2.dn_loss_bbox: 0.3186 d2.dn_loss_iou: 0.3572 d3.dn_loss_cls: 0.0383 d3.dn_loss_bbox: 0.3117 d3.dn_loss_iou: 0.3499 d4.dn_loss_cls: 0.0361 d4.dn_loss_bbox: 0.3100 d4.dn_loss_iou: 0.3477 2023/02/28 19:27:18 - mmengine - INFO - Epoch(train) [7][4150/7393] lr: 1.0000e-04 eta: 9:39:59 time: 0.8552 data_time: 0.0059 memory: 26789 grad_norm: 31.8843 loss: 10.2323 loss_cls: 0.2037 loss_bbox: 0.1780 loss_iou: 0.3975 d0.loss_cls: 0.2586 d0.loss_bbox: 0.1858 d0.loss_iou: 0.4120 d1.loss_cls: 0.2338 d1.loss_bbox: 0.1780 d1.loss_iou: 0.4014 d2.loss_cls: 0.2184 d2.loss_bbox: 0.1753 d2.loss_iou: 0.3962 d3.loss_cls: 0.2086 d3.loss_bbox: 0.1775 d3.loss_iou: 0.3956 d4.loss_cls: 0.2089 d4.loss_bbox: 0.1714 d4.loss_iou: 0.3928 enc_loss_cls: 0.2560 enc_loss_bbox: 0.2104 enc_loss_iou: 0.4566 dn_loss_cls: 0.0280 dn_loss_bbox: 0.3010 dn_loss_iou: 0.3674 d0.dn_loss_cls: 0.0609 d0.dn_loss_bbox: 0.4057 d0.dn_loss_iou: 0.4887 d1.dn_loss_cls: 0.0390 d1.dn_loss_bbox: 0.3248 d1.dn_loss_iou: 0.3952 d2.dn_loss_cls: 0.0314 d2.dn_loss_bbox: 0.3049 d2.dn_loss_iou: 0.3745 d3.dn_loss_cls: 0.0289 d3.dn_loss_bbox: 0.3003 d3.dn_loss_iou: 0.3681 d4.dn_loss_cls: 0.0279 d4.dn_loss_bbox: 0.3012 d4.dn_loss_iou: 0.3678 2023/02/28 19:28:01 - mmengine - INFO - Epoch(train) [7][4200/7393] lr: 1.0000e-04 eta: 9:39:16 time: 0.8738 data_time: 0.0061 memory: 27306 grad_norm: 37.1331 loss: 9.8626 loss_cls: 0.2126 loss_bbox: 0.1568 loss_iou: 0.3943 d0.loss_cls: 0.2661 d0.loss_bbox: 0.1629 d0.loss_iou: 0.4000 d1.loss_cls: 0.2378 d1.loss_bbox: 0.1569 d1.loss_iou: 0.3944 d2.loss_cls: 0.2249 d2.loss_bbox: 0.1584 d2.loss_iou: 0.3968 d3.loss_cls: 0.2165 d3.loss_bbox: 0.1575 d3.loss_iou: 0.3969 d4.loss_cls: 0.2119 d4.loss_bbox: 0.1581 d4.loss_iou: 0.3962 enc_loss_cls: 0.2623 enc_loss_bbox: 0.1824 enc_loss_iou: 0.4449 dn_loss_cls: 0.0290 dn_loss_bbox: 0.2619 dn_loss_iou: 0.3552 d0.dn_loss_cls: 0.0625 d0.dn_loss_bbox: 0.4003 d0.dn_loss_iou: 0.4909 d1.dn_loss_cls: 0.0381 d1.dn_loss_bbox: 0.2917 d1.dn_loss_iou: 0.3838 d2.dn_loss_cls: 0.0325 d2.dn_loss_bbox: 0.2686 d2.dn_loss_iou: 0.3629 d3.dn_loss_cls: 0.0302 d3.dn_loss_bbox: 0.2631 d3.dn_loss_iou: 0.3565 d4.dn_loss_cls: 0.0290 d4.dn_loss_bbox: 0.2621 d4.dn_loss_iou: 0.3554 2023/02/28 19:28:45 - mmengine - INFO - Epoch(train) [7][4250/7393] lr: 1.0000e-04 eta: 9:38:34 time: 0.8781 data_time: 0.0061 memory: 27637 grad_norm: 40.5003 loss: 10.4437 loss_cls: 0.2379 loss_bbox: 0.1874 loss_iou: 0.4028 d0.loss_cls: 0.3088 d0.loss_bbox: 0.1981 d0.loss_iou: 0.4346 d1.loss_cls: 0.2685 d1.loss_bbox: 0.1935 d1.loss_iou: 0.4164 d2.loss_cls: 0.2502 d2.loss_bbox: 0.1917 d2.loss_iou: 0.4061 d3.loss_cls: 0.2430 d3.loss_bbox: 0.1887 d3.loss_iou: 0.4047 d4.loss_cls: 0.2378 d4.loss_bbox: 0.1880 d4.loss_iou: 0.4043 enc_loss_cls: 0.2972 enc_loss_bbox: 0.2369 enc_loss_iou: 0.4846 dn_loss_cls: 0.0300 dn_loss_bbox: 0.2550 dn_loss_iou: 0.3595 d0.dn_loss_cls: 0.0612 d0.dn_loss_bbox: 0.3835 d0.dn_loss_iou: 0.5000 d1.dn_loss_cls: 0.0406 d1.dn_loss_bbox: 0.2836 d1.dn_loss_iou: 0.3933 d2.dn_loss_cls: 0.0342 d2.dn_loss_bbox: 0.2602 d2.dn_loss_iou: 0.3677 d3.dn_loss_cls: 0.0320 d3.dn_loss_bbox: 0.2554 d3.dn_loss_iou: 0.3613 d4.dn_loss_cls: 0.0303 d4.dn_loss_bbox: 0.2551 d4.dn_loss_iou: 0.3597 2023/02/28 19:29:30 - mmengine - INFO - Epoch(train) [7][4300/7393] lr: 1.0000e-04 eta: 9:37:51 time: 0.8860 data_time: 0.0059 memory: 34579 grad_norm: 32.3973 loss: 11.3328 loss_cls: 0.2589 loss_bbox: 0.1950 loss_iou: 0.4254 d0.loss_cls: 0.3238 d0.loss_bbox: 0.2059 d0.loss_iou: 0.4403 d1.loss_cls: 0.2929 d1.loss_bbox: 0.2006 d1.loss_iou: 0.4258 d2.loss_cls: 0.2677 d2.loss_bbox: 0.2028 d2.loss_iou: 0.4319 d3.loss_cls: 0.2635 d3.loss_bbox: 0.2009 d3.loss_iou: 0.4292 d4.loss_cls: 0.2559 d4.loss_bbox: 0.2018 d4.loss_iou: 0.4321 enc_loss_cls: 0.3211 enc_loss_bbox: 0.2346 enc_loss_iou: 0.4901 dn_loss_cls: 0.0315 dn_loss_bbox: 0.3336 dn_loss_iou: 0.3722 d0.dn_loss_cls: 0.0645 d0.dn_loss_bbox: 0.4734 d0.dn_loss_iou: 0.5055 d1.dn_loss_cls: 0.0422 d1.dn_loss_bbox: 0.3717 d1.dn_loss_iou: 0.4025 d2.dn_loss_cls: 0.0358 d2.dn_loss_bbox: 0.3400 d2.dn_loss_iou: 0.3808 d3.dn_loss_cls: 0.0331 d3.dn_loss_bbox: 0.3346 d3.dn_loss_iou: 0.3741 d4.dn_loss_cls: 0.0316 d4.dn_loss_bbox: 0.3335 d4.dn_loss_iou: 0.3722 2023/02/28 19:30:13 - mmengine - INFO - Epoch(train) [7][4350/7393] lr: 1.0000e-04 eta: 9:37:08 time: 0.8715 data_time: 0.0060 memory: 28311 grad_norm: 34.1835 loss: 8.7212 loss_cls: 0.1749 loss_bbox: 0.1376 loss_iou: 0.3340 d0.loss_cls: 0.2314 d0.loss_bbox: 0.1450 d0.loss_iou: 0.3558 d1.loss_cls: 0.1985 d1.loss_bbox: 0.1440 d1.loss_iou: 0.3418 d2.loss_cls: 0.1830 d2.loss_bbox: 0.1409 d2.loss_iou: 0.3382 d3.loss_cls: 0.1766 d3.loss_bbox: 0.1388 d3.loss_iou: 0.3350 d4.loss_cls: 0.1759 d4.loss_bbox: 0.1376 d4.loss_iou: 0.3334 enc_loss_cls: 0.2245 enc_loss_bbox: 0.1715 enc_loss_iou: 0.3950 dn_loss_cls: 0.0236 dn_loss_bbox: 0.2305 dn_loss_iou: 0.3340 d0.dn_loss_cls: 0.0584 d0.dn_loss_bbox: 0.3481 d0.dn_loss_iou: 0.4659 d1.dn_loss_cls: 0.0348 d1.dn_loss_bbox: 0.2559 d1.dn_loss_iou: 0.3645 d2.dn_loss_cls: 0.0282 d2.dn_loss_bbox: 0.2382 d2.dn_loss_iou: 0.3431 d3.dn_loss_cls: 0.0258 d3.dn_loss_bbox: 0.2319 d3.dn_loss_iou: 0.3356 d4.dn_loss_cls: 0.0242 d4.dn_loss_bbox: 0.2309 d4.dn_loss_iou: 0.3341 2023/02/28 19:30:57 - mmengine - INFO - Epoch(train) [7][4400/7393] lr: 1.0000e-04 eta: 9:36:25 time: 0.8817 data_time: 0.0065 memory: 29862 grad_norm: 30.9697 loss: 9.8387 loss_cls: 0.2154 loss_bbox: 0.1650 loss_iou: 0.4165 d0.loss_cls: 0.2652 d0.loss_bbox: 0.1772 d0.loss_iou: 0.4368 d1.loss_cls: 0.2351 d1.loss_bbox: 0.1668 d1.loss_iou: 0.4231 d2.loss_cls: 0.2212 d2.loss_bbox: 0.1663 d2.loss_iou: 0.4236 d3.loss_cls: 0.2157 d3.loss_bbox: 0.1661 d3.loss_iou: 0.4216 d4.loss_cls: 0.2153 d4.loss_bbox: 0.1656 d4.loss_iou: 0.4167 enc_loss_cls: 0.2617 enc_loss_bbox: 0.2123 enc_loss_iou: 0.4909 dn_loss_cls: 0.0254 dn_loss_bbox: 0.2163 dn_loss_iou: 0.3585 d0.dn_loss_cls: 0.0576 d0.dn_loss_bbox: 0.3228 d0.dn_loss_iou: 0.4896 d1.dn_loss_cls: 0.0366 d1.dn_loss_bbox: 0.2400 d1.dn_loss_iou: 0.3896 d2.dn_loss_cls: 0.0290 d2.dn_loss_bbox: 0.2226 d2.dn_loss_iou: 0.3670 d3.dn_loss_cls: 0.0269 d3.dn_loss_bbox: 0.2175 d3.dn_loss_iou: 0.3608 d4.dn_loss_cls: 0.0254 d4.dn_loss_bbox: 0.2162 d4.dn_loss_iou: 0.3591 2023/02/28 19:31:41 - mmengine - INFO - Epoch(train) [7][4450/7393] lr: 1.0000e-04 eta: 9:35:43 time: 0.8827 data_time: 0.0059 memory: 26807 grad_norm: 31.4147 loss: 8.6579 loss_cls: 0.1744 loss_bbox: 0.1364 loss_iou: 0.3271 d0.loss_cls: 0.2349 d0.loss_bbox: 0.1383 d0.loss_iou: 0.3280 d1.loss_cls: 0.1976 d1.loss_bbox: 0.1382 d1.loss_iou: 0.3298 d2.loss_cls: 0.1822 d2.loss_bbox: 0.1386 d2.loss_iou: 0.3313 d3.loss_cls: 0.1756 d3.loss_bbox: 0.1379 d3.loss_iou: 0.3288 d4.loss_cls: 0.1744 d4.loss_bbox: 0.1360 d4.loss_iou: 0.3270 enc_loss_cls: 0.2225 enc_loss_bbox: 0.1639 enc_loss_iou: 0.3770 dn_loss_cls: 0.0249 dn_loss_bbox: 0.2259 dn_loss_iou: 0.3416 d0.dn_loss_cls: 0.0575 d0.dn_loss_bbox: 0.3601 d0.dn_loss_iou: 0.4801 d1.dn_loss_cls: 0.0345 d1.dn_loss_bbox: 0.2579 d1.dn_loss_iou: 0.3732 d2.dn_loss_cls: 0.0286 d2.dn_loss_bbox: 0.2333 d2.dn_loss_iou: 0.3505 d3.dn_loss_cls: 0.0264 d3.dn_loss_bbox: 0.2271 d3.dn_loss_iou: 0.3433 d4.dn_loss_cls: 0.0250 d4.dn_loss_bbox: 0.2260 d4.dn_loss_iou: 0.3418 2023/02/28 19:32:25 - mmengine - INFO - Epoch(train) [7][4500/7393] lr: 1.0000e-04 eta: 9:35:00 time: 0.8668 data_time: 0.0060 memory: 27689 grad_norm: 33.9739 loss: 9.2970 loss_cls: 0.1965 loss_bbox: 0.1584 loss_iou: 0.3591 d0.loss_cls: 0.2542 d0.loss_bbox: 0.1645 d0.loss_iou: 0.3677 d1.loss_cls: 0.2171 d1.loss_bbox: 0.1618 d1.loss_iou: 0.3657 d2.loss_cls: 0.2048 d2.loss_bbox: 0.1599 d2.loss_iou: 0.3639 d3.loss_cls: 0.2024 d3.loss_bbox: 0.1579 d3.loss_iou: 0.3602 d4.loss_cls: 0.1999 d4.loss_bbox: 0.1568 d4.loss_iou: 0.3593 enc_loss_cls: 0.2448 enc_loss_bbox: 0.1931 enc_loss_iou: 0.4243 dn_loss_cls: 0.0239 dn_loss_bbox: 0.2267 dn_loss_iou: 0.3604 d0.dn_loss_cls: 0.0546 d0.dn_loss_bbox: 0.3288 d0.dn_loss_iou: 0.4950 d1.dn_loss_cls: 0.0342 d1.dn_loss_bbox: 0.2504 d1.dn_loss_iou: 0.3934 d2.dn_loss_cls: 0.0284 d2.dn_loss_bbox: 0.2323 d2.dn_loss_iou: 0.3686 d3.dn_loss_cls: 0.0257 d3.dn_loss_bbox: 0.2277 d3.dn_loss_iou: 0.3628 d4.dn_loss_cls: 0.0242 d4.dn_loss_bbox: 0.2268 d4.dn_loss_iou: 0.3607 2023/02/28 19:33:08 - mmengine - INFO - Epoch(train) [7][4550/7393] lr: 1.0000e-04 eta: 9:34:16 time: 0.8637 data_time: 0.0060 memory: 29182 grad_norm: 35.5519 loss: 9.0756 loss_cls: 0.1953 loss_bbox: 0.1446 loss_iou: 0.3433 d0.loss_cls: 0.2488 d0.loss_bbox: 0.1494 d0.loss_iou: 0.3612 d1.loss_cls: 0.2121 d1.loss_bbox: 0.1500 d1.loss_iou: 0.3581 d2.loss_cls: 0.1998 d2.loss_bbox: 0.1519 d2.loss_iou: 0.3532 d3.loss_cls: 0.1942 d3.loss_bbox: 0.1498 d3.loss_iou: 0.3485 d4.loss_cls: 0.1955 d4.loss_bbox: 0.1469 d4.loss_iou: 0.3442 enc_loss_cls: 0.2383 enc_loss_bbox: 0.1796 enc_loss_iou: 0.4089 dn_loss_cls: 0.0255 dn_loss_bbox: 0.2280 dn_loss_iou: 0.3554 d0.dn_loss_cls: 0.0589 d0.dn_loss_bbox: 0.3422 d0.dn_loss_iou: 0.4822 d1.dn_loss_cls: 0.0363 d1.dn_loss_bbox: 0.2490 d1.dn_loss_iou: 0.3797 d2.dn_loss_cls: 0.0295 d2.dn_loss_bbox: 0.2319 d2.dn_loss_iou: 0.3619 d3.dn_loss_cls: 0.0267 d3.dn_loss_bbox: 0.2289 d3.dn_loss_iou: 0.3567 d4.dn_loss_cls: 0.0255 d4.dn_loss_bbox: 0.2284 d4.dn_loss_iou: 0.3555 2023/02/28 19:33:53 - mmengine - INFO - Epoch(train) [7][4600/7393] lr: 1.0000e-04 eta: 9:33:34 time: 0.8957 data_time: 0.0060 memory: 32397 grad_norm: 34.9238 loss: 9.2711 loss_cls: 0.2089 loss_bbox: 0.1519 loss_iou: 0.3656 d0.loss_cls: 0.2566 d0.loss_bbox: 0.1576 d0.loss_iou: 0.3809 d1.loss_cls: 0.2286 d1.loss_bbox: 0.1522 d1.loss_iou: 0.3673 d2.loss_cls: 0.2187 d2.loss_bbox: 0.1479 d2.loss_iou: 0.3616 d3.loss_cls: 0.2120 d3.loss_bbox: 0.1502 d3.loss_iou: 0.3656 d4.loss_cls: 0.2090 d4.loss_bbox: 0.1526 d4.loss_iou: 0.3665 enc_loss_cls: 0.2630 enc_loss_bbox: 0.1858 enc_loss_iou: 0.4209 dn_loss_cls: 0.0289 dn_loss_bbox: 0.2312 dn_loss_iou: 0.3363 d0.dn_loss_cls: 0.0641 d0.dn_loss_bbox: 0.3452 d0.dn_loss_iou: 0.4696 d1.dn_loss_cls: 0.0383 d1.dn_loss_bbox: 0.2560 d1.dn_loss_iou: 0.3671 d2.dn_loss_cls: 0.0321 d2.dn_loss_bbox: 0.2372 d2.dn_loss_iou: 0.3446 d3.dn_loss_cls: 0.0302 d3.dn_loss_bbox: 0.2323 d3.dn_loss_iou: 0.3382 d4.dn_loss_cls: 0.0292 d4.dn_loss_bbox: 0.2310 d4.dn_loss_iou: 0.3363 2023/02/28 19:34:30 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 19:34:37 - mmengine - INFO - Epoch(train) [7][4650/7393] lr: 1.0000e-04 eta: 9:32:52 time: 0.8820 data_time: 0.0061 memory: 27211 grad_norm: 38.1103 loss: 10.4527 loss_cls: 0.2525 loss_bbox: 0.1811 loss_iou: 0.4612 d0.loss_cls: 0.3241 d0.loss_bbox: 0.1825 d0.loss_iou: 0.4773 d1.loss_cls: 0.2762 d1.loss_bbox: 0.1860 d1.loss_iou: 0.4670 d2.loss_cls: 0.2606 d2.loss_bbox: 0.1820 d2.loss_iou: 0.4630 d3.loss_cls: 0.2568 d3.loss_bbox: 0.1807 d3.loss_iou: 0.4593 d4.loss_cls: 0.2533 d4.loss_bbox: 0.1804 d4.loss_iou: 0.4597 enc_loss_cls: 0.3117 enc_loss_bbox: 0.2113 enc_loss_iou: 0.5308 dn_loss_cls: 0.0303 dn_loss_bbox: 0.2110 dn_loss_iou: 0.3486 d0.dn_loss_cls: 0.0588 d0.dn_loss_bbox: 0.3231 d0.dn_loss_iou: 0.4744 d1.dn_loss_cls: 0.0395 d1.dn_loss_bbox: 0.2389 d1.dn_loss_iou: 0.3777 d2.dn_loss_cls: 0.0335 d2.dn_loss_bbox: 0.2174 d2.dn_loss_iou: 0.3572 d3.dn_loss_cls: 0.0313 d3.dn_loss_bbox: 0.2120 d3.dn_loss_iou: 0.3510 d4.dn_loss_cls: 0.0302 d4.dn_loss_bbox: 0.2111 d4.dn_loss_iou: 0.3491 2023/02/28 19:35:21 - mmengine - INFO - Epoch(train) [7][4700/7393] lr: 1.0000e-04 eta: 9:32:09 time: 0.8818 data_time: 0.0058 memory: 27319 grad_norm: 35.2876 loss: 8.1362 loss_cls: 0.1495 loss_bbox: 0.1259 loss_iou: 0.2803 d0.loss_cls: 0.1893 d0.loss_bbox: 0.1292 d0.loss_iou: 0.2925 d1.loss_cls: 0.1658 d1.loss_bbox: 0.1246 d1.loss_iou: 0.2816 d2.loss_cls: 0.1542 d2.loss_bbox: 0.1266 d2.loss_iou: 0.2813 d3.loss_cls: 0.1545 d3.loss_bbox: 0.1253 d3.loss_iou: 0.2791 d4.loss_cls: 0.1502 d4.loss_bbox: 0.1268 d4.loss_iou: 0.2802 enc_loss_cls: 0.1809 enc_loss_bbox: 0.1565 enc_loss_iou: 0.3370 dn_loss_cls: 0.0265 dn_loss_bbox: 0.2436 dn_loss_iou: 0.3447 d0.dn_loss_cls: 0.0564 d0.dn_loss_bbox: 0.3665 d0.dn_loss_iou: 0.4678 d1.dn_loss_cls: 0.0348 d1.dn_loss_bbox: 0.2691 d1.dn_loss_iou: 0.3731 d2.dn_loss_cls: 0.0294 d2.dn_loss_bbox: 0.2490 d2.dn_loss_iou: 0.3507 d3.dn_loss_cls: 0.0276 d3.dn_loss_bbox: 0.2445 d3.dn_loss_iou: 0.3467 d4.dn_loss_cls: 0.0266 d4.dn_loss_bbox: 0.2434 d4.dn_loss_iou: 0.3447 2023/02/28 19:36:05 - mmengine - INFO - Epoch(train) [7][4750/7393] lr: 1.0000e-04 eta: 9:31:26 time: 0.8846 data_time: 0.0060 memory: 26908 grad_norm: 35.0027 loss: 8.0373 loss_cls: 0.1857 loss_bbox: 0.1169 loss_iou: 0.2866 d0.loss_cls: 0.2388 d0.loss_bbox: 0.1244 d0.loss_iou: 0.2991 d1.loss_cls: 0.2115 d1.loss_bbox: 0.1212 d1.loss_iou: 0.2847 d2.loss_cls: 0.1994 d2.loss_bbox: 0.1170 d2.loss_iou: 0.2823 d3.loss_cls: 0.1898 d3.loss_bbox: 0.1168 d3.loss_iou: 0.2847 d4.loss_cls: 0.1853 d4.loss_bbox: 0.1164 d4.loss_iou: 0.2868 enc_loss_cls: 0.2220 enc_loss_bbox: 0.1581 enc_loss_iou: 0.3470 dn_loss_cls: 0.0296 dn_loss_bbox: 0.1996 dn_loss_iou: 0.3180 d0.dn_loss_cls: 0.0598 d0.dn_loss_bbox: 0.3169 d0.dn_loss_iou: 0.4544 d1.dn_loss_cls: 0.0388 d1.dn_loss_bbox: 0.2298 d1.dn_loss_iou: 0.3506 d2.dn_loss_cls: 0.0333 d2.dn_loss_bbox: 0.2062 d2.dn_loss_iou: 0.3259 d3.dn_loss_cls: 0.0316 d3.dn_loss_bbox: 0.2007 d3.dn_loss_iou: 0.3199 d4.dn_loss_cls: 0.0300 d4.dn_loss_bbox: 0.1996 d4.dn_loss_iou: 0.3182 2023/02/28 19:36:48 - mmengine - INFO - Epoch(train) [7][4800/7393] lr: 1.0000e-04 eta: 9:30:43 time: 0.8540 data_time: 0.0060 memory: 27095 grad_norm: 37.0658 loss: 10.1971 loss_cls: 0.2420 loss_bbox: 0.1664 loss_iou: 0.3763 d0.loss_cls: 0.2920 d0.loss_bbox: 0.1722 d0.loss_iou: 0.3900 d1.loss_cls: 0.2599 d1.loss_bbox: 0.1708 d1.loss_iou: 0.3838 d2.loss_cls: 0.2530 d2.loss_bbox: 0.1677 d2.loss_iou: 0.3765 d3.loss_cls: 0.2457 d3.loss_bbox: 0.1675 d3.loss_iou: 0.3764 d4.loss_cls: 0.2413 d4.loss_bbox: 0.1673 d4.loss_iou: 0.3772 enc_loss_cls: 0.2885 enc_loss_bbox: 0.1979 enc_loss_iou: 0.4382 dn_loss_cls: 0.0308 dn_loss_bbox: 0.2822 dn_loss_iou: 0.3708 d0.dn_loss_cls: 0.0637 d0.dn_loss_bbox: 0.3860 d0.dn_loss_iou: 0.4911 d1.dn_loss_cls: 0.0407 d1.dn_loss_bbox: 0.3073 d1.dn_loss_iou: 0.4001 d2.dn_loss_cls: 0.0343 d2.dn_loss_bbox: 0.2875 d2.dn_loss_iou: 0.3793 d3.dn_loss_cls: 0.0317 d3.dn_loss_bbox: 0.2836 d3.dn_loss_iou: 0.3736 d4.dn_loss_cls: 0.0303 d4.dn_loss_bbox: 0.2821 d4.dn_loss_iou: 0.3712 2023/02/28 19:37:31 - mmengine - INFO - Epoch(train) [7][4850/7393] lr: 1.0000e-04 eta: 9:29:59 time: 0.8655 data_time: 0.0059 memory: 26789 grad_norm: 38.0531 loss: 9.4479 loss_cls: 0.1943 loss_bbox: 0.1510 loss_iou: 0.3499 d0.loss_cls: 0.2455 d0.loss_bbox: 0.1524 d0.loss_iou: 0.3638 d1.loss_cls: 0.2231 d1.loss_bbox: 0.1454 d1.loss_iou: 0.3502 d2.loss_cls: 0.2065 d2.loss_bbox: 0.1494 d2.loss_iou: 0.3473 d3.loss_cls: 0.1982 d3.loss_bbox: 0.1474 d3.loss_iou: 0.3469 d4.loss_cls: 0.1931 d4.loss_bbox: 0.1516 d4.loss_iou: 0.3512 enc_loss_cls: 0.2284 enc_loss_bbox: 0.1834 enc_loss_iou: 0.4159 dn_loss_cls: 0.0254 dn_loss_bbox: 0.2766 dn_loss_iou: 0.3653 d0.dn_loss_cls: 0.0575 d0.dn_loss_bbox: 0.3865 d0.dn_loss_iou: 0.4922 d1.dn_loss_cls: 0.0346 d1.dn_loss_bbox: 0.2997 d1.dn_loss_iou: 0.3953 d2.dn_loss_cls: 0.0287 d2.dn_loss_bbox: 0.2803 d2.dn_loss_iou: 0.3727 d3.dn_loss_cls: 0.0266 d3.dn_loss_bbox: 0.2770 d3.dn_loss_iou: 0.3669 d4.dn_loss_cls: 0.0255 d4.dn_loss_bbox: 0.2768 d4.dn_loss_iou: 0.3653 2023/02/28 19:38:15 - mmengine - INFO - Epoch(train) [7][4900/7393] lr: 1.0000e-04 eta: 9:29:16 time: 0.8675 data_time: 0.0059 memory: 29024 grad_norm: 29.2922 loss: 9.0572 loss_cls: 0.1835 loss_bbox: 0.1565 loss_iou: 0.3614 d0.loss_cls: 0.2338 d0.loss_bbox: 0.1637 d0.loss_iou: 0.3756 d1.loss_cls: 0.2000 d1.loss_bbox: 0.1595 d1.loss_iou: 0.3680 d2.loss_cls: 0.1912 d2.loss_bbox: 0.1562 d2.loss_iou: 0.3618 d3.loss_cls: 0.1846 d3.loss_bbox: 0.1584 d3.loss_iou: 0.3614 d4.loss_cls: 0.1835 d4.loss_bbox: 0.1570 d4.loss_iou: 0.3612 enc_loss_cls: 0.2292 enc_loss_bbox: 0.1878 enc_loss_iou: 0.4163 dn_loss_cls: 0.0251 dn_loss_bbox: 0.2216 dn_loss_iou: 0.3365 d0.dn_loss_cls: 0.0577 d0.dn_loss_bbox: 0.3609 d0.dn_loss_iou: 0.4699 d1.dn_loss_cls: 0.0349 d1.dn_loss_bbox: 0.2548 d1.dn_loss_iou: 0.3688 d2.dn_loss_cls: 0.0290 d2.dn_loss_bbox: 0.2298 d2.dn_loss_iou: 0.3465 d3.dn_loss_cls: 0.0262 d3.dn_loss_bbox: 0.2231 d3.dn_loss_iou: 0.3380 d4.dn_loss_cls: 0.0249 d4.dn_loss_bbox: 0.2218 d4.dn_loss_iou: 0.3369 2023/02/28 19:38:58 - mmengine - INFO - Epoch(train) [7][4950/7393] lr: 1.0000e-04 eta: 9:28:33 time: 0.8774 data_time: 0.0061 memory: 27689 grad_norm: 36.2745 loss: 8.4107 loss_cls: 0.1603 loss_bbox: 0.1398 loss_iou: 0.3006 d0.loss_cls: 0.2189 d0.loss_bbox: 0.1399 d0.loss_iou: 0.3041 d1.loss_cls: 0.1850 d1.loss_bbox: 0.1406 d1.loss_iou: 0.3004 d2.loss_cls: 0.1720 d2.loss_bbox: 0.1372 d2.loss_iou: 0.2970 d3.loss_cls: 0.1655 d3.loss_bbox: 0.1394 d3.loss_iou: 0.2998 d4.loss_cls: 0.1627 d4.loss_bbox: 0.1394 d4.loss_iou: 0.3004 enc_loss_cls: 0.2089 enc_loss_bbox: 0.1651 enc_loss_iou: 0.3447 dn_loss_cls: 0.0261 dn_loss_bbox: 0.2330 dn_loss_iou: 0.3427 d0.dn_loss_cls: 0.0577 d0.dn_loss_bbox: 0.3598 d0.dn_loss_iou: 0.4763 d1.dn_loss_cls: 0.0345 d1.dn_loss_bbox: 0.2611 d1.dn_loss_iou: 0.3734 d2.dn_loss_cls: 0.0296 d2.dn_loss_bbox: 0.2363 d2.dn_loss_iou: 0.3498 d3.dn_loss_cls: 0.0278 d3.dn_loss_bbox: 0.2337 d3.dn_loss_iou: 0.3439 d4.dn_loss_cls: 0.0264 d4.dn_loss_bbox: 0.2332 d4.dn_loss_iou: 0.3432 2023/02/28 19:39:42 - mmengine - INFO - Epoch(train) [7][5000/7393] lr: 1.0000e-04 eta: 9:27:51 time: 0.8781 data_time: 0.0060 memory: 26735 grad_norm: 32.0218 loss: 11.5253 loss_cls: 0.2652 loss_bbox: 0.1818 loss_iou: 0.5500 d0.loss_cls: 0.3356 d0.loss_bbox: 0.1886 d0.loss_iou: 0.5750 d1.loss_cls: 0.2972 d1.loss_bbox: 0.1839 d1.loss_iou: 0.5561 d2.loss_cls: 0.2814 d2.loss_bbox: 0.1794 d2.loss_iou: 0.5489 d3.loss_cls: 0.2711 d3.loss_bbox: 0.1807 d3.loss_iou: 0.5488 d4.loss_cls: 0.2679 d4.loss_bbox: 0.1806 d4.loss_iou: 0.5489 enc_loss_cls: 0.3247 enc_loss_bbox: 0.2139 enc_loss_iou: 0.6247 dn_loss_cls: 0.0268 dn_loss_bbox: 0.2367 dn_loss_iou: 0.3820 d0.dn_loss_cls: 0.0595 d0.dn_loss_bbox: 0.3418 d0.dn_loss_iou: 0.5044 d1.dn_loss_cls: 0.0373 d1.dn_loss_bbox: 0.2619 d1.dn_loss_iou: 0.4104 d2.dn_loss_cls: 0.0310 d2.dn_loss_bbox: 0.2429 d2.dn_loss_iou: 0.3892 d3.dn_loss_cls: 0.0286 d3.dn_loss_bbox: 0.2384 d3.dn_loss_iou: 0.3836 d4.dn_loss_cls: 0.0273 d4.dn_loss_bbox: 0.2368 d4.dn_loss_iou: 0.3821 2023/02/28 19:40:25 - mmengine - INFO - Epoch(train) [7][5050/7393] lr: 1.0000e-04 eta: 9:27:07 time: 0.8543 data_time: 0.0060 memory: 31695 grad_norm: 38.7417 loss: 8.8281 loss_cls: 0.1919 loss_bbox: 0.1434 loss_iou: 0.3585 d0.loss_cls: 0.2507 d0.loss_bbox: 0.1366 d0.loss_iou: 0.3579 d1.loss_cls: 0.2140 d1.loss_bbox: 0.1394 d1.loss_iou: 0.3547 d2.loss_cls: 0.2026 d2.loss_bbox: 0.1438 d2.loss_iou: 0.3556 d3.loss_cls: 0.1950 d3.loss_bbox: 0.1438 d3.loss_iou: 0.3584 d4.loss_cls: 0.1937 d4.loss_bbox: 0.1426 d4.loss_iou: 0.3574 enc_loss_cls: 0.2404 enc_loss_bbox: 0.1640 enc_loss_iou: 0.4068 dn_loss_cls: 0.0259 dn_loss_bbox: 0.2163 dn_loss_iou: 0.3325 d0.dn_loss_cls: 0.0568 d0.dn_loss_bbox: 0.3127 d0.dn_loss_iou: 0.4530 d1.dn_loss_cls: 0.0353 d1.dn_loss_bbox: 0.2359 d1.dn_loss_iou: 0.3612 d2.dn_loss_cls: 0.0296 d2.dn_loss_bbox: 0.2222 d2.dn_loss_iou: 0.3415 d3.dn_loss_cls: 0.0276 d3.dn_loss_bbox: 0.2165 d3.dn_loss_iou: 0.3343 d4.dn_loss_cls: 0.0260 d4.dn_loss_bbox: 0.2164 d4.dn_loss_iou: 0.3331 2023/02/28 19:41:09 - mmengine - INFO - Epoch(train) [7][5100/7393] lr: 1.0000e-04 eta: 9:26:24 time: 0.8741 data_time: 0.0060 memory: 27184 grad_norm: 29.9461 loss: 9.6183 loss_cls: 0.1881 loss_bbox: 0.1660 loss_iou: 0.3267 d0.loss_cls: 0.2504 d0.loss_bbox: 0.1674 d0.loss_iou: 0.3362 d1.loss_cls: 0.2106 d1.loss_bbox: 0.1657 d1.loss_iou: 0.3294 d2.loss_cls: 0.1968 d2.loss_bbox: 0.1665 d2.loss_iou: 0.3280 d3.loss_cls: 0.1935 d3.loss_bbox: 0.1651 d3.loss_iou: 0.3261 d4.loss_cls: 0.1919 d4.loss_bbox: 0.1641 d4.loss_iou: 0.3253 enc_loss_cls: 0.2382 enc_loss_bbox: 0.1994 enc_loss_iou: 0.3814 dn_loss_cls: 0.0295 dn_loss_bbox: 0.3175 dn_loss_iou: 0.3541 d0.dn_loss_cls: 0.0589 d0.dn_loss_bbox: 0.4525 d0.dn_loss_iou: 0.4893 d1.dn_loss_cls: 0.0382 d1.dn_loss_bbox: 0.3462 d1.dn_loss_iou: 0.3853 d2.dn_loss_cls: 0.0336 d2.dn_loss_bbox: 0.3242 d2.dn_loss_iou: 0.3637 d3.dn_loss_cls: 0.0319 d3.dn_loss_bbox: 0.3187 d3.dn_loss_iou: 0.3558 d4.dn_loss_cls: 0.0301 d4.dn_loss_bbox: 0.3176 d4.dn_loss_iou: 0.3544 2023/02/28 19:41:52 - mmengine - INFO - Epoch(train) [7][5150/7393] lr: 1.0000e-04 eta: 9:25:41 time: 0.8685 data_time: 0.0062 memory: 26735 grad_norm: 32.9458 loss: 9.0305 loss_cls: 0.1991 loss_bbox: 0.1356 loss_iou: 0.3354 d0.loss_cls: 0.2528 d0.loss_bbox: 0.1428 d0.loss_iou: 0.3488 d1.loss_cls: 0.2220 d1.loss_bbox: 0.1415 d1.loss_iou: 0.3392 d2.loss_cls: 0.2120 d2.loss_bbox: 0.1361 d2.loss_iou: 0.3330 d3.loss_cls: 0.2026 d3.loss_bbox: 0.1352 d3.loss_iou: 0.3339 d4.loss_cls: 0.2005 d4.loss_bbox: 0.1362 d4.loss_iou: 0.3339 enc_loss_cls: 0.2450 enc_loss_bbox: 0.1721 enc_loss_iou: 0.3912 dn_loss_cls: 0.0275 dn_loss_bbox: 0.2528 dn_loss_iou: 0.3373 d0.dn_loss_cls: 0.0610 d0.dn_loss_bbox: 0.3745 d0.dn_loss_iou: 0.4666 d1.dn_loss_cls: 0.0381 d1.dn_loss_bbox: 0.2810 d1.dn_loss_iou: 0.3666 d2.dn_loss_cls: 0.0319 d2.dn_loss_bbox: 0.2581 d2.dn_loss_iou: 0.3452 d3.dn_loss_cls: 0.0293 d3.dn_loss_bbox: 0.2535 d3.dn_loss_iou: 0.3393 d4.dn_loss_cls: 0.0281 d4.dn_loss_bbox: 0.2529 d4.dn_loss_iou: 0.3377 2023/02/28 19:42:35 - mmengine - INFO - Epoch(train) [7][5200/7393] lr: 1.0000e-04 eta: 9:24:57 time: 0.8619 data_time: 0.0061 memory: 28179 grad_norm: 32.1879 loss: 9.9041 loss_cls: 0.2083 loss_bbox: 0.1812 loss_iou: 0.3568 d0.loss_cls: 0.2687 d0.loss_bbox: 0.1769 d0.loss_iou: 0.3706 d1.loss_cls: 0.2348 d1.loss_bbox: 0.1755 d1.loss_iou: 0.3569 d2.loss_cls: 0.2161 d2.loss_bbox: 0.1777 d2.loss_iou: 0.3575 d3.loss_cls: 0.2116 d3.loss_bbox: 0.1795 d3.loss_iou: 0.3565 d4.loss_cls: 0.2095 d4.loss_bbox: 0.1813 d4.loss_iou: 0.3574 enc_loss_cls: 0.2613 enc_loss_bbox: 0.2023 enc_loss_iou: 0.4101 dn_loss_cls: 0.0348 dn_loss_bbox: 0.2805 dn_loss_iou: 0.3570 d0.dn_loss_cls: 0.0684 d0.dn_loss_bbox: 0.4217 d0.dn_loss_iou: 0.4901 d1.dn_loss_cls: 0.0460 d1.dn_loss_bbox: 0.3203 d1.dn_loss_iou: 0.3918 d2.dn_loss_cls: 0.0388 d2.dn_loss_bbox: 0.2890 d2.dn_loss_iou: 0.3665 d3.dn_loss_cls: 0.0365 d3.dn_loss_bbox: 0.2808 d3.dn_loss_iou: 0.3583 d4.dn_loss_cls: 0.0353 d4.dn_loss_bbox: 0.2806 d4.dn_loss_iou: 0.3571 2023/02/28 19:43:19 - mmengine - INFO - Epoch(train) [7][5250/7393] lr: 1.0000e-04 eta: 9:24:14 time: 0.8752 data_time: 0.0060 memory: 27095 grad_norm: 38.3349 loss: 10.2016 loss_cls: 0.2240 loss_bbox: 0.1985 loss_iou: 0.3643 d0.loss_cls: 0.2821 d0.loss_bbox: 0.2048 d0.loss_iou: 0.3841 d1.loss_cls: 0.2502 d1.loss_bbox: 0.1987 d1.loss_iou: 0.3691 d2.loss_cls: 0.2335 d2.loss_bbox: 0.1970 d2.loss_iou: 0.3671 d3.loss_cls: 0.2249 d3.loss_bbox: 0.1987 d3.loss_iou: 0.3640 d4.loss_cls: 0.2227 d4.loss_bbox: 0.1987 d4.loss_iou: 0.3653 enc_loss_cls: 0.2763 enc_loss_bbox: 0.2285 enc_loss_iou: 0.4274 dn_loss_cls: 0.0363 dn_loss_bbox: 0.2851 dn_loss_iou: 0.3531 d0.dn_loss_cls: 0.0715 d0.dn_loss_bbox: 0.4065 d0.dn_loss_iou: 0.4850 d1.dn_loss_cls: 0.0476 d1.dn_loss_bbox: 0.3108 d1.dn_loss_iou: 0.3811 d2.dn_loss_cls: 0.0399 d2.dn_loss_bbox: 0.2907 d2.dn_loss_iou: 0.3618 d3.dn_loss_cls: 0.0374 d3.dn_loss_bbox: 0.2859 d3.dn_loss_iou: 0.3546 d4.dn_loss_cls: 0.0363 d4.dn_loss_bbox: 0.2851 d4.dn_loss_iou: 0.3530 2023/02/28 19:44:03 - mmengine - INFO - Epoch(train) [7][5300/7393] lr: 1.0000e-04 eta: 9:23:31 time: 0.8700 data_time: 0.0060 memory: 26689 grad_norm: 31.2964 loss: 7.9992 loss_cls: 0.1656 loss_bbox: 0.1299 loss_iou: 0.3161 d0.loss_cls: 0.2175 d0.loss_bbox: 0.1352 d0.loss_iou: 0.3269 d1.loss_cls: 0.1896 d1.loss_bbox: 0.1319 d1.loss_iou: 0.3208 d2.loss_cls: 0.1754 d2.loss_bbox: 0.1306 d2.loss_iou: 0.3176 d3.loss_cls: 0.1698 d3.loss_bbox: 0.1302 d3.loss_iou: 0.3162 d4.loss_cls: 0.1662 d4.loss_bbox: 0.1305 d4.loss_iou: 0.3168 enc_loss_cls: 0.2154 enc_loss_bbox: 0.1534 enc_loss_iou: 0.3636 dn_loss_cls: 0.0199 dn_loss_bbox: 0.1968 dn_loss_iou: 0.2999 d0.dn_loss_cls: 0.0509 d0.dn_loss_bbox: 0.3285 d0.dn_loss_iou: 0.4276 d1.dn_loss_cls: 0.0288 d1.dn_loss_bbox: 0.2265 d1.dn_loss_iou: 0.3296 d2.dn_loss_cls: 0.0236 d2.dn_loss_bbox: 0.2029 d2.dn_loss_iou: 0.3076 d3.dn_loss_cls: 0.0210 d3.dn_loss_bbox: 0.1975 d3.dn_loss_iou: 0.3016 d4.dn_loss_cls: 0.0202 d4.dn_loss_bbox: 0.1971 d4.dn_loss_iou: 0.3000 2023/02/28 19:44:46 - mmengine - INFO - Epoch(train) [7][5350/7393] lr: 1.0000e-04 eta: 9:22:48 time: 0.8667 data_time: 0.0060 memory: 27371 grad_norm: 34.5227 loss: 9.4767 loss_cls: 0.2042 loss_bbox: 0.1716 loss_iou: 0.3572 d0.loss_cls: 0.2625 d0.loss_bbox: 0.1841 d0.loss_iou: 0.3747 d1.loss_cls: 0.2292 d1.loss_bbox: 0.1801 d1.loss_iou: 0.3709 d2.loss_cls: 0.2182 d2.loss_bbox: 0.1726 d2.loss_iou: 0.3576 d3.loss_cls: 0.2087 d3.loss_bbox: 0.1728 d3.loss_iou: 0.3579 d4.loss_cls: 0.2046 d4.loss_bbox: 0.1708 d4.loss_iou: 0.3568 enc_loss_cls: 0.2533 enc_loss_bbox: 0.2104 enc_loss_iou: 0.4259 dn_loss_cls: 0.0280 dn_loss_bbox: 0.2443 dn_loss_iou: 0.3387 d0.dn_loss_cls: 0.0581 d0.dn_loss_bbox: 0.3621 d0.dn_loss_iou: 0.4648 d1.dn_loss_cls: 0.0354 d1.dn_loss_bbox: 0.2767 d1.dn_loss_iou: 0.3721 d2.dn_loss_cls: 0.0304 d2.dn_loss_bbox: 0.2503 d2.dn_loss_iou: 0.3473 d3.dn_loss_cls: 0.0282 d3.dn_loss_bbox: 0.2449 d3.dn_loss_iou: 0.3405 d4.dn_loss_cls: 0.0276 d4.dn_loss_bbox: 0.2446 d4.dn_loss_iou: 0.3390 2023/02/28 19:45:30 - mmengine - INFO - Epoch(train) [7][5400/7393] lr: 1.0000e-04 eta: 9:22:05 time: 0.8779 data_time: 0.0061 memory: 26735 grad_norm: 33.6033 loss: 11.0448 loss_cls: 0.2530 loss_bbox: 0.1918 loss_iou: 0.4216 d0.loss_cls: 0.3158 d0.loss_bbox: 0.1982 d0.loss_iou: 0.4344 d1.loss_cls: 0.2824 d1.loss_bbox: 0.2019 d1.loss_iou: 0.4273 d2.loss_cls: 0.2680 d2.loss_bbox: 0.1910 d2.loss_iou: 0.4235 d3.loss_cls: 0.2597 d3.loss_bbox: 0.1923 d3.loss_iou: 0.4184 d4.loss_cls: 0.2544 d4.loss_bbox: 0.1912 d4.loss_iou: 0.4210 enc_loss_cls: 0.3088 enc_loss_bbox: 0.2349 enc_loss_iou: 0.4997 dn_loss_cls: 0.0355 dn_loss_bbox: 0.2762 dn_loss_iou: 0.3867 d0.dn_loss_cls: 0.0708 d0.dn_loss_bbox: 0.4355 d0.dn_loss_iou: 0.5300 d1.dn_loss_cls: 0.0469 d1.dn_loss_bbox: 0.3193 d1.dn_loss_iou: 0.4250 d2.dn_loss_cls: 0.0389 d2.dn_loss_bbox: 0.2880 d2.dn_loss_iou: 0.3977 d3.dn_loss_cls: 0.0367 d3.dn_loss_bbox: 0.2790 d3.dn_loss_iou: 0.3897 d4.dn_loss_cls: 0.0356 d4.dn_loss_bbox: 0.2767 d4.dn_loss_iou: 0.3872 2023/02/28 19:46:13 - mmengine - INFO - Epoch(train) [7][5450/7393] lr: 1.0000e-04 eta: 9:21:22 time: 0.8679 data_time: 0.0055 memory: 25471 grad_norm: 35.5307 loss: 10.6257 loss_cls: 0.2413 loss_bbox: 0.2060 loss_iou: 0.4296 d0.loss_cls: 0.3063 d0.loss_bbox: 0.2138 d0.loss_iou: 0.4414 d1.loss_cls: 0.2756 d1.loss_bbox: 0.2059 d1.loss_iou: 0.4284 d2.loss_cls: 0.2585 d2.loss_bbox: 0.2067 d2.loss_iou: 0.4278 d3.loss_cls: 0.2516 d3.loss_bbox: 0.2049 d3.loss_iou: 0.4277 d4.loss_cls: 0.2420 d4.loss_bbox: 0.2054 d4.loss_iou: 0.4314 enc_loss_cls: 0.3005 enc_loss_bbox: 0.2473 enc_loss_iou: 0.4981 dn_loss_cls: 0.0297 dn_loss_bbox: 0.2389 dn_loss_iou: 0.3684 d0.dn_loss_cls: 0.0624 d0.dn_loss_bbox: 0.3452 d0.dn_loss_iou: 0.4900 d1.dn_loss_cls: 0.0396 d1.dn_loss_bbox: 0.2640 d1.dn_loss_iou: 0.3976 d2.dn_loss_cls: 0.0337 d2.dn_loss_bbox: 0.2469 d2.dn_loss_iou: 0.3780 d3.dn_loss_cls: 0.0315 d3.dn_loss_bbox: 0.2414 d3.dn_loss_iou: 0.3705 d4.dn_loss_cls: 0.0303 d4.dn_loss_bbox: 0.2391 d4.dn_loss_iou: 0.3683 2023/02/28 19:46:58 - mmengine - INFO - Epoch(train) [7][5500/7393] lr: 1.0000e-04 eta: 9:20:40 time: 0.8860 data_time: 0.0055 memory: 28667 grad_norm: 34.0446 loss: 10.6453 loss_cls: 0.2429 loss_bbox: 0.1845 loss_iou: 0.4291 d0.loss_cls: 0.3034 d0.loss_bbox: 0.1907 d0.loss_iou: 0.4508 d1.loss_cls: 0.2707 d1.loss_bbox: 0.1852 d1.loss_iou: 0.4353 d2.loss_cls: 0.2527 d2.loss_bbox: 0.1851 d2.loss_iou: 0.4325 d3.loss_cls: 0.2450 d3.loss_bbox: 0.1863 d3.loss_iou: 0.4314 d4.loss_cls: 0.2414 d4.loss_bbox: 0.1852 d4.loss_iou: 0.4304 enc_loss_cls: 0.2941 enc_loss_bbox: 0.2145 enc_loss_iou: 0.4988 dn_loss_cls: 0.0334 dn_loss_bbox: 0.2585 dn_loss_iou: 0.3689 d0.dn_loss_cls: 0.0649 d0.dn_loss_bbox: 0.3853 d0.dn_loss_iou: 0.5018 d1.dn_loss_cls: 0.0431 d1.dn_loss_bbox: 0.2907 d1.dn_loss_iou: 0.4019 d2.dn_loss_cls: 0.0362 d2.dn_loss_bbox: 0.2662 d2.dn_loss_iou: 0.3780 d3.dn_loss_cls: 0.0342 d3.dn_loss_bbox: 0.2601 d3.dn_loss_iou: 0.3711 d4.dn_loss_cls: 0.0332 d4.dn_loss_bbox: 0.2586 d4.dn_loss_iou: 0.3692 2023/02/28 19:47:41 - mmengine - INFO - Epoch(train) [7][5550/7393] lr: 1.0000e-04 eta: 9:19:56 time: 0.8679 data_time: 0.0054 memory: 28088 grad_norm: 34.8958 loss: 10.8619 loss_cls: 0.2565 loss_bbox: 0.1789 loss_iou: 0.4377 d0.loss_cls: 0.3201 d0.loss_bbox: 0.1824 d0.loss_iou: 0.4433 d1.loss_cls: 0.2840 d1.loss_bbox: 0.1804 d1.loss_iou: 0.4396 d2.loss_cls: 0.2644 d2.loss_bbox: 0.1834 d2.loss_iou: 0.4364 d3.loss_cls: 0.2624 d3.loss_bbox: 0.1802 d3.loss_iou: 0.4342 d4.loss_cls: 0.2601 d4.loss_bbox: 0.1782 d4.loss_iou: 0.4353 enc_loss_cls: 0.3105 enc_loss_bbox: 0.2085 enc_loss_iou: 0.4991 dn_loss_cls: 0.0341 dn_loss_bbox: 0.2624 dn_loss_iou: 0.3960 d0.dn_loss_cls: 0.0684 d0.dn_loss_bbox: 0.3717 d0.dn_loss_iou: 0.5138 d1.dn_loss_cls: 0.0438 d1.dn_loss_bbox: 0.2831 d1.dn_loss_iou: 0.4210 d2.dn_loss_cls: 0.0365 d2.dn_loss_bbox: 0.2666 d2.dn_loss_iou: 0.4025 d3.dn_loss_cls: 0.0343 d3.dn_loss_bbox: 0.2628 d3.dn_loss_iou: 0.3972 d4.dn_loss_cls: 0.0339 d4.dn_loss_bbox: 0.2623 d4.dn_loss_iou: 0.3959 2023/02/28 19:48:24 - mmengine - INFO - Epoch(train) [7][5600/7393] lr: 1.0000e-04 eta: 9:19:13 time: 0.8648 data_time: 0.0053 memory: 28697 grad_norm: 33.5649 loss: 10.6149 loss_cls: 0.2406 loss_bbox: 0.1788 loss_iou: 0.4543 d0.loss_cls: 0.3028 d0.loss_bbox: 0.1877 d0.loss_iou: 0.4637 d1.loss_cls: 0.2608 d1.loss_bbox: 0.1872 d1.loss_iou: 0.4579 d2.loss_cls: 0.2489 d2.loss_bbox: 0.1838 d2.loss_iou: 0.4549 d3.loss_cls: 0.2408 d3.loss_bbox: 0.1825 d3.loss_iou: 0.4594 d4.loss_cls: 0.2411 d4.loss_bbox: 0.1779 d4.loss_iou: 0.4570 enc_loss_cls: 0.3001 enc_loss_bbox: 0.2071 enc_loss_iou: 0.5096 dn_loss_cls: 0.0270 dn_loss_bbox: 0.2482 dn_loss_iou: 0.3616 d0.dn_loss_cls: 0.0605 d0.dn_loss_bbox: 0.3761 d0.dn_loss_iou: 0.4963 d1.dn_loss_cls: 0.0383 d1.dn_loss_bbox: 0.2796 d1.dn_loss_iou: 0.3949 d2.dn_loss_cls: 0.0315 d2.dn_loss_bbox: 0.2548 d2.dn_loss_iou: 0.3701 d3.dn_loss_cls: 0.0292 d3.dn_loss_bbox: 0.2490 d3.dn_loss_iou: 0.3631 d4.dn_loss_cls: 0.0275 d4.dn_loss_bbox: 0.2485 d4.dn_loss_iou: 0.3617 2023/02/28 19:49:00 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 19:49:07 - mmengine - INFO - Epoch(train) [7][5650/7393] lr: 1.0000e-04 eta: 9:18:29 time: 0.8467 data_time: 0.0054 memory: 26735 grad_norm: 31.4131 loss: 9.8012 loss_cls: 0.1959 loss_bbox: 0.1636 loss_iou: 0.3667 d0.loss_cls: 0.2583 d0.loss_bbox: 0.1643 d0.loss_iou: 0.3759 d1.loss_cls: 0.2208 d1.loss_bbox: 0.1694 d1.loss_iou: 0.3750 d2.loss_cls: 0.2018 d2.loss_bbox: 0.1746 d2.loss_iou: 0.3723 d3.loss_cls: 0.1994 d3.loss_bbox: 0.1665 d3.loss_iou: 0.3688 d4.loss_cls: 0.1960 d4.loss_bbox: 0.1643 d4.loss_iou: 0.3669 enc_loss_cls: 0.2430 enc_loss_bbox: 0.1984 enc_loss_iou: 0.4205 dn_loss_cls: 0.0303 dn_loss_bbox: 0.2604 dn_loss_iou: 0.3881 d0.dn_loss_cls: 0.0642 d0.dn_loss_bbox: 0.3702 d0.dn_loss_iou: 0.5199 d1.dn_loss_cls: 0.0422 d1.dn_loss_bbox: 0.2858 d1.dn_loss_iou: 0.4182 d2.dn_loss_cls: 0.0341 d2.dn_loss_bbox: 0.2668 d2.dn_loss_iou: 0.3964 d3.dn_loss_cls: 0.0317 d3.dn_loss_bbox: 0.2621 d3.dn_loss_iou: 0.3900 d4.dn_loss_cls: 0.0301 d4.dn_loss_bbox: 0.2603 d4.dn_loss_iou: 0.3881 2023/02/28 19:49:50 - mmengine - INFO - Epoch(train) [7][5700/7393] lr: 1.0000e-04 eta: 9:17:46 time: 0.8740 data_time: 0.0054 memory: 27689 grad_norm: 37.2864 loss: 9.8185 loss_cls: 0.2147 loss_bbox: 0.1584 loss_iou: 0.3812 d0.loss_cls: 0.2703 d0.loss_bbox: 0.1582 d0.loss_iou: 0.4013 d1.loss_cls: 0.2304 d1.loss_bbox: 0.1624 d1.loss_iou: 0.3939 d2.loss_cls: 0.2166 d2.loss_bbox: 0.1612 d2.loss_iou: 0.3858 d3.loss_cls: 0.2145 d3.loss_bbox: 0.1591 d3.loss_iou: 0.3837 d4.loss_cls: 0.2132 d4.loss_bbox: 0.1597 d4.loss_iou: 0.3827 enc_loss_cls: 0.2596 enc_loss_bbox: 0.1904 enc_loss_iou: 0.4531 dn_loss_cls: 0.0385 dn_loss_bbox: 0.2382 dn_loss_iou: 0.3713 d0.dn_loss_cls: 0.0679 d0.dn_loss_bbox: 0.3611 d0.dn_loss_iou: 0.5084 d1.dn_loss_cls: 0.0464 d1.dn_loss_bbox: 0.2674 d1.dn_loss_iou: 0.4022 d2.dn_loss_cls: 0.0398 d2.dn_loss_bbox: 0.2463 d2.dn_loss_iou: 0.3812 d3.dn_loss_cls: 0.0382 d3.dn_loss_bbox: 0.2398 d3.dn_loss_iou: 0.3733 d4.dn_loss_cls: 0.0379 d4.dn_loss_bbox: 0.2388 d4.dn_loss_iou: 0.3716 2023/02/28 19:50:34 - mmengine - INFO - Epoch(train) [7][5750/7393] lr: 1.0000e-04 eta: 9:17:03 time: 0.8784 data_time: 0.0055 memory: 26557 grad_norm: 40.8241 loss: 9.4147 loss_cls: 0.2088 loss_bbox: 0.1669 loss_iou: 0.3722 d0.loss_cls: 0.2650 d0.loss_bbox: 0.1749 d0.loss_iou: 0.3877 d1.loss_cls: 0.2384 d1.loss_bbox: 0.1704 d1.loss_iou: 0.3776 d2.loss_cls: 0.2249 d2.loss_bbox: 0.1650 d2.loss_iou: 0.3727 d3.loss_cls: 0.2123 d3.loss_bbox: 0.1662 d3.loss_iou: 0.3740 d4.loss_cls: 0.2098 d4.loss_bbox: 0.1659 d4.loss_iou: 0.3725 enc_loss_cls: 0.2613 enc_loss_bbox: 0.1987 enc_loss_iou: 0.4326 dn_loss_cls: 0.0273 dn_loss_bbox: 0.2245 dn_loss_iou: 0.3379 d0.dn_loss_cls: 0.0577 d0.dn_loss_bbox: 0.3431 d0.dn_loss_iou: 0.4691 d1.dn_loss_cls: 0.0364 d1.dn_loss_bbox: 0.2466 d1.dn_loss_iou: 0.3672 d2.dn_loss_cls: 0.0306 d2.dn_loss_bbox: 0.2276 d2.dn_loss_iou: 0.3450 d3.dn_loss_cls: 0.0288 d3.dn_loss_bbox: 0.2253 d3.dn_loss_iou: 0.3393 d4.dn_loss_cls: 0.0275 d4.dn_loss_bbox: 0.2246 d4.dn_loss_iou: 0.3382 2023/02/28 19:51:18 - mmengine - INFO - Epoch(train) [7][5800/7393] lr: 1.0000e-04 eta: 9:16:21 time: 0.8864 data_time: 0.0055 memory: 32675 grad_norm: 33.0485 loss: 8.2707 loss_cls: 0.1778 loss_bbox: 0.1256 loss_iou: 0.2923 d0.loss_cls: 0.2220 d0.loss_bbox: 0.1389 d0.loss_iou: 0.3097 d1.loss_cls: 0.1958 d1.loss_bbox: 0.1298 d1.loss_iou: 0.3006 d2.loss_cls: 0.1898 d2.loss_bbox: 0.1239 d2.loss_iou: 0.2904 d3.loss_cls: 0.1825 d3.loss_bbox: 0.1235 d3.loss_iou: 0.2896 d4.loss_cls: 0.1783 d4.loss_bbox: 0.1254 d4.loss_iou: 0.2917 enc_loss_cls: 0.2169 enc_loss_bbox: 0.1619 enc_loss_iou: 0.3469 dn_loss_cls: 0.0258 dn_loss_bbox: 0.2361 dn_loss_iou: 0.3099 d0.dn_loss_cls: 0.0568 d0.dn_loss_bbox: 0.3832 d0.dn_loss_iou: 0.4499 d1.dn_loss_cls: 0.0344 d1.dn_loss_bbox: 0.2756 d1.dn_loss_iou: 0.3472 d2.dn_loss_cls: 0.0287 d2.dn_loss_bbox: 0.2439 d2.dn_loss_iou: 0.3187 d3.dn_loss_cls: 0.0260 d3.dn_loss_bbox: 0.2375 d3.dn_loss_iou: 0.3119 d4.dn_loss_cls: 0.0252 d4.dn_loss_bbox: 0.2364 d4.dn_loss_iou: 0.3102 2023/02/28 19:52:02 - mmengine - INFO - Epoch(train) [7][5850/7393] lr: 1.0000e-04 eta: 9:15:38 time: 0.8760 data_time: 0.0053 memory: 24978 grad_norm: 35.1465 loss: 9.3303 loss_cls: 0.1839 loss_bbox: 0.1457 loss_iou: 0.3594 d0.loss_cls: 0.2321 d0.loss_bbox: 0.1509 d0.loss_iou: 0.3733 d1.loss_cls: 0.2038 d1.loss_bbox: 0.1472 d1.loss_iou: 0.3659 d2.loss_cls: 0.1928 d2.loss_bbox: 0.1471 d2.loss_iou: 0.3609 d3.loss_cls: 0.1908 d3.loss_bbox: 0.1439 d3.loss_iou: 0.3556 d4.loss_cls: 0.1858 d4.loss_bbox: 0.1433 d4.loss_iou: 0.3583 enc_loss_cls: 0.2266 enc_loss_bbox: 0.1776 enc_loss_iou: 0.4193 dn_loss_cls: 0.0256 dn_loss_bbox: 0.2681 dn_loss_iou: 0.3543 d0.dn_loss_cls: 0.0583 d0.dn_loss_bbox: 0.3900 d0.dn_loss_iou: 0.4840 d1.dn_loss_cls: 0.0357 d1.dn_loss_bbox: 0.2978 d1.dn_loss_iou: 0.3853 d2.dn_loss_cls: 0.0291 d2.dn_loss_bbox: 0.2752 d2.dn_loss_iou: 0.3620 d3.dn_loss_cls: 0.0272 d3.dn_loss_bbox: 0.2693 d3.dn_loss_iou: 0.3558 d4.dn_loss_cls: 0.0256 d4.dn_loss_bbox: 0.2683 d4.dn_loss_iou: 0.3545 2023/02/28 19:52:46 - mmengine - INFO - Epoch(train) [7][5900/7393] lr: 1.0000e-04 eta: 9:14:55 time: 0.8673 data_time: 0.0053 memory: 29670 grad_norm: 35.0945 loss: 7.1135 loss_cls: 0.1339 loss_bbox: 0.1040 loss_iou: 0.2157 d0.loss_cls: 0.1731 d0.loss_bbox: 0.1065 d0.loss_iou: 0.2218 d1.loss_cls: 0.1487 d1.loss_bbox: 0.1079 d1.loss_iou: 0.2203 d2.loss_cls: 0.1392 d2.loss_bbox: 0.1043 d2.loss_iou: 0.2175 d3.loss_cls: 0.1357 d3.loss_bbox: 0.1041 d3.loss_iou: 0.2153 d4.loss_cls: 0.1352 d4.loss_bbox: 0.1031 d4.loss_iou: 0.2154 enc_loss_cls: 0.1666 enc_loss_bbox: 0.1317 enc_loss_iou: 0.2584 dn_loss_cls: 0.0238 dn_loss_bbox: 0.2321 dn_loss_iou: 0.2980 d0.dn_loss_cls: 0.0563 d0.dn_loss_bbox: 0.3751 d0.dn_loss_iou: 0.4423 d1.dn_loss_cls: 0.0330 d1.dn_loss_bbox: 0.2683 d1.dn_loss_iou: 0.3336 d2.dn_loss_cls: 0.0272 d2.dn_loss_bbox: 0.2413 d2.dn_loss_iou: 0.3087 d3.dn_loss_cls: 0.0253 d3.dn_loss_bbox: 0.2343 d3.dn_loss_iou: 0.3006 d4.dn_loss_cls: 0.0242 d4.dn_loss_bbox: 0.2324 d4.dn_loss_iou: 0.2984 2023/02/28 19:53:29 - mmengine - INFO - Epoch(train) [7][5950/7393] lr: 1.0000e-04 eta: 9:14:12 time: 0.8696 data_time: 0.0054 memory: 30138 grad_norm: 33.0382 loss: 8.0395 loss_cls: 0.1751 loss_bbox: 0.1295 loss_iou: 0.2752 d0.loss_cls: 0.2199 d0.loss_bbox: 0.1423 d0.loss_iou: 0.2912 d1.loss_cls: 0.1943 d1.loss_bbox: 0.1360 d1.loss_iou: 0.2829 d2.loss_cls: 0.1814 d2.loss_bbox: 0.1321 d2.loss_iou: 0.2776 d3.loss_cls: 0.1766 d3.loss_bbox: 0.1318 d3.loss_iou: 0.2766 d4.loss_cls: 0.1758 d4.loss_bbox: 0.1295 d4.loss_iou: 0.2748 enc_loss_cls: 0.2133 enc_loss_bbox: 0.1720 enc_loss_iou: 0.3395 dn_loss_cls: 0.0270 dn_loss_bbox: 0.2150 dn_loss_iou: 0.3091 d0.dn_loss_cls: 0.0622 d0.dn_loss_bbox: 0.3512 d0.dn_loss_iou: 0.4362 d1.dn_loss_cls: 0.0377 d1.dn_loss_bbox: 0.2491 d1.dn_loss_iou: 0.3413 d2.dn_loss_cls: 0.0309 d2.dn_loss_bbox: 0.2252 d2.dn_loss_iou: 0.3195 d3.dn_loss_cls: 0.0288 d3.dn_loss_bbox: 0.2162 d3.dn_loss_iou: 0.3111 d4.dn_loss_cls: 0.0273 d4.dn_loss_bbox: 0.2151 d4.dn_loss_iou: 0.3093 2023/02/28 19:54:13 - mmengine - INFO - Epoch(train) [7][6000/7393] lr: 1.0000e-04 eta: 9:13:29 time: 0.8768 data_time: 0.0055 memory: 26735 grad_norm: 35.0825 loss: 10.3740 loss_cls: 0.2268 loss_bbox: 0.1820 loss_iou: 0.3888 d0.loss_cls: 0.2858 d0.loss_bbox: 0.1943 d0.loss_iou: 0.4086 d1.loss_cls: 0.2433 d1.loss_bbox: 0.1899 d1.loss_iou: 0.3954 d2.loss_cls: 0.2361 d2.loss_bbox: 0.1846 d2.loss_iou: 0.3891 d3.loss_cls: 0.2277 d3.loss_bbox: 0.1830 d3.loss_iou: 0.3880 d4.loss_cls: 0.2278 d4.loss_bbox: 0.1816 d4.loss_iou: 0.3886 enc_loss_cls: 0.2760 enc_loss_bbox: 0.2276 enc_loss_iou: 0.4566 dn_loss_cls: 0.0337 dn_loss_bbox: 0.2703 dn_loss_iou: 0.3843 d0.dn_loss_cls: 0.0658 d0.dn_loss_bbox: 0.3879 d0.dn_loss_iou: 0.5098 d1.dn_loss_cls: 0.0428 d1.dn_loss_bbox: 0.2976 d1.dn_loss_iou: 0.4130 d2.dn_loss_cls: 0.0366 d2.dn_loss_bbox: 0.2761 d2.dn_loss_iou: 0.3921 d3.dn_loss_cls: 0.0352 d3.dn_loss_bbox: 0.2720 d3.dn_loss_iou: 0.3862 d4.dn_loss_cls: 0.0341 d4.dn_loss_bbox: 0.2704 d4.dn_loss_iou: 0.3844 2023/02/28 19:54:56 - mmengine - INFO - Epoch(train) [7][6050/7393] lr: 1.0000e-04 eta: 9:12:45 time: 0.8654 data_time: 0.0054 memory: 29182 grad_norm: 40.6657 loss: 8.9454 loss_cls: 0.1727 loss_bbox: 0.1462 loss_iou: 0.3308 d0.loss_cls: 0.2245 d0.loss_bbox: 0.1490 d0.loss_iou: 0.3470 d1.loss_cls: 0.1907 d1.loss_bbox: 0.1501 d1.loss_iou: 0.3390 d2.loss_cls: 0.1803 d2.loss_bbox: 0.1469 d2.loss_iou: 0.3327 d3.loss_cls: 0.1772 d3.loss_bbox: 0.1460 d3.loss_iou: 0.3326 d4.loss_cls: 0.1736 d4.loss_bbox: 0.1448 d4.loss_iou: 0.3321 enc_loss_cls: 0.2216 enc_loss_bbox: 0.1803 enc_loss_iou: 0.3885 dn_loss_cls: 0.0271 dn_loss_bbox: 0.2518 dn_loss_iou: 0.3373 d0.dn_loss_cls: 0.0636 d0.dn_loss_bbox: 0.4008 d0.dn_loss_iou: 0.4842 d1.dn_loss_cls: 0.0380 d1.dn_loss_bbox: 0.2884 d1.dn_loss_iou: 0.3719 d2.dn_loss_cls: 0.0304 d2.dn_loss_bbox: 0.2598 d2.dn_loss_iou: 0.3464 d3.dn_loss_cls: 0.0287 d3.dn_loss_bbox: 0.2544 d3.dn_loss_iou: 0.3399 d4.dn_loss_cls: 0.0270 d4.dn_loss_bbox: 0.2517 d4.dn_loss_iou: 0.3374 2023/02/28 19:55:40 - mmengine - INFO - Epoch(train) [7][6100/7393] lr: 1.0000e-04 eta: 9:12:02 time: 0.8689 data_time: 0.0054 memory: 28179 grad_norm: 33.7047 loss: 8.7052 loss_cls: 0.1966 loss_bbox: 0.1334 loss_iou: 0.3200 d0.loss_cls: 0.2408 d0.loss_bbox: 0.1452 d0.loss_iou: 0.3407 d1.loss_cls: 0.2174 d1.loss_bbox: 0.1368 d1.loss_iou: 0.3254 d2.loss_cls: 0.2082 d2.loss_bbox: 0.1339 d2.loss_iou: 0.3197 d3.loss_cls: 0.1961 d3.loss_bbox: 0.1359 d3.loss_iou: 0.3223 d4.loss_cls: 0.1946 d4.loss_bbox: 0.1371 d4.loss_iou: 0.3237 enc_loss_cls: 0.2376 enc_loss_bbox: 0.1691 enc_loss_iou: 0.3853 dn_loss_cls: 0.0302 dn_loss_bbox: 0.2292 dn_loss_iou: 0.3244 d0.dn_loss_cls: 0.0588 d0.dn_loss_bbox: 0.3646 d0.dn_loss_iou: 0.4489 d1.dn_loss_cls: 0.0381 d1.dn_loss_bbox: 0.2642 d1.dn_loss_iou: 0.3543 d2.dn_loss_cls: 0.0319 d2.dn_loss_bbox: 0.2377 d2.dn_loss_iou: 0.3326 d3.dn_loss_cls: 0.0301 d3.dn_loss_bbox: 0.2310 d3.dn_loss_iou: 0.3257 d4.dn_loss_cls: 0.0298 d4.dn_loss_bbox: 0.2292 d4.dn_loss_iou: 0.3244 2023/02/28 19:56:24 - mmengine - INFO - Epoch(train) [7][6150/7393] lr: 1.0000e-04 eta: 9:11:20 time: 0.8862 data_time: 0.0054 memory: 32446 grad_norm: 31.7071 loss: 8.8942 loss_cls: 0.1875 loss_bbox: 0.1382 loss_iou: 0.3321 d0.loss_cls: 0.2311 d0.loss_bbox: 0.1416 d0.loss_iou: 0.3479 d1.loss_cls: 0.2049 d1.loss_bbox: 0.1347 d1.loss_iou: 0.3367 d2.loss_cls: 0.1908 d2.loss_bbox: 0.1393 d2.loss_iou: 0.3338 d3.loss_cls: 0.1899 d3.loss_bbox: 0.1376 d3.loss_iou: 0.3312 d4.loss_cls: 0.1864 d4.loss_bbox: 0.1384 d4.loss_iou: 0.3321 enc_loss_cls: 0.2326 enc_loss_bbox: 0.1642 enc_loss_iou: 0.3828 dn_loss_cls: 0.0268 dn_loss_bbox: 0.2602 dn_loss_iou: 0.3308 d0.dn_loss_cls: 0.0614 d0.dn_loss_bbox: 0.3740 d0.dn_loss_iou: 0.4645 d1.dn_loss_cls: 0.0374 d1.dn_loss_bbox: 0.2862 d1.dn_loss_iou: 0.3631 d2.dn_loss_cls: 0.0304 d2.dn_loss_bbox: 0.2663 d2.dn_loss_iou: 0.3397 d3.dn_loss_cls: 0.0276 d3.dn_loss_bbox: 0.2614 d3.dn_loss_iou: 0.3328 d4.dn_loss_cls: 0.0267 d4.dn_loss_bbox: 0.2600 d4.dn_loss_iou: 0.3310 2023/02/28 19:57:07 - mmengine - INFO - Epoch(train) [7][6200/7393] lr: 1.0000e-04 eta: 9:10:36 time: 0.8648 data_time: 0.0055 memory: 29092 grad_norm: 31.6572 loss: 10.3736 loss_cls: 0.2426 loss_bbox: 0.1894 loss_iou: 0.3806 d0.loss_cls: 0.2996 d0.loss_bbox: 0.2005 d0.loss_iou: 0.4044 d1.loss_cls: 0.2675 d1.loss_bbox: 0.1967 d1.loss_iou: 0.3968 d2.loss_cls: 0.2527 d2.loss_bbox: 0.1953 d2.loss_iou: 0.3855 d3.loss_cls: 0.2443 d3.loss_bbox: 0.1920 d3.loss_iou: 0.3838 d4.loss_cls: 0.2421 d4.loss_bbox: 0.1898 d4.loss_iou: 0.3806 enc_loss_cls: 0.2889 enc_loss_bbox: 0.2274 enc_loss_iou: 0.4470 dn_loss_cls: 0.0283 dn_loss_bbox: 0.2801 dn_loss_iou: 0.3573 d0.dn_loss_cls: 0.0618 d0.dn_loss_bbox: 0.3983 d0.dn_loss_iou: 0.4854 d1.dn_loss_cls: 0.0394 d1.dn_loss_bbox: 0.3067 d1.dn_loss_iou: 0.3876 d2.dn_loss_cls: 0.0324 d2.dn_loss_bbox: 0.2869 d2.dn_loss_iou: 0.3655 d3.dn_loss_cls: 0.0298 d3.dn_loss_bbox: 0.2810 d3.dn_loss_iou: 0.3593 d4.dn_loss_cls: 0.0286 d4.dn_loss_bbox: 0.2802 d4.dn_loss_iou: 0.3575 2023/02/28 19:57:51 - mmengine - INFO - Epoch(train) [7][6250/7393] lr: 1.0000e-04 eta: 9:09:53 time: 0.8693 data_time: 0.0053 memory: 27689 grad_norm: 36.2227 loss: 8.5271 loss_cls: 0.1814 loss_bbox: 0.1421 loss_iou: 0.3008 d0.loss_cls: 0.2191 d0.loss_bbox: 0.1578 d0.loss_iou: 0.3199 d1.loss_cls: 0.1956 d1.loss_bbox: 0.1496 d1.loss_iou: 0.3098 d2.loss_cls: 0.1869 d2.loss_bbox: 0.1469 d2.loss_iou: 0.3056 d3.loss_cls: 0.1816 d3.loss_bbox: 0.1468 d3.loss_iou: 0.3062 d4.loss_cls: 0.1824 d4.loss_bbox: 0.1417 d4.loss_iou: 0.3006 enc_loss_cls: 0.2135 enc_loss_bbox: 0.1836 enc_loss_iou: 0.3569 dn_loss_cls: 0.0240 dn_loss_bbox: 0.2368 dn_loss_iou: 0.3227 d0.dn_loss_cls: 0.0576 d0.dn_loss_bbox: 0.3669 d0.dn_loss_iou: 0.4603 d1.dn_loss_cls: 0.0345 d1.dn_loss_bbox: 0.2665 d1.dn_loss_iou: 0.3563 d2.dn_loss_cls: 0.0278 d2.dn_loss_bbox: 0.2421 d2.dn_loss_iou: 0.3311 d3.dn_loss_cls: 0.0256 d3.dn_loss_bbox: 0.2374 d3.dn_loss_iou: 0.3248 d4.dn_loss_cls: 0.0239 d4.dn_loss_bbox: 0.2369 d4.dn_loss_iou: 0.3232 2023/02/28 19:58:34 - mmengine - INFO - Epoch(train) [7][6300/7393] lr: 1.0000e-04 eta: 9:09:10 time: 0.8690 data_time: 0.0054 memory: 28179 grad_norm: 31.6591 loss: 8.6681 loss_cls: 0.1902 loss_bbox: 0.1340 loss_iou: 0.3027 d0.loss_cls: 0.2434 d0.loss_bbox: 0.1405 d0.loss_iou: 0.3198 d1.loss_cls: 0.2136 d1.loss_bbox: 0.1383 d1.loss_iou: 0.3033 d2.loss_cls: 0.2077 d2.loss_bbox: 0.1326 d2.loss_iou: 0.2998 d3.loss_cls: 0.1984 d3.loss_bbox: 0.1330 d3.loss_iou: 0.3010 d4.loss_cls: 0.1937 d4.loss_bbox: 0.1331 d4.loss_iou: 0.3016 enc_loss_cls: 0.2340 enc_loss_bbox: 0.1699 enc_loss_iou: 0.3588 dn_loss_cls: 0.0243 dn_loss_bbox: 0.2559 dn_loss_iou: 0.3214 d0.dn_loss_cls: 0.0585 d0.dn_loss_bbox: 0.3909 d0.dn_loss_iou: 0.4614 d1.dn_loss_cls: 0.0351 d1.dn_loss_bbox: 0.2842 d1.dn_loss_iou: 0.3545 d2.dn_loss_cls: 0.0293 d2.dn_loss_bbox: 0.2623 d2.dn_loss_iou: 0.3309 d3.dn_loss_cls: 0.0272 d3.dn_loss_bbox: 0.2562 d3.dn_loss_iou: 0.3237 d4.dn_loss_cls: 0.0250 d4.dn_loss_bbox: 0.2560 d4.dn_loss_iou: 0.3217 2023/02/28 19:59:18 - mmengine - INFO - Epoch(train) [7][6350/7393] lr: 1.0000e-04 eta: 9:08:27 time: 0.8837 data_time: 0.0054 memory: 27413 grad_norm: 31.8928 loss: 8.5454 loss_cls: 0.1669 loss_bbox: 0.1254 loss_iou: 0.3017 d0.loss_cls: 0.2180 d0.loss_bbox: 0.1291 d0.loss_iou: 0.3112 d1.loss_cls: 0.1821 d1.loss_bbox: 0.1300 d1.loss_iou: 0.3088 d2.loss_cls: 0.1745 d2.loss_bbox: 0.1257 d2.loss_iou: 0.3024 d3.loss_cls: 0.1692 d3.loss_bbox: 0.1251 d3.loss_iou: 0.3003 d4.loss_cls: 0.1697 d4.loss_bbox: 0.1234 d4.loss_iou: 0.2992 enc_loss_cls: 0.2100 enc_loss_bbox: 0.1594 enc_loss_iou: 0.3574 dn_loss_cls: 0.0239 dn_loss_bbox: 0.2629 dn_loss_iou: 0.3439 d0.dn_loss_cls: 0.0570 d0.dn_loss_bbox: 0.3842 d0.dn_loss_iou: 0.4707 d1.dn_loss_cls: 0.0332 d1.dn_loss_bbox: 0.2887 d1.dn_loss_iou: 0.3728 d2.dn_loss_cls: 0.0276 d2.dn_loss_bbox: 0.2713 d2.dn_loss_iou: 0.3524 d3.dn_loss_cls: 0.0254 d3.dn_loss_bbox: 0.2644 d3.dn_loss_iou: 0.3458 d4.dn_loss_cls: 0.0243 d4.dn_loss_bbox: 0.2629 d4.dn_loss_iou: 0.3443 2023/02/28 20:00:02 - mmengine - INFO - Epoch(train) [7][6400/7393] lr: 1.0000e-04 eta: 9:07:44 time: 0.8707 data_time: 0.0054 memory: 26735 grad_norm: 34.0343 loss: 10.0196 loss_cls: 0.2169 loss_bbox: 0.1653 loss_iou: 0.3641 d0.loss_cls: 0.2769 d0.loss_bbox: 0.1678 d0.loss_iou: 0.3798 d1.loss_cls: 0.2473 d1.loss_bbox: 0.1672 d1.loss_iou: 0.3732 d2.loss_cls: 0.2306 d2.loss_bbox: 0.1663 d2.loss_iou: 0.3651 d3.loss_cls: 0.2249 d3.loss_bbox: 0.1634 d3.loss_iou: 0.3621 d4.loss_cls: 0.2188 d4.loss_bbox: 0.1652 d4.loss_iou: 0.3640 enc_loss_cls: 0.2723 enc_loss_bbox: 0.1986 enc_loss_iou: 0.4377 dn_loss_cls: 0.0305 dn_loss_bbox: 0.2818 dn_loss_iou: 0.3757 d0.dn_loss_cls: 0.0622 d0.dn_loss_bbox: 0.3964 d0.dn_loss_iou: 0.5065 d1.dn_loss_cls: 0.0395 d1.dn_loss_bbox: 0.3057 d1.dn_loss_iou: 0.4084 d2.dn_loss_cls: 0.0335 d2.dn_loss_bbox: 0.2873 d2.dn_loss_iou: 0.3853 d3.dn_loss_cls: 0.0317 d3.dn_loss_bbox: 0.2820 d3.dn_loss_iou: 0.3774 d4.dn_loss_cls: 0.0303 d4.dn_loss_bbox: 0.2818 d4.dn_loss_iou: 0.3761 2023/02/28 20:00:46 - mmengine - INFO - Epoch(train) [7][6450/7393] lr: 1.0000e-04 eta: 9:07:02 time: 0.8801 data_time: 0.0056 memory: 27689 grad_norm: 35.8049 loss: 9.9977 loss_cls: 0.2227 loss_bbox: 0.1772 loss_iou: 0.3823 d0.loss_cls: 0.2865 d0.loss_bbox: 0.1803 d0.loss_iou: 0.3975 d1.loss_cls: 0.2575 d1.loss_bbox: 0.1770 d1.loss_iou: 0.3797 d2.loss_cls: 0.2330 d2.loss_bbox: 0.1805 d2.loss_iou: 0.3799 d3.loss_cls: 0.2280 d3.loss_bbox: 0.1797 d3.loss_iou: 0.3841 d4.loss_cls: 0.2239 d4.loss_bbox: 0.1768 d4.loss_iou: 0.3820 enc_loss_cls: 0.2827 enc_loss_bbox: 0.2171 enc_loss_iou: 0.4511 dn_loss_cls: 0.0304 dn_loss_bbox: 0.2637 dn_loss_iou: 0.3458 d0.dn_loss_cls: 0.0619 d0.dn_loss_bbox: 0.3879 d0.dn_loss_iou: 0.4777 d1.dn_loss_cls: 0.0398 d1.dn_loss_bbox: 0.2918 d1.dn_loss_iou: 0.3776 d2.dn_loss_cls: 0.0336 d2.dn_loss_bbox: 0.2685 d2.dn_loss_iou: 0.3539 d3.dn_loss_cls: 0.0325 d3.dn_loss_bbox: 0.2648 d3.dn_loss_iou: 0.3482 d4.dn_loss_cls: 0.0306 d4.dn_loss_bbox: 0.2636 d4.dn_loss_iou: 0.3460 2023/02/28 20:01:30 - mmengine - INFO - Epoch(train) [7][6500/7393] lr: 1.0000e-04 eta: 9:06:19 time: 0.8882 data_time: 0.0054 memory: 28600 grad_norm: 33.4203 loss: 9.5182 loss_cls: 0.2117 loss_bbox: 0.1418 loss_iou: 0.3336 d0.loss_cls: 0.2599 d0.loss_bbox: 0.1463 d0.loss_iou: 0.3512 d1.loss_cls: 0.2303 d1.loss_bbox: 0.1448 d1.loss_iou: 0.3425 d2.loss_cls: 0.2201 d2.loss_bbox: 0.1417 d2.loss_iou: 0.3378 d3.loss_cls: 0.2151 d3.loss_bbox: 0.1399 d3.loss_iou: 0.3326 d4.loss_cls: 0.2133 d4.loss_bbox: 0.1402 d4.loss_iou: 0.3323 enc_loss_cls: 0.2462 enc_loss_bbox: 0.1744 enc_loss_iou: 0.3952 dn_loss_cls: 0.0325 dn_loss_bbox: 0.2784 dn_loss_iou: 0.3699 d0.dn_loss_cls: 0.0664 d0.dn_loss_bbox: 0.3953 d0.dn_loss_iou: 0.5093 d1.dn_loss_cls: 0.0425 d1.dn_loss_bbox: 0.3077 d1.dn_loss_iou: 0.4031 d2.dn_loss_cls: 0.0362 d2.dn_loss_bbox: 0.2820 d2.dn_loss_iou: 0.3787 d3.dn_loss_cls: 0.0342 d3.dn_loss_bbox: 0.2780 d3.dn_loss_iou: 0.3718 d4.dn_loss_cls: 0.0327 d4.dn_loss_bbox: 0.2785 d4.dn_loss_iou: 0.3704 2023/02/28 20:02:14 - mmengine - INFO - Epoch(train) [7][6550/7393] lr: 1.0000e-04 eta: 9:05:36 time: 0.8757 data_time: 0.0054 memory: 28179 grad_norm: 34.2275 loss: 9.6378 loss_cls: 0.1970 loss_bbox: 0.1625 loss_iou: 0.3764 d0.loss_cls: 0.2619 d0.loss_bbox: 0.1657 d0.loss_iou: 0.3925 d1.loss_cls: 0.2214 d1.loss_bbox: 0.1650 d1.loss_iou: 0.3854 d2.loss_cls: 0.2088 d2.loss_bbox: 0.1632 d2.loss_iou: 0.3798 d3.loss_cls: 0.2007 d3.loss_bbox: 0.1642 d3.loss_iou: 0.3776 d4.loss_cls: 0.1994 d4.loss_bbox: 0.1623 d4.loss_iou: 0.3763 enc_loss_cls: 0.2536 enc_loss_bbox: 0.1945 enc_loss_iou: 0.4413 dn_loss_cls: 0.0286 dn_loss_bbox: 0.2539 dn_loss_iou: 0.3564 d0.dn_loss_cls: 0.0581 d0.dn_loss_bbox: 0.3641 d0.dn_loss_iou: 0.4846 d1.dn_loss_cls: 0.0376 d1.dn_loss_bbox: 0.2772 d1.dn_loss_iou: 0.3861 d2.dn_loss_cls: 0.0322 d2.dn_loss_bbox: 0.2605 d2.dn_loss_iou: 0.3652 d3.dn_loss_cls: 0.0307 d3.dn_loss_bbox: 0.2550 d3.dn_loss_iou: 0.3580 d4.dn_loss_cls: 0.0295 d4.dn_loss_bbox: 0.2542 d4.dn_loss_iou: 0.3567 2023/02/28 20:02:58 - mmengine - INFO - Epoch(train) [7][6600/7393] lr: 1.0000e-04 eta: 9:04:54 time: 0.8834 data_time: 0.0054 memory: 26735 grad_norm: 33.3253 loss: 8.8777 loss_cls: 0.1990 loss_bbox: 0.1535 loss_iou: 0.3306 d0.loss_cls: 0.2514 d0.loss_bbox: 0.1593 d0.loss_iou: 0.3444 d1.loss_cls: 0.2209 d1.loss_bbox: 0.1594 d1.loss_iou: 0.3375 d2.loss_cls: 0.2068 d2.loss_bbox: 0.1566 d2.loss_iou: 0.3301 d3.loss_cls: 0.1989 d3.loss_bbox: 0.1566 d3.loss_iou: 0.3316 d4.loss_cls: 0.1947 d4.loss_bbox: 0.1578 d4.loss_iou: 0.3339 enc_loss_cls: 0.2343 enc_loss_bbox: 0.1954 enc_loss_iou: 0.3947 dn_loss_cls: 0.0256 dn_loss_bbox: 0.2303 dn_loss_iou: 0.3253 d0.dn_loss_cls: 0.0589 d0.dn_loss_bbox: 0.3416 d0.dn_loss_iou: 0.4453 d1.dn_loss_cls: 0.0358 d1.dn_loss_bbox: 0.2548 d1.dn_loss_iou: 0.3506 d2.dn_loss_cls: 0.0288 d2.dn_loss_bbox: 0.2359 d2.dn_loss_iou: 0.3321 d3.dn_loss_cls: 0.0266 d3.dn_loss_bbox: 0.2309 d3.dn_loss_iou: 0.3269 d4.dn_loss_cls: 0.0256 d4.dn_loss_bbox: 0.2301 d4.dn_loss_iou: 0.3254 2023/02/28 20:03:35 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 20:03:42 - mmengine - INFO - Epoch(train) [7][6650/7393] lr: 1.0000e-04 eta: 9:04:11 time: 0.8791 data_time: 0.0054 memory: 28104 grad_norm: 31.6213 loss: 8.2836 loss_cls: 0.1465 loss_bbox: 0.1392 loss_iou: 0.2765 d0.loss_cls: 0.1927 d0.loss_bbox: 0.1470 d0.loss_iou: 0.2922 d1.loss_cls: 0.1684 d1.loss_bbox: 0.1413 d1.loss_iou: 0.2783 d2.loss_cls: 0.1553 d2.loss_bbox: 0.1407 d2.loss_iou: 0.2763 d3.loss_cls: 0.1526 d3.loss_bbox: 0.1392 d3.loss_iou: 0.2737 d4.loss_cls: 0.1477 d4.loss_bbox: 0.1369 d4.loss_iou: 0.2760 enc_loss_cls: 0.1817 enc_loss_bbox: 0.1691 enc_loss_iou: 0.3317 dn_loss_cls: 0.0224 dn_loss_bbox: 0.2574 dn_loss_iou: 0.3449 d0.dn_loss_cls: 0.0544 d0.dn_loss_bbox: 0.3762 d0.dn_loss_iou: 0.4786 d1.dn_loss_cls: 0.0317 d1.dn_loss_bbox: 0.2845 d1.dn_loss_iou: 0.3762 d2.dn_loss_cls: 0.0262 d2.dn_loss_bbox: 0.2628 d2.dn_loss_iou: 0.3520 d3.dn_loss_cls: 0.0238 d3.dn_loss_bbox: 0.2580 d3.dn_loss_iou: 0.3466 d4.dn_loss_cls: 0.0224 d4.dn_loss_bbox: 0.2574 d4.dn_loss_iou: 0.3451 2023/02/28 20:04:26 - mmengine - INFO - Epoch(train) [7][6700/7393] lr: 1.0000e-04 eta: 9:03:28 time: 0.8700 data_time: 0.0054 memory: 26739 grad_norm: 32.4138 loss: 9.7742 loss_cls: 0.2424 loss_bbox: 0.1579 loss_iou: 0.4077 d0.loss_cls: 0.3052 d0.loss_bbox: 0.1634 d0.loss_iou: 0.4214 d1.loss_cls: 0.2751 d1.loss_bbox: 0.1617 d1.loss_iou: 0.4114 d2.loss_cls: 0.2564 d2.loss_bbox: 0.1623 d2.loss_iou: 0.4117 d3.loss_cls: 0.2490 d3.loss_bbox: 0.1600 d3.loss_iou: 0.4080 d4.loss_cls: 0.2472 d4.loss_bbox: 0.1556 d4.loss_iou: 0.4077 enc_loss_cls: 0.2971 enc_loss_bbox: 0.2016 enc_loss_iou: 0.4817 dn_loss_cls: 0.0265 dn_loss_bbox: 0.2130 dn_loss_iou: 0.3335 d0.dn_loss_cls: 0.0575 d0.dn_loss_bbox: 0.3260 d0.dn_loss_iou: 0.4616 d1.dn_loss_cls: 0.0349 d1.dn_loss_bbox: 0.2361 d1.dn_loss_iou: 0.3603 d2.dn_loss_cls: 0.0298 d2.dn_loss_bbox: 0.2173 d2.dn_loss_iou: 0.3414 d3.dn_loss_cls: 0.0280 d3.dn_loss_bbox: 0.2144 d3.dn_loss_iou: 0.3351 d4.dn_loss_cls: 0.0270 d4.dn_loss_bbox: 0.2133 d4.dn_loss_iou: 0.3340 2023/02/28 20:05:09 - mmengine - INFO - Epoch(train) [7][6750/7393] lr: 1.0000e-04 eta: 9:02:45 time: 0.8746 data_time: 0.0054 memory: 28703 grad_norm: 32.9018 loss: 10.2057 loss_cls: 0.2204 loss_bbox: 0.1769 loss_iou: 0.4298 d0.loss_cls: 0.2902 d0.loss_bbox: 0.1778 d0.loss_iou: 0.4398 d1.loss_cls: 0.2481 d1.loss_bbox: 0.1813 d1.loss_iou: 0.4417 d2.loss_cls: 0.2342 d2.loss_bbox: 0.1755 d2.loss_iou: 0.4299 d3.loss_cls: 0.2273 d3.loss_bbox: 0.1757 d3.loss_iou: 0.4294 d4.loss_cls: 0.2220 d4.loss_bbox: 0.1769 d4.loss_iou: 0.4303 enc_loss_cls: 0.2864 enc_loss_bbox: 0.2051 enc_loss_iou: 0.4949 dn_loss_cls: 0.0286 dn_loss_bbox: 0.2330 dn_loss_iou: 0.3617 d0.dn_loss_cls: 0.0612 d0.dn_loss_bbox: 0.3470 d0.dn_loss_iou: 0.4965 d1.dn_loss_cls: 0.0388 d1.dn_loss_bbox: 0.2585 d1.dn_loss_iou: 0.3938 d2.dn_loss_cls: 0.0326 d2.dn_loss_bbox: 0.2383 d2.dn_loss_iou: 0.3701 d3.dn_loss_cls: 0.0303 d3.dn_loss_bbox: 0.2341 d3.dn_loss_iou: 0.3636 d4.dn_loss_cls: 0.0293 d4.dn_loss_bbox: 0.2329 d4.dn_loss_iou: 0.3618 2023/02/28 20:05:53 - mmengine - INFO - Epoch(train) [7][6800/7393] lr: 1.0000e-04 eta: 9:02:02 time: 0.8729 data_time: 0.0055 memory: 26689 grad_norm: 36.0359 loss: 10.0008 loss_cls: 0.2300 loss_bbox: 0.1802 loss_iou: 0.3737 d0.loss_cls: 0.2935 d0.loss_bbox: 0.1906 d0.loss_iou: 0.4051 d1.loss_cls: 0.2641 d1.loss_bbox: 0.1807 d1.loss_iou: 0.3775 d2.loss_cls: 0.2486 d2.loss_bbox: 0.1768 d2.loss_iou: 0.3738 d3.loss_cls: 0.2349 d3.loss_bbox: 0.1803 d3.loss_iou: 0.3760 d4.loss_cls: 0.2328 d4.loss_bbox: 0.1789 d4.loss_iou: 0.3719 enc_loss_cls: 0.2863 enc_loss_bbox: 0.2243 enc_loss_iou: 0.4644 dn_loss_cls: 0.0302 dn_loss_bbox: 0.2603 dn_loss_iou: 0.3327 d0.dn_loss_cls: 0.0646 d0.dn_loss_bbox: 0.3911 d0.dn_loss_iou: 0.4767 d1.dn_loss_cls: 0.0405 d1.dn_loss_bbox: 0.2927 d1.dn_loss_iou: 0.3677 d2.dn_loss_cls: 0.0336 d2.dn_loss_bbox: 0.2684 d2.dn_loss_iou: 0.3438 d3.dn_loss_cls: 0.0323 d3.dn_loss_bbox: 0.2622 d3.dn_loss_iou: 0.3355 d4.dn_loss_cls: 0.0305 d4.dn_loss_bbox: 0.2607 d4.dn_loss_iou: 0.3331 2023/02/28 20:06:37 - mmengine - INFO - Epoch(train) [7][6850/7393] lr: 1.0000e-04 eta: 9:01:18 time: 0.8723 data_time: 0.0054 memory: 26689 grad_norm: 33.7955 loss: 10.2726 loss_cls: 0.2387 loss_bbox: 0.1680 loss_iou: 0.4527 d0.loss_cls: 0.2972 d0.loss_bbox: 0.1719 d0.loss_iou: 0.4621 d1.loss_cls: 0.2626 d1.loss_bbox: 0.1718 d1.loss_iou: 0.4567 d2.loss_cls: 0.2479 d2.loss_bbox: 0.1722 d2.loss_iou: 0.4513 d3.loss_cls: 0.2394 d3.loss_bbox: 0.1690 d3.loss_iou: 0.4561 d4.loss_cls: 0.2360 d4.loss_bbox: 0.1687 d4.loss_iou: 0.4557 enc_loss_cls: 0.2936 enc_loss_bbox: 0.1951 enc_loss_iou: 0.5027 dn_loss_cls: 0.0258 dn_loss_bbox: 0.2234 dn_loss_iou: 0.3515 d0.dn_loss_cls: 0.0572 d0.dn_loss_bbox: 0.3561 d0.dn_loss_iou: 0.4868 d1.dn_loss_cls: 0.0352 d1.dn_loss_bbox: 0.2562 d1.dn_loss_iou: 0.3839 d2.dn_loss_cls: 0.0291 d2.dn_loss_bbox: 0.2310 d2.dn_loss_iou: 0.3601 d3.dn_loss_cls: 0.0268 d3.dn_loss_bbox: 0.2252 d3.dn_loss_iou: 0.3535 d4.dn_loss_cls: 0.0258 d4.dn_loss_bbox: 0.2239 d4.dn_loss_iou: 0.3518 2023/02/28 20:07:21 - mmengine - INFO - Epoch(train) [7][6900/7393] lr: 1.0000e-04 eta: 9:00:36 time: 0.8859 data_time: 0.0054 memory: 27738 grad_norm: 31.0684 loss: 9.8247 loss_cls: 0.2062 loss_bbox: 0.1740 loss_iou: 0.4232 d0.loss_cls: 0.2695 d0.loss_bbox: 0.1784 d0.loss_iou: 0.4302 d1.loss_cls: 0.2382 d1.loss_bbox: 0.1752 d1.loss_iou: 0.4204 d2.loss_cls: 0.2184 d2.loss_bbox: 0.1743 d2.loss_iou: 0.4198 d3.loss_cls: 0.2113 d3.loss_bbox: 0.1745 d3.loss_iou: 0.4244 d4.loss_cls: 0.2084 d4.loss_bbox: 0.1746 d4.loss_iou: 0.4199 enc_loss_cls: 0.2600 enc_loss_bbox: 0.1999 enc_loss_iou: 0.4686 dn_loss_cls: 0.0243 dn_loss_bbox: 0.2204 dn_loss_iou: 0.3600 d0.dn_loss_cls: 0.0570 d0.dn_loss_bbox: 0.3237 d0.dn_loss_iou: 0.4790 d1.dn_loss_cls: 0.0330 d1.dn_loss_bbox: 0.2422 d1.dn_loss_iou: 0.3851 d2.dn_loss_cls: 0.0270 d2.dn_loss_bbox: 0.2245 d2.dn_loss_iou: 0.3667 d3.dn_loss_cls: 0.0253 d3.dn_loss_bbox: 0.2209 d3.dn_loss_iou: 0.3612 d4.dn_loss_cls: 0.0242 d4.dn_loss_bbox: 0.2204 d4.dn_loss_iou: 0.3602 2023/02/28 20:08:05 - mmengine - INFO - Epoch(train) [7][6950/7393] lr: 1.0000e-04 eta: 8:59:53 time: 0.8812 data_time: 0.0053 memory: 26735 grad_norm: 31.5151 loss: 9.9299 loss_cls: 0.2056 loss_bbox: 0.1818 loss_iou: 0.3928 d0.loss_cls: 0.2695 d0.loss_bbox: 0.1798 d0.loss_iou: 0.4064 d1.loss_cls: 0.2377 d1.loss_bbox: 0.1743 d1.loss_iou: 0.3904 d2.loss_cls: 0.2225 d2.loss_bbox: 0.1740 d2.loss_iou: 0.3892 d3.loss_cls: 0.2146 d3.loss_bbox: 0.1776 d3.loss_iou: 0.3896 d4.loss_cls: 0.2066 d4.loss_bbox: 0.1817 d4.loss_iou: 0.3931 enc_loss_cls: 0.2625 enc_loss_bbox: 0.2109 enc_loss_iou: 0.4622 dn_loss_cls: 0.0300 dn_loss_bbox: 0.2464 dn_loss_iou: 0.3603 d0.dn_loss_cls: 0.0630 d0.dn_loss_bbox: 0.3671 d0.dn_loss_iou: 0.4996 d1.dn_loss_cls: 0.0398 d1.dn_loss_bbox: 0.2769 d1.dn_loss_iou: 0.3947 d2.dn_loss_cls: 0.0329 d2.dn_loss_bbox: 0.2517 d2.dn_loss_iou: 0.3685 d3.dn_loss_cls: 0.0309 d3.dn_loss_bbox: 0.2467 d3.dn_loss_iou: 0.3616 d4.dn_loss_cls: 0.0302 d4.dn_loss_bbox: 0.2464 d4.dn_loss_iou: 0.3605 2023/02/28 20:08:48 - mmengine - INFO - Epoch(train) [7][7000/7393] lr: 1.0000e-04 eta: 8:59:10 time: 0.8641 data_time: 0.0053 memory: 26767 grad_norm: 31.5267 loss: 9.4083 loss_cls: 0.2156 loss_bbox: 0.1465 loss_iou: 0.3449 d0.loss_cls: 0.2714 d0.loss_bbox: 0.1535 d0.loss_iou: 0.3641 d1.loss_cls: 0.2387 d1.loss_bbox: 0.1482 d1.loss_iou: 0.3524 d2.loss_cls: 0.2287 d2.loss_bbox: 0.1424 d2.loss_iou: 0.3451 d3.loss_cls: 0.2192 d3.loss_bbox: 0.1484 d3.loss_iou: 0.3472 d4.loss_cls: 0.2160 d4.loss_bbox: 0.1467 d4.loss_iou: 0.3456 enc_loss_cls: 0.2636 enc_loss_bbox: 0.1870 enc_loss_iou: 0.4141 dn_loss_cls: 0.0306 dn_loss_bbox: 0.2523 dn_loss_iou: 0.3401 d0.dn_loss_cls: 0.0626 d0.dn_loss_bbox: 0.3956 d0.dn_loss_iou: 0.4793 d1.dn_loss_cls: 0.0397 d1.dn_loss_bbox: 0.2930 d1.dn_loss_iou: 0.3755 d2.dn_loss_cls: 0.0337 d2.dn_loss_bbox: 0.2615 d2.dn_loss_iou: 0.3506 d3.dn_loss_cls: 0.0329 d3.dn_loss_bbox: 0.2541 d3.dn_loss_iou: 0.3429 d4.dn_loss_cls: 0.0313 d4.dn_loss_bbox: 0.2525 d4.dn_loss_iou: 0.3406 2023/02/28 20:09:32 - mmengine - INFO - Epoch(train) [7][7050/7393] lr: 1.0000e-04 eta: 8:58:27 time: 0.8729 data_time: 0.0054 memory: 28698 grad_norm: 39.7738 loss: 9.5804 loss_cls: 0.2042 loss_bbox: 0.1676 loss_iou: 0.3731 d0.loss_cls: 0.2604 d0.loss_bbox: 0.1659 d0.loss_iou: 0.3781 d1.loss_cls: 0.2276 d1.loss_bbox: 0.1664 d1.loss_iou: 0.3783 d2.loss_cls: 0.2134 d2.loss_bbox: 0.1667 d2.loss_iou: 0.3761 d3.loss_cls: 0.2083 d3.loss_bbox: 0.1669 d3.loss_iou: 0.3749 d4.loss_cls: 0.2058 d4.loss_bbox: 0.1665 d4.loss_iou: 0.3735 enc_loss_cls: 0.2549 enc_loss_bbox: 0.1944 enc_loss_iou: 0.4304 dn_loss_cls: 0.0310 dn_loss_bbox: 0.2440 dn_loss_iou: 0.3507 d0.dn_loss_cls: 0.0624 d0.dn_loss_bbox: 0.3631 d0.dn_loss_iou: 0.4857 d1.dn_loss_cls: 0.0411 d1.dn_loss_bbox: 0.2703 d1.dn_loss_iou: 0.3806 d2.dn_loss_cls: 0.0355 d2.dn_loss_bbox: 0.2488 d2.dn_loss_iou: 0.3585 d3.dn_loss_cls: 0.0326 d3.dn_loss_bbox: 0.2447 d3.dn_loss_iou: 0.3522 d4.dn_loss_cls: 0.0309 d4.dn_loss_bbox: 0.2440 d4.dn_loss_iou: 0.3510 2023/02/28 20:10:16 - mmengine - INFO - Epoch(train) [7][7100/7393] lr: 1.0000e-04 eta: 8:57:44 time: 0.8723 data_time: 0.0055 memory: 26789 grad_norm: 30.2408 loss: 9.4620 loss_cls: 0.2190 loss_bbox: 0.1641 loss_iou: 0.3527 d0.loss_cls: 0.2737 d0.loss_bbox: 0.1725 d0.loss_iou: 0.3726 d1.loss_cls: 0.2389 d1.loss_bbox: 0.1677 d1.loss_iou: 0.3631 d2.loss_cls: 0.2248 d2.loss_bbox: 0.1666 d2.loss_iou: 0.3604 d3.loss_cls: 0.2187 d3.loss_bbox: 0.1677 d3.loss_iou: 0.3579 d4.loss_cls: 0.2170 d4.loss_bbox: 0.1652 d4.loss_iou: 0.3562 enc_loss_cls: 0.2676 enc_loss_bbox: 0.2054 enc_loss_iou: 0.4184 dn_loss_cls: 0.0275 dn_loss_bbox: 0.2345 dn_loss_iou: 0.3394 d0.dn_loss_cls: 0.0640 d0.dn_loss_bbox: 0.3614 d0.dn_loss_iou: 0.4749 d1.dn_loss_cls: 0.0396 d1.dn_loss_bbox: 0.2653 d1.dn_loss_iou: 0.3717 d2.dn_loss_cls: 0.0328 d2.dn_loss_bbox: 0.2421 d2.dn_loss_iou: 0.3485 d3.dn_loss_cls: 0.0297 d3.dn_loss_bbox: 0.2360 d3.dn_loss_iou: 0.3415 d4.dn_loss_cls: 0.0282 d4.dn_loss_bbox: 0.2350 d4.dn_loss_iou: 0.3397 2023/02/28 20:10:59 - mmengine - INFO - Epoch(train) [7][7150/7393] lr: 1.0000e-04 eta: 8:57:00 time: 0.8618 data_time: 0.0054 memory: 27664 grad_norm: 36.2747 loss: 10.1208 loss_cls: 0.2196 loss_bbox: 0.1788 loss_iou: 0.3875 d0.loss_cls: 0.2824 d0.loss_bbox: 0.1879 d0.loss_iou: 0.4100 d1.loss_cls: 0.2474 d1.loss_bbox: 0.1836 d1.loss_iou: 0.3956 d2.loss_cls: 0.2339 d2.loss_bbox: 0.1762 d2.loss_iou: 0.3876 d3.loss_cls: 0.2207 d3.loss_bbox: 0.1796 d3.loss_iou: 0.3905 d4.loss_cls: 0.2204 d4.loss_bbox: 0.1778 d4.loss_iou: 0.3876 enc_loss_cls: 0.2711 enc_loss_bbox: 0.2151 enc_loss_iou: 0.4621 dn_loss_cls: 0.0306 dn_loss_bbox: 0.2610 dn_loss_iou: 0.3623 d0.dn_loss_cls: 0.0621 d0.dn_loss_bbox: 0.3833 d0.dn_loss_iou: 0.4966 d1.dn_loss_cls: 0.0400 d1.dn_loss_bbox: 0.2905 d1.dn_loss_iou: 0.3957 d2.dn_loss_cls: 0.0337 d2.dn_loss_bbox: 0.2667 d2.dn_loss_iou: 0.3703 d3.dn_loss_cls: 0.0315 d3.dn_loss_bbox: 0.2619 d3.dn_loss_iou: 0.3643 d4.dn_loss_cls: 0.0310 d4.dn_loss_bbox: 0.2612 d4.dn_loss_iou: 0.3625 2023/02/28 20:11:42 - mmengine - INFO - Epoch(train) [7][7200/7393] lr: 1.0000e-04 eta: 8:56:17 time: 0.8686 data_time: 0.0054 memory: 28404 grad_norm: 33.5873 loss: 9.2331 loss_cls: 0.1948 loss_bbox: 0.1617 loss_iou: 0.3231 d0.loss_cls: 0.2462 d0.loss_bbox: 0.1652 d0.loss_iou: 0.3309 d1.loss_cls: 0.2189 d1.loss_bbox: 0.1624 d1.loss_iou: 0.3218 d2.loss_cls: 0.2007 d2.loss_bbox: 0.1605 d2.loss_iou: 0.3266 d3.loss_cls: 0.1968 d3.loss_bbox: 0.1620 d3.loss_iou: 0.3217 d4.loss_cls: 0.1939 d4.loss_bbox: 0.1619 d4.loss_iou: 0.3239 enc_loss_cls: 0.2431 enc_loss_bbox: 0.1868 enc_loss_iou: 0.3767 dn_loss_cls: 0.0271 dn_loss_bbox: 0.2795 dn_loss_iou: 0.3335 d0.dn_loss_cls: 0.0610 d0.dn_loss_bbox: 0.4166 d0.dn_loss_iou: 0.4660 d1.dn_loss_cls: 0.0381 d1.dn_loss_bbox: 0.3171 d1.dn_loss_iou: 0.3653 d2.dn_loss_cls: 0.0320 d2.dn_loss_bbox: 0.2869 d2.dn_loss_iou: 0.3434 d3.dn_loss_cls: 0.0297 d3.dn_loss_bbox: 0.2807 d3.dn_loss_iou: 0.3354 d4.dn_loss_cls: 0.0279 d4.dn_loss_bbox: 0.2796 d4.dn_loss_iou: 0.3338 2023/02/28 20:12:26 - mmengine - INFO - Epoch(train) [7][7250/7393] lr: 1.0000e-04 eta: 8:55:34 time: 0.8684 data_time: 0.0054 memory: 27280 grad_norm: 34.1249 loss: 9.9606 loss_cls: 0.2189 loss_bbox: 0.1575 loss_iou: 0.3739 d0.loss_cls: 0.2730 d0.loss_bbox: 0.1695 d0.loss_iou: 0.3898 d1.loss_cls: 0.2439 d1.loss_bbox: 0.1650 d1.loss_iou: 0.3729 d2.loss_cls: 0.2334 d2.loss_bbox: 0.1580 d2.loss_iou: 0.3702 d3.loss_cls: 0.2255 d3.loss_bbox: 0.1577 d3.loss_iou: 0.3718 d4.loss_cls: 0.2217 d4.loss_bbox: 0.1552 d4.loss_iou: 0.3712 enc_loss_cls: 0.2706 enc_loss_bbox: 0.1958 enc_loss_iou: 0.4273 dn_loss_cls: 0.0296 dn_loss_bbox: 0.2743 dn_loss_iou: 0.3694 d0.dn_loss_cls: 0.0649 d0.dn_loss_bbox: 0.3980 d0.dn_loss_iou: 0.5041 d1.dn_loss_cls: 0.0406 d1.dn_loss_bbox: 0.3101 d1.dn_loss_iou: 0.4015 d2.dn_loss_cls: 0.0342 d2.dn_loss_bbox: 0.2825 d2.dn_loss_iou: 0.3774 d3.dn_loss_cls: 0.0315 d3.dn_loss_bbox: 0.2758 d3.dn_loss_iou: 0.3704 d4.dn_loss_cls: 0.0299 d4.dn_loss_bbox: 0.2743 d4.dn_loss_iou: 0.3695 2023/02/28 20:13:08 - mmengine - INFO - Epoch(train) [7][7300/7393] lr: 1.0000e-04 eta: 8:54:50 time: 0.8460 data_time: 0.0053 memory: 26767 grad_norm: 38.5774 loss: 9.4997 loss_cls: 0.1938 loss_bbox: 0.1614 loss_iou: 0.3727 d0.loss_cls: 0.2535 d0.loss_bbox: 0.1619 d0.loss_iou: 0.3755 d1.loss_cls: 0.2190 d1.loss_bbox: 0.1639 d1.loss_iou: 0.3745 d2.loss_cls: 0.2096 d2.loss_bbox: 0.1619 d2.loss_iou: 0.3698 d3.loss_cls: 0.2005 d3.loss_bbox: 0.1608 d3.loss_iou: 0.3699 d4.loss_cls: 0.1954 d4.loss_bbox: 0.1631 d4.loss_iou: 0.3721 enc_loss_cls: 0.2468 enc_loss_bbox: 0.1954 enc_loss_iou: 0.4246 dn_loss_cls: 0.0266 dn_loss_bbox: 0.2636 dn_loss_iou: 0.3364 d0.dn_loss_cls: 0.0619 d0.dn_loss_bbox: 0.3935 d0.dn_loss_iou: 0.4680 d1.dn_loss_cls: 0.0381 d1.dn_loss_bbox: 0.2951 d1.dn_loss_iou: 0.3669 d2.dn_loss_cls: 0.0314 d2.dn_loss_bbox: 0.2694 d2.dn_loss_iou: 0.3454 d3.dn_loss_cls: 0.0283 d3.dn_loss_bbox: 0.2636 d3.dn_loss_iou: 0.3383 d4.dn_loss_cls: 0.0269 d4.dn_loss_bbox: 0.2636 d4.dn_loss_iou: 0.3365 2023/02/28 20:13:51 - mmengine - INFO - Epoch(train) [7][7350/7393] lr: 1.0000e-04 eta: 8:54:07 time: 0.8716 data_time: 0.0054 memory: 28881 grad_norm: 33.4479 loss: 9.3294 loss_cls: 0.1955 loss_bbox: 0.1425 loss_iou: 0.3739 d0.loss_cls: 0.2541 d0.loss_bbox: 0.1509 d0.loss_iou: 0.3865 d1.loss_cls: 0.2211 d1.loss_bbox: 0.1458 d1.loss_iou: 0.3767 d2.loss_cls: 0.2057 d2.loss_bbox: 0.1430 d2.loss_iou: 0.3726 d3.loss_cls: 0.1965 d3.loss_bbox: 0.1427 d3.loss_iou: 0.3740 d4.loss_cls: 0.1976 d4.loss_bbox: 0.1414 d4.loss_iou: 0.3727 enc_loss_cls: 0.2432 enc_loss_bbox: 0.1796 enc_loss_iou: 0.4412 dn_loss_cls: 0.0253 dn_loss_bbox: 0.2309 dn_loss_iou: 0.3542 d0.dn_loss_cls: 0.0584 d0.dn_loss_bbox: 0.3587 d0.dn_loss_iou: 0.5004 d1.dn_loss_cls: 0.0347 d1.dn_loss_bbox: 0.2631 d1.dn_loss_iou: 0.3893 d2.dn_loss_cls: 0.0294 d2.dn_loss_bbox: 0.2383 d2.dn_loss_iou: 0.3642 d3.dn_loss_cls: 0.0266 d3.dn_loss_bbox: 0.2319 d3.dn_loss_iou: 0.3558 d4.dn_loss_cls: 0.0254 d4.dn_loss_bbox: 0.2311 d4.dn_loss_iou: 0.3546 2023/02/28 20:14:29 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 20:14:29 - mmengine - INFO - Saving checkpoint at 7 epochs 2023/02/28 20:14:41 - mmengine - INFO - Epoch(val) [7][ 50/625] eta: 0:01:02 time: 0.1088 data_time: 0.0019 memory: 30581 2023/02/28 20:14:46 - mmengine - INFO - Epoch(val) [7][100/625] eta: 0:00:56 time: 0.1060 data_time: 0.0015 memory: 5417 2023/02/28 20:14:52 - mmengine - INFO - Epoch(val) [7][150/625] eta: 0:00:50 time: 0.1063 data_time: 0.0015 memory: 5361 2023/02/28 20:14:57 - mmengine - INFO - Epoch(val) [7][200/625] eta: 0:00:45 time: 0.1078 data_time: 0.0015 memory: 5382 2023/02/28 20:15:02 - mmengine - INFO - Epoch(val) [7][250/625] eta: 0:00:40 time: 0.1060 data_time: 0.0015 memory: 5432 2023/02/28 20:15:07 - mmengine - INFO - Epoch(val) [7][300/625] eta: 0:00:34 time: 0.1042 data_time: 0.0014 memory: 5361 2023/02/28 20:15:13 - mmengine - INFO - Epoch(val) [7][350/625] eta: 0:00:29 time: 0.1071 data_time: 0.0014 memory: 5375 2023/02/28 20:15:18 - mmengine - INFO - Epoch(val) [7][400/625] eta: 0:00:23 time: 0.1061 data_time: 0.0015 memory: 5417 2023/02/28 20:15:23 - mmengine - INFO - Epoch(val) [7][450/625] eta: 0:00:18 time: 0.1058 data_time: 0.0014 memory: 5431 2023/02/28 20:15:29 - mmengine - INFO - Epoch(val) [7][500/625] eta: 0:00:13 time: 0.1053 data_time: 0.0015 memory: 5361 2023/02/28 20:15:34 - mmengine - INFO - Epoch(val) [7][550/625] eta: 0:00:07 time: 0.1071 data_time: 0.0015 memory: 5418 2023/02/28 20:15:39 - mmengine - INFO - Epoch(val) [7][600/625] eta: 0:00:02 time: 0.1044 data_time: 0.0014 memory: 5382 2023/02/28 20:15:58 - mmengine - INFO - Evaluating bbox... 2023/02/28 20:17:23 - mmengine - INFO - bbox_mAP_copypaste: 0.539 0.725 0.590 0.369 0.577 0.707 2023/02/28 20:17:25 - mmengine - INFO - Epoch(val) [7][625/625] coco/bbox_mAP: 0.5390 coco/bbox_mAP_50: 0.7250 coco/bbox_mAP_75: 0.5900 coco/bbox_mAP_s: 0.3690 coco/bbox_mAP_m: 0.5770 coco/bbox_mAP_l: 0.7070 2023/02/28 20:18:08 - mmengine - INFO - Epoch(train) [8][ 50/7393] lr: 1.0000e-04 eta: 8:52:47 time: 0.8615 data_time: 0.0067 memory: 26735 grad_norm: 34.7314 loss: 9.7094 loss_cls: 0.2055 loss_bbox: 0.1627 loss_iou: 0.4306 d0.loss_cls: 0.2610 d0.loss_bbox: 0.1662 d0.loss_iou: 0.4483 d1.loss_cls: 0.2272 d1.loss_bbox: 0.1646 d1.loss_iou: 0.4354 d2.loss_cls: 0.2164 d2.loss_bbox: 0.1660 d2.loss_iou: 0.4363 d3.loss_cls: 0.2100 d3.loss_bbox: 0.1639 d3.loss_iou: 0.4307 d4.loss_cls: 0.2053 d4.loss_bbox: 0.1634 d4.loss_iou: 0.4299 enc_loss_cls: 0.2513 enc_loss_bbox: 0.2007 enc_loss_iou: 0.4990 dn_loss_cls: 0.0247 dn_loss_bbox: 0.2096 dn_loss_iou: 0.3458 d0.dn_loss_cls: 0.0560 d0.dn_loss_bbox: 0.3210 d0.dn_loss_iou: 0.4777 d1.dn_loss_cls: 0.0339 d1.dn_loss_bbox: 0.2313 d1.dn_loss_iou: 0.3759 d2.dn_loss_cls: 0.0276 d2.dn_loss_bbox: 0.2138 d2.dn_loss_iou: 0.3541 d3.dn_loss_cls: 0.0256 d3.dn_loss_bbox: 0.2101 d3.dn_loss_iou: 0.3477 d4.dn_loss_cls: 0.0249 d4.dn_loss_bbox: 0.2096 d4.dn_loss_iou: 0.3458 2023/02/28 20:18:52 - mmengine - INFO - Epoch(train) [8][ 100/7393] lr: 1.0000e-04 eta: 8:52:04 time: 0.8781 data_time: 0.0060 memory: 29162 grad_norm: 33.5204 loss: 8.7740 loss_cls: 0.1850 loss_bbox: 0.1497 loss_iou: 0.3371 d0.loss_cls: 0.2409 d0.loss_bbox: 0.1537 d0.loss_iou: 0.3523 d1.loss_cls: 0.2100 d1.loss_bbox: 0.1458 d1.loss_iou: 0.3407 d2.loss_cls: 0.1969 d2.loss_bbox: 0.1486 d2.loss_iou: 0.3385 d3.loss_cls: 0.1887 d3.loss_bbox: 0.1483 d3.loss_iou: 0.3357 d4.loss_cls: 0.1866 d4.loss_bbox: 0.1478 d4.loss_iou: 0.3359 enc_loss_cls: 0.2396 enc_loss_bbox: 0.1794 enc_loss_iou: 0.3953 dn_loss_cls: 0.0280 dn_loss_bbox: 0.2197 dn_loss_iou: 0.3121 d0.dn_loss_cls: 0.0608 d0.dn_loss_bbox: 0.3819 d0.dn_loss_iou: 0.4585 d1.dn_loss_cls: 0.0380 d1.dn_loss_bbox: 0.2607 d1.dn_loss_iou: 0.3483 d2.dn_loss_cls: 0.0314 d2.dn_loss_bbox: 0.2296 d2.dn_loss_iou: 0.3228 d3.dn_loss_cls: 0.0294 d3.dn_loss_bbox: 0.2216 d3.dn_loss_iou: 0.3146 d4.dn_loss_cls: 0.0282 d4.dn_loss_bbox: 0.2196 d4.dn_loss_iou: 0.3126 2023/02/28 20:19:35 - mmengine - INFO - Epoch(train) [8][ 150/7393] lr: 1.0000e-04 eta: 8:51:21 time: 0.8724 data_time: 0.0064 memory: 27689 grad_norm: 34.3460 loss: 8.1300 loss_cls: 0.1636 loss_bbox: 0.1407 loss_iou: 0.2816 d0.loss_cls: 0.2066 d0.loss_bbox: 0.1498 d0.loss_iou: 0.3046 d1.loss_cls: 0.1832 d1.loss_bbox: 0.1460 d1.loss_iou: 0.2952 d2.loss_cls: 0.1728 d2.loss_bbox: 0.1405 d2.loss_iou: 0.2875 d3.loss_cls: 0.1689 d3.loss_bbox: 0.1401 d3.loss_iou: 0.2801 d4.loss_cls: 0.1656 d4.loss_bbox: 0.1410 d4.loss_iou: 0.2817 enc_loss_cls: 0.2043 enc_loss_bbox: 0.1711 enc_loss_iou: 0.3387 dn_loss_cls: 0.0292 dn_loss_bbox: 0.2336 dn_loss_iou: 0.3030 d0.dn_loss_cls: 0.0604 d0.dn_loss_bbox: 0.3588 d0.dn_loss_iou: 0.4340 d1.dn_loss_cls: 0.0378 d1.dn_loss_bbox: 0.2604 d1.dn_loss_iou: 0.3316 d2.dn_loss_cls: 0.0325 d2.dn_loss_bbox: 0.2381 d2.dn_loss_iou: 0.3108 d3.dn_loss_cls: 0.0298 d3.dn_loss_bbox: 0.2351 d3.dn_loss_iou: 0.3050 d4.dn_loss_cls: 0.0293 d4.dn_loss_bbox: 0.2337 d4.dn_loss_iou: 0.3033 2023/02/28 20:20:19 - mmengine - INFO - Epoch(train) [8][ 200/7393] lr: 1.0000e-04 eta: 8:50:37 time: 0.8690 data_time: 0.0060 memory: 26633 grad_norm: 31.6755 loss: 10.1171 loss_cls: 0.2505 loss_bbox: 0.1699 loss_iou: 0.4239 d0.loss_cls: 0.3082 d0.loss_bbox: 0.1715 d0.loss_iou: 0.4450 d1.loss_cls: 0.2748 d1.loss_bbox: 0.1694 d1.loss_iou: 0.4292 d2.loss_cls: 0.2579 d2.loss_bbox: 0.1680 d2.loss_iou: 0.4284 d3.loss_cls: 0.2469 d3.loss_bbox: 0.1717 d3.loss_iou: 0.4269 d4.loss_cls: 0.2490 d4.loss_bbox: 0.1682 d4.loss_iou: 0.4245 enc_loss_cls: 0.3004 enc_loss_bbox: 0.2017 enc_loss_iou: 0.4990 dn_loss_cls: 0.0282 dn_loss_bbox: 0.2213 dn_loss_iou: 0.3394 d0.dn_loss_cls: 0.0637 d0.dn_loss_bbox: 0.3562 d0.dn_loss_iou: 0.4759 d1.dn_loss_cls: 0.0394 d1.dn_loss_bbox: 0.2485 d1.dn_loss_iou: 0.3704 d2.dn_loss_cls: 0.0323 d2.dn_loss_bbox: 0.2273 d2.dn_loss_iou: 0.3477 d3.dn_loss_cls: 0.0294 d3.dn_loss_bbox: 0.2223 d3.dn_loss_iou: 0.3413 d4.dn_loss_cls: 0.0284 d4.dn_loss_bbox: 0.2212 d4.dn_loss_iou: 0.3394 2023/02/28 20:21:01 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 20:21:02 - mmengine - INFO - Epoch(train) [8][ 250/7393] lr: 1.0000e-04 eta: 8:49:54 time: 0.8628 data_time: 0.0061 memory: 27985 grad_norm: 36.1450 loss: 9.6455 loss_cls: 0.1862 loss_bbox: 0.1657 loss_iou: 0.3658 d0.loss_cls: 0.2432 d0.loss_bbox: 0.1669 d0.loss_iou: 0.3736 d1.loss_cls: 0.2117 d1.loss_bbox: 0.1624 d1.loss_iou: 0.3659 d2.loss_cls: 0.1957 d2.loss_bbox: 0.1643 d2.loss_iou: 0.3630 d3.loss_cls: 0.1905 d3.loss_bbox: 0.1637 d3.loss_iou: 0.3651 d4.loss_cls: 0.1873 d4.loss_bbox: 0.1646 d4.loss_iou: 0.3647 enc_loss_cls: 0.2343 enc_loss_bbox: 0.1927 enc_loss_iou: 0.4171 dn_loss_cls: 0.0254 dn_loss_bbox: 0.2990 dn_loss_iou: 0.3457 d0.dn_loss_cls: 0.0585 d0.dn_loss_bbox: 0.4248 d0.dn_loss_iou: 0.4788 d1.dn_loss_cls: 0.0347 d1.dn_loss_bbox: 0.3249 d1.dn_loss_iou: 0.3780 d2.dn_loss_cls: 0.0287 d2.dn_loss_bbox: 0.3038 d2.dn_loss_iou: 0.3546 d3.dn_loss_cls: 0.0263 d3.dn_loss_bbox: 0.2995 d3.dn_loss_iou: 0.3472 d4.dn_loss_cls: 0.0255 d4.dn_loss_bbox: 0.2993 d4.dn_loss_iou: 0.3462 2023/02/28 20:21:45 - mmengine - INFO - Epoch(train) [8][ 300/7393] lr: 1.0000e-04 eta: 8:49:11 time: 0.8647 data_time: 0.0062 memory: 30829 grad_norm: 33.7053 loss: 9.2982 loss_cls: 0.2010 loss_bbox: 0.1543 loss_iou: 0.3852 d0.loss_cls: 0.2641 d0.loss_bbox: 0.1642 d0.loss_iou: 0.3998 d1.loss_cls: 0.2297 d1.loss_bbox: 0.1617 d1.loss_iou: 0.3901 d2.loss_cls: 0.2158 d2.loss_bbox: 0.1542 d2.loss_iou: 0.3826 d3.loss_cls: 0.2087 d3.loss_bbox: 0.1508 d3.loss_iou: 0.3808 d4.loss_cls: 0.2042 d4.loss_bbox: 0.1516 d4.loss_iou: 0.3825 enc_loss_cls: 0.2545 enc_loss_bbox: 0.1941 enc_loss_iou: 0.4470 dn_loss_cls: 0.0248 dn_loss_bbox: 0.2114 dn_loss_iou: 0.3331 d0.dn_loss_cls: 0.0589 d0.dn_loss_bbox: 0.3372 d0.dn_loss_iou: 0.4672 d1.dn_loss_cls: 0.0363 d1.dn_loss_bbox: 0.2470 d1.dn_loss_iou: 0.3672 d2.dn_loss_cls: 0.0290 d2.dn_loss_bbox: 0.2208 d2.dn_loss_iou: 0.3438 d3.dn_loss_cls: 0.0266 d3.dn_loss_bbox: 0.2132 d3.dn_loss_iou: 0.3351 d4.dn_loss_cls: 0.0247 d4.dn_loss_bbox: 0.2115 d4.dn_loss_iou: 0.3333 2023/02/28 20:22:30 - mmengine - INFO - Epoch(train) [8][ 350/7393] lr: 1.0000e-04 eta: 8:48:28 time: 0.8893 data_time: 0.0060 memory: 26633 grad_norm: 30.8781 loss: 7.9030 loss_cls: 0.1427 loss_bbox: 0.1253 loss_iou: 0.2619 d0.loss_cls: 0.1915 d0.loss_bbox: 0.1314 d0.loss_iou: 0.2760 d1.loss_cls: 0.1614 d1.loss_bbox: 0.1315 d1.loss_iou: 0.2700 d2.loss_cls: 0.1562 d2.loss_bbox: 0.1244 d2.loss_iou: 0.2610 d3.loss_cls: 0.1476 d3.loss_bbox: 0.1267 d3.loss_iou: 0.2622 d4.loss_cls: 0.1441 d4.loss_bbox: 0.1255 d4.loss_iou: 0.2616 enc_loss_cls: 0.1880 enc_loss_bbox: 0.1609 enc_loss_iou: 0.3199 dn_loss_cls: 0.0219 dn_loss_bbox: 0.2470 dn_loss_iou: 0.3127 d0.dn_loss_cls: 0.0573 d0.dn_loss_bbox: 0.3992 d0.dn_loss_iou: 0.4586 d1.dn_loss_cls: 0.0328 d1.dn_loss_bbox: 0.2868 d1.dn_loss_iou: 0.3468 d2.dn_loss_cls: 0.0258 d2.dn_loss_bbox: 0.2550 d2.dn_loss_iou: 0.3204 d3.dn_loss_cls: 0.0239 d3.dn_loss_bbox: 0.2488 d3.dn_loss_iou: 0.3143 d4.dn_loss_cls: 0.0222 d4.dn_loss_bbox: 0.2469 d4.dn_loss_iou: 0.3127 2023/02/28 20:23:13 - mmengine - INFO - Epoch(train) [8][ 400/7393] lr: 1.0000e-04 eta: 8:47:45 time: 0.8746 data_time: 0.0061 memory: 28863 grad_norm: 34.6349 loss: 9.8241 loss_cls: 0.2162 loss_bbox: 0.1635 loss_iou: 0.3978 d0.loss_cls: 0.2693 d0.loss_bbox: 0.1738 d0.loss_iou: 0.4274 d1.loss_cls: 0.2381 d1.loss_bbox: 0.1703 d1.loss_iou: 0.4097 d2.loss_cls: 0.2232 d2.loss_bbox: 0.1630 d2.loss_iou: 0.4027 d3.loss_cls: 0.2167 d3.loss_bbox: 0.1642 d3.loss_iou: 0.4043 d4.loss_cls: 0.2117 d4.loss_bbox: 0.1664 d4.loss_iou: 0.4035 enc_loss_cls: 0.2728 enc_loss_bbox: 0.1984 enc_loss_iou: 0.4698 dn_loss_cls: 0.0303 dn_loss_bbox: 0.2321 dn_loss_iou: 0.3496 d0.dn_loss_cls: 0.0627 d0.dn_loss_bbox: 0.3584 d0.dn_loss_iou: 0.4801 d1.dn_loss_cls: 0.0401 d1.dn_loss_bbox: 0.2630 d1.dn_loss_iou: 0.3808 d2.dn_loss_cls: 0.0344 d2.dn_loss_bbox: 0.2396 d2.dn_loss_iou: 0.3596 d3.dn_loss_cls: 0.0315 d3.dn_loss_bbox: 0.2343 d3.dn_loss_iou: 0.3521 d4.dn_loss_cls: 0.0305 d4.dn_loss_bbox: 0.2320 d4.dn_loss_iou: 0.3500 2023/02/28 20:23:57 - mmengine - INFO - Epoch(train) [8][ 450/7393] lr: 1.0000e-04 eta: 8:47:02 time: 0.8757 data_time: 0.0061 memory: 27041 grad_norm: 35.9529 loss: 9.8297 loss_cls: 0.1990 loss_bbox: 0.1691 loss_iou: 0.3980 d0.loss_cls: 0.2447 d0.loss_bbox: 0.1775 d0.loss_iou: 0.4095 d1.loss_cls: 0.2177 d1.loss_bbox: 0.1721 d1.loss_iou: 0.3984 d2.loss_cls: 0.2036 d2.loss_bbox: 0.1736 d2.loss_iou: 0.4006 d3.loss_cls: 0.2002 d3.loss_bbox: 0.1732 d3.loss_iou: 0.3994 d4.loss_cls: 0.1990 d4.loss_bbox: 0.1709 d4.loss_iou: 0.4001 enc_loss_cls: 0.2441 enc_loss_bbox: 0.2006 enc_loss_iou: 0.4546 dn_loss_cls: 0.0274 dn_loss_bbox: 0.2470 dn_loss_iou: 0.3725 d0.dn_loss_cls: 0.0555 d0.dn_loss_bbox: 0.3621 d0.dn_loss_iou: 0.4922 d1.dn_loss_cls: 0.0358 d1.dn_loss_bbox: 0.2719 d1.dn_loss_iou: 0.4007 d2.dn_loss_cls: 0.0298 d2.dn_loss_bbox: 0.2529 d2.dn_loss_iou: 0.3802 d3.dn_loss_cls: 0.0280 d3.dn_loss_bbox: 0.2473 d3.dn_loss_iou: 0.3735 d4.dn_loss_cls: 0.0273 d4.dn_loss_bbox: 0.2473 d4.dn_loss_iou: 0.3725 2023/02/28 20:24:42 - mmengine - INFO - Epoch(train) [8][ 500/7393] lr: 1.0000e-04 eta: 8:46:20 time: 0.8878 data_time: 0.0062 memory: 29172 grad_norm: 36.2732 loss: 8.7748 loss_cls: 0.1802 loss_bbox: 0.1529 loss_iou: 0.2857 d0.loss_cls: 0.2346 d0.loss_bbox: 0.1681 d0.loss_iou: 0.3074 d1.loss_cls: 0.1964 d1.loss_bbox: 0.1710 d1.loss_iou: 0.3064 d2.loss_cls: 0.1873 d2.loss_bbox: 0.1618 d2.loss_iou: 0.2942 d3.loss_cls: 0.1863 d3.loss_bbox: 0.1536 d3.loss_iou: 0.2879 d4.loss_cls: 0.1806 d4.loss_bbox: 0.1551 d4.loss_iou: 0.2877 enc_loss_cls: 0.2272 enc_loss_bbox: 0.2053 enc_loss_iou: 0.3596 dn_loss_cls: 0.0274 dn_loss_bbox: 0.2608 dn_loss_iou: 0.3289 d0.dn_loss_cls: 0.0632 d0.dn_loss_bbox: 0.3864 d0.dn_loss_iou: 0.4597 d1.dn_loss_cls: 0.0378 d1.dn_loss_bbox: 0.2870 d1.dn_loss_iou: 0.3595 d2.dn_loss_cls: 0.0310 d2.dn_loss_bbox: 0.2675 d2.dn_loss_iou: 0.3388 d3.dn_loss_cls: 0.0291 d3.dn_loss_bbox: 0.2609 d3.dn_loss_iou: 0.3307 d4.dn_loss_cls: 0.0273 d4.dn_loss_bbox: 0.2607 d4.dn_loss_iou: 0.3290 2023/02/28 20:25:25 - mmengine - INFO - Epoch(train) [8][ 550/7393] lr: 1.0000e-04 eta: 8:45:37 time: 0.8774 data_time: 0.0061 memory: 26557 grad_norm: 60.8509 loss: 9.8373 loss_cls: 0.1947 loss_bbox: 0.1697 loss_iou: 0.3692 d0.loss_cls: 0.2484 d0.loss_bbox: 0.1824 d0.loss_iou: 0.3895 d1.loss_cls: 0.2187 d1.loss_bbox: 0.1746 d1.loss_iou: 0.3729 d2.loss_cls: 0.2066 d2.loss_bbox: 0.1714 d2.loss_iou: 0.3681 d3.loss_cls: 0.1983 d3.loss_bbox: 0.1719 d3.loss_iou: 0.3706 d4.loss_cls: 0.1948 d4.loss_bbox: 0.1708 d4.loss_iou: 0.3700 enc_loss_cls: 0.2439 enc_loss_bbox: 0.2092 enc_loss_iou: 0.4445 dn_loss_cls: 0.0250 dn_loss_bbox: 0.2864 dn_loss_iou: 0.3579 d0.dn_loss_cls: 0.0574 d0.dn_loss_bbox: 0.4129 d0.dn_loss_iou: 0.4771 d1.dn_loss_cls: 0.0359 d1.dn_loss_bbox: 0.3215 d1.dn_loss_iou: 0.3883 d2.dn_loss_cls: 0.0295 d2.dn_loss_bbox: 0.2945 d2.dn_loss_iou: 0.3660 d3.dn_loss_cls: 0.0268 d3.dn_loss_bbox: 0.2877 d3.dn_loss_iou: 0.3596 d4.dn_loss_cls: 0.0256 d4.dn_loss_bbox: 0.2867 d4.dn_loss_iou: 0.3581 2023/02/28 20:26:09 - mmengine - INFO - Epoch(train) [8][ 600/7393] lr: 1.0000e-04 eta: 8:44:54 time: 0.8795 data_time: 0.0062 memory: 26633 grad_norm: 33.7592 loss: 8.9143 loss_cls: 0.1832 loss_bbox: 0.1501 loss_iou: 0.3502 d0.loss_cls: 0.2367 d0.loss_bbox: 0.1544 d0.loss_iou: 0.3630 d1.loss_cls: 0.2031 d1.loss_bbox: 0.1531 d1.loss_iou: 0.3539 d2.loss_cls: 0.1901 d2.loss_bbox: 0.1522 d2.loss_iou: 0.3528 d3.loss_cls: 0.1844 d3.loss_bbox: 0.1509 d3.loss_iou: 0.3518 d4.loss_cls: 0.1837 d4.loss_bbox: 0.1502 d4.loss_iou: 0.3509 enc_loss_cls: 0.2398 enc_loss_bbox: 0.1756 enc_loss_iou: 0.4006 dn_loss_cls: 0.0237 dn_loss_bbox: 0.2223 dn_loss_iou: 0.3388 d0.dn_loss_cls: 0.0566 d0.dn_loss_bbox: 0.3422 d0.dn_loss_iou: 0.4653 d1.dn_loss_cls: 0.0347 d1.dn_loss_bbox: 0.2512 d1.dn_loss_iou: 0.3706 d2.dn_loss_cls: 0.0280 d2.dn_loss_bbox: 0.2278 d2.dn_loss_iou: 0.3474 d3.dn_loss_cls: 0.0253 d3.dn_loss_bbox: 0.2233 d3.dn_loss_iou: 0.3408 d4.dn_loss_cls: 0.0243 d4.dn_loss_bbox: 0.2223 d4.dn_loss_iou: 0.3391 2023/02/28 20:26:53 - mmengine - INFO - Epoch(train) [8][ 650/7393] lr: 1.0000e-04 eta: 8:44:11 time: 0.8669 data_time: 0.0061 memory: 26689 grad_norm: 39.0032 loss: 8.9180 loss_cls: 0.1796 loss_bbox: 0.1473 loss_iou: 0.3470 d0.loss_cls: 0.2269 d0.loss_bbox: 0.1503 d0.loss_iou: 0.3526 d1.loss_cls: 0.1956 d1.loss_bbox: 0.1490 d1.loss_iou: 0.3451 d2.loss_cls: 0.1847 d2.loss_bbox: 0.1467 d2.loss_iou: 0.3467 d3.loss_cls: 0.1804 d3.loss_bbox: 0.1461 d3.loss_iou: 0.3478 d4.loss_cls: 0.1779 d4.loss_bbox: 0.1481 d4.loss_iou: 0.3496 enc_loss_cls: 0.2187 enc_loss_bbox: 0.1721 enc_loss_iou: 0.3857 dn_loss_cls: 0.0258 dn_loss_bbox: 0.2384 dn_loss_iou: 0.3430 d0.dn_loss_cls: 0.0551 d0.dn_loss_bbox: 0.3593 d0.dn_loss_iou: 0.4822 d1.dn_loss_cls: 0.0342 d1.dn_loss_bbox: 0.2649 d1.dn_loss_iou: 0.3758 d2.dn_loss_cls: 0.0287 d2.dn_loss_bbox: 0.2434 d2.dn_loss_iou: 0.3516 d3.dn_loss_cls: 0.0271 d3.dn_loss_bbox: 0.2389 d3.dn_loss_iou: 0.3448 d4.dn_loss_cls: 0.0258 d4.dn_loss_bbox: 0.2382 d4.dn_loss_iou: 0.3429 2023/02/28 20:27:37 - mmengine - INFO - Epoch(train) [8][ 700/7393] lr: 1.0000e-04 eta: 8:43:28 time: 0.8790 data_time: 0.0062 memory: 27691 grad_norm: 39.3230 loss: 9.1811 loss_cls: 0.2150 loss_bbox: 0.1455 loss_iou: 0.3704 d0.loss_cls: 0.2702 d0.loss_bbox: 0.1589 d0.loss_iou: 0.3898 d1.loss_cls: 0.2365 d1.loss_bbox: 0.1531 d1.loss_iou: 0.3769 d2.loss_cls: 0.2244 d2.loss_bbox: 0.1506 d2.loss_iou: 0.3736 d3.loss_cls: 0.2155 d3.loss_bbox: 0.1500 d3.loss_iou: 0.3733 d4.loss_cls: 0.2169 d4.loss_bbox: 0.1458 d4.loss_iou: 0.3699 enc_loss_cls: 0.2530 enc_loss_bbox: 0.1846 enc_loss_iou: 0.4342 dn_loss_cls: 0.0266 dn_loss_bbox: 0.2204 dn_loss_iou: 0.3269 d0.dn_loss_cls: 0.0583 d0.dn_loss_bbox: 0.3226 d0.dn_loss_iou: 0.4443 d1.dn_loss_cls: 0.0366 d1.dn_loss_bbox: 0.2403 d1.dn_loss_iou: 0.3521 d2.dn_loss_cls: 0.0306 d2.dn_loss_bbox: 0.2256 d2.dn_loss_iou: 0.3349 d3.dn_loss_cls: 0.0283 d3.dn_loss_bbox: 0.2217 d3.dn_loss_iou: 0.3291 d4.dn_loss_cls: 0.0271 d4.dn_loss_bbox: 0.2205 d4.dn_loss_iou: 0.3273 2023/02/28 20:28:21 - mmengine - INFO - Epoch(train) [8][ 750/7393] lr: 1.0000e-04 eta: 8:42:45 time: 0.8801 data_time: 0.0061 memory: 27096 grad_norm: 36.0763 loss: 10.2711 loss_cls: 0.2271 loss_bbox: 0.1739 loss_iou: 0.4268 d0.loss_cls: 0.2974 d0.loss_bbox: 0.1647 d0.loss_iou: 0.4391 d1.loss_cls: 0.2579 d1.loss_bbox: 0.1660 d1.loss_iou: 0.4263 d2.loss_cls: 0.2429 d2.loss_bbox: 0.1675 d2.loss_iou: 0.4241 d3.loss_cls: 0.2333 d3.loss_bbox: 0.1726 d3.loss_iou: 0.4232 d4.loss_cls: 0.2288 d4.loss_bbox: 0.1726 d4.loss_iou: 0.4242 enc_loss_cls: 0.2907 enc_loss_bbox: 0.1994 enc_loss_iou: 0.4901 dn_loss_cls: 0.0282 dn_loss_bbox: 0.2489 dn_loss_iou: 0.3602 d0.dn_loss_cls: 0.0644 d0.dn_loss_bbox: 0.3705 d0.dn_loss_iou: 0.4988 d1.dn_loss_cls: 0.0411 d1.dn_loss_bbox: 0.2751 d1.dn_loss_iou: 0.3942 d2.dn_loss_cls: 0.0336 d2.dn_loss_bbox: 0.2555 d2.dn_loss_iou: 0.3707 d3.dn_loss_cls: 0.0305 d3.dn_loss_bbox: 0.2502 d3.dn_loss_iou: 0.3624 d4.dn_loss_cls: 0.0289 d4.dn_loss_bbox: 0.2489 d4.dn_loss_iou: 0.3604 2023/02/28 20:29:05 - mmengine - INFO - Epoch(train) [8][ 800/7393] lr: 1.0000e-04 eta: 8:42:02 time: 0.8746 data_time: 0.0062 memory: 29799 grad_norm: 43.5434 loss: 10.3735 loss_cls: 0.2439 loss_bbox: 0.1864 loss_iou: 0.4036 d0.loss_cls: 0.3110 d0.loss_bbox: 0.2017 d0.loss_iou: 0.4276 d1.loss_cls: 0.2783 d1.loss_bbox: 0.1917 d1.loss_iou: 0.4129 d2.loss_cls: 0.2619 d2.loss_bbox: 0.1866 d2.loss_iou: 0.4027 d3.loss_cls: 0.2496 d3.loss_bbox: 0.1859 d3.loss_iou: 0.4041 d4.loss_cls: 0.2455 d4.loss_bbox: 0.1852 d4.loss_iou: 0.4037 enc_loss_cls: 0.3066 enc_loss_bbox: 0.2286 enc_loss_iou: 0.4751 dn_loss_cls: 0.0301 dn_loss_bbox: 0.2674 dn_loss_iou: 0.3297 d0.dn_loss_cls: 0.0642 d0.dn_loss_bbox: 0.3992 d0.dn_loss_iou: 0.4649 d1.dn_loss_cls: 0.0426 d1.dn_loss_bbox: 0.3000 d1.dn_loss_iou: 0.3660 d2.dn_loss_cls: 0.0353 d2.dn_loss_bbox: 0.2770 d2.dn_loss_iou: 0.3407 d3.dn_loss_cls: 0.0322 d3.dn_loss_bbox: 0.2698 d3.dn_loss_iou: 0.3328 d4.dn_loss_cls: 0.0307 d4.dn_loss_bbox: 0.2678 d4.dn_loss_iou: 0.3302 2023/02/28 20:29:48 - mmengine - INFO - Epoch(train) [8][ 850/7393] lr: 1.0000e-04 eta: 8:41:19 time: 0.8669 data_time: 0.0062 memory: 26633 grad_norm: 32.8662 loss: 9.4960 loss_cls: 0.2044 loss_bbox: 0.1620 loss_iou: 0.3325 d0.loss_cls: 0.2538 d0.loss_bbox: 0.1763 d0.loss_iou: 0.3535 d1.loss_cls: 0.2255 d1.loss_bbox: 0.1729 d1.loss_iou: 0.3459 d2.loss_cls: 0.2110 d2.loss_bbox: 0.1707 d2.loss_iou: 0.3388 d3.loss_cls: 0.2080 d3.loss_bbox: 0.1641 d3.loss_iou: 0.3316 d4.loss_cls: 0.2049 d4.loss_bbox: 0.1630 d4.loss_iou: 0.3340 enc_loss_cls: 0.2493 enc_loss_bbox: 0.2037 enc_loss_iou: 0.4011 dn_loss_cls: 0.0300 dn_loss_bbox: 0.2823 dn_loss_iou: 0.3426 d0.dn_loss_cls: 0.0646 d0.dn_loss_bbox: 0.3997 d0.dn_loss_iou: 0.4711 d1.dn_loss_cls: 0.0407 d1.dn_loss_bbox: 0.3021 d1.dn_loss_iou: 0.3715 d2.dn_loss_cls: 0.0351 d2.dn_loss_bbox: 0.2857 d2.dn_loss_iou: 0.3508 d3.dn_loss_cls: 0.0317 d3.dn_loss_bbox: 0.2823 d3.dn_loss_iou: 0.3440 d4.dn_loss_cls: 0.0301 d4.dn_loss_bbox: 0.2821 d4.dn_loss_iou: 0.3429 2023/02/28 20:30:31 - mmengine - INFO - Epoch(train) [8][ 900/7393] lr: 1.0000e-04 eta: 8:40:36 time: 0.8705 data_time: 0.0060 memory: 27498 grad_norm: 37.6255 loss: 9.0426 loss_cls: 0.1802 loss_bbox: 0.1503 loss_iou: 0.3303 d0.loss_cls: 0.2305 d0.loss_bbox: 0.1649 d0.loss_iou: 0.3578 d1.loss_cls: 0.1997 d1.loss_bbox: 0.1579 d1.loss_iou: 0.3425 d2.loss_cls: 0.1883 d2.loss_bbox: 0.1537 d2.loss_iou: 0.3371 d3.loss_cls: 0.1837 d3.loss_bbox: 0.1520 d3.loss_iou: 0.3330 d4.loss_cls: 0.1809 d4.loss_bbox: 0.1515 d4.loss_iou: 0.3325 enc_loss_cls: 0.2240 enc_loss_bbox: 0.1877 enc_loss_iou: 0.3923 dn_loss_cls: 0.0285 dn_loss_bbox: 0.2536 dn_loss_iou: 0.3501 d0.dn_loss_cls: 0.0587 d0.dn_loss_bbox: 0.3465 d0.dn_loss_iou: 0.4781 d1.dn_loss_cls: 0.0361 d1.dn_loss_bbox: 0.2711 d1.dn_loss_iou: 0.3780 d2.dn_loss_cls: 0.0306 d2.dn_loss_bbox: 0.2558 d2.dn_loss_iou: 0.3581 d3.dn_loss_cls: 0.0292 d3.dn_loss_bbox: 0.2538 d3.dn_loss_iou: 0.3515 d4.dn_loss_cls: 0.0282 d4.dn_loss_bbox: 0.2536 d4.dn_loss_iou: 0.3505 2023/02/28 20:31:16 - mmengine - INFO - Epoch(train) [8][ 950/7393] lr: 1.0000e-04 eta: 8:39:53 time: 0.8845 data_time: 0.0061 memory: 27689 grad_norm: 33.3229 loss: 9.7536 loss_cls: 0.2194 loss_bbox: 0.1557 loss_iou: 0.3892 d0.loss_cls: 0.2750 d0.loss_bbox: 0.1643 d0.loss_iou: 0.4076 d1.loss_cls: 0.2407 d1.loss_bbox: 0.1608 d1.loss_iou: 0.4024 d2.loss_cls: 0.2281 d2.loss_bbox: 0.1567 d2.loss_iou: 0.3954 d3.loss_cls: 0.2232 d3.loss_bbox: 0.1545 d3.loss_iou: 0.3891 d4.loss_cls: 0.2195 d4.loss_bbox: 0.1546 d4.loss_iou: 0.3900 enc_loss_cls: 0.2786 enc_loss_bbox: 0.1877 enc_loss_iou: 0.4607 dn_loss_cls: 0.0271 dn_loss_bbox: 0.2493 dn_loss_iou: 0.3437 d0.dn_loss_cls: 0.0606 d0.dn_loss_bbox: 0.3600 d0.dn_loss_iou: 0.4810 d1.dn_loss_cls: 0.0381 d1.dn_loss_bbox: 0.2780 d1.dn_loss_iou: 0.3772 d2.dn_loss_cls: 0.0316 d2.dn_loss_bbox: 0.2559 d2.dn_loss_iou: 0.3529 d3.dn_loss_cls: 0.0287 d3.dn_loss_bbox: 0.2502 d3.dn_loss_iou: 0.3446 d4.dn_loss_cls: 0.0274 d4.dn_loss_bbox: 0.2497 d4.dn_loss_iou: 0.3441 2023/02/28 20:31:59 - mmengine - INFO - Epoch(train) [8][1000/7393] lr: 1.0000e-04 eta: 8:39:09 time: 0.8584 data_time: 0.0060 memory: 24866 grad_norm: 36.3637 loss: 8.7499 loss_cls: 0.1771 loss_bbox: 0.1437 loss_iou: 0.3122 d0.loss_cls: 0.2306 d0.loss_bbox: 0.1527 d0.loss_iou: 0.3291 d1.loss_cls: 0.1980 d1.loss_bbox: 0.1449 d1.loss_iou: 0.3163 d2.loss_cls: 0.1863 d2.loss_bbox: 0.1462 d2.loss_iou: 0.3147 d3.loss_cls: 0.1760 d3.loss_bbox: 0.1462 d3.loss_iou: 0.3143 d4.loss_cls: 0.1776 d4.loss_bbox: 0.1440 d4.loss_iou: 0.3118 enc_loss_cls: 0.2246 enc_loss_bbox: 0.1865 enc_loss_iou: 0.3732 dn_loss_cls: 0.0249 dn_loss_bbox: 0.2484 dn_loss_iou: 0.3413 d0.dn_loss_cls: 0.0599 d0.dn_loss_bbox: 0.3576 d0.dn_loss_iou: 0.4698 d1.dn_loss_cls: 0.0349 d1.dn_loss_bbox: 0.2703 d1.dn_loss_iou: 0.3705 d2.dn_loss_cls: 0.0287 d2.dn_loss_bbox: 0.2529 d2.dn_loss_iou: 0.3498 d3.dn_loss_cls: 0.0265 d3.dn_loss_bbox: 0.2492 d3.dn_loss_iou: 0.3430 d4.dn_loss_cls: 0.0257 d4.dn_loss_bbox: 0.2487 d4.dn_loss_iou: 0.3415 2023/02/28 20:32:42 - mmengine - INFO - Epoch(train) [8][1050/7393] lr: 1.0000e-04 eta: 8:38:26 time: 0.8606 data_time: 0.0061 memory: 26633 grad_norm: 38.8569 loss: 7.4904 loss_cls: 0.1270 loss_bbox: 0.1273 loss_iou: 0.2620 d0.loss_cls: 0.1686 d0.loss_bbox: 0.1311 d0.loss_iou: 0.2625 d1.loss_cls: 0.1421 d1.loss_bbox: 0.1307 d1.loss_iou: 0.2635 d2.loss_cls: 0.1362 d2.loss_bbox: 0.1288 d2.loss_iou: 0.2612 d3.loss_cls: 0.1311 d3.loss_bbox: 0.1260 d3.loss_iou: 0.2608 d4.loss_cls: 0.1275 d4.loss_bbox: 0.1270 d4.loss_iou: 0.2614 enc_loss_cls: 0.1643 enc_loss_bbox: 0.1443 enc_loss_iou: 0.2856 dn_loss_cls: 0.0224 dn_loss_bbox: 0.2172 dn_loss_iou: 0.3255 d0.dn_loss_cls: 0.0529 d0.dn_loss_bbox: 0.3203 d0.dn_loss_iou: 0.4449 d1.dn_loss_cls: 0.0317 d1.dn_loss_bbox: 0.2412 d1.dn_loss_iou: 0.3526 d2.dn_loss_cls: 0.0264 d2.dn_loss_bbox: 0.2217 d2.dn_loss_iou: 0.3315 d3.dn_loss_cls: 0.0239 d3.dn_loss_bbox: 0.2175 d3.dn_loss_iou: 0.3263 d4.dn_loss_cls: 0.0227 d4.dn_loss_bbox: 0.2172 d4.dn_loss_iou: 0.3256 2023/02/28 20:33:25 - mmengine - INFO - Epoch(train) [8][1100/7393] lr: 1.0000e-04 eta: 8:37:43 time: 0.8781 data_time: 0.0062 memory: 26711 grad_norm: 35.3122 loss: 10.2850 loss_cls: 0.2328 loss_bbox: 0.1809 loss_iou: 0.4129 d0.loss_cls: 0.2931 d0.loss_bbox: 0.1863 d0.loss_iou: 0.4327 d1.loss_cls: 0.2640 d1.loss_bbox: 0.1839 d1.loss_iou: 0.4178 d2.loss_cls: 0.2416 d2.loss_bbox: 0.1861 d2.loss_iou: 0.4191 d3.loss_cls: 0.2358 d3.loss_bbox: 0.1818 d3.loss_iou: 0.4126 d4.loss_cls: 0.2349 d4.loss_bbox: 0.1788 d4.loss_iou: 0.4109 enc_loss_cls: 0.2841 enc_loss_bbox: 0.2180 enc_loss_iou: 0.4915 dn_loss_cls: 0.0252 dn_loss_bbox: 0.2536 dn_loss_iou: 0.3495 d0.dn_loss_cls: 0.0590 d0.dn_loss_bbox: 0.3848 d0.dn_loss_iou: 0.4898 d1.dn_loss_cls: 0.0359 d1.dn_loss_bbox: 0.2870 d1.dn_loss_iou: 0.3856 d2.dn_loss_cls: 0.0297 d2.dn_loss_bbox: 0.2631 d2.dn_loss_iou: 0.3609 d3.dn_loss_cls: 0.0268 d3.dn_loss_bbox: 0.2549 d3.dn_loss_iou: 0.3512 d4.dn_loss_cls: 0.0253 d4.dn_loss_bbox: 0.2535 d4.dn_loss_iou: 0.3495 2023/02/28 20:34:08 - mmengine - INFO - Epoch(train) [8][1150/7393] lr: 1.0000e-04 eta: 8:36:59 time: 0.8599 data_time: 0.0062 memory: 26420 grad_norm: 35.2791 loss: 10.2865 loss_cls: 0.2393 loss_bbox: 0.1662 loss_iou: 0.4060 d0.loss_cls: 0.2956 d0.loss_bbox: 0.1703 d0.loss_iou: 0.4286 d1.loss_cls: 0.2667 d1.loss_bbox: 0.1715 d1.loss_iou: 0.4140 d2.loss_cls: 0.2579 d2.loss_bbox: 0.1626 d2.loss_iou: 0.4037 d3.loss_cls: 0.2434 d3.loss_bbox: 0.1675 d3.loss_iou: 0.4080 d4.loss_cls: 0.2395 d4.loss_bbox: 0.1674 d4.loss_iou: 0.4062 enc_loss_cls: 0.2880 enc_loss_bbox: 0.2018 enc_loss_iou: 0.4729 dn_loss_cls: 0.0297 dn_loss_bbox: 0.2538 dn_loss_iou: 0.3696 d0.dn_loss_cls: 0.0630 d0.dn_loss_bbox: 0.3686 d0.dn_loss_iou: 0.5046 d1.dn_loss_cls: 0.0402 d1.dn_loss_bbox: 0.2866 d1.dn_loss_iou: 0.4065 d2.dn_loss_cls: 0.0331 d2.dn_loss_bbox: 0.2601 d2.dn_loss_iou: 0.3805 d3.dn_loss_cls: 0.0314 d3.dn_loss_bbox: 0.2548 d3.dn_loss_iou: 0.3717 d4.dn_loss_cls: 0.0301 d4.dn_loss_bbox: 0.2547 d4.dn_loss_iou: 0.3704 2023/02/28 20:34:53 - mmengine - INFO - Epoch(train) [8][1200/7393] lr: 1.0000e-04 eta: 8:36:17 time: 0.8805 data_time: 0.0063 memory: 33032 grad_norm: 32.0088 loss: 9.2094 loss_cls: 0.1950 loss_bbox: 0.1441 loss_iou: 0.3786 d0.loss_cls: 0.2487 d0.loss_bbox: 0.1457 d0.loss_iou: 0.3965 d1.loss_cls: 0.2201 d1.loss_bbox: 0.1442 d1.loss_iou: 0.3796 d2.loss_cls: 0.2038 d2.loss_bbox: 0.1453 d2.loss_iou: 0.3812 d3.loss_cls: 0.1982 d3.loss_bbox: 0.1440 d3.loss_iou: 0.3806 d4.loss_cls: 0.1952 d4.loss_bbox: 0.1441 d4.loss_iou: 0.3787 enc_loss_cls: 0.2410 enc_loss_bbox: 0.1739 enc_loss_iou: 0.4345 dn_loss_cls: 0.0236 dn_loss_bbox: 0.2195 dn_loss_iou: 0.3526 d0.dn_loss_cls: 0.0530 d0.dn_loss_bbox: 0.3336 d0.dn_loss_iou: 0.4799 d1.dn_loss_cls: 0.0327 d1.dn_loss_bbox: 0.2451 d1.dn_loss_iou: 0.3851 d2.dn_loss_cls: 0.0271 d2.dn_loss_bbox: 0.2258 d2.dn_loss_iou: 0.3615 d3.dn_loss_cls: 0.0257 d3.dn_loss_bbox: 0.2204 d3.dn_loss_iou: 0.3543 d4.dn_loss_cls: 0.0241 d4.dn_loss_bbox: 0.2193 d4.dn_loss_iou: 0.3528 2023/02/28 20:35:35 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 20:35:36 - mmengine - INFO - Epoch(train) [8][1250/7393] lr: 1.0000e-04 eta: 8:35:33 time: 0.8637 data_time: 0.0062 memory: 26735 grad_norm: 32.8501 loss: 9.5894 loss_cls: 0.1926 loss_bbox: 0.1548 loss_iou: 0.3584 d0.loss_cls: 0.2487 d0.loss_bbox: 0.1538 d0.loss_iou: 0.3617 d1.loss_cls: 0.2165 d1.loss_bbox: 0.1609 d1.loss_iou: 0.3642 d2.loss_cls: 0.2009 d2.loss_bbox: 0.1569 d2.loss_iou: 0.3599 d3.loss_cls: 0.1933 d3.loss_bbox: 0.1586 d3.loss_iou: 0.3591 d4.loss_cls: 0.1922 d4.loss_bbox: 0.1553 d4.loss_iou: 0.3579 enc_loss_cls: 0.2444 enc_loss_bbox: 0.1847 enc_loss_iou: 0.4039 dn_loss_cls: 0.0291 dn_loss_bbox: 0.2705 dn_loss_iou: 0.3674 d0.dn_loss_cls: 0.0638 d0.dn_loss_bbox: 0.4027 d0.dn_loss_iou: 0.5090 d1.dn_loss_cls: 0.0380 d1.dn_loss_bbox: 0.3034 d1.dn_loss_iou: 0.4022 d2.dn_loss_cls: 0.0314 d2.dn_loss_bbox: 0.2781 d2.dn_loss_iou: 0.3764 d3.dn_loss_cls: 0.0299 d3.dn_loss_bbox: 0.2718 d3.dn_loss_iou: 0.3695 d4.dn_loss_cls: 0.0287 d4.dn_loss_bbox: 0.2708 d4.dn_loss_iou: 0.3679 2023/02/28 20:36:20 - mmengine - INFO - Epoch(train) [8][1300/7393] lr: 1.0000e-04 eta: 8:34:50 time: 0.8770 data_time: 0.0057 memory: 26926 grad_norm: 34.9673 loss: 10.4856 loss_cls: 0.2396 loss_bbox: 0.1774 loss_iou: 0.4028 d0.loss_cls: 0.3040 d0.loss_bbox: 0.1833 d0.loss_iou: 0.4273 d1.loss_cls: 0.2683 d1.loss_bbox: 0.1790 d1.loss_iou: 0.4108 d2.loss_cls: 0.2524 d2.loss_bbox: 0.1825 d2.loss_iou: 0.4050 d3.loss_cls: 0.2455 d3.loss_bbox: 0.1772 d3.loss_iou: 0.4048 d4.loss_cls: 0.2421 d4.loss_bbox: 0.1769 d4.loss_iou: 0.4035 enc_loss_cls: 0.2960 enc_loss_bbox: 0.2116 enc_loss_iou: 0.4760 dn_loss_cls: 0.0302 dn_loss_bbox: 0.2722 dn_loss_iou: 0.3762 d0.dn_loss_cls: 0.0603 d0.dn_loss_bbox: 0.3775 d0.dn_loss_iou: 0.5092 d1.dn_loss_cls: 0.0399 d1.dn_loss_bbox: 0.2947 d1.dn_loss_iou: 0.4073 d2.dn_loss_cls: 0.0334 d2.dn_loss_bbox: 0.2747 d2.dn_loss_iou: 0.3843 d3.dn_loss_cls: 0.0313 d3.dn_loss_bbox: 0.2723 d3.dn_loss_iou: 0.3776 d4.dn_loss_cls: 0.0302 d4.dn_loss_bbox: 0.2722 d4.dn_loss_iou: 0.3761 2023/02/28 20:37:03 - mmengine - INFO - Epoch(train) [8][1350/7393] lr: 1.0000e-04 eta: 8:34:07 time: 0.8783 data_time: 0.0056 memory: 26632 grad_norm: 33.6634 loss: 8.3042 loss_cls: 0.1756 loss_bbox: 0.1457 loss_iou: 0.3075 d0.loss_cls: 0.2238 d0.loss_bbox: 0.1421 d0.loss_iou: 0.3174 d1.loss_cls: 0.1944 d1.loss_bbox: 0.1473 d1.loss_iou: 0.3067 d2.loss_cls: 0.1885 d2.loss_bbox: 0.1395 d2.loss_iou: 0.2980 d3.loss_cls: 0.1862 d3.loss_bbox: 0.1410 d3.loss_iou: 0.2967 d4.loss_cls: 0.1787 d4.loss_bbox: 0.1447 d4.loss_iou: 0.3039 enc_loss_cls: 0.2183 enc_loss_bbox: 0.1749 enc_loss_iou: 0.3632 dn_loss_cls: 0.0239 dn_loss_bbox: 0.2238 dn_loss_iou: 0.3083 d0.dn_loss_cls: 0.0536 d0.dn_loss_bbox: 0.3471 d0.dn_loss_iou: 0.4420 d1.dn_loss_cls: 0.0316 d1.dn_loss_bbox: 0.2486 d1.dn_loss_iou: 0.3406 d2.dn_loss_cls: 0.0262 d2.dn_loss_bbox: 0.2298 d2.dn_loss_iou: 0.3182 d3.dn_loss_cls: 0.0243 d3.dn_loss_bbox: 0.2256 d3.dn_loss_iou: 0.3104 d4.dn_loss_cls: 0.0236 d4.dn_loss_bbox: 0.2240 d4.dn_loss_iou: 0.3084 2023/02/28 20:37:46 - mmengine - INFO - Epoch(train) [8][1400/7393] lr: 1.0000e-04 eta: 8:33:24 time: 0.8594 data_time: 0.0062 memory: 26789 grad_norm: 36.6457 loss: 9.8908 loss_cls: 0.1909 loss_bbox: 0.1667 loss_iou: 0.3629 d0.loss_cls: 0.2332 d0.loss_bbox: 0.1758 d0.loss_iou: 0.3846 d1.loss_cls: 0.2107 d1.loss_bbox: 0.1689 d1.loss_iou: 0.3687 d2.loss_cls: 0.1993 d2.loss_bbox: 0.1684 d2.loss_iou: 0.3632 d3.loss_cls: 0.1937 d3.loss_bbox: 0.1685 d3.loss_iou: 0.3629 d4.loss_cls: 0.1916 d4.loss_bbox: 0.1675 d4.loss_iou: 0.3634 enc_loss_cls: 0.2360 enc_loss_bbox: 0.1952 enc_loss_iou: 0.4224 dn_loss_cls: 0.0269 dn_loss_bbox: 0.2893 dn_loss_iou: 0.3842 d0.dn_loss_cls: 0.0616 d0.dn_loss_bbox: 0.4185 d0.dn_loss_iou: 0.5177 d1.dn_loss_cls: 0.0365 d1.dn_loss_bbox: 0.3213 d1.dn_loss_iou: 0.4160 d2.dn_loss_cls: 0.0309 d2.dn_loss_bbox: 0.2948 d2.dn_loss_iou: 0.3924 d3.dn_loss_cls: 0.0287 d3.dn_loss_bbox: 0.2902 d3.dn_loss_iou: 0.3860 d4.dn_loss_cls: 0.0275 d4.dn_loss_bbox: 0.2895 d4.dn_loss_iou: 0.3843 2023/02/28 20:38:30 - mmengine - INFO - Epoch(train) [8][1450/7393] lr: 1.0000e-04 eta: 8:32:41 time: 0.8781 data_time: 0.0062 memory: 29611 grad_norm: 30.4821 loss: 8.5772 loss_cls: 0.2003 loss_bbox: 0.1351 loss_iou: 0.3323 d0.loss_cls: 0.2639 d0.loss_bbox: 0.1450 d0.loss_iou: 0.3514 d1.loss_cls: 0.2258 d1.loss_bbox: 0.1425 d1.loss_iou: 0.3398 d2.loss_cls: 0.2136 d2.loss_bbox: 0.1354 d2.loss_iou: 0.3368 d3.loss_cls: 0.2037 d3.loss_bbox: 0.1340 d3.loss_iou: 0.3339 d4.loss_cls: 0.2007 d4.loss_bbox: 0.1350 d4.loss_iou: 0.3328 enc_loss_cls: 0.2559 enc_loss_bbox: 0.1719 enc_loss_iou: 0.4034 dn_loss_cls: 0.0224 dn_loss_bbox: 0.2008 dn_loss_iou: 0.3116 d0.dn_loss_cls: 0.0533 d0.dn_loss_bbox: 0.3195 d0.dn_loss_iou: 0.4495 d1.dn_loss_cls: 0.0310 d1.dn_loss_bbox: 0.2278 d1.dn_loss_iou: 0.3408 d2.dn_loss_cls: 0.0260 d2.dn_loss_bbox: 0.2074 d2.dn_loss_iou: 0.3197 d3.dn_loss_cls: 0.0235 d3.dn_loss_bbox: 0.2018 d3.dn_loss_iou: 0.3135 d4.dn_loss_cls: 0.0226 d4.dn_loss_bbox: 0.2009 d4.dn_loss_iou: 0.3117 2023/02/28 20:39:14 - mmengine - INFO - Epoch(train) [8][1500/7393] lr: 1.0000e-04 eta: 8:31:58 time: 0.8722 data_time: 0.0056 memory: 25606 grad_norm: 29.8353 loss: 7.6861 loss_cls: 0.1414 loss_bbox: 0.1260 loss_iou: 0.2285 d0.loss_cls: 0.1796 d0.loss_bbox: 0.1280 d0.loss_iou: 0.2347 d1.loss_cls: 0.1563 d1.loss_bbox: 0.1274 d1.loss_iou: 0.2295 d2.loss_cls: 0.1471 d2.loss_bbox: 0.1262 d2.loss_iou: 0.2285 d3.loss_cls: 0.1447 d3.loss_bbox: 0.1248 d3.loss_iou: 0.2270 d4.loss_cls: 0.1428 d4.loss_bbox: 0.1253 d4.loss_iou: 0.2283 enc_loss_cls: 0.1723 enc_loss_bbox: 0.1575 enc_loss_iou: 0.2723 dn_loss_cls: 0.0249 dn_loss_bbox: 0.2836 dn_loss_iou: 0.3036 d0.dn_loss_cls: 0.0567 d0.dn_loss_bbox: 0.3984 d0.dn_loss_iou: 0.4313 d1.dn_loss_cls: 0.0342 d1.dn_loss_bbox: 0.3118 d1.dn_loss_iou: 0.3332 d2.dn_loss_cls: 0.0293 d2.dn_loss_bbox: 0.2897 d2.dn_loss_iou: 0.3129 d3.dn_loss_cls: 0.0259 d3.dn_loss_bbox: 0.2849 d3.dn_loss_iou: 0.3056 d4.dn_loss_cls: 0.0249 d4.dn_loss_bbox: 0.2835 d4.dn_loss_iou: 0.3039 2023/02/28 20:39:57 - mmengine - INFO - Epoch(train) [8][1550/7393] lr: 1.0000e-04 eta: 8:31:14 time: 0.8593 data_time: 0.0056 memory: 28977 grad_norm: 30.9130 loss: 10.2959 loss_cls: 0.2348 loss_bbox: 0.1684 loss_iou: 0.4639 d0.loss_cls: 0.2876 d0.loss_bbox: 0.1800 d0.loss_iou: 0.4839 d1.loss_cls: 0.2598 d1.loss_bbox: 0.1727 d1.loss_iou: 0.4676 d2.loss_cls: 0.2467 d2.loss_bbox: 0.1694 d2.loss_iou: 0.4667 d3.loss_cls: 0.2388 d3.loss_bbox: 0.1720 d3.loss_iou: 0.4657 d4.loss_cls: 0.2352 d4.loss_bbox: 0.1685 d4.loss_iou: 0.4659 enc_loss_cls: 0.2827 enc_loss_bbox: 0.2053 enc_loss_iou: 0.5404 dn_loss_cls: 0.0282 dn_loss_bbox: 0.1973 dn_loss_iou: 0.3674 d0.dn_loss_cls: 0.0615 d0.dn_loss_bbox: 0.3016 d0.dn_loss_iou: 0.5000 d1.dn_loss_cls: 0.0388 d1.dn_loss_bbox: 0.2222 d1.dn_loss_iou: 0.4009 d2.dn_loss_cls: 0.0322 d2.dn_loss_bbox: 0.2028 d2.dn_loss_iou: 0.3768 d3.dn_loss_cls: 0.0299 d3.dn_loss_bbox: 0.1984 d3.dn_loss_iou: 0.3691 d4.dn_loss_cls: 0.0284 d4.dn_loss_bbox: 0.1972 d4.dn_loss_iou: 0.3675 2023/02/28 20:40:41 - mmengine - INFO - Epoch(train) [8][1600/7393] lr: 1.0000e-04 eta: 8:30:31 time: 0.8808 data_time: 0.0057 memory: 29368 grad_norm: 32.7845 loss: 10.4878 loss_cls: 0.2353 loss_bbox: 0.1909 loss_iou: 0.4285 d0.loss_cls: 0.2989 d0.loss_bbox: 0.1868 d0.loss_iou: 0.4340 d1.loss_cls: 0.2632 d1.loss_bbox: 0.1881 d1.loss_iou: 0.4264 d2.loss_cls: 0.2516 d2.loss_bbox: 0.1861 d2.loss_iou: 0.4230 d3.loss_cls: 0.2388 d3.loss_bbox: 0.1904 d3.loss_iou: 0.4288 d4.loss_cls: 0.2397 d4.loss_bbox: 0.1874 d4.loss_iou: 0.4261 enc_loss_cls: 0.2915 enc_loss_bbox: 0.2216 enc_loss_iou: 0.4862 dn_loss_cls: 0.0261 dn_loss_bbox: 0.2716 dn_loss_iou: 0.3511 d0.dn_loss_cls: 0.0594 d0.dn_loss_bbox: 0.3915 d0.dn_loss_iou: 0.4802 d1.dn_loss_cls: 0.0369 d1.dn_loss_bbox: 0.2983 d1.dn_loss_iou: 0.3824 d2.dn_loss_cls: 0.0302 d2.dn_loss_bbox: 0.2761 d2.dn_loss_iou: 0.3586 d3.dn_loss_cls: 0.0277 d3.dn_loss_bbox: 0.2723 d3.dn_loss_iou: 0.3529 d4.dn_loss_cls: 0.0265 d4.dn_loss_bbox: 0.2716 d4.dn_loss_iou: 0.3513 2023/02/28 20:41:23 - mmengine - INFO - Epoch(train) [8][1650/7393] lr: 1.0000e-04 eta: 8:29:48 time: 0.8489 data_time: 0.0058 memory: 27686 grad_norm: 33.8554 loss: 8.4073 loss_cls: 0.1825 loss_bbox: 0.1280 loss_iou: 0.3193 d0.loss_cls: 0.2256 d0.loss_bbox: 0.1383 d0.loss_iou: 0.3346 d1.loss_cls: 0.2014 d1.loss_bbox: 0.1268 d1.loss_iou: 0.3180 d2.loss_cls: 0.1977 d2.loss_bbox: 0.1230 d2.loss_iou: 0.3147 d3.loss_cls: 0.1866 d3.loss_bbox: 0.1269 d3.loss_iou: 0.3177 d4.loss_cls: 0.1844 d4.loss_bbox: 0.1272 d4.loss_iou: 0.3188 enc_loss_cls: 0.2201 enc_loss_bbox: 0.1629 enc_loss_iou: 0.3794 dn_loss_cls: 0.0256 dn_loss_bbox: 0.2128 dn_loss_iou: 0.3290 d0.dn_loss_cls: 0.0594 d0.dn_loss_bbox: 0.3288 d0.dn_loss_iou: 0.4638 d1.dn_loss_cls: 0.0361 d1.dn_loss_bbox: 0.2356 d1.dn_loss_iou: 0.3590 d2.dn_loss_cls: 0.0298 d2.dn_loss_bbox: 0.2163 d2.dn_loss_iou: 0.3363 d3.dn_loss_cls: 0.0277 d3.dn_loss_bbox: 0.2133 d3.dn_loss_iou: 0.3314 d4.dn_loss_cls: 0.0261 d4.dn_loss_bbox: 0.2128 d4.dn_loss_iou: 0.3296 2023/02/28 20:42:08 - mmengine - INFO - Epoch(train) [8][1700/7393] lr: 1.0000e-04 eta: 8:29:05 time: 0.8847 data_time: 0.0062 memory: 26738 grad_norm: 35.1421 loss: 9.6097 loss_cls: 0.2037 loss_bbox: 0.1541 loss_iou: 0.3414 d0.loss_cls: 0.2451 d0.loss_bbox: 0.1667 d0.loss_iou: 0.3607 d1.loss_cls: 0.2230 d1.loss_bbox: 0.1581 d1.loss_iou: 0.3435 d2.loss_cls: 0.2112 d2.loss_bbox: 0.1588 d2.loss_iou: 0.3396 d3.loss_cls: 0.2077 d3.loss_bbox: 0.1561 d3.loss_iou: 0.3416 d4.loss_cls: 0.2038 d4.loss_bbox: 0.1559 d4.loss_iou: 0.3407 enc_loss_cls: 0.2417 enc_loss_bbox: 0.1937 enc_loss_iou: 0.3956 dn_loss_cls: 0.0301 dn_loss_bbox: 0.3046 dn_loss_iou: 0.3503 d0.dn_loss_cls: 0.0607 d0.dn_loss_bbox: 0.4224 d0.dn_loss_iou: 0.4785 d1.dn_loss_cls: 0.0385 d1.dn_loss_bbox: 0.3294 d1.dn_loss_iou: 0.3785 d2.dn_loss_cls: 0.0325 d2.dn_loss_bbox: 0.3096 d2.dn_loss_iou: 0.3578 d3.dn_loss_cls: 0.0315 d3.dn_loss_bbox: 0.3053 d3.dn_loss_iou: 0.3524 d4.dn_loss_cls: 0.0301 d4.dn_loss_bbox: 0.3047 d4.dn_loss_iou: 0.3505 2023/02/28 20:42:52 - mmengine - INFO - Epoch(train) [8][1750/7393] lr: 1.0000e-04 eta: 8:28:22 time: 0.8835 data_time: 0.0062 memory: 31089 grad_norm: 35.2144 loss: 10.8069 loss_cls: 0.2559 loss_bbox: 0.1777 loss_iou: 0.4362 d0.loss_cls: 0.3237 d0.loss_bbox: 0.1783 d0.loss_iou: 0.4639 d1.loss_cls: 0.2912 d1.loss_bbox: 0.1720 d1.loss_iou: 0.4404 d2.loss_cls: 0.2686 d2.loss_bbox: 0.1794 d2.loss_iou: 0.4433 d3.loss_cls: 0.2590 d3.loss_bbox: 0.1792 d3.loss_iou: 0.4391 d4.loss_cls: 0.2578 d4.loss_bbox: 0.1770 d4.loss_iou: 0.4358 enc_loss_cls: 0.3070 enc_loss_bbox: 0.2139 enc_loss_iou: 0.5097 dn_loss_cls: 0.0339 dn_loss_bbox: 0.2601 dn_loss_iou: 0.3718 d0.dn_loss_cls: 0.0679 d0.dn_loss_bbox: 0.3820 d0.dn_loss_iou: 0.5070 d1.dn_loss_cls: 0.0461 d1.dn_loss_bbox: 0.2925 d1.dn_loss_iou: 0.4084 d2.dn_loss_cls: 0.0388 d2.dn_loss_bbox: 0.2668 d2.dn_loss_iou: 0.3834 d3.dn_loss_cls: 0.0358 d3.dn_loss_bbox: 0.2618 d3.dn_loss_iou: 0.3742 d4.dn_loss_cls: 0.0346 d4.dn_loss_bbox: 0.2603 d4.dn_loss_iou: 0.3721 2023/02/28 20:43:36 - mmengine - INFO - Epoch(train) [8][1800/7393] lr: 1.0000e-04 eta: 8:27:39 time: 0.8764 data_time: 0.0062 memory: 28179 grad_norm: 32.1206 loss: 10.5816 loss_cls: 0.2260 loss_bbox: 0.1881 loss_iou: 0.3877 d0.loss_cls: 0.2817 d0.loss_bbox: 0.1915 d0.loss_iou: 0.4052 d1.loss_cls: 0.2516 d1.loss_bbox: 0.1910 d1.loss_iou: 0.3988 d2.loss_cls: 0.2397 d2.loss_bbox: 0.1838 d2.loss_iou: 0.3901 d3.loss_cls: 0.2268 d3.loss_bbox: 0.1903 d3.loss_iou: 0.3922 d4.loss_cls: 0.2270 d4.loss_bbox: 0.1879 d4.loss_iou: 0.3871 enc_loss_cls: 0.2717 enc_loss_bbox: 0.2146 enc_loss_iou: 0.4503 dn_loss_cls: 0.0357 dn_loss_bbox: 0.2869 dn_loss_iou: 0.4027 d0.dn_loss_cls: 0.0700 d0.dn_loss_bbox: 0.3935 d0.dn_loss_iou: 0.5275 d1.dn_loss_cls: 0.0445 d1.dn_loss_bbox: 0.3115 d1.dn_loss_iou: 0.4311 d2.dn_loss_cls: 0.0383 d2.dn_loss_bbox: 0.2928 d2.dn_loss_iou: 0.4105 d3.dn_loss_cls: 0.0360 d3.dn_loss_bbox: 0.2883 d3.dn_loss_iou: 0.4045 d4.dn_loss_cls: 0.0345 d4.dn_loss_bbox: 0.2868 d4.dn_loss_iou: 0.4032 2023/02/28 20:44:19 - mmengine - INFO - Epoch(train) [8][1850/7393] lr: 1.0000e-04 eta: 8:26:56 time: 0.8576 data_time: 0.0063 memory: 27689 grad_norm: 32.3075 loss: 9.9028 loss_cls: 0.2220 loss_bbox: 0.1691 loss_iou: 0.3810 d0.loss_cls: 0.2711 d0.loss_bbox: 0.1757 d0.loss_iou: 0.4200 d1.loss_cls: 0.2479 d1.loss_bbox: 0.1696 d1.loss_iou: 0.3900 d2.loss_cls: 0.2342 d2.loss_bbox: 0.1676 d2.loss_iou: 0.3821 d3.loss_cls: 0.2268 d3.loss_bbox: 0.1708 d3.loss_iou: 0.3815 d4.loss_cls: 0.2244 d4.loss_bbox: 0.1686 d4.loss_iou: 0.3794 enc_loss_cls: 0.2719 enc_loss_bbox: 0.1992 enc_loss_iou: 0.4511 dn_loss_cls: 0.0323 dn_loss_bbox: 0.2630 dn_loss_iou: 0.3496 d0.dn_loss_cls: 0.0633 d0.dn_loss_bbox: 0.3617 d0.dn_loss_iou: 0.4695 d1.dn_loss_cls: 0.0401 d1.dn_loss_bbox: 0.2856 d1.dn_loss_iou: 0.3798 d2.dn_loss_cls: 0.0361 d2.dn_loss_bbox: 0.2677 d2.dn_loss_iou: 0.3572 d3.dn_loss_cls: 0.0333 d3.dn_loss_bbox: 0.2638 d3.dn_loss_iou: 0.3513 d4.dn_loss_cls: 0.0322 d4.dn_loss_bbox: 0.2629 d4.dn_loss_iou: 0.3496 2023/02/28 20:45:02 - mmengine - INFO - Epoch(train) [8][1900/7393] lr: 1.0000e-04 eta: 8:26:12 time: 0.8672 data_time: 0.0062 memory: 27689 grad_norm: 29.9557 loss: 9.1061 loss_cls: 0.1973 loss_bbox: 0.1356 loss_iou: 0.3113 d0.loss_cls: 0.2399 d0.loss_bbox: 0.1475 d0.loss_iou: 0.3393 d1.loss_cls: 0.2194 d1.loss_bbox: 0.1385 d1.loss_iou: 0.3249 d2.loss_cls: 0.2054 d2.loss_bbox: 0.1368 d2.loss_iou: 0.3199 d3.loss_cls: 0.2032 d3.loss_bbox: 0.1339 d3.loss_iou: 0.3134 d4.loss_cls: 0.1962 d4.loss_bbox: 0.1363 d4.loss_iou: 0.3127 enc_loss_cls: 0.2317 enc_loss_bbox: 0.1689 enc_loss_iou: 0.3811 dn_loss_cls: 0.0320 dn_loss_bbox: 0.2684 dn_loss_iou: 0.3484 d0.dn_loss_cls: 0.0666 d0.dn_loss_bbox: 0.4073 d0.dn_loss_iou: 0.4925 d1.dn_loss_cls: 0.0414 d1.dn_loss_bbox: 0.3040 d1.dn_loss_iou: 0.3846 d2.dn_loss_cls: 0.0346 d2.dn_loss_bbox: 0.2744 d2.dn_loss_iou: 0.3571 d3.dn_loss_cls: 0.0323 d3.dn_loss_bbox: 0.2699 d3.dn_loss_iou: 0.3512 d4.dn_loss_cls: 0.0309 d4.dn_loss_bbox: 0.2687 d4.dn_loss_iou: 0.3488 2023/02/28 20:45:46 - mmengine - INFO - Epoch(train) [8][1950/7393] lr: 1.0000e-04 eta: 8:25:29 time: 0.8772 data_time: 0.0062 memory: 27691 grad_norm: 37.2396 loss: 9.0257 loss_cls: 0.1890 loss_bbox: 0.1477 loss_iou: 0.3148 d0.loss_cls: 0.2394 d0.loss_bbox: 0.1657 d0.loss_iou: 0.3385 d1.loss_cls: 0.2060 d1.loss_bbox: 0.1584 d1.loss_iou: 0.3236 d2.loss_cls: 0.1960 d2.loss_bbox: 0.1529 d2.loss_iou: 0.3165 d3.loss_cls: 0.1898 d3.loss_bbox: 0.1514 d3.loss_iou: 0.3176 d4.loss_cls: 0.1894 d4.loss_bbox: 0.1479 d4.loss_iou: 0.3154 enc_loss_cls: 0.2260 enc_loss_bbox: 0.1945 enc_loss_iou: 0.3871 dn_loss_cls: 0.0292 dn_loss_bbox: 0.2629 dn_loss_iou: 0.3316 d0.dn_loss_cls: 0.0631 d0.dn_loss_bbox: 0.4027 d0.dn_loss_iou: 0.4698 d1.dn_loss_cls: 0.0396 d1.dn_loss_bbox: 0.2998 d1.dn_loss_iou: 0.3644 d2.dn_loss_cls: 0.0329 d2.dn_loss_bbox: 0.2709 d2.dn_loss_iou: 0.3407 d3.dn_loss_cls: 0.0309 d3.dn_loss_bbox: 0.2635 d3.dn_loss_iou: 0.3328 d4.dn_loss_cls: 0.0290 d4.dn_loss_bbox: 0.2628 d4.dn_loss_iou: 0.3316 2023/02/28 20:46:30 - mmengine - INFO - Epoch(train) [8][2000/7393] lr: 1.0000e-04 eta: 8:24:47 time: 0.8909 data_time: 0.0062 memory: 26735 grad_norm: 35.1319 loss: 10.3829 loss_cls: 0.2304 loss_bbox: 0.1600 loss_iou: 0.4238 d0.loss_cls: 0.2912 d0.loss_bbox: 0.1692 d0.loss_iou: 0.4435 d1.loss_cls: 0.2564 d1.loss_bbox: 0.1639 d1.loss_iou: 0.4317 d2.loss_cls: 0.2434 d2.loss_bbox: 0.1588 d2.loss_iou: 0.4246 d3.loss_cls: 0.2376 d3.loss_bbox: 0.1605 d3.loss_iou: 0.4256 d4.loss_cls: 0.2335 d4.loss_bbox: 0.1597 d4.loss_iou: 0.4238 enc_loss_cls: 0.2860 enc_loss_bbox: 0.2019 enc_loss_iou: 0.4902 dn_loss_cls: 0.0281 dn_loss_bbox: 0.2670 dn_loss_iou: 0.3749 d0.dn_loss_cls: 0.0592 d0.dn_loss_bbox: 0.3847 d0.dn_loss_iou: 0.4981 d1.dn_loss_cls: 0.0366 d1.dn_loss_bbox: 0.2918 d1.dn_loss_iou: 0.4012 d2.dn_loss_cls: 0.0306 d2.dn_loss_bbox: 0.2718 d2.dn_loss_iou: 0.3810 d3.dn_loss_cls: 0.0287 d3.dn_loss_bbox: 0.2678 d3.dn_loss_iou: 0.3766 d4.dn_loss_cls: 0.0279 d4.dn_loss_bbox: 0.2667 d4.dn_loss_iou: 0.3748 2023/02/28 20:47:15 - mmengine - INFO - Epoch(train) [8][2050/7393] lr: 1.0000e-04 eta: 8:24:04 time: 0.8882 data_time: 0.0061 memory: 29182 grad_norm: 37.1330 loss: 9.3336 loss_cls: 0.2003 loss_bbox: 0.1338 loss_iou: 0.3724 d0.loss_cls: 0.2487 d0.loss_bbox: 0.1396 d0.loss_iou: 0.3869 d1.loss_cls: 0.2220 d1.loss_bbox: 0.1389 d1.loss_iou: 0.3754 d2.loss_cls: 0.2098 d2.loss_bbox: 0.1337 d2.loss_iou: 0.3716 d3.loss_cls: 0.2062 d3.loss_bbox: 0.1327 d3.loss_iou: 0.3686 d4.loss_cls: 0.1995 d4.loss_bbox: 0.1360 d4.loss_iou: 0.3722 enc_loss_cls: 0.2501 enc_loss_bbox: 0.1604 enc_loss_iou: 0.4222 dn_loss_cls: 0.0251 dn_loss_bbox: 0.2331 dn_loss_iou: 0.3650 d0.dn_loss_cls: 0.0614 d0.dn_loss_bbox: 0.3632 d0.dn_loss_iou: 0.5087 d1.dn_loss_cls: 0.0354 d1.dn_loss_bbox: 0.2659 d1.dn_loss_iou: 0.3995 d2.dn_loss_cls: 0.0298 d2.dn_loss_bbox: 0.2395 d2.dn_loss_iou: 0.3740 d3.dn_loss_cls: 0.0266 d3.dn_loss_bbox: 0.2337 d3.dn_loss_iou: 0.3669 d4.dn_loss_cls: 0.0253 d4.dn_loss_bbox: 0.2337 d4.dn_loss_iou: 0.3655 2023/02/28 20:47:58 - mmengine - INFO - Epoch(train) [8][2100/7393] lr: 1.0000e-04 eta: 8:23:21 time: 0.8690 data_time: 0.0063 memory: 27689 grad_norm: 34.0742 loss: 8.9610 loss_cls: 0.1848 loss_bbox: 0.1393 loss_iou: 0.3343 d0.loss_cls: 0.2473 d0.loss_bbox: 0.1444 d0.loss_iou: 0.3506 d1.loss_cls: 0.2126 d1.loss_bbox: 0.1401 d1.loss_iou: 0.3411 d2.loss_cls: 0.1982 d2.loss_bbox: 0.1375 d2.loss_iou: 0.3322 d3.loss_cls: 0.1934 d3.loss_bbox: 0.1369 d3.loss_iou: 0.3322 d4.loss_cls: 0.1864 d4.loss_bbox: 0.1393 d4.loss_iou: 0.3343 enc_loss_cls: 0.2428 enc_loss_bbox: 0.1703 enc_loss_iou: 0.3898 dn_loss_cls: 0.0289 dn_loss_bbox: 0.2307 dn_loss_iou: 0.3570 d0.dn_loss_cls: 0.0624 d0.dn_loss_bbox: 0.3373 d0.dn_loss_iou: 0.4900 d1.dn_loss_cls: 0.0407 d1.dn_loss_bbox: 0.2590 d1.dn_loss_iou: 0.3911 d2.dn_loss_cls: 0.0324 d2.dn_loss_bbox: 0.2382 d2.dn_loss_iou: 0.3673 d3.dn_loss_cls: 0.0310 d3.dn_loss_bbox: 0.2313 d3.dn_loss_iou: 0.3585 d4.dn_loss_cls: 0.0294 d4.dn_loss_bbox: 0.2308 d4.dn_loss_iou: 0.3571 2023/02/28 20:48:41 - mmengine - INFO - Epoch(train) [8][2150/7393] lr: 1.0000e-04 eta: 8:22:37 time: 0.8561 data_time: 0.0064 memory: 26633 grad_norm: 37.5825 loss: 8.2103 loss_cls: 0.1725 loss_bbox: 0.1228 loss_iou: 0.2757 d0.loss_cls: 0.2185 d0.loss_bbox: 0.1277 d0.loss_iou: 0.2916 d1.loss_cls: 0.1873 d1.loss_bbox: 0.1316 d1.loss_iou: 0.2910 d2.loss_cls: 0.1836 d2.loss_bbox: 0.1205 d2.loss_iou: 0.2773 d3.loss_cls: 0.1778 d3.loss_bbox: 0.1196 d3.loss_iou: 0.2768 d4.loss_cls: 0.1753 d4.loss_bbox: 0.1192 d4.loss_iou: 0.2757 enc_loss_cls: 0.2113 enc_loss_bbox: 0.1521 enc_loss_iou: 0.3326 dn_loss_cls: 0.0275 dn_loss_bbox: 0.2440 dn_loss_iou: 0.3277 d0.dn_loss_cls: 0.0583 d0.dn_loss_bbox: 0.3616 d0.dn_loss_iou: 0.4602 d1.dn_loss_cls: 0.0370 d1.dn_loss_bbox: 0.2712 d1.dn_loss_iou: 0.3616 d2.dn_loss_cls: 0.0312 d2.dn_loss_bbox: 0.2495 d2.dn_loss_iou: 0.3373 d3.dn_loss_cls: 0.0290 d3.dn_loss_bbox: 0.2447 d3.dn_loss_iou: 0.3296 d4.dn_loss_cls: 0.0277 d4.dn_loss_bbox: 0.2441 d4.dn_loss_iou: 0.3277 2023/02/28 20:49:25 - mmengine - INFO - Epoch(train) [8][2200/7393] lr: 1.0000e-04 eta: 8:21:54 time: 0.8755 data_time: 0.0061 memory: 28631 grad_norm: 30.9846 loss: 9.0078 loss_cls: 0.1996 loss_bbox: 0.1407 loss_iou: 0.3449 d0.loss_cls: 0.2599 d0.loss_bbox: 0.1471 d0.loss_iou: 0.3650 d1.loss_cls: 0.2193 d1.loss_bbox: 0.1521 d1.loss_iou: 0.3564 d2.loss_cls: 0.2135 d2.loss_bbox: 0.1411 d2.loss_iou: 0.3480 d3.loss_cls: 0.2026 d3.loss_bbox: 0.1426 d3.loss_iou: 0.3457 d4.loss_cls: 0.1997 d4.loss_bbox: 0.1428 d4.loss_iou: 0.3457 enc_loss_cls: 0.2450 enc_loss_bbox: 0.1793 enc_loss_iou: 0.4071 dn_loss_cls: 0.0260 dn_loss_bbox: 0.2399 dn_loss_iou: 0.3258 d0.dn_loss_cls: 0.0566 d0.dn_loss_bbox: 0.3588 d0.dn_loss_iou: 0.4560 d1.dn_loss_cls: 0.0340 d1.dn_loss_bbox: 0.2666 d1.dn_loss_iou: 0.3517 d2.dn_loss_cls: 0.0286 d2.dn_loss_bbox: 0.2440 d2.dn_loss_iou: 0.3333 d3.dn_loss_cls: 0.0267 d3.dn_loss_bbox: 0.2416 d3.dn_loss_iou: 0.3281 d4.dn_loss_cls: 0.0262 d4.dn_loss_bbox: 0.2398 d4.dn_loss_iou: 0.3260 2023/02/28 20:50:08 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 20:50:09 - mmengine - INFO - Epoch(train) [8][2250/7393] lr: 1.0000e-04 eta: 8:21:11 time: 0.8777 data_time: 0.0060 memory: 30661 grad_norm: 38.1507 loss: 8.9702 loss_cls: 0.1868 loss_bbox: 0.1488 loss_iou: 0.3545 d0.loss_cls: 0.2309 d0.loss_bbox: 0.1574 d0.loss_iou: 0.3708 d1.loss_cls: 0.2045 d1.loss_bbox: 0.1568 d1.loss_iou: 0.3598 d2.loss_cls: 0.1925 d2.loss_bbox: 0.1526 d2.loss_iou: 0.3585 d3.loss_cls: 0.1898 d3.loss_bbox: 0.1510 d3.loss_iou: 0.3559 d4.loss_cls: 0.1886 d4.loss_bbox: 0.1498 d4.loss_iou: 0.3522 enc_loss_cls: 0.2281 enc_loss_bbox: 0.1843 enc_loss_iou: 0.4112 dn_loss_cls: 0.0240 dn_loss_bbox: 0.2229 dn_loss_iou: 0.3404 d0.dn_loss_cls: 0.0572 d0.dn_loss_bbox: 0.3325 d0.dn_loss_iou: 0.4642 d1.dn_loss_cls: 0.0358 d1.dn_loss_bbox: 0.2501 d1.dn_loss_iou: 0.3715 d2.dn_loss_cls: 0.0290 d2.dn_loss_bbox: 0.2290 d2.dn_loss_iou: 0.3486 d3.dn_loss_cls: 0.0263 d3.dn_loss_bbox: 0.2242 d3.dn_loss_iou: 0.3420 d4.dn_loss_cls: 0.0246 d4.dn_loss_bbox: 0.2231 d4.dn_loss_iou: 0.3402 2023/02/28 20:50:52 - mmengine - INFO - Epoch(train) [8][2300/7393] lr: 1.0000e-04 eta: 8:20:28 time: 0.8684 data_time: 0.0060 memory: 29182 grad_norm: 34.5960 loss: 8.4957 loss_cls: 0.1698 loss_bbox: 0.1406 loss_iou: 0.2664 d0.loss_cls: 0.2116 d0.loss_bbox: 0.1542 d0.loss_iou: 0.2888 d1.loss_cls: 0.1870 d1.loss_bbox: 0.1478 d1.loss_iou: 0.2781 d2.loss_cls: 0.1779 d2.loss_bbox: 0.1440 d2.loss_iou: 0.2695 d3.loss_cls: 0.1695 d3.loss_bbox: 0.1436 d3.loss_iou: 0.2697 d4.loss_cls: 0.1697 d4.loss_bbox: 0.1414 d4.loss_iou: 0.2677 enc_loss_cls: 0.2115 enc_loss_bbox: 0.1842 enc_loss_iou: 0.3297 dn_loss_cls: 0.0257 dn_loss_bbox: 0.2602 dn_loss_iou: 0.3346 d0.dn_loss_cls: 0.0604 d0.dn_loss_bbox: 0.4168 d0.dn_loss_iou: 0.4862 d1.dn_loss_cls: 0.0353 d1.dn_loss_bbox: 0.2978 d1.dn_loss_iou: 0.3690 d2.dn_loss_cls: 0.0296 d2.dn_loss_bbox: 0.2677 d2.dn_loss_iou: 0.3437 d3.dn_loss_cls: 0.0276 d3.dn_loss_bbox: 0.2610 d3.dn_loss_iou: 0.3363 d4.dn_loss_cls: 0.0257 d4.dn_loss_bbox: 0.2603 d4.dn_loss_iou: 0.3347 2023/02/28 20:51:35 - mmengine - INFO - Epoch(train) [8][2350/7393] lr: 1.0000e-04 eta: 8:19:45 time: 0.8623 data_time: 0.0061 memory: 27225 grad_norm: 33.7877 loss: 9.5850 loss_cls: 0.2152 loss_bbox: 0.1443 loss_iou: 0.3538 d0.loss_cls: 0.2609 d0.loss_bbox: 0.1584 d0.loss_iou: 0.3834 d1.loss_cls: 0.2394 d1.loss_bbox: 0.1490 d1.loss_iou: 0.3612 d2.loss_cls: 0.2248 d2.loss_bbox: 0.1462 d2.loss_iou: 0.3569 d3.loss_cls: 0.2153 d3.loss_bbox: 0.1481 d3.loss_iou: 0.3577 d4.loss_cls: 0.2149 d4.loss_bbox: 0.1453 d4.loss_iou: 0.3563 enc_loss_cls: 0.2577 enc_loss_bbox: 0.1820 enc_loss_iou: 0.4316 dn_loss_cls: 0.0276 dn_loss_bbox: 0.2536 dn_loss_iou: 0.3604 d0.dn_loss_cls: 0.0623 d0.dn_loss_bbox: 0.3849 d0.dn_loss_iou: 0.5088 d1.dn_loss_cls: 0.0391 d1.dn_loss_bbox: 0.2874 d1.dn_loss_iou: 0.3996 d2.dn_loss_cls: 0.0332 d2.dn_loss_bbox: 0.2616 d2.dn_loss_iou: 0.3721 d3.dn_loss_cls: 0.0299 d3.dn_loss_bbox: 0.2555 d3.dn_loss_iou: 0.3635 d4.dn_loss_cls: 0.0282 d4.dn_loss_bbox: 0.2539 d4.dn_loss_iou: 0.3609 2023/02/28 20:52:19 - mmengine - INFO - Epoch(train) [8][2400/7393] lr: 1.0000e-04 eta: 8:19:01 time: 0.8677 data_time: 0.0061 memory: 28127 grad_norm: 35.7136 loss: 9.0218 loss_cls: 0.1993 loss_bbox: 0.1398 loss_iou: 0.3852 d0.loss_cls: 0.2439 d0.loss_bbox: 0.1517 d0.loss_iou: 0.4067 d1.loss_cls: 0.2210 d1.loss_bbox: 0.1461 d1.loss_iou: 0.3927 d2.loss_cls: 0.2060 d2.loss_bbox: 0.1438 d2.loss_iou: 0.3897 d3.loss_cls: 0.2031 d3.loss_bbox: 0.1390 d3.loss_iou: 0.3835 d4.loss_cls: 0.1982 d4.loss_bbox: 0.1398 d4.loss_iou: 0.3863 enc_loss_cls: 0.2465 enc_loss_bbox: 0.1745 enc_loss_iou: 0.4522 dn_loss_cls: 0.0232 dn_loss_bbox: 0.2057 dn_loss_iou: 0.3224 d0.dn_loss_cls: 0.0524 d0.dn_loss_bbox: 0.3250 d0.dn_loss_iou: 0.4536 d1.dn_loss_cls: 0.0317 d1.dn_loss_bbox: 0.2324 d1.dn_loss_iou: 0.3520 d2.dn_loss_cls: 0.0281 d2.dn_loss_bbox: 0.2106 d2.dn_loss_iou: 0.3288 d3.dn_loss_cls: 0.0250 d3.dn_loss_bbox: 0.2060 d3.dn_loss_iou: 0.3241 d4.dn_loss_cls: 0.0236 d4.dn_loss_bbox: 0.2056 d4.dn_loss_iou: 0.3225 2023/02/28 20:53:02 - mmengine - INFO - Epoch(train) [8][2450/7393] lr: 1.0000e-04 eta: 8:18:18 time: 0.8690 data_time: 0.0061 memory: 26557 grad_norm: 36.2256 loss: 9.4070 loss_cls: 0.2043 loss_bbox: 0.1529 loss_iou: 0.3302 d0.loss_cls: 0.2484 d0.loss_bbox: 0.1633 d0.loss_iou: 0.3546 d1.loss_cls: 0.2168 d1.loss_bbox: 0.1627 d1.loss_iou: 0.3488 d2.loss_cls: 0.2125 d2.loss_bbox: 0.1550 d2.loss_iou: 0.3376 d3.loss_cls: 0.2071 d3.loss_bbox: 0.1545 d3.loss_iou: 0.3329 d4.loss_cls: 0.2032 d4.loss_bbox: 0.1543 d4.loss_iou: 0.3328 enc_loss_cls: 0.2395 enc_loss_bbox: 0.1888 enc_loss_iou: 0.3951 dn_loss_cls: 0.0303 dn_loss_bbox: 0.2683 dn_loss_iou: 0.3596 d0.dn_loss_cls: 0.0587 d0.dn_loss_bbox: 0.3775 d0.dn_loss_iou: 0.4939 d1.dn_loss_cls: 0.0375 d1.dn_loss_bbox: 0.2955 d1.dn_loss_iou: 0.3916 d2.dn_loss_cls: 0.0325 d2.dn_loss_bbox: 0.2756 d2.dn_loss_iou: 0.3695 d3.dn_loss_cls: 0.0311 d3.dn_loss_bbox: 0.2690 d3.dn_loss_iou: 0.3618 d4.dn_loss_cls: 0.0306 d4.dn_loss_bbox: 0.2688 d4.dn_loss_iou: 0.3602 2023/02/28 20:53:46 - mmengine - INFO - Epoch(train) [8][2500/7393] lr: 1.0000e-04 eta: 8:17:35 time: 0.8756 data_time: 0.0060 memory: 26758 grad_norm: 34.3554 loss: 9.9634 loss_cls: 0.2377 loss_bbox: 0.1619 loss_iou: 0.4059 d0.loss_cls: 0.2934 d0.loss_bbox: 0.1741 d0.loss_iou: 0.4234 d1.loss_cls: 0.2629 d1.loss_bbox: 0.1655 d1.loss_iou: 0.4143 d2.loss_cls: 0.2493 d2.loss_bbox: 0.1604 d2.loss_iou: 0.4066 d3.loss_cls: 0.2434 d3.loss_bbox: 0.1624 d3.loss_iou: 0.4067 d4.loss_cls: 0.2396 d4.loss_bbox: 0.1607 d4.loss_iou: 0.4052 enc_loss_cls: 0.2898 enc_loss_bbox: 0.2033 enc_loss_iou: 0.4674 dn_loss_cls: 0.0275 dn_loss_bbox: 0.2312 dn_loss_iou: 0.3513 d0.dn_loss_cls: 0.0577 d0.dn_loss_bbox: 0.3420 d0.dn_loss_iou: 0.4878 d1.dn_loss_cls: 0.0362 d1.dn_loss_bbox: 0.2565 d1.dn_loss_iou: 0.3873 d2.dn_loss_cls: 0.0297 d2.dn_loss_bbox: 0.2364 d2.dn_loss_iou: 0.3622 d3.dn_loss_cls: 0.0281 d3.dn_loss_bbox: 0.2320 d3.dn_loss_iou: 0.3536 d4.dn_loss_cls: 0.0270 d4.dn_loss_bbox: 0.2313 d4.dn_loss_iou: 0.3515 2023/02/28 20:54:29 - mmengine - INFO - Epoch(train) [8][2550/7393] lr: 1.0000e-04 eta: 8:16:52 time: 0.8591 data_time: 0.0054 memory: 28698 grad_norm: 33.6423 loss: 10.6744 loss_cls: 0.2502 loss_bbox: 0.1650 loss_iou: 0.4493 d0.loss_cls: 0.3072 d0.loss_bbox: 0.1788 d0.loss_iou: 0.4751 d1.loss_cls: 0.2744 d1.loss_bbox: 0.1724 d1.loss_iou: 0.4579 d2.loss_cls: 0.2604 d2.loss_bbox: 0.1688 d2.loss_iou: 0.4563 d3.loss_cls: 0.2547 d3.loss_bbox: 0.1649 d3.loss_iou: 0.4519 d4.loss_cls: 0.2498 d4.loss_bbox: 0.1659 d4.loss_iou: 0.4518 enc_loss_cls: 0.3018 enc_loss_bbox: 0.2071 enc_loss_iou: 0.5407 dn_loss_cls: 0.0284 dn_loss_bbox: 0.2527 dn_loss_iou: 0.3709 d0.dn_loss_cls: 0.0607 d0.dn_loss_bbox: 0.3617 d0.dn_loss_iou: 0.5002 d1.dn_loss_cls: 0.0380 d1.dn_loss_bbox: 0.2804 d1.dn_loss_iou: 0.4012 d2.dn_loss_cls: 0.0319 d2.dn_loss_bbox: 0.2575 d2.dn_loss_iou: 0.3784 d3.dn_loss_cls: 0.0296 d3.dn_loss_bbox: 0.2536 d3.dn_loss_iou: 0.3725 d4.dn_loss_cls: 0.0285 d4.dn_loss_bbox: 0.2528 d4.dn_loss_iou: 0.3710 2023/02/28 20:55:12 - mmengine - INFO - Epoch(train) [8][2600/7393] lr: 1.0000e-04 eta: 8:16:08 time: 0.8639 data_time: 0.0055 memory: 27689 grad_norm: 34.6699 loss: 9.8098 loss_cls: 0.2122 loss_bbox: 0.1554 loss_iou: 0.3888 d0.loss_cls: 0.2712 d0.loss_bbox: 0.1657 d0.loss_iou: 0.3993 d1.loss_cls: 0.2376 d1.loss_bbox: 0.1588 d1.loss_iou: 0.3895 d2.loss_cls: 0.2215 d2.loss_bbox: 0.1557 d2.loss_iou: 0.3905 d3.loss_cls: 0.2149 d3.loss_bbox: 0.1561 d3.loss_iou: 0.3884 d4.loss_cls: 0.2127 d4.loss_bbox: 0.1552 d4.loss_iou: 0.3883 enc_loss_cls: 0.2615 enc_loss_bbox: 0.1896 enc_loss_iou: 0.4506 dn_loss_cls: 0.0311 dn_loss_bbox: 0.2581 dn_loss_iou: 0.3601 d0.dn_loss_cls: 0.0649 d0.dn_loss_bbox: 0.3729 d0.dn_loss_iou: 0.4895 d1.dn_loss_cls: 0.0410 d1.dn_loss_bbox: 0.2787 d1.dn_loss_iou: 0.3864 d2.dn_loss_cls: 0.0343 d2.dn_loss_bbox: 0.2618 d2.dn_loss_iou: 0.3662 d3.dn_loss_cls: 0.0322 d3.dn_loss_bbox: 0.2583 d3.dn_loss_iou: 0.3617 d4.dn_loss_cls: 0.0305 d4.dn_loss_bbox: 0.2579 d4.dn_loss_iou: 0.3607 2023/02/28 20:55:56 - mmengine - INFO - Epoch(train) [8][2650/7393] lr: 1.0000e-04 eta: 8:15:25 time: 0.8819 data_time: 0.0055 memory: 27689 grad_norm: 33.9259 loss: 9.9056 loss_cls: 0.2175 loss_bbox: 0.1791 loss_iou: 0.3778 d0.loss_cls: 0.2789 d0.loss_bbox: 0.1853 d0.loss_iou: 0.3885 d1.loss_cls: 0.2404 d1.loss_bbox: 0.1828 d1.loss_iou: 0.3820 d2.loss_cls: 0.2257 d2.loss_bbox: 0.1824 d2.loss_iou: 0.3805 d3.loss_cls: 0.2197 d3.loss_bbox: 0.1791 d3.loss_iou: 0.3776 d4.loss_cls: 0.2197 d4.loss_bbox: 0.1784 d4.loss_iou: 0.3766 enc_loss_cls: 0.2705 enc_loss_bbox: 0.2163 enc_loss_iou: 0.4340 dn_loss_cls: 0.0315 dn_loss_bbox: 0.2643 dn_loss_iou: 0.3442 d0.dn_loss_cls: 0.0632 d0.dn_loss_bbox: 0.3827 d0.dn_loss_iou: 0.4695 d1.dn_loss_cls: 0.0411 d1.dn_loss_bbox: 0.2952 d1.dn_loss_iou: 0.3781 d2.dn_loss_cls: 0.0353 d2.dn_loss_bbox: 0.2707 d2.dn_loss_iou: 0.3521 d3.dn_loss_cls: 0.0328 d3.dn_loss_bbox: 0.2655 d3.dn_loss_iou: 0.3464 d4.dn_loss_cls: 0.0317 d4.dn_loss_bbox: 0.2642 d4.dn_loss_iou: 0.3444 2023/02/28 20:56:39 - mmengine - INFO - Epoch(train) [8][2700/7393] lr: 1.0000e-04 eta: 8:14:42 time: 0.8533 data_time: 0.0055 memory: 26182 grad_norm: 34.4804 loss: 9.5488 loss_cls: 0.2071 loss_bbox: 0.1616 loss_iou: 0.3836 d0.loss_cls: 0.2603 d0.loss_bbox: 0.1668 d0.loss_iou: 0.4051 d1.loss_cls: 0.2225 d1.loss_bbox: 0.1694 d1.loss_iou: 0.4000 d2.loss_cls: 0.2111 d2.loss_bbox: 0.1634 d2.loss_iou: 0.3900 d3.loss_cls: 0.2078 d3.loss_bbox: 0.1609 d3.loss_iou: 0.3852 d4.loss_cls: 0.2056 d4.loss_bbox: 0.1610 d4.loss_iou: 0.3865 enc_loss_cls: 0.2485 enc_loss_bbox: 0.2016 enc_loss_iou: 0.4573 dn_loss_cls: 0.0283 dn_loss_bbox: 0.2302 dn_loss_iou: 0.3456 d0.dn_loss_cls: 0.0627 d0.dn_loss_bbox: 0.3463 d0.dn_loss_iou: 0.4772 d1.dn_loss_cls: 0.0392 d1.dn_loss_bbox: 0.2485 d1.dn_loss_iou: 0.3767 d2.dn_loss_cls: 0.0324 d2.dn_loss_bbox: 0.2353 d2.dn_loss_iou: 0.3549 d3.dn_loss_cls: 0.0304 d3.dn_loss_bbox: 0.2313 d3.dn_loss_iou: 0.3484 d4.dn_loss_cls: 0.0289 d4.dn_loss_bbox: 0.2307 d4.dn_loss_iou: 0.3465 2023/02/28 20:57:21 - mmengine - INFO - Epoch(train) [8][2750/7393] lr: 1.0000e-04 eta: 8:13:58 time: 0.8504 data_time: 0.0055 memory: 26735 grad_norm: 33.8210 loss: 9.4205 loss_cls: 0.1966 loss_bbox: 0.1558 loss_iou: 0.3353 d0.loss_cls: 0.2465 d0.loss_bbox: 0.1692 d0.loss_iou: 0.3601 d1.loss_cls: 0.2176 d1.loss_bbox: 0.1618 d1.loss_iou: 0.3449 d2.loss_cls: 0.2062 d2.loss_bbox: 0.1563 d2.loss_iou: 0.3410 d3.loss_cls: 0.2027 d3.loss_bbox: 0.1549 d3.loss_iou: 0.3356 d4.loss_cls: 0.1986 d4.loss_bbox: 0.1546 d4.loss_iou: 0.3350 enc_loss_cls: 0.2442 enc_loss_bbox: 0.1966 enc_loss_iou: 0.4098 dn_loss_cls: 0.0279 dn_loss_bbox: 0.2618 dn_loss_iou: 0.3673 d0.dn_loss_cls: 0.0595 d0.dn_loss_bbox: 0.3701 d0.dn_loss_iou: 0.4988 d1.dn_loss_cls: 0.0379 d1.dn_loss_bbox: 0.2856 d1.dn_loss_iou: 0.3967 d2.dn_loss_cls: 0.0324 d2.dn_loss_bbox: 0.2651 d2.dn_loss_iou: 0.3763 d3.dn_loss_cls: 0.0297 d3.dn_loss_bbox: 0.2617 d3.dn_loss_iou: 0.3687 d4.dn_loss_cls: 0.0281 d4.dn_loss_bbox: 0.2621 d4.dn_loss_iou: 0.3675 2023/02/28 20:58:05 - mmengine - INFO - Epoch(train) [8][2800/7393] lr: 1.0000e-04 eta: 8:13:15 time: 0.8678 data_time: 0.0055 memory: 26603 grad_norm: 32.3575 loss: 8.5731 loss_cls: 0.1787 loss_bbox: 0.1300 loss_iou: 0.3277 d0.loss_cls: 0.2251 d0.loss_bbox: 0.1368 d0.loss_iou: 0.3409 d1.loss_cls: 0.1945 d1.loss_bbox: 0.1357 d1.loss_iou: 0.3355 d2.loss_cls: 0.1878 d2.loss_bbox: 0.1275 d2.loss_iou: 0.3305 d3.loss_cls: 0.1812 d3.loss_bbox: 0.1285 d3.loss_iou: 0.3282 d4.loss_cls: 0.1799 d4.loss_bbox: 0.1291 d4.loss_iou: 0.3257 enc_loss_cls: 0.2195 enc_loss_bbox: 0.1614 enc_loss_iou: 0.3814 dn_loss_cls: 0.0265 dn_loss_bbox: 0.2240 dn_loss_iou: 0.3369 d0.dn_loss_cls: 0.0585 d0.dn_loss_bbox: 0.3390 d0.dn_loss_iou: 0.4663 d1.dn_loss_cls: 0.0344 d1.dn_loss_bbox: 0.2500 d1.dn_loss_iou: 0.3683 d2.dn_loss_cls: 0.0294 d2.dn_loss_bbox: 0.2307 d2.dn_loss_iou: 0.3445 d3.dn_loss_cls: 0.0280 d3.dn_loss_bbox: 0.2247 d3.dn_loss_iou: 0.3381 d4.dn_loss_cls: 0.0264 d4.dn_loss_bbox: 0.2246 d4.dn_loss_iou: 0.3373 2023/02/28 20:58:49 - mmengine - INFO - Epoch(train) [8][2850/7393] lr: 1.0000e-04 eta: 8:12:32 time: 0.8764 data_time: 0.0055 memory: 27614 grad_norm: 36.4950 loss: 8.1966 loss_cls: 0.1764 loss_bbox: 0.1339 loss_iou: 0.3014 d0.loss_cls: 0.2178 d0.loss_bbox: 0.1402 d0.loss_iou: 0.3175 d1.loss_cls: 0.1894 d1.loss_bbox: 0.1389 d1.loss_iou: 0.3131 d2.loss_cls: 0.1764 d2.loss_bbox: 0.1382 d2.loss_iou: 0.3071 d3.loss_cls: 0.1749 d3.loss_bbox: 0.1379 d3.loss_iou: 0.3074 d4.loss_cls: 0.1760 d4.loss_bbox: 0.1337 d4.loss_iou: 0.3031 enc_loss_cls: 0.2200 enc_loss_bbox: 0.1659 enc_loss_iou: 0.3536 dn_loss_cls: 0.0196 dn_loss_bbox: 0.2176 dn_loss_iou: 0.3100 d0.dn_loss_cls: 0.0516 d0.dn_loss_bbox: 0.3487 d0.dn_loss_iou: 0.4431 d1.dn_loss_cls: 0.0293 d1.dn_loss_bbox: 0.2480 d1.dn_loss_iou: 0.3408 d2.dn_loss_cls: 0.0233 d2.dn_loss_bbox: 0.2244 d2.dn_loss_iou: 0.3182 d3.dn_loss_cls: 0.0209 d3.dn_loss_bbox: 0.2185 d3.dn_loss_iou: 0.3118 d4.dn_loss_cls: 0.0200 d4.dn_loss_bbox: 0.2174 d4.dn_loss_iou: 0.3105 2023/02/28 20:59:32 - mmengine - INFO - Epoch(train) [8][2900/7393] lr: 1.0000e-04 eta: 8:11:49 time: 0.8749 data_time: 0.0056 memory: 28179 grad_norm: 34.7963 loss: 10.2177 loss_cls: 0.2157 loss_bbox: 0.1948 loss_iou: 0.4157 d0.loss_cls: 0.2698 d0.loss_bbox: 0.1981 d0.loss_iou: 0.4293 d1.loss_cls: 0.2391 d1.loss_bbox: 0.1931 d1.loss_iou: 0.4214 d2.loss_cls: 0.2240 d2.loss_bbox: 0.1953 d2.loss_iou: 0.4178 d3.loss_cls: 0.2206 d3.loss_bbox: 0.1943 d3.loss_iou: 0.4136 d4.loss_cls: 0.2154 d4.loss_bbox: 0.1947 d4.loss_iou: 0.4156 enc_loss_cls: 0.2579 enc_loss_bbox: 0.2223 enc_loss_iou: 0.4702 dn_loss_cls: 0.0281 dn_loss_bbox: 0.2655 dn_loss_iou: 0.3503 d0.dn_loss_cls: 0.0616 d0.dn_loss_bbox: 0.3697 d0.dn_loss_iou: 0.4706 d1.dn_loss_cls: 0.0379 d1.dn_loss_bbox: 0.2866 d1.dn_loss_iou: 0.3772 d2.dn_loss_cls: 0.0317 d2.dn_loss_bbox: 0.2705 d2.dn_loss_iou: 0.3576 d3.dn_loss_cls: 0.0297 d3.dn_loss_bbox: 0.2661 d3.dn_loss_iou: 0.3514 d4.dn_loss_cls: 0.0282 d4.dn_loss_bbox: 0.2657 d4.dn_loss_iou: 0.3504 2023/02/28 21:00:16 - mmengine - INFO - Epoch(train) [8][2950/7393] lr: 1.0000e-04 eta: 8:11:05 time: 0.8680 data_time: 0.0057 memory: 27689 grad_norm: 29.7270 loss: 8.1890 loss_cls: 0.1834 loss_bbox: 0.1364 loss_iou: 0.3200 d0.loss_cls: 0.2431 d0.loss_bbox: 0.1401 d0.loss_iou: 0.3236 d1.loss_cls: 0.2079 d1.loss_bbox: 0.1371 d1.loss_iou: 0.3199 d2.loss_cls: 0.1959 d2.loss_bbox: 0.1366 d2.loss_iou: 0.3134 d3.loss_cls: 0.1900 d3.loss_bbox: 0.1337 d3.loss_iou: 0.3150 d4.loss_cls: 0.1851 d4.loss_bbox: 0.1355 d4.loss_iou: 0.3191 enc_loss_cls: 0.2420 enc_loss_bbox: 0.1691 enc_loss_iou: 0.3753 dn_loss_cls: 0.0218 dn_loss_bbox: 0.1940 dn_loss_iou: 0.3008 d0.dn_loss_cls: 0.0522 d0.dn_loss_bbox: 0.3212 d0.dn_loss_iou: 0.4275 d1.dn_loss_cls: 0.0301 d1.dn_loss_bbox: 0.2219 d1.dn_loss_iou: 0.3283 d2.dn_loss_cls: 0.0250 d2.dn_loss_bbox: 0.1997 d2.dn_loss_iou: 0.3078 d3.dn_loss_cls: 0.0231 d3.dn_loss_bbox: 0.1945 d3.dn_loss_iou: 0.3018 d4.dn_loss_cls: 0.0221 d4.dn_loss_bbox: 0.1943 d4.dn_loss_iou: 0.3009 2023/02/28 21:01:00 - mmengine - INFO - Epoch(train) [8][3000/7393] lr: 1.0000e-04 eta: 8:10:23 time: 0.8842 data_time: 0.0056 memory: 27689 grad_norm: 32.5362 loss: 9.2217 loss_cls: 0.1889 loss_bbox: 0.1503 loss_iou: 0.3585 d0.loss_cls: 0.2395 d0.loss_bbox: 0.1544 d0.loss_iou: 0.3774 d1.loss_cls: 0.2122 d1.loss_bbox: 0.1513 d1.loss_iou: 0.3608 d2.loss_cls: 0.1981 d2.loss_bbox: 0.1478 d2.loss_iou: 0.3579 d3.loss_cls: 0.1922 d3.loss_bbox: 0.1511 d3.loss_iou: 0.3603 d4.loss_cls: 0.1925 d4.loss_bbox: 0.1493 d4.loss_iou: 0.3583 enc_loss_cls: 0.2360 enc_loss_bbox: 0.1782 enc_loss_iou: 0.4161 dn_loss_cls: 0.0267 dn_loss_bbox: 0.2554 dn_loss_iou: 0.3375 d0.dn_loss_cls: 0.0610 d0.dn_loss_bbox: 0.3800 d0.dn_loss_iou: 0.4682 d1.dn_loss_cls: 0.0382 d1.dn_loss_bbox: 0.2814 d1.dn_loss_iou: 0.3642 d2.dn_loss_cls: 0.0317 d2.dn_loss_bbox: 0.2599 d2.dn_loss_iou: 0.3443 d3.dn_loss_cls: 0.0283 d3.dn_loss_bbox: 0.2558 d3.dn_loss_iou: 0.3385 d4.dn_loss_cls: 0.0267 d4.dn_loss_bbox: 0.2551 d4.dn_loss_iou: 0.3377 2023/02/28 21:01:43 - mmengine - INFO - Epoch(train) [8][3050/7393] lr: 1.0000e-04 eta: 8:09:39 time: 0.8626 data_time: 0.0058 memory: 26735 grad_norm: 34.4660 loss: 9.7425 loss_cls: 0.2075 loss_bbox: 0.1729 loss_iou: 0.4010 d0.loss_cls: 0.2656 d0.loss_bbox: 0.1724 d0.loss_iou: 0.4162 d1.loss_cls: 0.2337 d1.loss_bbox: 0.1720 d1.loss_iou: 0.4059 d2.loss_cls: 0.2194 d2.loss_bbox: 0.1686 d2.loss_iou: 0.3982 d3.loss_cls: 0.2100 d3.loss_bbox: 0.1710 d3.loss_iou: 0.3985 d4.loss_cls: 0.2067 d4.loss_bbox: 0.1741 d4.loss_iou: 0.4021 enc_loss_cls: 0.2625 enc_loss_bbox: 0.2031 enc_loss_iou: 0.4563 dn_loss_cls: 0.0292 dn_loss_bbox: 0.2304 dn_loss_iou: 0.3494 d0.dn_loss_cls: 0.0630 d0.dn_loss_bbox: 0.3428 d0.dn_loss_iou: 0.4846 d1.dn_loss_cls: 0.0399 d1.dn_loss_bbox: 0.2538 d1.dn_loss_iou: 0.3781 d2.dn_loss_cls: 0.0329 d2.dn_loss_bbox: 0.2369 d2.dn_loss_iou: 0.3600 d3.dn_loss_cls: 0.0304 d3.dn_loss_bbox: 0.2320 d3.dn_loss_iou: 0.3516 d4.dn_loss_cls: 0.0291 d4.dn_loss_bbox: 0.2308 d4.dn_loss_iou: 0.3498 2023/02/28 21:02:27 - mmengine - INFO - Epoch(train) [8][3100/7393] lr: 1.0000e-04 eta: 8:08:56 time: 0.8785 data_time: 0.0056 memory: 29024 grad_norm: 36.8831 loss: 9.6045 loss_cls: 0.2141 loss_bbox: 0.1624 loss_iou: 0.4014 d0.loss_cls: 0.2774 d0.loss_bbox: 0.1630 d0.loss_iou: 0.4017 d1.loss_cls: 0.2436 d1.loss_bbox: 0.1660 d1.loss_iou: 0.4070 d2.loss_cls: 0.2279 d2.loss_bbox: 0.1616 d2.loss_iou: 0.3999 d3.loss_cls: 0.2203 d3.loss_bbox: 0.1615 d3.loss_iou: 0.3998 d4.loss_cls: 0.2150 d4.loss_bbox: 0.1620 d4.loss_iou: 0.4008 enc_loss_cls: 0.2718 enc_loss_bbox: 0.1859 enc_loss_iou: 0.4529 dn_loss_cls: 0.0262 dn_loss_bbox: 0.2173 dn_loss_iou: 0.3503 d0.dn_loss_cls: 0.0567 d0.dn_loss_bbox: 0.3235 d0.dn_loss_iou: 0.4718 d1.dn_loss_cls: 0.0350 d1.dn_loss_bbox: 0.2447 d1.dn_loss_iou: 0.3807 d2.dn_loss_cls: 0.0293 d2.dn_loss_bbox: 0.2222 d2.dn_loss_iou: 0.3577 d3.dn_loss_cls: 0.0277 d3.dn_loss_bbox: 0.2183 d3.dn_loss_iou: 0.3519 d4.dn_loss_cls: 0.0266 d4.dn_loss_bbox: 0.2177 d4.dn_loss_iou: 0.3507 2023/02/28 21:03:10 - mmengine - INFO - Epoch(train) [8][3150/7393] lr: 1.0000e-04 eta: 8:08:13 time: 0.8707 data_time: 0.0054 memory: 28179 grad_norm: 30.0757 loss: 10.0929 loss_cls: 0.2430 loss_bbox: 0.1614 loss_iou: 0.4292 d0.loss_cls: 0.2883 d0.loss_bbox: 0.1660 d0.loss_iou: 0.4405 d1.loss_cls: 0.2577 d1.loss_bbox: 0.1646 d1.loss_iou: 0.4330 d2.loss_cls: 0.2470 d2.loss_bbox: 0.1644 d2.loss_iou: 0.4335 d3.loss_cls: 0.2447 d3.loss_bbox: 0.1599 d3.loss_iou: 0.4293 d4.loss_cls: 0.2424 d4.loss_bbox: 0.1605 d4.loss_iou: 0.4294 enc_loss_cls: 0.2906 enc_loss_bbox: 0.1919 enc_loss_iou: 0.4782 dn_loss_cls: 0.0276 dn_loss_bbox: 0.2281 dn_loss_iou: 0.3604 d0.dn_loss_cls: 0.0592 d0.dn_loss_bbox: 0.3343 d0.dn_loss_iou: 0.4813 d1.dn_loss_cls: 0.0366 d1.dn_loss_bbox: 0.2532 d1.dn_loss_iou: 0.3897 d2.dn_loss_cls: 0.0306 d2.dn_loss_bbox: 0.2329 d2.dn_loss_iou: 0.3677 d3.dn_loss_cls: 0.0289 d3.dn_loss_bbox: 0.2283 d3.dn_loss_iou: 0.3619 d4.dn_loss_cls: 0.0277 d4.dn_loss_bbox: 0.2283 d4.dn_loss_iou: 0.3607 2023/02/28 21:03:55 - mmengine - INFO - Epoch(train) [8][3200/7393] lr: 1.0000e-04 eta: 8:07:30 time: 0.8844 data_time: 0.0055 memory: 29182 grad_norm: 41.5361 loss: 9.2850 loss_cls: 0.1841 loss_bbox: 0.1498 loss_iou: 0.3458 d0.loss_cls: 0.2317 d0.loss_bbox: 0.1622 d0.loss_iou: 0.3734 d1.loss_cls: 0.2049 d1.loss_bbox: 0.1529 d1.loss_iou: 0.3517 d2.loss_cls: 0.1901 d2.loss_bbox: 0.1544 d2.loss_iou: 0.3480 d3.loss_cls: 0.1875 d3.loss_bbox: 0.1512 d3.loss_iou: 0.3461 d4.loss_cls: 0.1858 d4.loss_bbox: 0.1499 d4.loss_iou: 0.3462 enc_loss_cls: 0.2291 enc_loss_bbox: 0.1843 enc_loss_iou: 0.4024 dn_loss_cls: 0.0317 dn_loss_bbox: 0.2706 dn_loss_iou: 0.3391 d0.dn_loss_cls: 0.0622 d0.dn_loss_bbox: 0.4118 d0.dn_loss_iou: 0.4730 d1.dn_loss_cls: 0.0424 d1.dn_loss_bbox: 0.3006 d1.dn_loss_iou: 0.3726 d2.dn_loss_cls: 0.0351 d2.dn_loss_bbox: 0.2773 d2.dn_loss_iou: 0.3481 d3.dn_loss_cls: 0.0328 d3.dn_loss_bbox: 0.2723 d3.dn_loss_iou: 0.3414 d4.dn_loss_cls: 0.0325 d4.dn_loss_bbox: 0.2707 d4.dn_loss_iou: 0.3393 2023/02/28 21:04:38 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 21:04:38 - mmengine - INFO - Epoch(train) [8][3250/7393] lr: 1.0000e-04 eta: 8:06:47 time: 0.8734 data_time: 0.0054 memory: 32500 grad_norm: 36.4476 loss: 9.3826 loss_cls: 0.2028 loss_bbox: 0.1443 loss_iou: 0.3577 d0.loss_cls: 0.2577 d0.loss_bbox: 0.1457 d0.loss_iou: 0.3778 d1.loss_cls: 0.2245 d1.loss_bbox: 0.1416 d1.loss_iou: 0.3632 d2.loss_cls: 0.2185 d2.loss_bbox: 0.1378 d2.loss_iou: 0.3579 d3.loss_cls: 0.2079 d3.loss_bbox: 0.1419 d3.loss_iou: 0.3599 d4.loss_cls: 0.2020 d4.loss_bbox: 0.1463 d4.loss_iou: 0.3625 enc_loss_cls: 0.2541 enc_loss_bbox: 0.1844 enc_loss_iou: 0.4207 dn_loss_cls: 0.0275 dn_loss_bbox: 0.2449 dn_loss_iou: 0.3603 d0.dn_loss_cls: 0.0606 d0.dn_loss_bbox: 0.3612 d0.dn_loss_iou: 0.4949 d1.dn_loss_cls: 0.0362 d1.dn_loss_bbox: 0.2722 d1.dn_loss_iou: 0.3930 d2.dn_loss_cls: 0.0310 d2.dn_loss_bbox: 0.2503 d2.dn_loss_iou: 0.3698 d3.dn_loss_cls: 0.0288 d3.dn_loss_bbox: 0.2466 d3.dn_loss_iou: 0.3625 d4.dn_loss_cls: 0.0279 d4.dn_loss_bbox: 0.2449 d4.dn_loss_iou: 0.3606 2023/02/28 21:05:22 - mmengine - INFO - Epoch(train) [8][3300/7393] lr: 1.0000e-04 eta: 8:06:04 time: 0.8675 data_time: 0.0055 memory: 28643 grad_norm: 36.0087 loss: 10.1246 loss_cls: 0.2141 loss_bbox: 0.1835 loss_iou: 0.4051 d0.loss_cls: 0.2648 d0.loss_bbox: 0.1911 d0.loss_iou: 0.4298 d1.loss_cls: 0.2374 d1.loss_bbox: 0.1895 d1.loss_iou: 0.4104 d2.loss_cls: 0.2193 d2.loss_bbox: 0.1856 d2.loss_iou: 0.4078 d3.loss_cls: 0.2128 d3.loss_bbox: 0.1859 d3.loss_iou: 0.4090 d4.loss_cls: 0.2121 d4.loss_bbox: 0.1845 d4.loss_iou: 0.4082 enc_loss_cls: 0.2586 enc_loss_bbox: 0.2276 enc_loss_iou: 0.4808 dn_loss_cls: 0.0286 dn_loss_bbox: 0.2650 dn_loss_iou: 0.3448 d0.dn_loss_cls: 0.0616 d0.dn_loss_bbox: 0.3815 d0.dn_loss_iou: 0.4721 d1.dn_loss_cls: 0.0392 d1.dn_loss_bbox: 0.2922 d1.dn_loss_iou: 0.3765 d2.dn_loss_cls: 0.0329 d2.dn_loss_bbox: 0.2734 d2.dn_loss_iou: 0.3541 d3.dn_loss_cls: 0.0307 d3.dn_loss_bbox: 0.2672 d3.dn_loss_iou: 0.3476 d4.dn_loss_cls: 0.0290 d4.dn_loss_bbox: 0.2653 d4.dn_loss_iou: 0.3451 2023/02/28 21:06:05 - mmengine - INFO - Epoch(train) [8][3350/7393] lr: 1.0000e-04 eta: 8:05:21 time: 0.8645 data_time: 0.0055 memory: 26767 grad_norm: 34.2988 loss: 8.9129 loss_cls: 0.1876 loss_bbox: 0.1591 loss_iou: 0.3133 d0.loss_cls: 0.2431 d0.loss_bbox: 0.1649 d0.loss_iou: 0.3271 d1.loss_cls: 0.2056 d1.loss_bbox: 0.1687 d1.loss_iou: 0.3203 d2.loss_cls: 0.1974 d2.loss_bbox: 0.1634 d2.loss_iou: 0.3163 d3.loss_cls: 0.1930 d3.loss_bbox: 0.1613 d3.loss_iou: 0.3120 d4.loss_cls: 0.1880 d4.loss_bbox: 0.1609 d4.loss_iou: 0.3134 enc_loss_cls: 0.2391 enc_loss_bbox: 0.1885 enc_loss_iou: 0.3681 dn_loss_cls: 0.0234 dn_loss_bbox: 0.2559 dn_loss_iou: 0.3294 d0.dn_loss_cls: 0.0543 d0.dn_loss_bbox: 0.3807 d0.dn_loss_iou: 0.4592 d1.dn_loss_cls: 0.0319 d1.dn_loss_bbox: 0.2840 d1.dn_loss_iou: 0.3605 d2.dn_loss_cls: 0.0259 d2.dn_loss_bbox: 0.2600 d2.dn_loss_iou: 0.3364 d3.dn_loss_cls: 0.0240 d3.dn_loss_bbox: 0.2567 d3.dn_loss_iou: 0.3311 d4.dn_loss_cls: 0.0231 d4.dn_loss_bbox: 0.2556 d4.dn_loss_iou: 0.3296 2023/02/28 21:06:48 - mmengine - INFO - Epoch(train) [8][3400/7393] lr: 1.0000e-04 eta: 8:04:37 time: 0.8600 data_time: 0.0055 memory: 29182 grad_norm: 45.6447 loss: 9.2083 loss_cls: 0.1770 loss_bbox: 0.1602 loss_iou: 0.3586 d0.loss_cls: 0.2301 d0.loss_bbox: 0.1680 d0.loss_iou: 0.3663 d1.loss_cls: 0.2012 d1.loss_bbox: 0.1619 d1.loss_iou: 0.3625 d2.loss_cls: 0.1894 d2.loss_bbox: 0.1581 d2.loss_iou: 0.3551 d3.loss_cls: 0.1798 d3.loss_bbox: 0.1622 d3.loss_iou: 0.3596 d4.loss_cls: 0.1768 d4.loss_bbox: 0.1623 d4.loss_iou: 0.3581 enc_loss_cls: 0.2308 enc_loss_bbox: 0.1886 enc_loss_iou: 0.4069 dn_loss_cls: 0.0247 dn_loss_bbox: 0.2481 dn_loss_iou: 0.3467 d0.dn_loss_cls: 0.0568 d0.dn_loss_bbox: 0.3691 d0.dn_loss_iou: 0.4742 d1.dn_loss_cls: 0.0334 d1.dn_loss_bbox: 0.2790 d1.dn_loss_iou: 0.3801 d2.dn_loss_cls: 0.0280 d2.dn_loss_bbox: 0.2545 d2.dn_loss_iou: 0.3560 d3.dn_loss_cls: 0.0260 d3.dn_loss_bbox: 0.2498 d3.dn_loss_iou: 0.3487 d4.dn_loss_cls: 0.0249 d4.dn_loss_bbox: 0.2480 d4.dn_loss_iou: 0.3468 2023/02/28 21:07:32 - mmengine - INFO - Epoch(train) [8][3450/7393] lr: 1.0000e-04 eta: 8:03:54 time: 0.8794 data_time: 0.0055 memory: 28070 grad_norm: 33.2644 loss: 10.2248 loss_cls: 0.2204 loss_bbox: 0.1666 loss_iou: 0.4342 d0.loss_cls: 0.2785 d0.loss_bbox: 0.1741 d0.loss_iou: 0.4548 d1.loss_cls: 0.2488 d1.loss_bbox: 0.1689 d1.loss_iou: 0.4449 d2.loss_cls: 0.2360 d2.loss_bbox: 0.1641 d2.loss_iou: 0.4345 d3.loss_cls: 0.2286 d3.loss_bbox: 0.1659 d3.loss_iou: 0.4355 d4.loss_cls: 0.2243 d4.loss_bbox: 0.1651 d4.loss_iou: 0.4317 enc_loss_cls: 0.2743 enc_loss_bbox: 0.2006 enc_loss_iou: 0.4957 dn_loss_cls: 0.0302 dn_loss_bbox: 0.2286 dn_loss_iou: 0.3797 d0.dn_loss_cls: 0.0624 d0.dn_loss_bbox: 0.3355 d0.dn_loss_iou: 0.5059 d1.dn_loss_cls: 0.0403 d1.dn_loss_bbox: 0.2523 d1.dn_loss_iou: 0.4104 d2.dn_loss_cls: 0.0337 d2.dn_loss_bbox: 0.2331 d2.dn_loss_iou: 0.3860 d3.dn_loss_cls: 0.0313 d3.dn_loss_bbox: 0.2295 d3.dn_loss_iou: 0.3806 d4.dn_loss_cls: 0.0293 d4.dn_loss_bbox: 0.2287 d4.dn_loss_iou: 0.3797 2023/02/28 21:08:15 - mmengine - INFO - Epoch(train) [8][3500/7393] lr: 1.0000e-04 eta: 8:03:11 time: 0.8626 data_time: 0.0057 memory: 27689 grad_norm: 34.6173 loss: 9.0771 loss_cls: 0.1920 loss_bbox: 0.1610 loss_iou: 0.3621 d0.loss_cls: 0.2519 d0.loss_bbox: 0.1631 d0.loss_iou: 0.3735 d1.loss_cls: 0.2125 d1.loss_bbox: 0.1651 d1.loss_iou: 0.3671 d2.loss_cls: 0.2017 d2.loss_bbox: 0.1620 d2.loss_iou: 0.3603 d3.loss_cls: 0.1968 d3.loss_bbox: 0.1605 d3.loss_iou: 0.3589 d4.loss_cls: 0.1932 d4.loss_bbox: 0.1611 d4.loss_iou: 0.3617 enc_loss_cls: 0.2448 enc_loss_bbox: 0.1901 enc_loss_iou: 0.4259 dn_loss_cls: 0.0254 dn_loss_bbox: 0.2220 dn_loss_iou: 0.3280 d0.dn_loss_cls: 0.0552 d0.dn_loss_bbox: 0.3371 d0.dn_loss_iou: 0.4568 d1.dn_loss_cls: 0.0342 d1.dn_loss_bbox: 0.2488 d1.dn_loss_iou: 0.3585 d2.dn_loss_cls: 0.0284 d2.dn_loss_bbox: 0.2277 d2.dn_loss_iou: 0.3355 d3.dn_loss_cls: 0.0263 d3.dn_loss_bbox: 0.2226 d3.dn_loss_iou: 0.3296 d4.dn_loss_cls: 0.0251 d4.dn_loss_bbox: 0.2221 d4.dn_loss_iou: 0.3283 2023/02/28 21:09:00 - mmengine - INFO - Epoch(train) [8][3550/7393] lr: 1.0000e-04 eta: 8:02:28 time: 0.8911 data_time: 0.0055 memory: 26903 grad_norm: 48.0509 loss: 9.5864 loss_cls: 0.1911 loss_bbox: 0.1579 loss_iou: 0.3867 d0.loss_cls: 0.2455 d0.loss_bbox: 0.1650 d0.loss_iou: 0.3961 d1.loss_cls: 0.2128 d1.loss_bbox: 0.1635 d1.loss_iou: 0.3940 d2.loss_cls: 0.1995 d2.loss_bbox: 0.1587 d2.loss_iou: 0.3928 d3.loss_cls: 0.1895 d3.loss_bbox: 0.1598 d3.loss_iou: 0.3938 d4.loss_cls: 0.1897 d4.loss_bbox: 0.1588 d4.loss_iou: 0.3895 enc_loss_cls: 0.2369 enc_loss_bbox: 0.1938 enc_loss_iou: 0.4478 dn_loss_cls: 0.0254 dn_loss_bbox: 0.2619 dn_loss_iou: 0.3386 d0.dn_loss_cls: 0.0581 d0.dn_loss_bbox: 0.4038 d0.dn_loss_iou: 0.4741 d1.dn_loss_cls: 0.0358 d1.dn_loss_bbox: 0.2951 d1.dn_loss_iou: 0.3706 d2.dn_loss_cls: 0.0291 d2.dn_loss_bbox: 0.2676 d2.dn_loss_iou: 0.3465 d3.dn_loss_cls: 0.0273 d3.dn_loss_bbox: 0.2628 d3.dn_loss_iou: 0.3406 d4.dn_loss_cls: 0.0256 d4.dn_loss_bbox: 0.2617 d4.dn_loss_iou: 0.3388 2023/02/28 21:09:43 - mmengine - INFO - Epoch(train) [8][3600/7393] lr: 1.0000e-04 eta: 8:01:45 time: 0.8686 data_time: 0.0055 memory: 26735 grad_norm: 34.4849 loss: 8.7915 loss_cls: 0.1892 loss_bbox: 0.1372 loss_iou: 0.3360 d0.loss_cls: 0.2321 d0.loss_bbox: 0.1479 d0.loss_iou: 0.3548 d1.loss_cls: 0.2116 d1.loss_bbox: 0.1394 d1.loss_iou: 0.3408 d2.loss_cls: 0.1976 d2.loss_bbox: 0.1372 d2.loss_iou: 0.3357 d3.loss_cls: 0.1931 d3.loss_bbox: 0.1375 d3.loss_iou: 0.3343 d4.loss_cls: 0.1914 d4.loss_bbox: 0.1366 d4.loss_iou: 0.3337 enc_loss_cls: 0.2339 enc_loss_bbox: 0.1680 enc_loss_iou: 0.3886 dn_loss_cls: 0.0335 dn_loss_bbox: 0.2304 dn_loss_iou: 0.3277 d0.dn_loss_cls: 0.0631 d0.dn_loss_bbox: 0.3569 d0.dn_loss_iou: 0.4528 d1.dn_loss_cls: 0.0419 d1.dn_loss_bbox: 0.2597 d1.dn_loss_iou: 0.3579 d2.dn_loss_cls: 0.0351 d2.dn_loss_bbox: 0.2360 d2.dn_loss_iou: 0.3349 d3.dn_loss_cls: 0.0344 d3.dn_loss_bbox: 0.2307 d3.dn_loss_iou: 0.3287 d4.dn_loss_cls: 0.0336 d4.dn_loss_bbox: 0.2300 d4.dn_loss_iou: 0.3277 2023/02/28 21:10:26 - mmengine - INFO - Epoch(train) [8][3650/7393] lr: 1.0000e-04 eta: 8:01:01 time: 0.8567 data_time: 0.0055 memory: 26980 grad_norm: 36.0917 loss: 9.8949 loss_cls: 0.2233 loss_bbox: 0.1616 loss_iou: 0.3686 d0.loss_cls: 0.2840 d0.loss_bbox: 0.1677 d0.loss_iou: 0.3792 d1.loss_cls: 0.2530 d1.loss_bbox: 0.1628 d1.loss_iou: 0.3723 d2.loss_cls: 0.2365 d2.loss_bbox: 0.1618 d2.loss_iou: 0.3691 d3.loss_cls: 0.2300 d3.loss_bbox: 0.1626 d3.loss_iou: 0.3672 d4.loss_cls: 0.2252 d4.loss_bbox: 0.1620 d4.loss_iou: 0.3691 enc_loss_cls: 0.2784 enc_loss_bbox: 0.1894 enc_loss_iou: 0.4283 dn_loss_cls: 0.0334 dn_loss_bbox: 0.2582 dn_loss_iou: 0.3738 d0.dn_loss_cls: 0.0644 d0.dn_loss_bbox: 0.3682 d0.dn_loss_iou: 0.4995 d1.dn_loss_cls: 0.0413 d1.dn_loss_bbox: 0.2859 d1.dn_loss_iou: 0.4025 d2.dn_loss_cls: 0.0354 d2.dn_loss_bbox: 0.2652 d2.dn_loss_iou: 0.3820 d3.dn_loss_cls: 0.0335 d3.dn_loss_bbox: 0.2592 d3.dn_loss_iou: 0.3751 d4.dn_loss_cls: 0.0331 d4.dn_loss_bbox: 0.2582 d4.dn_loss_iou: 0.3740 2023/02/28 21:11:09 - mmengine - INFO - Epoch(train) [8][3700/7393] lr: 1.0000e-04 eta: 8:00:18 time: 0.8658 data_time: 0.0054 memory: 26789 grad_norm: 38.8458 loss: 10.8863 loss_cls: 0.2392 loss_bbox: 0.1951 loss_iou: 0.4524 d0.loss_cls: 0.2953 d0.loss_bbox: 0.1930 d0.loss_iou: 0.4716 d1.loss_cls: 0.2638 d1.loss_bbox: 0.1928 d1.loss_iou: 0.4549 d2.loss_cls: 0.2531 d2.loss_bbox: 0.1878 d2.loss_iou: 0.4496 d3.loss_cls: 0.2470 d3.loss_bbox: 0.1917 d3.loss_iou: 0.4499 d4.loss_cls: 0.2399 d4.loss_bbox: 0.1969 d4.loss_iou: 0.4519 enc_loss_cls: 0.2979 enc_loss_bbox: 0.2252 enc_loss_iou: 0.5202 dn_loss_cls: 0.0343 dn_loss_bbox: 0.2785 dn_loss_iou: 0.3714 d0.dn_loss_cls: 0.0619 d0.dn_loss_bbox: 0.3828 d0.dn_loss_iou: 0.4897 d1.dn_loss_cls: 0.0420 d1.dn_loss_bbox: 0.2952 d1.dn_loss_iou: 0.3962 d2.dn_loss_cls: 0.0368 d2.dn_loss_bbox: 0.2802 d2.dn_loss_iou: 0.3777 d3.dn_loss_cls: 0.0347 d3.dn_loss_bbox: 0.2786 d3.dn_loss_iou: 0.3727 d4.dn_loss_cls: 0.0344 d4.dn_loss_bbox: 0.2786 d4.dn_loss_iou: 0.3717 2023/02/28 21:11:53 - mmengine - INFO - Epoch(train) [8][3750/7393] lr: 1.0000e-04 eta: 7:59:35 time: 0.8682 data_time: 0.0056 memory: 28099 grad_norm: 37.5331 loss: 8.6768 loss_cls: 0.1995 loss_bbox: 0.1438 loss_iou: 0.3498 d0.loss_cls: 0.2498 d0.loss_bbox: 0.1494 d0.loss_iou: 0.3631 d1.loss_cls: 0.2214 d1.loss_bbox: 0.1463 d1.loss_iou: 0.3562 d2.loss_cls: 0.2086 d2.loss_bbox: 0.1466 d2.loss_iou: 0.3538 d3.loss_cls: 0.2065 d3.loss_bbox: 0.1418 d3.loss_iou: 0.3503 d4.loss_cls: 0.2034 d4.loss_bbox: 0.1421 d4.loss_iou: 0.3486 enc_loss_cls: 0.2371 enc_loss_bbox: 0.1705 enc_loss_iou: 0.4097 dn_loss_cls: 0.0230 dn_loss_bbox: 0.2034 dn_loss_iou: 0.3179 d0.dn_loss_cls: 0.0541 d0.dn_loss_bbox: 0.2938 d0.dn_loss_iou: 0.4386 d1.dn_loss_cls: 0.0316 d1.dn_loss_bbox: 0.2218 d1.dn_loss_iou: 0.3448 d2.dn_loss_cls: 0.0268 d2.dn_loss_bbox: 0.2058 d2.dn_loss_iou: 0.3253 d3.dn_loss_cls: 0.0241 d3.dn_loss_bbox: 0.2035 d3.dn_loss_iou: 0.3190 d4.dn_loss_cls: 0.0234 d4.dn_loss_bbox: 0.2035 d4.dn_loss_iou: 0.3182 2023/02/28 21:12:36 - mmengine - INFO - Epoch(train) [8][3800/7393] lr: 1.0000e-04 eta: 7:58:51 time: 0.8652 data_time: 0.0056 memory: 27157 grad_norm: 38.2222 loss: 8.9387 loss_cls: 0.1716 loss_bbox: 0.1618 loss_iou: 0.3333 d0.loss_cls: 0.2329 d0.loss_bbox: 0.1669 d0.loss_iou: 0.3429 d1.loss_cls: 0.2035 d1.loss_bbox: 0.1647 d1.loss_iou: 0.3350 d2.loss_cls: 0.1869 d2.loss_bbox: 0.1608 d2.loss_iou: 0.3334 d3.loss_cls: 0.1785 d3.loss_bbox: 0.1598 d3.loss_iou: 0.3324 d4.loss_cls: 0.1720 d4.loss_bbox: 0.1618 d4.loss_iou: 0.3344 enc_loss_cls: 0.2269 enc_loss_bbox: 0.1953 enc_loss_iou: 0.3902 dn_loss_cls: 0.0263 dn_loss_bbox: 0.2473 dn_loss_iou: 0.3270 d0.dn_loss_cls: 0.0576 d0.dn_loss_bbox: 0.3774 d0.dn_loss_iou: 0.4560 d1.dn_loss_cls: 0.0359 d1.dn_loss_bbox: 0.2780 d1.dn_loss_iou: 0.3601 d2.dn_loss_cls: 0.0300 d2.dn_loss_bbox: 0.2549 d2.dn_loss_iou: 0.3368 d3.dn_loss_cls: 0.0282 d3.dn_loss_bbox: 0.2483 d3.dn_loss_iou: 0.3294 d4.dn_loss_cls: 0.0261 d4.dn_loss_bbox: 0.2473 d4.dn_loss_iou: 0.3271 2023/02/28 21:13:20 - mmengine - INFO - Epoch(train) [8][3850/7393] lr: 1.0000e-04 eta: 7:58:09 time: 0.8830 data_time: 0.0054 memory: 26632 grad_norm: 37.7426 loss: 8.4243 loss_cls: 0.1634 loss_bbox: 0.1335 loss_iou: 0.3334 d0.loss_cls: 0.2129 d0.loss_bbox: 0.1362 d0.loss_iou: 0.3494 d1.loss_cls: 0.1820 d1.loss_bbox: 0.1355 d1.loss_iou: 0.3337 d2.loss_cls: 0.1677 d2.loss_bbox: 0.1340 d2.loss_iou: 0.3347 d3.loss_cls: 0.1666 d3.loss_bbox: 0.1325 d3.loss_iou: 0.3304 d4.loss_cls: 0.1621 d4.loss_bbox: 0.1337 d4.loss_iou: 0.3364 enc_loss_cls: 0.2080 enc_loss_bbox: 0.1595 enc_loss_iou: 0.3902 dn_loss_cls: 0.0242 dn_loss_bbox: 0.2144 dn_loss_iou: 0.3280 d0.dn_loss_cls: 0.0573 d0.dn_loss_bbox: 0.3414 d0.dn_loss_iou: 0.4655 d1.dn_loss_cls: 0.0328 d1.dn_loss_bbox: 0.2479 d1.dn_loss_iou: 0.3580 d2.dn_loss_cls: 0.0272 d2.dn_loss_bbox: 0.2207 d2.dn_loss_iou: 0.3358 d3.dn_loss_cls: 0.0248 d3.dn_loss_bbox: 0.2153 d3.dn_loss_iou: 0.3291 d4.dn_loss_cls: 0.0239 d4.dn_loss_bbox: 0.2145 d4.dn_loss_iou: 0.3279 2023/02/28 21:14:03 - mmengine - INFO - Epoch(train) [8][3900/7393] lr: 1.0000e-04 eta: 7:57:25 time: 0.8615 data_time: 0.0058 memory: 27184 grad_norm: 30.9343 loss: 10.2812 loss_cls: 0.2339 loss_bbox: 0.1876 loss_iou: 0.3669 d0.loss_cls: 0.2915 d0.loss_bbox: 0.1973 d0.loss_iou: 0.3844 d1.loss_cls: 0.2635 d1.loss_bbox: 0.1902 d1.loss_iou: 0.3701 d2.loss_cls: 0.2434 d2.loss_bbox: 0.1888 d2.loss_iou: 0.3686 d3.loss_cls: 0.2381 d3.loss_bbox: 0.1890 d3.loss_iou: 0.3669 d4.loss_cls: 0.2367 d4.loss_bbox: 0.1865 d4.loss_iou: 0.3675 enc_loss_cls: 0.2821 enc_loss_bbox: 0.2280 enc_loss_iou: 0.4360 dn_loss_cls: 0.0280 dn_loss_bbox: 0.2919 dn_loss_iou: 0.3604 d0.dn_loss_cls: 0.0625 d0.dn_loss_bbox: 0.4211 d0.dn_loss_iou: 0.4911 d1.dn_loss_cls: 0.0382 d1.dn_loss_bbox: 0.3198 d1.dn_loss_iou: 0.3908 d2.dn_loss_cls: 0.0317 d2.dn_loss_bbox: 0.2955 d2.dn_loss_iou: 0.3674 d3.dn_loss_cls: 0.0300 d3.dn_loss_bbox: 0.2925 d3.dn_loss_iou: 0.3624 d4.dn_loss_cls: 0.0284 d4.dn_loss_bbox: 0.2920 d4.dn_loss_iou: 0.3606 2023/02/28 21:14:46 - mmengine - INFO - Epoch(train) [8][3950/7393] lr: 1.0000e-04 eta: 7:56:41 time: 0.8572 data_time: 0.0056 memory: 28536 grad_norm: 47.2720 loss: 9.5605 loss_cls: 0.2009 loss_bbox: 0.1468 loss_iou: 0.3412 d0.loss_cls: 0.2536 d0.loss_bbox: 0.1558 d0.loss_iou: 0.3574 d1.loss_cls: 0.2205 d1.loss_bbox: 0.1514 d1.loss_iou: 0.3507 d2.loss_cls: 0.2066 d2.loss_bbox: 0.1494 d2.loss_iou: 0.3447 d3.loss_cls: 0.2016 d3.loss_bbox: 0.1479 d3.loss_iou: 0.3444 d4.loss_cls: 0.2004 d4.loss_bbox: 0.1486 d4.loss_iou: 0.3442 enc_loss_cls: 0.2472 enc_loss_bbox: 0.1826 enc_loss_iou: 0.4109 dn_loss_cls: 0.0288 dn_loss_bbox: 0.2647 dn_loss_iou: 0.3772 d0.dn_loss_cls: 0.0674 d0.dn_loss_bbox: 0.4054 d0.dn_loss_iou: 0.5168 d1.dn_loss_cls: 0.0417 d1.dn_loss_bbox: 0.3014 d1.dn_loss_iou: 0.4110 d2.dn_loss_cls: 0.0337 d2.dn_loss_bbox: 0.2715 d2.dn_loss_iou: 0.3869 d3.dn_loss_cls: 0.0309 d3.dn_loss_bbox: 0.2656 d3.dn_loss_iou: 0.3790 d4.dn_loss_cls: 0.0291 d4.dn_loss_bbox: 0.2648 d4.dn_loss_iou: 0.3775 2023/02/28 21:15:29 - mmengine - INFO - Epoch(train) [8][4000/7393] lr: 1.0000e-04 eta: 7:55:58 time: 0.8580 data_time: 0.0055 memory: 30038 grad_norm: 36.0112 loss: 10.2014 loss_cls: 0.2177 loss_bbox: 0.1715 loss_iou: 0.3842 d0.loss_cls: 0.2821 d0.loss_bbox: 0.1824 d0.loss_iou: 0.4020 d1.loss_cls: 0.2521 d1.loss_bbox: 0.1765 d1.loss_iou: 0.3932 d2.loss_cls: 0.2372 d2.loss_bbox: 0.1690 d2.loss_iou: 0.3849 d3.loss_cls: 0.2242 d3.loss_bbox: 0.1697 d3.loss_iou: 0.3830 d4.loss_cls: 0.2190 d4.loss_bbox: 0.1721 d4.loss_iou: 0.3828 enc_loss_cls: 0.2731 enc_loss_bbox: 0.2169 enc_loss_iou: 0.4650 dn_loss_cls: 0.0279 dn_loss_bbox: 0.2635 dn_loss_iou: 0.3815 d0.dn_loss_cls: 0.0623 d0.dn_loss_bbox: 0.3873 d0.dn_loss_iou: 0.5188 d1.dn_loss_cls: 0.0386 d1.dn_loss_bbox: 0.2958 d1.dn_loss_iou: 0.4176 d2.dn_loss_cls: 0.0326 d2.dn_loss_bbox: 0.2727 d2.dn_loss_iou: 0.3919 d3.dn_loss_cls: 0.0297 d3.dn_loss_bbox: 0.2656 d3.dn_loss_iou: 0.3838 d4.dn_loss_cls: 0.0285 d4.dn_loss_bbox: 0.2634 d4.dn_loss_iou: 0.3815 2023/02/28 21:16:12 - mmengine - INFO - Epoch(train) [8][4050/7393] lr: 1.0000e-04 eta: 7:55:14 time: 0.8594 data_time: 0.0054 memory: 26083 grad_norm: 32.1202 loss: 9.8108 loss_cls: 0.2021 loss_bbox: 0.1472 loss_iou: 0.3673 d0.loss_cls: 0.2467 d0.loss_bbox: 0.1599 d0.loss_iou: 0.3915 d1.loss_cls: 0.2210 d1.loss_bbox: 0.1568 d1.loss_iou: 0.3768 d2.loss_cls: 0.2094 d2.loss_bbox: 0.1510 d2.loss_iou: 0.3707 d3.loss_cls: 0.2045 d3.loss_bbox: 0.1497 d3.loss_iou: 0.3726 d4.loss_cls: 0.2018 d4.loss_bbox: 0.1482 d4.loss_iou: 0.3700 enc_loss_cls: 0.2494 enc_loss_bbox: 0.1793 enc_loss_iou: 0.4200 dn_loss_cls: 0.0300 dn_loss_bbox: 0.2909 dn_loss_iou: 0.3676 d0.dn_loss_cls: 0.0645 d0.dn_loss_bbox: 0.4155 d0.dn_loss_iou: 0.4989 d1.dn_loss_cls: 0.0414 d1.dn_loss_bbox: 0.3190 d1.dn_loss_iou: 0.4000 d2.dn_loss_cls: 0.0348 d2.dn_loss_bbox: 0.2950 d2.dn_loss_iou: 0.3751 d3.dn_loss_cls: 0.0323 d3.dn_loss_bbox: 0.2913 d3.dn_loss_iou: 0.3692 d4.dn_loss_cls: 0.0303 d4.dn_loss_bbox: 0.2911 d4.dn_loss_iou: 0.3680 2023/02/28 21:16:56 - mmengine - INFO - Epoch(train) [8][4100/7393] lr: 1.0000e-04 eta: 7:54:32 time: 0.8834 data_time: 0.0055 memory: 27446 grad_norm: 34.9915 loss: 8.9375 loss_cls: 0.2008 loss_bbox: 0.1538 loss_iou: 0.3377 d0.loss_cls: 0.2505 d0.loss_bbox: 0.1572 d0.loss_iou: 0.3480 d1.loss_cls: 0.2207 d1.loss_bbox: 0.1559 d1.loss_iou: 0.3429 d2.loss_cls: 0.2110 d2.loss_bbox: 0.1534 d2.loss_iou: 0.3344 d3.loss_cls: 0.2036 d3.loss_bbox: 0.1535 d3.loss_iou: 0.3389 d4.loss_cls: 0.2026 d4.loss_bbox: 0.1526 d4.loss_iou: 0.3371 enc_loss_cls: 0.2433 enc_loss_bbox: 0.1902 enc_loss_iou: 0.4011 dn_loss_cls: 0.0241 dn_loss_bbox: 0.2384 dn_loss_iou: 0.3181 d0.dn_loss_cls: 0.0546 d0.dn_loss_bbox: 0.3596 d0.dn_loss_iou: 0.4425 d1.dn_loss_cls: 0.0337 d1.dn_loss_bbox: 0.2658 d1.dn_loss_iou: 0.3468 d2.dn_loss_cls: 0.0279 d2.dn_loss_bbox: 0.2444 d2.dn_loss_iou: 0.3266 d3.dn_loss_cls: 0.0257 d3.dn_loss_bbox: 0.2391 d3.dn_loss_iou: 0.3198 d4.dn_loss_cls: 0.0244 d4.dn_loss_bbox: 0.2386 d4.dn_loss_iou: 0.3185 2023/02/28 21:17:39 - mmengine - INFO - Epoch(train) [8][4150/7393] lr: 1.0000e-04 eta: 7:53:48 time: 0.8535 data_time: 0.0055 memory: 30616 grad_norm: 34.3182 loss: 10.0719 loss_cls: 0.2239 loss_bbox: 0.1645 loss_iou: 0.3955 d0.loss_cls: 0.2934 d0.loss_bbox: 0.1714 d0.loss_iou: 0.4126 d1.loss_cls: 0.2581 d1.loss_bbox: 0.1685 d1.loss_iou: 0.3975 d2.loss_cls: 0.2391 d2.loss_bbox: 0.1629 d2.loss_iou: 0.3943 d3.loss_cls: 0.2262 d3.loss_bbox: 0.1660 d3.loss_iou: 0.3960 d4.loss_cls: 0.2242 d4.loss_bbox: 0.1650 d4.loss_iou: 0.3966 enc_loss_cls: 0.2867 enc_loss_bbox: 0.2033 enc_loss_iou: 0.4610 dn_loss_cls: 0.0321 dn_loss_bbox: 0.2425 dn_loss_iou: 0.3642 d0.dn_loss_cls: 0.0683 d0.dn_loss_bbox: 0.3806 d0.dn_loss_iou: 0.5055 d1.dn_loss_cls: 0.0440 d1.dn_loss_bbox: 0.2791 d1.dn_loss_iou: 0.4024 d2.dn_loss_cls: 0.0371 d2.dn_loss_bbox: 0.2515 d2.dn_loss_iou: 0.3735 d3.dn_loss_cls: 0.0346 d3.dn_loss_bbox: 0.2441 d3.dn_loss_iou: 0.3660 d4.dn_loss_cls: 0.0323 d4.dn_loss_bbox: 0.2428 d4.dn_loss_iou: 0.3645 2023/02/28 21:18:22 - mmengine - INFO - Epoch(train) [8][4200/7393] lr: 1.0000e-04 eta: 7:53:04 time: 0.8583 data_time: 0.0055 memory: 27184 grad_norm: 34.7263 loss: 9.5395 loss_cls: 0.2086 loss_bbox: 0.1606 loss_iou: 0.3574 d0.loss_cls: 0.2535 d0.loss_bbox: 0.1733 d0.loss_iou: 0.3734 d1.loss_cls: 0.2307 d1.loss_bbox: 0.1649 d1.loss_iou: 0.3611 d2.loss_cls: 0.2159 d2.loss_bbox: 0.1613 d2.loss_iou: 0.3600 d3.loss_cls: 0.2114 d3.loss_bbox: 0.1625 d3.loss_iou: 0.3575 d4.loss_cls: 0.2087 d4.loss_bbox: 0.1619 d4.loss_iou: 0.3572 enc_loss_cls: 0.2472 enc_loss_bbox: 0.1985 enc_loss_iou: 0.4125 dn_loss_cls: 0.0260 dn_loss_bbox: 0.2701 dn_loss_iou: 0.3435 d0.dn_loss_cls: 0.0581 d0.dn_loss_bbox: 0.3929 d0.dn_loss_iou: 0.4702 d1.dn_loss_cls: 0.0355 d1.dn_loss_bbox: 0.2981 d1.dn_loss_iou: 0.3710 d2.dn_loss_cls: 0.0297 d2.dn_loss_bbox: 0.2751 d2.dn_loss_iou: 0.3490 d3.dn_loss_cls: 0.0270 d3.dn_loss_bbox: 0.2708 d3.dn_loss_iou: 0.3444 d4.dn_loss_cls: 0.0262 d4.dn_loss_bbox: 0.2701 d4.dn_loss_iou: 0.3436 2023/02/28 21:19:04 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 21:19:05 - mmengine - INFO - Epoch(train) [8][4250/7393] lr: 1.0000e-04 eta: 7:52:21 time: 0.8718 data_time: 0.0055 memory: 26735 grad_norm: 32.9443 loss: 8.9316 loss_cls: 0.1885 loss_bbox: 0.1484 loss_iou: 0.3534 d0.loss_cls: 0.2374 d0.loss_bbox: 0.1639 d0.loss_iou: 0.3701 d1.loss_cls: 0.2091 d1.loss_bbox: 0.1519 d1.loss_iou: 0.3565 d2.loss_cls: 0.1950 d2.loss_bbox: 0.1509 d2.loss_iou: 0.3565 d3.loss_cls: 0.1905 d3.loss_bbox: 0.1485 d3.loss_iou: 0.3538 d4.loss_cls: 0.1879 d4.loss_bbox: 0.1486 d4.loss_iou: 0.3547 enc_loss_cls: 0.2340 enc_loss_bbox: 0.1795 enc_loss_iou: 0.4149 dn_loss_cls: 0.0209 dn_loss_bbox: 0.2458 dn_loss_iou: 0.3231 d0.dn_loss_cls: 0.0506 d0.dn_loss_bbox: 0.3298 d0.dn_loss_iou: 0.4358 d1.dn_loss_cls: 0.0296 d1.dn_loss_bbox: 0.2651 d1.dn_loss_iou: 0.3487 d2.dn_loss_cls: 0.0241 d2.dn_loss_bbox: 0.2500 d2.dn_loss_iou: 0.3309 d3.dn_loss_cls: 0.0217 d3.dn_loss_bbox: 0.2466 d3.dn_loss_iou: 0.3246 d4.dn_loss_cls: 0.0210 d4.dn_loss_bbox: 0.2459 d4.dn_loss_iou: 0.3234 2023/02/28 21:19:50 - mmengine - INFO - Epoch(train) [8][4300/7393] lr: 1.0000e-04 eta: 7:51:39 time: 0.9032 data_time: 0.0055 memory: 29128 grad_norm: 44.2743 loss: 8.5303 loss_cls: 0.1765 loss_bbox: 0.1559 loss_iou: 0.2909 d0.loss_cls: 0.2260 d0.loss_bbox: 0.1647 d0.loss_iou: 0.3083 d1.loss_cls: 0.1983 d1.loss_bbox: 0.1607 d1.loss_iou: 0.3005 d2.loss_cls: 0.1874 d2.loss_bbox: 0.1573 d2.loss_iou: 0.2926 d3.loss_cls: 0.1839 d3.loss_bbox: 0.1550 d3.loss_iou: 0.2917 d4.loss_cls: 0.1779 d4.loss_bbox: 0.1544 d4.loss_iou: 0.2908 enc_loss_cls: 0.2193 enc_loss_bbox: 0.1919 enc_loss_iou: 0.3502 dn_loss_cls: 0.0216 dn_loss_bbox: 0.2499 dn_loss_iou: 0.3166 d0.dn_loss_cls: 0.0528 d0.dn_loss_bbox: 0.3703 d0.dn_loss_iou: 0.4384 d1.dn_loss_cls: 0.0319 d1.dn_loss_bbox: 0.2778 d1.dn_loss_iou: 0.3463 d2.dn_loss_cls: 0.0260 d2.dn_loss_bbox: 0.2570 d2.dn_loss_iou: 0.3250 d3.dn_loss_cls: 0.0233 d3.dn_loss_bbox: 0.2512 d3.dn_loss_iou: 0.3191 d4.dn_loss_cls: 0.0220 d4.dn_loss_bbox: 0.2499 d4.dn_loss_iou: 0.3169 2023/02/28 21:20:35 - mmengine - INFO - Epoch(train) [8][4350/7393] lr: 1.0000e-04 eta: 7:50:56 time: 0.8838 data_time: 0.0056 memory: 28179 grad_norm: 33.4639 loss: 7.9279 loss_cls: 0.1513 loss_bbox: 0.1248 loss_iou: 0.2699 d0.loss_cls: 0.1927 d0.loss_bbox: 0.1332 d0.loss_iou: 0.2839 d1.loss_cls: 0.1653 d1.loss_bbox: 0.1365 d1.loss_iou: 0.2819 d2.loss_cls: 0.1575 d2.loss_bbox: 0.1268 d2.loss_iou: 0.2726 d3.loss_cls: 0.1544 d3.loss_bbox: 0.1265 d3.loss_iou: 0.2710 d4.loss_cls: 0.1512 d4.loss_bbox: 0.1246 d4.loss_iou: 0.2702 enc_loss_cls: 0.1846 enc_loss_bbox: 0.1564 enc_loss_iou: 0.3287 dn_loss_cls: 0.0241 dn_loss_bbox: 0.2359 dn_loss_iou: 0.3268 d0.dn_loss_cls: 0.0596 d0.dn_loss_bbox: 0.3323 d0.dn_loss_iou: 0.4514 d1.dn_loss_cls: 0.0351 d1.dn_loss_bbox: 0.2609 d1.dn_loss_iou: 0.3570 d2.dn_loss_cls: 0.0288 d2.dn_loss_bbox: 0.2407 d2.dn_loss_iou: 0.3339 d3.dn_loss_cls: 0.0257 d3.dn_loss_bbox: 0.2364 d3.dn_loss_iou: 0.3281 d4.dn_loss_cls: 0.0242 d4.dn_loss_bbox: 0.2360 d4.dn_loss_iou: 0.3271 2023/02/28 21:21:18 - mmengine - INFO - Epoch(train) [8][4400/7393] lr: 1.0000e-04 eta: 7:50:13 time: 0.8759 data_time: 0.0055 memory: 29024 grad_norm: 32.9478 loss: 9.4305 loss_cls: 0.2178 loss_bbox: 0.1635 loss_iou: 0.3686 d0.loss_cls: 0.2834 d0.loss_bbox: 0.1687 d0.loss_iou: 0.3882 d1.loss_cls: 0.2486 d1.loss_bbox: 0.1629 d1.loss_iou: 0.3764 d2.loss_cls: 0.2318 d2.loss_bbox: 0.1613 d2.loss_iou: 0.3725 d3.loss_cls: 0.2192 d3.loss_bbox: 0.1639 d3.loss_iou: 0.3705 d4.loss_cls: 0.2171 d4.loss_bbox: 0.1635 d4.loss_iou: 0.3709 enc_loss_cls: 0.2758 enc_loss_bbox: 0.1975 enc_loss_iou: 0.4375 dn_loss_cls: 0.0305 dn_loss_bbox: 0.2204 dn_loss_iou: 0.3328 d0.dn_loss_cls: 0.0627 d0.dn_loss_bbox: 0.3285 d0.dn_loss_iou: 0.4721 d1.dn_loss_cls: 0.0411 d1.dn_loss_bbox: 0.2439 d1.dn_loss_iou: 0.3648 d2.dn_loss_cls: 0.0349 d2.dn_loss_bbox: 0.2252 d2.dn_loss_iou: 0.3420 d3.dn_loss_cls: 0.0325 d3.dn_loss_bbox: 0.2211 d3.dn_loss_iou: 0.3344 d4.dn_loss_cls: 0.0304 d4.dn_loss_bbox: 0.2204 d4.dn_loss_iou: 0.3332 2023/02/28 21:22:02 - mmengine - INFO - Epoch(train) [8][4450/7393] lr: 1.0000e-04 eta: 7:49:30 time: 0.8802 data_time: 0.0056 memory: 26735 grad_norm: 39.1320 loss: 9.0749 loss_cls: 0.1884 loss_bbox: 0.1586 loss_iou: 0.3699 d0.loss_cls: 0.2408 d0.loss_bbox: 0.1656 d0.loss_iou: 0.3840 d1.loss_cls: 0.2106 d1.loss_bbox: 0.1621 d1.loss_iou: 0.3723 d2.loss_cls: 0.1949 d2.loss_bbox: 0.1617 d2.loss_iou: 0.3753 d3.loss_cls: 0.1922 d3.loss_bbox: 0.1559 d3.loss_iou: 0.3690 d4.loss_cls: 0.1868 d4.loss_bbox: 0.1597 d4.loss_iou: 0.3715 enc_loss_cls: 0.2365 enc_loss_bbox: 0.1898 enc_loss_iou: 0.4323 dn_loss_cls: 0.0284 dn_loss_bbox: 0.2193 dn_loss_iou: 0.3273 d0.dn_loss_cls: 0.0580 d0.dn_loss_bbox: 0.3315 d0.dn_loss_iou: 0.4514 d1.dn_loss_cls: 0.0361 d1.dn_loss_bbox: 0.2435 d1.dn_loss_iou: 0.3584 d2.dn_loss_cls: 0.0308 d2.dn_loss_bbox: 0.2246 d2.dn_loss_iou: 0.3348 d3.dn_loss_cls: 0.0286 d3.dn_loss_bbox: 0.2203 d3.dn_loss_iou: 0.3290 d4.dn_loss_cls: 0.0280 d4.dn_loss_bbox: 0.2193 d4.dn_loss_iou: 0.3276 2023/02/28 21:22:47 - mmengine - INFO - Epoch(train) [8][4500/7393] lr: 1.0000e-04 eta: 7:48:47 time: 0.8858 data_time: 0.0058 memory: 29036 grad_norm: 31.4058 loss: 8.5830 loss_cls: 0.1861 loss_bbox: 0.1486 loss_iou: 0.3291 d0.loss_cls: 0.2318 d0.loss_bbox: 0.1569 d0.loss_iou: 0.3458 d1.loss_cls: 0.2079 d1.loss_bbox: 0.1534 d1.loss_iou: 0.3336 d2.loss_cls: 0.1955 d2.loss_bbox: 0.1496 d2.loss_iou: 0.3307 d3.loss_cls: 0.1898 d3.loss_bbox: 0.1474 d3.loss_iou: 0.3320 d4.loss_cls: 0.1874 d4.loss_bbox: 0.1483 d4.loss_iou: 0.3318 enc_loss_cls: 0.2273 enc_loss_bbox: 0.1801 enc_loss_iou: 0.3846 dn_loss_cls: 0.0233 dn_loss_bbox: 0.2120 dn_loss_iou: 0.3128 d0.dn_loss_cls: 0.0562 d0.dn_loss_bbox: 0.3349 d0.dn_loss_iou: 0.4429 d1.dn_loss_cls: 0.0338 d1.dn_loss_bbox: 0.2468 d1.dn_loss_iou: 0.3483 d2.dn_loss_cls: 0.0273 d2.dn_loss_bbox: 0.2202 d2.dn_loss_iou: 0.3231 d3.dn_loss_cls: 0.0251 d3.dn_loss_bbox: 0.2135 d3.dn_loss_iou: 0.3154 d4.dn_loss_cls: 0.0238 d4.dn_loss_bbox: 0.2123 d4.dn_loss_iou: 0.3134 2023/02/28 21:23:31 - mmengine - INFO - Epoch(train) [8][4550/7393] lr: 1.0000e-04 eta: 7:48:05 time: 0.8931 data_time: 0.0055 memory: 35073 grad_norm: 30.8882 loss: 9.4691 loss_cls: 0.2146 loss_bbox: 0.1608 loss_iou: 0.4367 d0.loss_cls: 0.2748 d0.loss_bbox: 0.1637 d0.loss_iou: 0.4495 d1.loss_cls: 0.2399 d1.loss_bbox: 0.1608 d1.loss_iou: 0.4393 d2.loss_cls: 0.2269 d2.loss_bbox: 0.1586 d2.loss_iou: 0.4342 d3.loss_cls: 0.2224 d3.loss_bbox: 0.1590 d3.loss_iou: 0.4333 d4.loss_cls: 0.2161 d4.loss_bbox: 0.1610 d4.loss_iou: 0.4361 enc_loss_cls: 0.2662 enc_loss_bbox: 0.1845 enc_loss_iou: 0.5068 dn_loss_cls: 0.0290 dn_loss_bbox: 0.1684 dn_loss_iou: 0.3336 d0.dn_loss_cls: 0.0556 d0.dn_loss_bbox: 0.2705 d0.dn_loss_iou: 0.4648 d1.dn_loss_cls: 0.0358 d1.dn_loss_bbox: 0.1905 d1.dn_loss_iou: 0.3639 d2.dn_loss_cls: 0.0309 d2.dn_loss_bbox: 0.1734 d2.dn_loss_iou: 0.3423 d3.dn_loss_cls: 0.0297 d3.dn_loss_bbox: 0.1694 d3.dn_loss_iou: 0.3352 d4.dn_loss_cls: 0.0288 d4.dn_loss_bbox: 0.1685 d4.dn_loss_iou: 0.3338 2023/02/28 21:24:15 - mmengine - INFO - Epoch(train) [8][4600/7393] lr: 1.0000e-04 eta: 7:47:22 time: 0.8827 data_time: 0.0054 memory: 28463 grad_norm: 36.5188 loss: 9.3924 loss_cls: 0.2055 loss_bbox: 0.1596 loss_iou: 0.3312 d0.loss_cls: 0.2627 d0.loss_bbox: 0.1646 d0.loss_iou: 0.3520 d1.loss_cls: 0.2307 d1.loss_bbox: 0.1580 d1.loss_iou: 0.3352 d2.loss_cls: 0.2164 d2.loss_bbox: 0.1567 d2.loss_iou: 0.3329 d3.loss_cls: 0.2132 d3.loss_bbox: 0.1549 d3.loss_iou: 0.3289 d4.loss_cls: 0.2062 d4.loss_bbox: 0.1603 d4.loss_iou: 0.3311 enc_loss_cls: 0.2539 enc_loss_bbox: 0.1863 enc_loss_iou: 0.3864 dn_loss_cls: 0.0333 dn_loss_bbox: 0.2782 dn_loss_iou: 0.3348 d0.dn_loss_cls: 0.0652 d0.dn_loss_bbox: 0.4068 d0.dn_loss_iou: 0.4720 d1.dn_loss_cls: 0.0418 d1.dn_loss_bbox: 0.3066 d1.dn_loss_iou: 0.3686 d2.dn_loss_cls: 0.0370 d2.dn_loss_bbox: 0.2824 d2.dn_loss_iou: 0.3430 d3.dn_loss_cls: 0.0346 d3.dn_loss_bbox: 0.2788 d3.dn_loss_iou: 0.3361 d4.dn_loss_cls: 0.0330 d4.dn_loss_bbox: 0.2785 d4.dn_loss_iou: 0.3351 2023/02/28 21:24:57 - mmengine - INFO - Epoch(train) [8][4650/7393] lr: 1.0000e-04 eta: 7:46:38 time: 0.8369 data_time: 0.0054 memory: 26633 grad_norm: 32.2435 loss: 8.7027 loss_cls: 0.1888 loss_bbox: 0.1470 loss_iou: 0.2926 d0.loss_cls: 0.2264 d0.loss_bbox: 0.1566 d0.loss_iou: 0.3100 d1.loss_cls: 0.2019 d1.loss_bbox: 0.1524 d1.loss_iou: 0.3033 d2.loss_cls: 0.1959 d2.loss_bbox: 0.1469 d2.loss_iou: 0.2949 d3.loss_cls: 0.1918 d3.loss_bbox: 0.1468 d3.loss_iou: 0.2934 d4.loss_cls: 0.1914 d4.loss_bbox: 0.1444 d4.loss_iou: 0.2908 enc_loss_cls: 0.2269 enc_loss_bbox: 0.1805 enc_loss_iou: 0.3514 dn_loss_cls: 0.0394 dn_loss_bbox: 0.2518 dn_loss_iou: 0.3232 d0.dn_loss_cls: 0.0634 d0.dn_loss_bbox: 0.3833 d0.dn_loss_iou: 0.4573 d1.dn_loss_cls: 0.0420 d1.dn_loss_bbox: 0.2884 d1.dn_loss_iou: 0.3578 d2.dn_loss_cls: 0.0381 d2.dn_loss_bbox: 0.2591 d2.dn_loss_iou: 0.3334 d3.dn_loss_cls: 0.0384 d3.dn_loss_bbox: 0.2528 d3.dn_loss_iou: 0.3258 d4.dn_loss_cls: 0.0389 d4.dn_loss_bbox: 0.2520 d4.dn_loss_iou: 0.3237 2023/02/28 21:25:41 - mmengine - INFO - Epoch(train) [8][4700/7393] lr: 1.0000e-04 eta: 7:45:54 time: 0.8648 data_time: 0.0055 memory: 27340 grad_norm: 35.3090 loss: 8.1567 loss_cls: 0.1691 loss_bbox: 0.1236 loss_iou: 0.2944 d0.loss_cls: 0.2099 d0.loss_bbox: 0.1297 d0.loss_iou: 0.3066 d1.loss_cls: 0.1817 d1.loss_bbox: 0.1271 d1.loss_iou: 0.2992 d2.loss_cls: 0.1780 d2.loss_bbox: 0.1264 d2.loss_iou: 0.2969 d3.loss_cls: 0.1686 d3.loss_bbox: 0.1242 d3.loss_iou: 0.2952 d4.loss_cls: 0.1689 d4.loss_bbox: 0.1235 d4.loss_iou: 0.2942 enc_loss_cls: 0.2086 enc_loss_bbox: 0.1520 enc_loss_iou: 0.3507 dn_loss_cls: 0.0206 dn_loss_bbox: 0.2264 dn_loss_iou: 0.3286 d0.dn_loss_cls: 0.0516 d0.dn_loss_bbox: 0.3489 d0.dn_loss_iou: 0.4596 d1.dn_loss_cls: 0.0292 d1.dn_loss_bbox: 0.2547 d1.dn_loss_iou: 0.3587 d2.dn_loss_cls: 0.0236 d2.dn_loss_bbox: 0.2330 d2.dn_loss_iou: 0.3378 d3.dn_loss_cls: 0.0214 d3.dn_loss_bbox: 0.2280 d3.dn_loss_iou: 0.3306 d4.dn_loss_cls: 0.0205 d4.dn_loss_bbox: 0.2262 d4.dn_loss_iou: 0.3286 2023/02/28 21:26:24 - mmengine - INFO - Epoch(train) [8][4750/7393] lr: 1.0000e-04 eta: 7:45:11 time: 0.8668 data_time: 0.0054 memory: 28428 grad_norm: 35.1662 loss: 10.9165 loss_cls: 0.2464 loss_bbox: 0.1899 loss_iou: 0.4269 d0.loss_cls: 0.3093 d0.loss_bbox: 0.2013 d0.loss_iou: 0.4507 d1.loss_cls: 0.2782 d1.loss_bbox: 0.1953 d1.loss_iou: 0.4326 d2.loss_cls: 0.2626 d2.loss_bbox: 0.1905 d2.loss_iou: 0.4314 d3.loss_cls: 0.2546 d3.loss_bbox: 0.1887 d3.loss_iou: 0.4241 d4.loss_cls: 0.2484 d4.loss_bbox: 0.1900 d4.loss_iou: 0.4285 enc_loss_cls: 0.2985 enc_loss_bbox: 0.2230 enc_loss_iou: 0.5052 dn_loss_cls: 0.0324 dn_loss_bbox: 0.2826 dn_loss_iou: 0.3850 d0.dn_loss_cls: 0.0662 d0.dn_loss_bbox: 0.3786 d0.dn_loss_iou: 0.5072 d1.dn_loss_cls: 0.0426 d1.dn_loss_bbox: 0.3059 d1.dn_loss_iou: 0.4167 d2.dn_loss_cls: 0.0364 d2.dn_loss_bbox: 0.2881 d2.dn_loss_iou: 0.3933 d3.dn_loss_cls: 0.0341 d3.dn_loss_bbox: 0.2834 d3.dn_loss_iou: 0.3870 d4.dn_loss_cls: 0.0328 d4.dn_loss_bbox: 0.2826 d4.dn_loss_iou: 0.3851 2023/02/28 21:27:07 - mmengine - INFO - Epoch(train) [8][4800/7393] lr: 1.0000e-04 eta: 7:44:28 time: 0.8634 data_time: 0.0055 memory: 27321 grad_norm: 36.8173 loss: 10.4127 loss_cls: 0.2370 loss_bbox: 0.1821 loss_iou: 0.4043 d0.loss_cls: 0.2827 d0.loss_bbox: 0.2011 d0.loss_iou: 0.4348 d1.loss_cls: 0.2571 d1.loss_bbox: 0.1897 d1.loss_iou: 0.4150 d2.loss_cls: 0.2469 d2.loss_bbox: 0.1857 d2.loss_iou: 0.4080 d3.loss_cls: 0.2420 d3.loss_bbox: 0.1823 d3.loss_iou: 0.4037 d4.loss_cls: 0.2376 d4.loss_bbox: 0.1832 d4.loss_iou: 0.4050 enc_loss_cls: 0.2742 enc_loss_bbox: 0.2337 enc_loss_iou: 0.4848 dn_loss_cls: 0.0336 dn_loss_bbox: 0.2587 dn_loss_iou: 0.3620 d0.dn_loss_cls: 0.0677 d0.dn_loss_bbox: 0.3809 d0.dn_loss_iou: 0.4982 d1.dn_loss_cls: 0.0433 d1.dn_loss_bbox: 0.2885 d1.dn_loss_iou: 0.3990 d2.dn_loss_cls: 0.0375 d2.dn_loss_bbox: 0.2657 d2.dn_loss_iou: 0.3729 d3.dn_loss_cls: 0.0345 d3.dn_loss_bbox: 0.2598 d3.dn_loss_iou: 0.3644 d4.dn_loss_cls: 0.0337 d4.dn_loss_bbox: 0.2590 d4.dn_loss_iou: 0.3625 2023/02/28 21:27:51 - mmengine - INFO - Epoch(train) [8][4850/7393] lr: 1.0000e-04 eta: 7:43:45 time: 0.8880 data_time: 0.0055 memory: 26955 grad_norm: 28.3226 loss: 9.8943 loss_cls: 0.2080 loss_bbox: 0.1440 loss_iou: 0.3805 d0.loss_cls: 0.2624 d0.loss_bbox: 0.1553 d0.loss_iou: 0.3977 d1.loss_cls: 0.2293 d1.loss_bbox: 0.1483 d1.loss_iou: 0.3864 d2.loss_cls: 0.2165 d2.loss_bbox: 0.1447 d2.loss_iou: 0.3858 d3.loss_cls: 0.2140 d3.loss_bbox: 0.1431 d3.loss_iou: 0.3781 d4.loss_cls: 0.2068 d4.loss_bbox: 0.1444 d4.loss_iou: 0.3829 enc_loss_cls: 0.2568 enc_loss_bbox: 0.1862 enc_loss_iou: 0.4393 dn_loss_cls: 0.0311 dn_loss_bbox: 0.2671 dn_loss_iou: 0.3824 d0.dn_loss_cls: 0.0682 d0.dn_loss_bbox: 0.3951 d0.dn_loss_iou: 0.5205 d1.dn_loss_cls: 0.0429 d1.dn_loss_bbox: 0.2944 d1.dn_loss_iou: 0.4143 d2.dn_loss_cls: 0.0368 d2.dn_loss_bbox: 0.2729 d2.dn_loss_iou: 0.3909 d3.dn_loss_cls: 0.0336 d3.dn_loss_bbox: 0.2675 d3.dn_loss_iou: 0.3843 d4.dn_loss_cls: 0.0318 d4.dn_loss_bbox: 0.2671 d4.dn_loss_iou: 0.3827 2023/02/28 21:28:35 - mmengine - INFO - Epoch(train) [8][4900/7393] lr: 1.0000e-04 eta: 7:43:02 time: 0.8785 data_time: 0.0054 memory: 28463 grad_norm: 34.9418 loss: 7.9181 loss_cls: 0.1548 loss_bbox: 0.1390 loss_iou: 0.2652 d0.loss_cls: 0.1981 d0.loss_bbox: 0.1488 d0.loss_iou: 0.2787 d1.loss_cls: 0.1761 d1.loss_bbox: 0.1390 d1.loss_iou: 0.2674 d2.loss_cls: 0.1633 d2.loss_bbox: 0.1379 d2.loss_iou: 0.2648 d3.loss_cls: 0.1576 d3.loss_bbox: 0.1378 d3.loss_iou: 0.2640 d4.loss_cls: 0.1573 d4.loss_bbox: 0.1372 d4.loss_iou: 0.2621 enc_loss_cls: 0.1936 enc_loss_bbox: 0.1758 enc_loss_iou: 0.3233 dn_loss_cls: 0.0237 dn_loss_bbox: 0.2329 dn_loss_iou: 0.2974 d0.dn_loss_cls: 0.0548 d0.dn_loss_bbox: 0.3900 d0.dn_loss_iou: 0.4490 d1.dn_loss_cls: 0.0330 d1.dn_loss_bbox: 0.2693 d1.dn_loss_iou: 0.3335 d2.dn_loss_cls: 0.0273 d2.dn_loss_bbox: 0.2418 d2.dn_loss_iou: 0.3079 d3.dn_loss_cls: 0.0254 d3.dn_loss_bbox: 0.2350 d3.dn_loss_iou: 0.3001 d4.dn_loss_cls: 0.0241 d4.dn_loss_bbox: 0.2331 d4.dn_loss_iou: 0.2980 2023/02/28 21:29:20 - mmengine - INFO - Epoch(train) [8][4950/7393] lr: 1.0000e-04 eta: 7:42:19 time: 0.8897 data_time: 0.0055 memory: 26735 grad_norm: 30.8745 loss: 8.9714 loss_cls: 0.1823 loss_bbox: 0.1519 loss_iou: 0.3447 d0.loss_cls: 0.2317 d0.loss_bbox: 0.1600 d0.loss_iou: 0.3556 d1.loss_cls: 0.2049 d1.loss_bbox: 0.1528 d1.loss_iou: 0.3469 d2.loss_cls: 0.1917 d2.loss_bbox: 0.1538 d2.loss_iou: 0.3466 d3.loss_cls: 0.1859 d3.loss_bbox: 0.1558 d3.loss_iou: 0.3480 d4.loss_cls: 0.1797 d4.loss_bbox: 0.1566 d4.loss_iou: 0.3480 enc_loss_cls: 0.2238 enc_loss_bbox: 0.1860 enc_loss_iou: 0.3959 dn_loss_cls: 0.0229 dn_loss_bbox: 0.2545 dn_loss_iou: 0.3208 d0.dn_loss_cls: 0.0555 d0.dn_loss_bbox: 0.3778 d0.dn_loss_iou: 0.4448 d1.dn_loss_cls: 0.0320 d1.dn_loss_bbox: 0.2873 d1.dn_loss_iou: 0.3509 d2.dn_loss_cls: 0.0266 d2.dn_loss_bbox: 0.2634 d2.dn_loss_iou: 0.3295 d3.dn_loss_cls: 0.0247 d3.dn_loss_bbox: 0.2568 d3.dn_loss_iou: 0.3227 d4.dn_loss_cls: 0.0232 d4.dn_loss_bbox: 0.2544 d4.dn_loss_iou: 0.3209 2023/02/28 21:30:04 - mmengine - INFO - Epoch(train) [8][5000/7393] lr: 1.0000e-04 eta: 7:41:36 time: 0.8757 data_time: 0.0055 memory: 28373 grad_norm: 36.0564 loss: 9.0083 loss_cls: 0.2012 loss_bbox: 0.1374 loss_iou: 0.2991 d0.loss_cls: 0.2416 d0.loss_bbox: 0.1582 d0.loss_iou: 0.3243 d1.loss_cls: 0.2157 d1.loss_bbox: 0.1531 d1.loss_iou: 0.3184 d2.loss_cls: 0.2069 d2.loss_bbox: 0.1477 d2.loss_iou: 0.3051 d3.loss_cls: 0.2014 d3.loss_bbox: 0.1401 d3.loss_iou: 0.3027 d4.loss_cls: 0.1986 d4.loss_bbox: 0.1395 d4.loss_iou: 0.3022 enc_loss_cls: 0.2429 enc_loss_bbox: 0.1868 enc_loss_iou: 0.3689 dn_loss_cls: 0.0296 dn_loss_bbox: 0.2628 dn_loss_iou: 0.3362 d0.dn_loss_cls: 0.0669 d0.dn_loss_bbox: 0.4143 d0.dn_loss_iou: 0.4879 d1.dn_loss_cls: 0.0418 d1.dn_loss_bbox: 0.2953 d1.dn_loss_iou: 0.3712 d2.dn_loss_cls: 0.0342 d2.dn_loss_bbox: 0.2683 d2.dn_loss_iou: 0.3449 d3.dn_loss_cls: 0.0312 d3.dn_loss_bbox: 0.2640 d3.dn_loss_iou: 0.3387 d4.dn_loss_cls: 0.0297 d4.dn_loss_bbox: 0.2631 d4.dn_loss_iou: 0.3365 2023/02/28 21:30:47 - mmengine - INFO - Epoch(train) [8][5050/7393] lr: 1.0000e-04 eta: 7:40:53 time: 0.8672 data_time: 0.0055 memory: 27897 grad_norm: 34.2415 loss: 9.8196 loss_cls: 0.2181 loss_bbox: 0.1800 loss_iou: 0.4134 d0.loss_cls: 0.2768 d0.loss_bbox: 0.1885 d0.loss_iou: 0.4358 d1.loss_cls: 0.2482 d1.loss_bbox: 0.1839 d1.loss_iou: 0.4230 d2.loss_cls: 0.2321 d2.loss_bbox: 0.1804 d2.loss_iou: 0.4158 d3.loss_cls: 0.2245 d3.loss_bbox: 0.1802 d3.loss_iou: 0.4149 d4.loss_cls: 0.2214 d4.loss_bbox: 0.1800 d4.loss_iou: 0.4133 enc_loss_cls: 0.2689 enc_loss_bbox: 0.2125 enc_loss_iou: 0.4837 dn_loss_cls: 0.0224 dn_loss_bbox: 0.2223 dn_loss_iou: 0.3291 d0.dn_loss_cls: 0.0570 d0.dn_loss_bbox: 0.3467 d0.dn_loss_iou: 0.4583 d1.dn_loss_cls: 0.0329 d1.dn_loss_bbox: 0.2533 d1.dn_loss_iou: 0.3595 d2.dn_loss_cls: 0.0273 d2.dn_loss_bbox: 0.2275 d2.dn_loss_iou: 0.3366 d3.dn_loss_cls: 0.0246 d3.dn_loss_bbox: 0.2227 d3.dn_loss_iou: 0.3301 d4.dn_loss_cls: 0.0229 d4.dn_loss_bbox: 0.2217 d4.dn_loss_iou: 0.3292 2023/02/28 21:31:30 - mmengine - INFO - Epoch(train) [8][5100/7393] lr: 1.0000e-04 eta: 7:40:10 time: 0.8632 data_time: 0.0056 memory: 26789 grad_norm: 32.3405 loss: 10.7073 loss_cls: 0.2370 loss_bbox: 0.1904 loss_iou: 0.4522 d0.loss_cls: 0.3004 d0.loss_bbox: 0.1916 d0.loss_iou: 0.4586 d1.loss_cls: 0.2662 d1.loss_bbox: 0.1855 d1.loss_iou: 0.4509 d2.loss_cls: 0.2478 d2.loss_bbox: 0.1908 d2.loss_iou: 0.4544 d3.loss_cls: 0.2432 d3.loss_bbox: 0.1869 d3.loss_iou: 0.4518 d4.loss_cls: 0.2381 d4.loss_bbox: 0.1905 d4.loss_iou: 0.4533 enc_loss_cls: 0.3001 enc_loss_bbox: 0.2178 enc_loss_iou: 0.5097 dn_loss_cls: 0.0306 dn_loss_bbox: 0.2690 dn_loss_iou: 0.3526 d0.dn_loss_cls: 0.0606 d0.dn_loss_bbox: 0.3888 d0.dn_loss_iou: 0.4770 d1.dn_loss_cls: 0.0402 d1.dn_loss_bbox: 0.3001 d1.dn_loss_iou: 0.3840 d2.dn_loss_cls: 0.0353 d2.dn_loss_bbox: 0.2782 d2.dn_loss_iou: 0.3620 d3.dn_loss_cls: 0.0325 d3.dn_loss_bbox: 0.2712 d3.dn_loss_iou: 0.3553 d4.dn_loss_cls: 0.0309 d4.dn_loss_bbox: 0.2688 d4.dn_loss_iou: 0.3530 2023/02/28 21:32:14 - mmengine - INFO - Epoch(train) [8][5150/7393] lr: 1.0000e-04 eta: 7:39:27 time: 0.8740 data_time: 0.0054 memory: 26872 grad_norm: 37.0021 loss: 8.5506 loss_cls: 0.1661 loss_bbox: 0.1507 loss_iou: 0.2774 d0.loss_cls: 0.2130 d0.loss_bbox: 0.1617 d0.loss_iou: 0.2909 d1.loss_cls: 0.1834 d1.loss_bbox: 0.1606 d1.loss_iou: 0.2883 d2.loss_cls: 0.1746 d2.loss_bbox: 0.1555 d2.loss_iou: 0.2809 d3.loss_cls: 0.1704 d3.loss_bbox: 0.1533 d3.loss_iou: 0.2786 d4.loss_cls: 0.1685 d4.loss_bbox: 0.1511 d4.loss_iou: 0.2773 enc_loss_cls: 0.2069 enc_loss_bbox: 0.1981 enc_loss_iou: 0.3362 dn_loss_cls: 0.0271 dn_loss_bbox: 0.2686 dn_loss_iou: 0.3188 d0.dn_loss_cls: 0.0583 d0.dn_loss_bbox: 0.4122 d0.dn_loss_iou: 0.4594 d1.dn_loss_cls: 0.0363 d1.dn_loss_bbox: 0.3015 d1.dn_loss_iou: 0.3534 d2.dn_loss_cls: 0.0307 d2.dn_loss_bbox: 0.2763 d2.dn_loss_iou: 0.3294 d3.dn_loss_cls: 0.0293 d3.dn_loss_bbox: 0.2692 d3.dn_loss_iou: 0.3206 d4.dn_loss_cls: 0.0279 d4.dn_loss_bbox: 0.2688 d4.dn_loss_iou: 0.3191 2023/02/28 21:32:57 - mmengine - INFO - Epoch(train) [8][5200/7393] lr: 1.0000e-04 eta: 7:38:43 time: 0.8653 data_time: 0.0054 memory: 26633 grad_norm: 30.0852 loss: 8.6025 loss_cls: 0.1674 loss_bbox: 0.1329 loss_iou: 0.3021 d0.loss_cls: 0.2177 d0.loss_bbox: 0.1389 d0.loss_iou: 0.3200 d1.loss_cls: 0.1891 d1.loss_bbox: 0.1349 d1.loss_iou: 0.3069 d2.loss_cls: 0.1798 d2.loss_bbox: 0.1322 d2.loss_iou: 0.3038 d3.loss_cls: 0.1721 d3.loss_bbox: 0.1324 d3.loss_iou: 0.3015 d4.loss_cls: 0.1668 d4.loss_bbox: 0.1331 d4.loss_iou: 0.3026 enc_loss_cls: 0.2130 enc_loss_bbox: 0.1714 enc_loss_iou: 0.3642 dn_loss_cls: 0.0251 dn_loss_bbox: 0.2478 dn_loss_iou: 0.3401 d0.dn_loss_cls: 0.0611 d0.dn_loss_bbox: 0.3973 d0.dn_loss_iou: 0.4822 d1.dn_loss_cls: 0.0358 d1.dn_loss_bbox: 0.2855 d1.dn_loss_iou: 0.3749 d2.dn_loss_cls: 0.0295 d2.dn_loss_bbox: 0.2565 d2.dn_loss_iou: 0.3494 d3.dn_loss_cls: 0.0272 d3.dn_loss_bbox: 0.2500 d3.dn_loss_iou: 0.3423 d4.dn_loss_cls: 0.0258 d4.dn_loss_bbox: 0.2482 d4.dn_loss_iou: 0.3407 2023/02/28 21:33:40 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 21:33:40 - mmengine - INFO - Epoch(train) [8][5250/7393] lr: 1.0000e-04 eta: 7:38:00 time: 0.8658 data_time: 0.0056 memory: 28238 grad_norm: 36.5250 loss: 8.9888 loss_cls: 0.1980 loss_bbox: 0.1563 loss_iou: 0.3226 d0.loss_cls: 0.2467 d0.loss_bbox: 0.1671 d0.loss_iou: 0.3383 d1.loss_cls: 0.2194 d1.loss_bbox: 0.1609 d1.loss_iou: 0.3239 d2.loss_cls: 0.2086 d2.loss_bbox: 0.1568 d2.loss_iou: 0.3225 d3.loss_cls: 0.2033 d3.loss_bbox: 0.1562 d3.loss_iou: 0.3220 d4.loss_cls: 0.2011 d4.loss_bbox: 0.1550 d4.loss_iou: 0.3202 enc_loss_cls: 0.2410 enc_loss_bbox: 0.2001 enc_loss_iou: 0.3846 dn_loss_cls: 0.0268 dn_loss_bbox: 0.2622 dn_loss_iou: 0.3127 d0.dn_loss_cls: 0.0566 d0.dn_loss_bbox: 0.3858 d0.dn_loss_iou: 0.4439 d1.dn_loss_cls: 0.0355 d1.dn_loss_bbox: 0.2898 d1.dn_loss_iou: 0.3436 d2.dn_loss_cls: 0.0291 d2.dn_loss_bbox: 0.2679 d2.dn_loss_iou: 0.3218 d3.dn_loss_cls: 0.0278 d3.dn_loss_bbox: 0.2633 d3.dn_loss_iou: 0.3148 d4.dn_loss_cls: 0.0270 d4.dn_loss_bbox: 0.2625 d4.dn_loss_iou: 0.3132 2023/02/28 21:34:25 - mmengine - INFO - Epoch(train) [8][5300/7393] lr: 1.0000e-04 eta: 7:37:17 time: 0.8814 data_time: 0.0055 memory: 26767 grad_norm: 35.6395 loss: 9.4304 loss_cls: 0.2147 loss_bbox: 0.1520 loss_iou: 0.3821 d0.loss_cls: 0.2619 d0.loss_bbox: 0.1653 d0.loss_iou: 0.4099 d1.loss_cls: 0.2347 d1.loss_bbox: 0.1587 d1.loss_iou: 0.3926 d2.loss_cls: 0.2235 d2.loss_bbox: 0.1552 d2.loss_iou: 0.3882 d3.loss_cls: 0.2206 d3.loss_bbox: 0.1504 d3.loss_iou: 0.3838 d4.loss_cls: 0.2181 d4.loss_bbox: 0.1496 d4.loss_iou: 0.3788 enc_loss_cls: 0.2589 enc_loss_bbox: 0.1917 enc_loss_iou: 0.4522 dn_loss_cls: 0.0294 dn_loss_bbox: 0.2175 dn_loss_iou: 0.3467 d0.dn_loss_cls: 0.0594 d0.dn_loss_bbox: 0.3177 d0.dn_loss_iou: 0.4680 d1.dn_loss_cls: 0.0372 d1.dn_loss_bbox: 0.2398 d1.dn_loss_iou: 0.3730 d2.dn_loss_cls: 0.0322 d2.dn_loss_bbox: 0.2224 d2.dn_loss_iou: 0.3536 d3.dn_loss_cls: 0.0307 d3.dn_loss_bbox: 0.2182 d3.dn_loss_iou: 0.3483 d4.dn_loss_cls: 0.0294 d4.dn_loss_bbox: 0.2172 d4.dn_loss_iou: 0.3465 2023/02/28 21:35:09 - mmengine - INFO - Epoch(train) [8][5350/7393] lr: 1.0000e-04 eta: 7:36:34 time: 0.8796 data_time: 0.0056 memory: 28667 grad_norm: 32.8959 loss: 9.7772 loss_cls: 0.2170 loss_bbox: 0.1695 loss_iou: 0.4019 d0.loss_cls: 0.2655 d0.loss_bbox: 0.1752 d0.loss_iou: 0.4269 d1.loss_cls: 0.2378 d1.loss_bbox: 0.1729 d1.loss_iou: 0.4092 d2.loss_cls: 0.2271 d2.loss_bbox: 0.1716 d2.loss_iou: 0.4063 d3.loss_cls: 0.2217 d3.loss_bbox: 0.1703 d3.loss_iou: 0.4029 d4.loss_cls: 0.2176 d4.loss_bbox: 0.1687 d4.loss_iou: 0.4008 enc_loss_cls: 0.2658 enc_loss_bbox: 0.2028 enc_loss_iou: 0.4609 dn_loss_cls: 0.0251 dn_loss_bbox: 0.2314 dn_loss_iou: 0.3423 d0.dn_loss_cls: 0.0558 d0.dn_loss_bbox: 0.3588 d0.dn_loss_iou: 0.4766 d1.dn_loss_cls: 0.0334 d1.dn_loss_bbox: 0.2644 d1.dn_loss_iou: 0.3762 d2.dn_loss_cls: 0.0280 d2.dn_loss_bbox: 0.2385 d2.dn_loss_iou: 0.3511 d3.dn_loss_cls: 0.0264 d3.dn_loss_bbox: 0.2328 d3.dn_loss_iou: 0.3442 d4.dn_loss_cls: 0.0253 d4.dn_loss_bbox: 0.2317 d4.dn_loss_iou: 0.3425 2023/02/28 21:35:52 - mmengine - INFO - Epoch(train) [8][5400/7393] lr: 1.0000e-04 eta: 7:35:51 time: 0.8699 data_time: 0.0056 memory: 33315 grad_norm: 31.1354 loss: 9.4040 loss_cls: 0.2220 loss_bbox: 0.1577 loss_iou: 0.3692 d0.loss_cls: 0.2741 d0.loss_bbox: 0.1664 d0.loss_iou: 0.3848 d1.loss_cls: 0.2413 d1.loss_bbox: 0.1622 d1.loss_iou: 0.3809 d2.loss_cls: 0.2305 d2.loss_bbox: 0.1564 d2.loss_iou: 0.3723 d3.loss_cls: 0.2278 d3.loss_bbox: 0.1562 d3.loss_iou: 0.3685 d4.loss_cls: 0.2235 d4.loss_bbox: 0.1580 d4.loss_iou: 0.3697 enc_loss_cls: 0.2624 enc_loss_bbox: 0.1958 enc_loss_iou: 0.4447 dn_loss_cls: 0.0269 dn_loss_bbox: 0.2261 dn_loss_iou: 0.3384 d0.dn_loss_cls: 0.0544 d0.dn_loss_bbox: 0.3320 d0.dn_loss_iou: 0.4637 d1.dn_loss_cls: 0.0344 d1.dn_loss_bbox: 0.2476 d1.dn_loss_iou: 0.3670 d2.dn_loss_cls: 0.0289 d2.dn_loss_bbox: 0.2284 d2.dn_loss_iou: 0.3457 d3.dn_loss_cls: 0.0278 d3.dn_loss_bbox: 0.2265 d3.dn_loss_iou: 0.3400 d4.dn_loss_cls: 0.0272 d4.dn_loss_bbox: 0.2258 d4.dn_loss_iou: 0.3385 2023/02/28 21:36:36 - mmengine - INFO - Epoch(train) [8][5450/7393] lr: 1.0000e-04 eta: 7:35:08 time: 0.8827 data_time: 0.0055 memory: 27413 grad_norm: 33.9840 loss: 7.7628 loss_cls: 0.1464 loss_bbox: 0.1273 loss_iou: 0.2558 d0.loss_cls: 0.1912 d0.loss_bbox: 0.1313 d0.loss_iou: 0.2634 d1.loss_cls: 0.1680 d1.loss_bbox: 0.1314 d1.loss_iou: 0.2572 d2.loss_cls: 0.1554 d2.loss_bbox: 0.1263 d2.loss_iou: 0.2546 d3.loss_cls: 0.1511 d3.loss_bbox: 0.1259 d3.loss_iou: 0.2555 d4.loss_cls: 0.1475 d4.loss_bbox: 0.1269 d4.loss_iou: 0.2550 enc_loss_cls: 0.1908 enc_loss_bbox: 0.1554 enc_loss_iou: 0.3072 dn_loss_cls: 0.0245 dn_loss_bbox: 0.2383 dn_loss_iou: 0.3039 d0.dn_loss_cls: 0.0579 d0.dn_loss_bbox: 0.3903 d0.dn_loss_iou: 0.4482 d1.dn_loss_cls: 0.0344 d1.dn_loss_bbox: 0.2743 d1.dn_loss_iou: 0.3378 d2.dn_loss_cls: 0.0283 d2.dn_loss_bbox: 0.2469 d2.dn_loss_iou: 0.3144 d3.dn_loss_cls: 0.0260 d3.dn_loss_bbox: 0.2399 d3.dn_loss_iou: 0.3064 d4.dn_loss_cls: 0.0247 d4.dn_loss_bbox: 0.2387 d4.dn_loss_iou: 0.3041 2023/02/28 21:37:20 - mmengine - INFO - Epoch(train) [8][5500/7393] lr: 1.0000e-04 eta: 7:34:25 time: 0.8678 data_time: 0.0057 memory: 29602 grad_norm: 29.9648 loss: 8.0297 loss_cls: 0.1607 loss_bbox: 0.1323 loss_iou: 0.2732 d0.loss_cls: 0.1970 d0.loss_bbox: 0.1478 d0.loss_iou: 0.2934 d1.loss_cls: 0.1752 d1.loss_bbox: 0.1398 d1.loss_iou: 0.2816 d2.loss_cls: 0.1657 d2.loss_bbox: 0.1313 d2.loss_iou: 0.2734 d3.loss_cls: 0.1640 d3.loss_bbox: 0.1306 d3.loss_iou: 0.2712 d4.loss_cls: 0.1600 d4.loss_bbox: 0.1316 d4.loss_iou: 0.2736 enc_loss_cls: 0.1980 enc_loss_bbox: 0.1729 enc_loss_iou: 0.3348 dn_loss_cls: 0.0215 dn_loss_bbox: 0.2329 dn_loss_iou: 0.3174 d0.dn_loss_cls: 0.0525 d0.dn_loss_bbox: 0.3610 d0.dn_loss_iou: 0.4544 d1.dn_loss_cls: 0.0297 d1.dn_loss_bbox: 0.2634 d1.dn_loss_iou: 0.3508 d2.dn_loss_cls: 0.0245 d2.dn_loss_bbox: 0.2384 d2.dn_loss_iou: 0.3264 d3.dn_loss_cls: 0.0227 d3.dn_loss_bbox: 0.2336 d3.dn_loss_iou: 0.3192 d4.dn_loss_cls: 0.0219 d4.dn_loss_bbox: 0.2333 d4.dn_loss_iou: 0.3179 2023/02/28 21:38:03 - mmengine - INFO - Epoch(train) [8][5550/7393] lr: 1.0000e-04 eta: 7:33:41 time: 0.8754 data_time: 0.0055 memory: 27689 grad_norm: 32.8518 loss: 9.8061 loss_cls: 0.2015 loss_bbox: 0.1768 loss_iou: 0.3297 d0.loss_cls: 0.2531 d0.loss_bbox: 0.1878 d0.loss_iou: 0.3453 d1.loss_cls: 0.2215 d1.loss_bbox: 0.1835 d1.loss_iou: 0.3403 d2.loss_cls: 0.2145 d2.loss_bbox: 0.1761 d2.loss_iou: 0.3290 d3.loss_cls: 0.2057 d3.loss_bbox: 0.1788 d3.loss_iou: 0.3296 d4.loss_cls: 0.2028 d4.loss_bbox: 0.1767 d4.loss_iou: 0.3284 enc_loss_cls: 0.2537 enc_loss_bbox: 0.2174 enc_loss_iou: 0.3944 dn_loss_cls: 0.0286 dn_loss_bbox: 0.3057 dn_loss_iou: 0.3520 d0.dn_loss_cls: 0.0670 d0.dn_loss_bbox: 0.4426 d0.dn_loss_iou: 0.4991 d1.dn_loss_cls: 0.0431 d1.dn_loss_bbox: 0.3391 d1.dn_loss_iou: 0.3897 d2.dn_loss_cls: 0.0339 d2.dn_loss_bbox: 0.3152 d2.dn_loss_iou: 0.3626 d3.dn_loss_cls: 0.0312 d3.dn_loss_bbox: 0.3076 d3.dn_loss_iou: 0.3545 d4.dn_loss_cls: 0.0294 d4.dn_loss_bbox: 0.3058 d4.dn_loss_iou: 0.3523 2023/02/28 21:38:47 - mmengine - INFO - Epoch(train) [8][5600/7393] lr: 1.0000e-04 eta: 7:32:58 time: 0.8753 data_time: 0.0056 memory: 28179 grad_norm: 35.8597 loss: 8.6026 loss_cls: 0.1839 loss_bbox: 0.1455 loss_iou: 0.2636 d0.loss_cls: 0.2385 d0.loss_bbox: 0.1576 d0.loss_iou: 0.2828 d1.loss_cls: 0.2048 d1.loss_bbox: 0.1504 d1.loss_iou: 0.2748 d2.loss_cls: 0.1925 d2.loss_bbox: 0.1468 d2.loss_iou: 0.2663 d3.loss_cls: 0.1897 d3.loss_bbox: 0.1452 d3.loss_iou: 0.2619 d4.loss_cls: 0.1878 d4.loss_bbox: 0.1457 d4.loss_iou: 0.2616 enc_loss_cls: 0.2295 enc_loss_bbox: 0.2008 enc_loss_iou: 0.3338 dn_loss_cls: 0.0275 dn_loss_bbox: 0.2741 dn_loss_iou: 0.3233 d0.dn_loss_cls: 0.0607 d0.dn_loss_bbox: 0.4108 d0.dn_loss_iou: 0.4502 d1.dn_loss_cls: 0.0376 d1.dn_loss_bbox: 0.3042 d1.dn_loss_iou: 0.3523 d2.dn_loss_cls: 0.0311 d2.dn_loss_bbox: 0.2818 d2.dn_loss_iou: 0.3315 d3.dn_loss_cls: 0.0286 d3.dn_loss_bbox: 0.2749 d3.dn_loss_iou: 0.3248 d4.dn_loss_cls: 0.0276 d4.dn_loss_bbox: 0.2744 d4.dn_loss_iou: 0.3236 2023/02/28 21:39:32 - mmengine - INFO - Epoch(train) [8][5650/7393] lr: 1.0000e-04 eta: 7:32:16 time: 0.8880 data_time: 0.0056 memory: 29461 grad_norm: 31.4022 loss: 9.9405 loss_cls: 0.2315 loss_bbox: 0.1728 loss_iou: 0.3890 d0.loss_cls: 0.2803 d0.loss_bbox: 0.1803 d0.loss_iou: 0.4107 d1.loss_cls: 0.2526 d1.loss_bbox: 0.1774 d1.loss_iou: 0.3937 d2.loss_cls: 0.2437 d2.loss_bbox: 0.1744 d2.loss_iou: 0.3847 d3.loss_cls: 0.2345 d3.loss_bbox: 0.1733 d3.loss_iou: 0.3900 d4.loss_cls: 0.2296 d4.loss_bbox: 0.1739 d4.loss_iou: 0.3902 enc_loss_cls: 0.2780 enc_loss_bbox: 0.2103 enc_loss_iou: 0.4575 dn_loss_cls: 0.0288 dn_loss_bbox: 0.2438 dn_loss_iou: 0.3405 d0.dn_loss_cls: 0.0651 d0.dn_loss_bbox: 0.3872 d0.dn_loss_iou: 0.4840 d1.dn_loss_cls: 0.0394 d1.dn_loss_bbox: 0.2795 d1.dn_loss_iou: 0.3762 d2.dn_loss_cls: 0.0320 d2.dn_loss_bbox: 0.2530 d2.dn_loss_iou: 0.3517 d3.dn_loss_cls: 0.0291 d3.dn_loss_bbox: 0.2448 d3.dn_loss_iou: 0.3434 d4.dn_loss_cls: 0.0289 d4.dn_loss_bbox: 0.2438 d4.dn_loss_iou: 0.3408 2023/02/28 21:40:15 - mmengine - INFO - Epoch(train) [8][5700/7393] lr: 1.0000e-04 eta: 7:31:32 time: 0.8695 data_time: 0.0055 memory: 26633 grad_norm: 36.7096 loss: 7.9864 loss_cls: 0.1609 loss_bbox: 0.1408 loss_iou: 0.2962 d0.loss_cls: 0.2062 d0.loss_bbox: 0.1445 d0.loss_iou: 0.3073 d1.loss_cls: 0.1828 d1.loss_bbox: 0.1377 d1.loss_iou: 0.2960 d2.loss_cls: 0.1738 d2.loss_bbox: 0.1347 d2.loss_iou: 0.2915 d3.loss_cls: 0.1660 d3.loss_bbox: 0.1381 d3.loss_iou: 0.2931 d4.loss_cls: 0.1644 d4.loss_bbox: 0.1386 d4.loss_iou: 0.2931 enc_loss_cls: 0.2061 enc_loss_bbox: 0.1629 enc_loss_iou: 0.3424 dn_loss_cls: 0.0224 dn_loss_bbox: 0.2069 dn_loss_iou: 0.3113 d0.dn_loss_cls: 0.0535 d0.dn_loss_bbox: 0.3209 d0.dn_loss_iou: 0.4389 d1.dn_loss_cls: 0.0315 d1.dn_loss_bbox: 0.2333 d1.dn_loss_iou: 0.3424 d2.dn_loss_cls: 0.0261 d2.dn_loss_bbox: 0.2132 d2.dn_loss_iou: 0.3212 d3.dn_loss_cls: 0.0240 d3.dn_loss_bbox: 0.2082 d3.dn_loss_iou: 0.3139 d4.dn_loss_cls: 0.0227 d4.dn_loss_bbox: 0.2070 d4.dn_loss_iou: 0.3115 2023/02/28 21:40:59 - mmengine - INFO - Epoch(train) [8][5750/7393] lr: 1.0000e-04 eta: 7:30:49 time: 0.8719 data_time: 0.0056 memory: 27093 grad_norm: 41.8138 loss: 10.2603 loss_cls: 0.2402 loss_bbox: 0.1744 loss_iou: 0.4237 d0.loss_cls: 0.3120 d0.loss_bbox: 0.1742 d0.loss_iou: 0.4334 d1.loss_cls: 0.2694 d1.loss_bbox: 0.1761 d1.loss_iou: 0.4308 d2.loss_cls: 0.2559 d2.loss_bbox: 0.1737 d2.loss_iou: 0.4246 d3.loss_cls: 0.2467 d3.loss_bbox: 0.1747 d3.loss_iou: 0.4228 d4.loss_cls: 0.2405 d4.loss_bbox: 0.1743 d4.loss_iou: 0.4242 enc_loss_cls: 0.2971 enc_loss_bbox: 0.2020 enc_loss_iou: 0.4928 dn_loss_cls: 0.0327 dn_loss_bbox: 0.2289 dn_loss_iou: 0.3593 d0.dn_loss_cls: 0.0660 d0.dn_loss_bbox: 0.3345 d0.dn_loss_iou: 0.4949 d1.dn_loss_cls: 0.0426 d1.dn_loss_bbox: 0.2596 d1.dn_loss_iou: 0.3940 d2.dn_loss_cls: 0.0362 d2.dn_loss_bbox: 0.2358 d2.dn_loss_iou: 0.3674 d3.dn_loss_cls: 0.0335 d3.dn_loss_bbox: 0.2299 d3.dn_loss_iou: 0.3607 d4.dn_loss_cls: 0.0326 d4.dn_loss_bbox: 0.2286 d4.dn_loss_iou: 0.3596 2023/02/28 21:41:42 - mmengine - INFO - Epoch(train) [8][5800/7393] lr: 1.0000e-04 eta: 7:30:06 time: 0.8687 data_time: 0.0055 memory: 26735 grad_norm: 34.9814 loss: 8.9876 loss_cls: 0.1871 loss_bbox: 0.1419 loss_iou: 0.3345 d0.loss_cls: 0.2357 d0.loss_bbox: 0.1541 d0.loss_iou: 0.3560 d1.loss_cls: 0.2051 d1.loss_bbox: 0.1474 d1.loss_iou: 0.3431 d2.loss_cls: 0.1954 d2.loss_bbox: 0.1432 d2.loss_iou: 0.3368 d3.loss_cls: 0.1926 d3.loss_bbox: 0.1416 d3.loss_iou: 0.3352 d4.loss_cls: 0.1889 d4.loss_bbox: 0.1415 d4.loss_iou: 0.3345 enc_loss_cls: 0.2285 enc_loss_bbox: 0.1803 enc_loss_iou: 0.4072 dn_loss_cls: 0.0278 dn_loss_bbox: 0.2444 dn_loss_iou: 0.3380 d0.dn_loss_cls: 0.0574 d0.dn_loss_bbox: 0.3814 d0.dn_loss_iou: 0.4692 d1.dn_loss_cls: 0.0359 d1.dn_loss_bbox: 0.2779 d1.dn_loss_iou: 0.3699 d2.dn_loss_cls: 0.0312 d2.dn_loss_bbox: 0.2522 d2.dn_loss_iou: 0.3469 d3.dn_loss_cls: 0.0293 d3.dn_loss_bbox: 0.2454 d3.dn_loss_iou: 0.3396 d4.dn_loss_cls: 0.0279 d4.dn_loss_bbox: 0.2444 d4.dn_loss_iou: 0.3383 2023/02/28 21:42:25 - mmengine - INFO - Epoch(train) [8][5850/7393] lr: 1.0000e-04 eta: 7:29:22 time: 0.8602 data_time: 0.0057 memory: 26789 grad_norm: 36.9059 loss: 8.4958 loss_cls: 0.1663 loss_bbox: 0.1281 loss_iou: 0.3381 d0.loss_cls: 0.2146 d0.loss_bbox: 0.1341 d0.loss_iou: 0.3546 d1.loss_cls: 0.1872 d1.loss_bbox: 0.1351 d1.loss_iou: 0.3469 d2.loss_cls: 0.1750 d2.loss_bbox: 0.1319 d2.loss_iou: 0.3418 d3.loss_cls: 0.1714 d3.loss_bbox: 0.1256 d3.loss_iou: 0.3384 d4.loss_cls: 0.1679 d4.loss_bbox: 0.1261 d4.loss_iou: 0.3401 enc_loss_cls: 0.2078 enc_loss_bbox: 0.1616 enc_loss_iou: 0.4029 dn_loss_cls: 0.0232 dn_loss_bbox: 0.2053 dn_loss_iou: 0.3402 d0.dn_loss_cls: 0.0555 d0.dn_loss_bbox: 0.3286 d0.dn_loss_iou: 0.4759 d1.dn_loss_cls: 0.0327 d1.dn_loss_bbox: 0.2356 d1.dn_loss_iou: 0.3718 d2.dn_loss_cls: 0.0273 d2.dn_loss_bbox: 0.2118 d2.dn_loss_iou: 0.3487 d3.dn_loss_cls: 0.0247 d3.dn_loss_bbox: 0.2074 d3.dn_loss_iou: 0.3422 d4.dn_loss_cls: 0.0235 d4.dn_loss_bbox: 0.2053 d4.dn_loss_iou: 0.3405 2023/02/28 21:43:09 - mmengine - INFO - Epoch(train) [8][5900/7393] lr: 1.0000e-04 eta: 7:28:40 time: 0.8877 data_time: 0.0056 memory: 25832 grad_norm: 31.9153 loss: 8.9658 loss_cls: 0.1809 loss_bbox: 0.1385 loss_iou: 0.3297 d0.loss_cls: 0.2271 d0.loss_bbox: 0.1478 d0.loss_iou: 0.3459 d1.loss_cls: 0.1972 d1.loss_bbox: 0.1411 d1.loss_iou: 0.3335 d2.loss_cls: 0.1898 d2.loss_bbox: 0.1372 d2.loss_iou: 0.3322 d3.loss_cls: 0.1830 d3.loss_bbox: 0.1410 d3.loss_iou: 0.3325 d4.loss_cls: 0.1800 d4.loss_bbox: 0.1387 d4.loss_iou: 0.3326 enc_loss_cls: 0.2235 enc_loss_bbox: 0.1734 enc_loss_iou: 0.3765 dn_loss_cls: 0.0296 dn_loss_bbox: 0.2480 dn_loss_iou: 0.3498 d0.dn_loss_cls: 0.0624 d0.dn_loss_bbox: 0.3893 d0.dn_loss_iou: 0.4882 d1.dn_loss_cls: 0.0390 d1.dn_loss_bbox: 0.2867 d1.dn_loss_iou: 0.3822 d2.dn_loss_cls: 0.0329 d2.dn_loss_bbox: 0.2578 d2.dn_loss_iou: 0.3585 d3.dn_loss_cls: 0.0299 d3.dn_loss_bbox: 0.2505 d3.dn_loss_iou: 0.3517 d4.dn_loss_cls: 0.0293 d4.dn_loss_bbox: 0.2482 d4.dn_loss_iou: 0.3497 2023/02/28 21:43:53 - mmengine - INFO - Epoch(train) [8][5950/7393] lr: 1.0000e-04 eta: 7:27:57 time: 0.8768 data_time: 0.0059 memory: 24186 grad_norm: 32.9092 loss: 8.4473 loss_cls: 0.1717 loss_bbox: 0.1344 loss_iou: 0.2795 d0.loss_cls: 0.2112 d0.loss_bbox: 0.1433 d0.loss_iou: 0.2848 d1.loss_cls: 0.1904 d1.loss_bbox: 0.1373 d1.loss_iou: 0.2783 d2.loss_cls: 0.1797 d2.loss_bbox: 0.1403 d2.loss_iou: 0.2766 d3.loss_cls: 0.1687 d3.loss_bbox: 0.1405 d3.loss_iou: 0.2825 d4.loss_cls: 0.1727 d4.loss_bbox: 0.1344 d4.loss_iou: 0.2788 enc_loss_cls: 0.2080 enc_loss_bbox: 0.1689 enc_loss_iou: 0.3210 dn_loss_cls: 0.0258 dn_loss_bbox: 0.2666 dn_loss_iou: 0.3284 d0.dn_loss_cls: 0.0596 d0.dn_loss_bbox: 0.4069 d0.dn_loss_iou: 0.4655 d1.dn_loss_cls: 0.0356 d1.dn_loss_bbox: 0.3033 d1.dn_loss_iou: 0.3654 d2.dn_loss_cls: 0.0297 d2.dn_loss_bbox: 0.2738 d2.dn_loss_iou: 0.3380 d3.dn_loss_cls: 0.0266 d3.dn_loss_bbox: 0.2680 d3.dn_loss_iou: 0.3306 d4.dn_loss_cls: 0.0256 d4.dn_loss_bbox: 0.2666 d4.dn_loss_iou: 0.3287 2023/02/28 21:44:37 - mmengine - INFO - Epoch(train) [8][6000/7393] lr: 1.0000e-04 eta: 7:27:13 time: 0.8737 data_time: 0.0058 memory: 28079 grad_norm: 36.7566 loss: 9.6958 loss_cls: 0.2196 loss_bbox: 0.1670 loss_iou: 0.3692 d0.loss_cls: 0.2735 d0.loss_bbox: 0.1763 d0.loss_iou: 0.3878 d1.loss_cls: 0.2455 d1.loss_bbox: 0.1694 d1.loss_iou: 0.3746 d2.loss_cls: 0.2268 d2.loss_bbox: 0.1698 d2.loss_iou: 0.3732 d3.loss_cls: 0.2223 d3.loss_bbox: 0.1674 d3.loss_iou: 0.3695 d4.loss_cls: 0.2229 d4.loss_bbox: 0.1653 d4.loss_iou: 0.3678 enc_loss_cls: 0.2627 enc_loss_bbox: 0.2070 enc_loss_iou: 0.4321 dn_loss_cls: 0.0321 dn_loss_bbox: 0.2545 dn_loss_iou: 0.3402 d0.dn_loss_cls: 0.0637 d0.dn_loss_bbox: 0.3710 d0.dn_loss_iou: 0.4677 d1.dn_loss_cls: 0.0398 d1.dn_loss_bbox: 0.2831 d1.dn_loss_iou: 0.3727 d2.dn_loss_cls: 0.0343 d2.dn_loss_bbox: 0.2602 d2.dn_loss_iou: 0.3500 d3.dn_loss_cls: 0.0323 d3.dn_loss_bbox: 0.2552 d3.dn_loss_iou: 0.3422 d4.dn_loss_cls: 0.0314 d4.dn_loss_bbox: 0.2548 d4.dn_loss_iou: 0.3407 2023/02/28 21:45:21 - mmengine - INFO - Epoch(train) [8][6050/7393] lr: 1.0000e-04 eta: 7:26:30 time: 0.8754 data_time: 0.0056 memory: 27689 grad_norm: 31.8697 loss: 9.8150 loss_cls: 0.2094 loss_bbox: 0.1656 loss_iou: 0.4103 d0.loss_cls: 0.2650 d0.loss_bbox: 0.1699 d0.loss_iou: 0.4262 d1.loss_cls: 0.2293 d1.loss_bbox: 0.1705 d1.loss_iou: 0.4192 d2.loss_cls: 0.2175 d2.loss_bbox: 0.1670 d2.loss_iou: 0.4148 d3.loss_cls: 0.2127 d3.loss_bbox: 0.1665 d3.loss_iou: 0.4115 d4.loss_cls: 0.2098 d4.loss_bbox: 0.1671 d4.loss_iou: 0.4116 enc_loss_cls: 0.2587 enc_loss_bbox: 0.1967 enc_loss_iou: 0.4729 dn_loss_cls: 0.0266 dn_loss_bbox: 0.2404 dn_loss_iou: 0.3410 d0.dn_loss_cls: 0.0629 d0.dn_loss_bbox: 0.3604 d0.dn_loss_iou: 0.4800 d1.dn_loss_cls: 0.0378 d1.dn_loss_bbox: 0.2708 d1.dn_loss_iou: 0.3746 d2.dn_loss_cls: 0.0313 d2.dn_loss_bbox: 0.2459 d2.dn_loss_iou: 0.3494 d3.dn_loss_cls: 0.0281 d3.dn_loss_bbox: 0.2415 d3.dn_loss_iou: 0.3431 d4.dn_loss_cls: 0.0269 d4.dn_loss_bbox: 0.2407 d4.dn_loss_iou: 0.3416 2023/02/28 21:46:04 - mmengine - INFO - Epoch(train) [8][6100/7393] lr: 1.0000e-04 eta: 7:25:47 time: 0.8667 data_time: 0.0056 memory: 28736 grad_norm: 32.0481 loss: 8.5660 loss_cls: 0.1693 loss_bbox: 0.1420 loss_iou: 0.3525 d0.loss_cls: 0.2206 d0.loss_bbox: 0.1467 d0.loss_iou: 0.3651 d1.loss_cls: 0.1911 d1.loss_bbox: 0.1430 d1.loss_iou: 0.3521 d2.loss_cls: 0.1808 d2.loss_bbox: 0.1397 d2.loss_iou: 0.3487 d3.loss_cls: 0.1724 d3.loss_bbox: 0.1410 d3.loss_iou: 0.3504 d4.loss_cls: 0.1687 d4.loss_bbox: 0.1424 d4.loss_iou: 0.3530 enc_loss_cls: 0.2167 enc_loss_bbox: 0.1739 enc_loss_iou: 0.4083 dn_loss_cls: 0.0246 dn_loss_bbox: 0.2042 dn_loss_iou: 0.3220 d0.dn_loss_cls: 0.0558 d0.dn_loss_bbox: 0.3236 d0.dn_loss_iou: 0.4527 d1.dn_loss_cls: 0.0348 d1.dn_loss_bbox: 0.2374 d1.dn_loss_iou: 0.3539 d2.dn_loss_cls: 0.0289 d2.dn_loss_bbox: 0.2119 d2.dn_loss_iou: 0.3311 d3.dn_loss_cls: 0.0263 d3.dn_loss_bbox: 0.2054 d3.dn_loss_iou: 0.3240 d4.dn_loss_cls: 0.0250 d4.dn_loss_bbox: 0.2039 d4.dn_loss_iou: 0.3220 2023/02/28 21:46:49 - mmengine - INFO - Epoch(train) [8][6150/7393] lr: 1.0000e-04 eta: 7:25:04 time: 0.8899 data_time: 0.0056 memory: 27075 grad_norm: 32.9094 loss: 9.0956 loss_cls: 0.2069 loss_bbox: 0.1472 loss_iou: 0.3852 d0.loss_cls: 0.2556 d0.loss_bbox: 0.1560 d0.loss_iou: 0.4010 d1.loss_cls: 0.2269 d1.loss_bbox: 0.1492 d1.loss_iou: 0.3893 d2.loss_cls: 0.2148 d2.loss_bbox: 0.1477 d2.loss_iou: 0.3866 d3.loss_cls: 0.2060 d3.loss_bbox: 0.1486 d3.loss_iou: 0.3880 d4.loss_cls: 0.2050 d4.loss_bbox: 0.1479 d4.loss_iou: 0.3873 enc_loss_cls: 0.2469 enc_loss_bbox: 0.1828 enc_loss_iou: 0.4555 dn_loss_cls: 0.0219 dn_loss_bbox: 0.2054 dn_loss_iou: 0.3241 d0.dn_loss_cls: 0.0528 d0.dn_loss_bbox: 0.3181 d0.dn_loss_iou: 0.4464 d1.dn_loss_cls: 0.0313 d1.dn_loss_bbox: 0.2324 d1.dn_loss_iou: 0.3510 d2.dn_loss_cls: 0.0247 d2.dn_loss_bbox: 0.2125 d2.dn_loss_iou: 0.3326 d3.dn_loss_cls: 0.0228 d3.dn_loss_bbox: 0.2070 d3.dn_loss_iou: 0.3265 d4.dn_loss_cls: 0.0219 d4.dn_loss_bbox: 0.2054 d4.dn_loss_iou: 0.3243 2023/02/28 21:47:32 - mmengine - INFO - Epoch(train) [8][6200/7393] lr: 1.0000e-04 eta: 7:24:21 time: 0.8757 data_time: 0.0055 memory: 34579 grad_norm: 33.5860 loss: 8.9123 loss_cls: 0.1808 loss_bbox: 0.1595 loss_iou: 0.3052 d0.loss_cls: 0.2254 d0.loss_bbox: 0.1628 d0.loss_iou: 0.3197 d1.loss_cls: 0.1994 d1.loss_bbox: 0.1608 d1.loss_iou: 0.3157 d2.loss_cls: 0.1876 d2.loss_bbox: 0.1587 d2.loss_iou: 0.3084 d3.loss_cls: 0.1789 d3.loss_bbox: 0.1614 d3.loss_iou: 0.3048 d4.loss_cls: 0.1771 d4.loss_bbox: 0.1606 d4.loss_iou: 0.3063 enc_loss_cls: 0.2218 enc_loss_bbox: 0.1803 enc_loss_iou: 0.3612 dn_loss_cls: 0.0252 dn_loss_bbox: 0.2561 dn_loss_iou: 0.3516 d0.dn_loss_cls: 0.0568 d0.dn_loss_bbox: 0.3814 d0.dn_loss_iou: 0.4869 d1.dn_loss_cls: 0.0338 d1.dn_loss_bbox: 0.2838 d1.dn_loss_iou: 0.3846 d2.dn_loss_cls: 0.0284 d2.dn_loss_bbox: 0.2602 d2.dn_loss_iou: 0.3596 d3.dn_loss_cls: 0.0260 d3.dn_loss_bbox: 0.2558 d3.dn_loss_iou: 0.3530 d4.dn_loss_cls: 0.0252 d4.dn_loss_bbox: 0.2560 d4.dn_loss_iou: 0.3519 2023/02/28 21:48:15 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 21:48:15 - mmengine - INFO - Epoch(train) [8][6250/7393] lr: 1.0000e-04 eta: 7:23:38 time: 0.8583 data_time: 0.0057 memory: 29686 grad_norm: 35.4014 loss: 9.2702 loss_cls: 0.2181 loss_bbox: 0.1427 loss_iou: 0.3528 d0.loss_cls: 0.2669 d0.loss_bbox: 0.1512 d0.loss_iou: 0.3721 d1.loss_cls: 0.2339 d1.loss_bbox: 0.1476 d1.loss_iou: 0.3632 d2.loss_cls: 0.2251 d2.loss_bbox: 0.1434 d2.loss_iou: 0.3555 d3.loss_cls: 0.2204 d3.loss_bbox: 0.1438 d3.loss_iou: 0.3539 d4.loss_cls: 0.2163 d4.loss_bbox: 0.1433 d4.loss_iou: 0.3533 enc_loss_cls: 0.2586 enc_loss_bbox: 0.1760 enc_loss_iou: 0.4212 dn_loss_cls: 0.0258 dn_loss_bbox: 0.2290 dn_loss_iou: 0.3475 d0.dn_loss_cls: 0.0581 d0.dn_loss_bbox: 0.3561 d0.dn_loss_iou: 0.4840 d1.dn_loss_cls: 0.0352 d1.dn_loss_bbox: 0.2614 d1.dn_loss_iou: 0.3809 d2.dn_loss_cls: 0.0296 d2.dn_loss_bbox: 0.2366 d2.dn_loss_iou: 0.3562 d3.dn_loss_cls: 0.0278 d3.dn_loss_bbox: 0.2301 d3.dn_loss_iou: 0.3489 d4.dn_loss_cls: 0.0263 d4.dn_loss_bbox: 0.2294 d4.dn_loss_iou: 0.3479 2023/02/28 21:48:59 - mmengine - INFO - Epoch(train) [8][6300/7393] lr: 1.0000e-04 eta: 7:22:54 time: 0.8705 data_time: 0.0056 memory: 29182 grad_norm: 33.0579 loss: 9.1415 loss_cls: 0.2011 loss_bbox: 0.1475 loss_iou: 0.3646 d0.loss_cls: 0.2579 d0.loss_bbox: 0.1517 d0.loss_iou: 0.3771 d1.loss_cls: 0.2287 d1.loss_bbox: 0.1511 d1.loss_iou: 0.3648 d2.loss_cls: 0.2138 d2.loss_bbox: 0.1477 d2.loss_iou: 0.3662 d3.loss_cls: 0.2078 d3.loss_bbox: 0.1468 d3.loss_iou: 0.3643 d4.loss_cls: 0.2040 d4.loss_bbox: 0.1454 d4.loss_iou: 0.3636 enc_loss_cls: 0.2573 enc_loss_bbox: 0.1804 enc_loss_iou: 0.4189 dn_loss_cls: 0.0236 dn_loss_bbox: 0.2324 dn_loss_iou: 0.3306 d0.dn_loss_cls: 0.0567 d0.dn_loss_bbox: 0.3440 d0.dn_loss_iou: 0.4599 d1.dn_loss_cls: 0.0336 d1.dn_loss_bbox: 0.2574 d1.dn_loss_iou: 0.3618 d2.dn_loss_cls: 0.0269 d2.dn_loss_bbox: 0.2371 d2.dn_loss_iou: 0.3397 d3.dn_loss_cls: 0.0248 d3.dn_loss_bbox: 0.2330 d3.dn_loss_iou: 0.3321 d4.dn_loss_cls: 0.0240 d4.dn_loss_bbox: 0.2323 d4.dn_loss_iou: 0.3307 2023/02/28 21:49:43 - mmengine - INFO - Epoch(train) [8][6350/7393] lr: 1.0000e-04 eta: 7:22:11 time: 0.8752 data_time: 0.0055 memory: 29313 grad_norm: 36.9214 loss: 8.9787 loss_cls: 0.1786 loss_bbox: 0.1498 loss_iou: 0.3202 d0.loss_cls: 0.2227 d0.loss_bbox: 0.1512 d0.loss_iou: 0.3308 d1.loss_cls: 0.1963 d1.loss_bbox: 0.1482 d1.loss_iou: 0.3240 d2.loss_cls: 0.1848 d2.loss_bbox: 0.1472 d2.loss_iou: 0.3233 d3.loss_cls: 0.1785 d3.loss_bbox: 0.1518 d3.loss_iou: 0.3215 d4.loss_cls: 0.1785 d4.loss_bbox: 0.1500 d4.loss_iou: 0.3194 enc_loss_cls: 0.2236 enc_loss_bbox: 0.1684 enc_loss_iou: 0.3740 dn_loss_cls: 0.0257 dn_loss_bbox: 0.2764 dn_loss_iou: 0.3441 d0.dn_loss_cls: 0.0561 d0.dn_loss_bbox: 0.3881 d0.dn_loss_iou: 0.4705 d1.dn_loss_cls: 0.0347 d1.dn_loss_bbox: 0.3038 d1.dn_loss_iou: 0.3721 d2.dn_loss_cls: 0.0295 d2.dn_loss_bbox: 0.2843 d2.dn_loss_iou: 0.3529 d3.dn_loss_cls: 0.0274 d3.dn_loss_bbox: 0.2780 d3.dn_loss_iou: 0.3457 d4.dn_loss_cls: 0.0260 d4.dn_loss_bbox: 0.2765 d4.dn_loss_iou: 0.3442 2023/02/28 21:50:26 - mmengine - INFO - Epoch(train) [8][6400/7393] lr: 1.0000e-04 eta: 7:21:28 time: 0.8760 data_time: 0.0056 memory: 32367 grad_norm: 32.9703 loss: 9.9153 loss_cls: 0.2217 loss_bbox: 0.1711 loss_iou: 0.3758 d0.loss_cls: 0.2645 d0.loss_bbox: 0.1834 d0.loss_iou: 0.3974 d1.loss_cls: 0.2390 d1.loss_bbox: 0.1757 d1.loss_iou: 0.3848 d2.loss_cls: 0.2278 d2.loss_bbox: 0.1735 d2.loss_iou: 0.3815 d3.loss_cls: 0.2234 d3.loss_bbox: 0.1721 d3.loss_iou: 0.3785 d4.loss_cls: 0.2204 d4.loss_bbox: 0.1711 d4.loss_iou: 0.3758 enc_loss_cls: 0.2627 enc_loss_bbox: 0.2070 enc_loss_iou: 0.4406 dn_loss_cls: 0.0319 dn_loss_bbox: 0.2605 dn_loss_iou: 0.3600 d0.dn_loss_cls: 0.0643 d0.dn_loss_bbox: 0.3758 d0.dn_loss_iou: 0.4793 d1.dn_loss_cls: 0.0423 d1.dn_loss_bbox: 0.2859 d1.dn_loss_iou: 0.3857 d2.dn_loss_cls: 0.0359 d2.dn_loss_bbox: 0.2665 d2.dn_loss_iou: 0.3683 d3.dn_loss_cls: 0.0335 d3.dn_loss_bbox: 0.2616 d3.dn_loss_iou: 0.3622 d4.dn_loss_cls: 0.0325 d4.dn_loss_bbox: 0.2606 d4.dn_loss_iou: 0.3605 2023/02/28 21:51:09 - mmengine - INFO - Epoch(train) [8][6450/7393] lr: 1.0000e-04 eta: 7:20:45 time: 0.8581 data_time: 0.0055 memory: 27678 grad_norm: 37.3948 loss: 8.7143 loss_cls: 0.1902 loss_bbox: 0.1381 loss_iou: 0.3256 d0.loss_cls: 0.2318 d0.loss_bbox: 0.1441 d0.loss_iou: 0.3444 d1.loss_cls: 0.2079 d1.loss_bbox: 0.1384 d1.loss_iou: 0.3336 d2.loss_cls: 0.1958 d2.loss_bbox: 0.1393 d2.loss_iou: 0.3292 d3.loss_cls: 0.1951 d3.loss_bbox: 0.1371 d3.loss_iou: 0.3246 d4.loss_cls: 0.1909 d4.loss_bbox: 0.1376 d4.loss_iou: 0.3256 enc_loss_cls: 0.2286 enc_loss_bbox: 0.1659 enc_loss_iou: 0.3810 dn_loss_cls: 0.0287 dn_loss_bbox: 0.2249 dn_loss_iou: 0.3390 d0.dn_loss_cls: 0.0591 d0.dn_loss_bbox: 0.3387 d0.dn_loss_iou: 0.4627 d1.dn_loss_cls: 0.0361 d1.dn_loss_bbox: 0.2518 d1.dn_loss_iou: 0.3714 d2.dn_loss_cls: 0.0313 d2.dn_loss_bbox: 0.2308 d2.dn_loss_iou: 0.3472 d3.dn_loss_cls: 0.0294 d3.dn_loss_bbox: 0.2250 d3.dn_loss_iou: 0.3406 d4.dn_loss_cls: 0.0287 d4.dn_loss_bbox: 0.2245 d4.dn_loss_iou: 0.3393 2023/02/28 21:51:52 - mmengine - INFO - Epoch(train) [8][6500/7393] lr: 1.0000e-04 eta: 7:20:01 time: 0.8583 data_time: 0.0056 memory: 25982 grad_norm: 31.4659 loss: 9.3608 loss_cls: 0.2030 loss_bbox: 0.1531 loss_iou: 0.4013 d0.loss_cls: 0.2648 d0.loss_bbox: 0.1551 d0.loss_iou: 0.4099 d1.loss_cls: 0.2298 d1.loss_bbox: 0.1530 d1.loss_iou: 0.4029 d2.loss_cls: 0.2153 d2.loss_bbox: 0.1500 d2.loss_iou: 0.4001 d3.loss_cls: 0.2097 d3.loss_bbox: 0.1527 d3.loss_iou: 0.3999 d4.loss_cls: 0.2052 d4.loss_bbox: 0.1528 d4.loss_iou: 0.3994 enc_loss_cls: 0.2573 enc_loss_bbox: 0.1799 enc_loss_iou: 0.4512 dn_loss_cls: 0.0238 dn_loss_bbox: 0.2133 dn_loss_iou: 0.3404 d0.dn_loss_cls: 0.0563 d0.dn_loss_bbox: 0.3245 d0.dn_loss_iou: 0.4681 d1.dn_loss_cls: 0.0324 d1.dn_loss_bbox: 0.2368 d1.dn_loss_iou: 0.3674 d2.dn_loss_cls: 0.0267 d2.dn_loss_bbox: 0.2168 d2.dn_loss_iou: 0.3471 d3.dn_loss_cls: 0.0247 d3.dn_loss_bbox: 0.2152 d3.dn_loss_iou: 0.3428 d4.dn_loss_cls: 0.0239 d4.dn_loss_bbox: 0.2135 d4.dn_loss_iou: 0.3406 2023/02/28 21:52:36 - mmengine - INFO - Epoch(train) [8][6550/7393] lr: 1.0000e-04 eta: 7:19:18 time: 0.8755 data_time: 0.0055 memory: 27160 grad_norm: 31.4755 loss: 8.8022 loss_cls: 0.2083 loss_bbox: 0.1466 loss_iou: 0.3547 d0.loss_cls: 0.2608 d0.loss_bbox: 0.1547 d0.loss_iou: 0.3731 d1.loss_cls: 0.2269 d1.loss_bbox: 0.1515 d1.loss_iou: 0.3683 d2.loss_cls: 0.2152 d2.loss_bbox: 0.1508 d2.loss_iou: 0.3600 d3.loss_cls: 0.2125 d3.loss_bbox: 0.1477 d3.loss_iou: 0.3565 d4.loss_cls: 0.2064 d4.loss_bbox: 0.1474 d4.loss_iou: 0.3561 enc_loss_cls: 0.2571 enc_loss_bbox: 0.1813 enc_loss_iou: 0.4177 dn_loss_cls: 0.0237 dn_loss_bbox: 0.2010 dn_loss_iou: 0.3019 d0.dn_loss_cls: 0.0569 d0.dn_loss_bbox: 0.3266 d0.dn_loss_iou: 0.4327 d1.dn_loss_cls: 0.0342 d1.dn_loss_bbox: 0.2310 d1.dn_loss_iou: 0.3346 d2.dn_loss_cls: 0.0276 d2.dn_loss_bbox: 0.2076 d2.dn_loss_iou: 0.3107 d3.dn_loss_cls: 0.0250 d3.dn_loss_bbox: 0.2028 d3.dn_loss_iou: 0.3042 d4.dn_loss_cls: 0.0241 d4.dn_loss_bbox: 0.2013 d4.dn_loss_iou: 0.3025 2023/02/28 21:53:20 - mmengine - INFO - Epoch(train) [8][6600/7393] lr: 1.0000e-04 eta: 7:18:35 time: 0.8762 data_time: 0.0056 memory: 27095 grad_norm: 35.1205 loss: 10.3890 loss_cls: 0.2488 loss_bbox: 0.1826 loss_iou: 0.4863 d0.loss_cls: 0.3176 d0.loss_bbox: 0.1766 d0.loss_iou: 0.4988 d1.loss_cls: 0.2801 d1.loss_bbox: 0.1769 d1.loss_iou: 0.4881 d2.loss_cls: 0.2640 d2.loss_bbox: 0.1795 d2.loss_iou: 0.4858 d3.loss_cls: 0.2581 d3.loss_bbox: 0.1810 d3.loss_iou: 0.4833 d4.loss_cls: 0.2496 d4.loss_bbox: 0.1832 d4.loss_iou: 0.4880 enc_loss_cls: 0.3154 enc_loss_bbox: 0.2092 enc_loss_iou: 0.5559 dn_loss_cls: 0.0224 dn_loss_bbox: 0.1919 dn_loss_iou: 0.3351 d0.dn_loss_cls: 0.0535 d0.dn_loss_bbox: 0.3220 d0.dn_loss_iou: 0.4658 d1.dn_loss_cls: 0.0319 d1.dn_loss_bbox: 0.2216 d1.dn_loss_iou: 0.3658 d2.dn_loss_cls: 0.0258 d2.dn_loss_bbox: 0.1991 d2.dn_loss_iou: 0.3424 d3.dn_loss_cls: 0.0238 d3.dn_loss_bbox: 0.1928 d3.dn_loss_iou: 0.3366 d4.dn_loss_cls: 0.0225 d4.dn_loss_bbox: 0.1920 d4.dn_loss_iou: 0.3352 2023/02/28 21:54:03 - mmengine - INFO - Epoch(train) [8][6650/7393] lr: 1.0000e-04 eta: 7:17:52 time: 0.8666 data_time: 0.0057 memory: 28428 grad_norm: 35.5885 loss: 9.8312 loss_cls: 0.2248 loss_bbox: 0.1894 loss_iou: 0.4060 d0.loss_cls: 0.2806 d0.loss_bbox: 0.1951 d0.loss_iou: 0.4187 d1.loss_cls: 0.2498 d1.loss_bbox: 0.1906 d1.loss_iou: 0.4089 d2.loss_cls: 0.2393 d2.loss_bbox: 0.1865 d2.loss_iou: 0.4020 d3.loss_cls: 0.2293 d3.loss_bbox: 0.1890 d3.loss_iou: 0.4053 d4.loss_cls: 0.2280 d4.loss_bbox: 0.1876 d4.loss_iou: 0.4052 enc_loss_cls: 0.2769 enc_loss_bbox: 0.2192 enc_loss_iou: 0.4693 dn_loss_cls: 0.0284 dn_loss_bbox: 0.2308 dn_loss_iou: 0.3239 d0.dn_loss_cls: 0.0588 d0.dn_loss_bbox: 0.3391 d0.dn_loss_iou: 0.4474 d1.dn_loss_cls: 0.0364 d1.dn_loss_bbox: 0.2513 d1.dn_loss_iou: 0.3511 d2.dn_loss_cls: 0.0303 d2.dn_loss_bbox: 0.2331 d2.dn_loss_iou: 0.3311 d3.dn_loss_cls: 0.0289 d3.dn_loss_bbox: 0.2308 d3.dn_loss_iou: 0.3252 d4.dn_loss_cls: 0.0283 d4.dn_loss_bbox: 0.2307 d4.dn_loss_iou: 0.3241 2023/02/28 21:54:48 - mmengine - INFO - Epoch(train) [8][6700/7393] lr: 1.0000e-04 eta: 7:17:09 time: 0.8999 data_time: 0.0056 memory: 28179 grad_norm: 30.4235 loss: 9.2943 loss_cls: 0.1799 loss_bbox: 0.1408 loss_iou: 0.3352 d0.loss_cls: 0.2251 d0.loss_bbox: 0.1477 d0.loss_iou: 0.3577 d1.loss_cls: 0.1980 d1.loss_bbox: 0.1432 d1.loss_iou: 0.3416 d2.loss_cls: 0.1868 d2.loss_bbox: 0.1446 d2.loss_iou: 0.3379 d3.loss_cls: 0.1853 d3.loss_bbox: 0.1407 d3.loss_iou: 0.3354 d4.loss_cls: 0.1795 d4.loss_bbox: 0.1404 d4.loss_iou: 0.3352 enc_loss_cls: 0.2250 enc_loss_bbox: 0.1712 enc_loss_iou: 0.3962 dn_loss_cls: 0.0296 dn_loss_bbox: 0.2663 dn_loss_iou: 0.3813 d0.dn_loss_cls: 0.0644 d0.dn_loss_bbox: 0.3884 d0.dn_loss_iou: 0.5195 d1.dn_loss_cls: 0.0405 d1.dn_loss_bbox: 0.2906 d1.dn_loss_iou: 0.4131 d2.dn_loss_cls: 0.0333 d2.dn_loss_bbox: 0.2720 d2.dn_loss_iou: 0.3899 d3.dn_loss_cls: 0.0314 d3.dn_loss_bbox: 0.2659 d3.dn_loss_iou: 0.3828 d4.dn_loss_cls: 0.0300 d4.dn_loss_bbox: 0.2664 d4.dn_loss_iou: 0.3816 2023/02/28 21:55:31 - mmengine - INFO - Epoch(train) [8][6750/7393] lr: 1.0000e-04 eta: 7:16:25 time: 0.8484 data_time: 0.0059 memory: 27689 grad_norm: 33.6407 loss: 9.7216 loss_cls: 0.2135 loss_bbox: 0.1603 loss_iou: 0.3549 d0.loss_cls: 0.2607 d0.loss_bbox: 0.1775 d0.loss_iou: 0.3847 d1.loss_cls: 0.2347 d1.loss_bbox: 0.1676 d1.loss_iou: 0.3705 d2.loss_cls: 0.2190 d2.loss_bbox: 0.1617 d2.loss_iou: 0.3586 d3.loss_cls: 0.2161 d3.loss_bbox: 0.1591 d3.loss_iou: 0.3575 d4.loss_cls: 0.2134 d4.loss_bbox: 0.1600 d4.loss_iou: 0.3556 enc_loss_cls: 0.2538 enc_loss_bbox: 0.2108 enc_loss_iou: 0.4356 dn_loss_cls: 0.0294 dn_loss_bbox: 0.2675 dn_loss_iou: 0.3539 d0.dn_loss_cls: 0.0630 d0.dn_loss_bbox: 0.3940 d0.dn_loss_iou: 0.4908 d1.dn_loss_cls: 0.0392 d1.dn_loss_bbox: 0.2968 d1.dn_loss_iou: 0.3878 d2.dn_loss_cls: 0.0323 d2.dn_loss_bbox: 0.2723 d2.dn_loss_iou: 0.3622 d3.dn_loss_cls: 0.0300 d3.dn_loss_bbox: 0.2693 d3.dn_loss_iou: 0.3564 d4.dn_loss_cls: 0.0295 d4.dn_loss_bbox: 0.2674 d4.dn_loss_iou: 0.3540 2023/02/28 21:56:15 - mmengine - INFO - Epoch(train) [8][6800/7393] lr: 1.0000e-04 eta: 7:15:42 time: 0.8804 data_time: 0.0064 memory: 27234 grad_norm: 35.5738 loss: 8.5785 loss_cls: 0.1962 loss_bbox: 0.1549 loss_iou: 0.3217 d0.loss_cls: 0.2413 d0.loss_bbox: 0.1640 d0.loss_iou: 0.3318 d1.loss_cls: 0.2133 d1.loss_bbox: 0.1573 d1.loss_iou: 0.3247 d2.loss_cls: 0.2025 d2.loss_bbox: 0.1557 d2.loss_iou: 0.3223 d3.loss_cls: 0.2004 d3.loss_bbox: 0.1546 d3.loss_iou: 0.3212 d4.loss_cls: 0.1978 d4.loss_bbox: 0.1555 d4.loss_iou: 0.3213 enc_loss_cls: 0.2357 enc_loss_bbox: 0.1883 enc_loss_iou: 0.3779 dn_loss_cls: 0.0238 dn_loss_bbox: 0.2051 dn_loss_iou: 0.3188 d0.dn_loss_cls: 0.0580 d0.dn_loss_bbox: 0.3148 d0.dn_loss_iou: 0.4417 d1.dn_loss_cls: 0.0345 d1.dn_loss_bbox: 0.2289 d1.dn_loss_iou: 0.3486 d2.dn_loss_cls: 0.0290 d2.dn_loss_bbox: 0.2093 d2.dn_loss_iou: 0.3262 d3.dn_loss_cls: 0.0263 d3.dn_loss_bbox: 0.2062 d3.dn_loss_iou: 0.3203 d4.dn_loss_cls: 0.0247 d4.dn_loss_bbox: 0.2052 d4.dn_loss_iou: 0.3189 2023/02/28 21:56:58 - mmengine - INFO - Epoch(train) [8][6850/7393] lr: 1.0000e-04 eta: 7:14:59 time: 0.8775 data_time: 0.0061 memory: 27614 grad_norm: 34.9504 loss: 8.6854 loss_cls: 0.1661 loss_bbox: 0.1376 loss_iou: 0.3384 d0.loss_cls: 0.2208 d0.loss_bbox: 0.1420 d0.loss_iou: 0.3475 d1.loss_cls: 0.1862 d1.loss_bbox: 0.1423 d1.loss_iou: 0.3433 d2.loss_cls: 0.1734 d2.loss_bbox: 0.1411 d2.loss_iou: 0.3389 d3.loss_cls: 0.1673 d3.loss_bbox: 0.1396 d3.loss_iou: 0.3414 d4.loss_cls: 0.1664 d4.loss_bbox: 0.1372 d4.loss_iou: 0.3388 enc_loss_cls: 0.2104 enc_loss_bbox: 0.1660 enc_loss_iou: 0.3891 dn_loss_cls: 0.0210 dn_loss_bbox: 0.2266 dn_loss_iou: 0.3509 d0.dn_loss_cls: 0.0522 d0.dn_loss_bbox: 0.3365 d0.dn_loss_iou: 0.4793 d1.dn_loss_cls: 0.0317 d1.dn_loss_bbox: 0.2516 d1.dn_loss_iou: 0.3794 d2.dn_loss_cls: 0.0253 d2.dn_loss_bbox: 0.2335 d2.dn_loss_iou: 0.3604 d3.dn_loss_cls: 0.0227 d3.dn_loss_bbox: 0.2283 d3.dn_loss_iou: 0.3532 d4.dn_loss_cls: 0.0213 d4.dn_loss_bbox: 0.2264 d4.dn_loss_iou: 0.3513 2023/02/28 21:57:42 - mmengine - INFO - Epoch(train) [8][6900/7393] lr: 1.0000e-04 eta: 7:14:16 time: 0.8798 data_time: 0.0062 memory: 26735 grad_norm: 32.0194 loss: 9.7810 loss_cls: 0.2418 loss_bbox: 0.1532 loss_iou: 0.4000 d0.loss_cls: 0.2958 d0.loss_bbox: 0.1620 d0.loss_iou: 0.4178 d1.loss_cls: 0.2656 d1.loss_bbox: 0.1542 d1.loss_iou: 0.4046 d2.loss_cls: 0.2452 d2.loss_bbox: 0.1560 d2.loss_iou: 0.4031 d3.loss_cls: 0.2407 d3.loss_bbox: 0.1552 d3.loss_iou: 0.4045 d4.loss_cls: 0.2403 d4.loss_bbox: 0.1534 d4.loss_iou: 0.4011 enc_loss_cls: 0.2882 enc_loss_bbox: 0.1883 enc_loss_iou: 0.4607 dn_loss_cls: 0.0284 dn_loss_bbox: 0.2099 dn_loss_iou: 0.3583 d0.dn_loss_cls: 0.0611 d0.dn_loss_bbox: 0.3244 d0.dn_loss_iou: 0.4897 d1.dn_loss_cls: 0.0379 d1.dn_loss_bbox: 0.2387 d1.dn_loss_iou: 0.3895 d2.dn_loss_cls: 0.0319 d2.dn_loss_bbox: 0.2161 d2.dn_loss_iou: 0.3666 d3.dn_loss_cls: 0.0298 d3.dn_loss_bbox: 0.2106 d3.dn_loss_iou: 0.3595 d4.dn_loss_cls: 0.0285 d4.dn_loss_bbox: 0.2101 d4.dn_loss_iou: 0.3585 2023/02/28 21:58:26 - mmengine - INFO - Epoch(train) [8][6950/7393] lr: 1.0000e-04 eta: 7:13:33 time: 0.8783 data_time: 0.0062 memory: 29182 grad_norm: 32.1952 loss: 9.1419 loss_cls: 0.1967 loss_bbox: 0.1547 loss_iou: 0.3270 d0.loss_cls: 0.2507 d0.loss_bbox: 0.1606 d0.loss_iou: 0.3317 d1.loss_cls: 0.2156 d1.loss_bbox: 0.1597 d1.loss_iou: 0.3363 d2.loss_cls: 0.2076 d2.loss_bbox: 0.1530 d2.loss_iou: 0.3239 d3.loss_cls: 0.2009 d3.loss_bbox: 0.1549 d3.loss_iou: 0.3264 d4.loss_cls: 0.1988 d4.loss_bbox: 0.1532 d4.loss_iou: 0.3258 enc_loss_cls: 0.2367 enc_loss_bbox: 0.1931 enc_loss_iou: 0.3831 dn_loss_cls: 0.0292 dn_loss_bbox: 0.2587 dn_loss_iou: 0.3369 d0.dn_loss_cls: 0.0651 d0.dn_loss_bbox: 0.3945 d0.dn_loss_iou: 0.4717 d1.dn_loss_cls: 0.0399 d1.dn_loss_bbox: 0.2892 d1.dn_loss_iou: 0.3697 d2.dn_loss_cls: 0.0334 d2.dn_loss_bbox: 0.2643 d2.dn_loss_iou: 0.3451 d3.dn_loss_cls: 0.0310 d3.dn_loss_bbox: 0.2597 d3.dn_loss_iou: 0.3386 d4.dn_loss_cls: 0.0291 d4.dn_loss_bbox: 0.2587 d4.dn_loss_iou: 0.3369 2023/02/28 21:59:10 - mmengine - INFO - Epoch(train) [8][7000/7393] lr: 1.0000e-04 eta: 7:12:50 time: 0.8683 data_time: 0.0062 memory: 27614 grad_norm: 29.8977 loss: 8.8505 loss_cls: 0.1971 loss_bbox: 0.1476 loss_iou: 0.3501 d0.loss_cls: 0.2482 d0.loss_bbox: 0.1520 d0.loss_iou: 0.3609 d1.loss_cls: 0.2193 d1.loss_bbox: 0.1529 d1.loss_iou: 0.3571 d2.loss_cls: 0.2100 d2.loss_bbox: 0.1501 d2.loss_iou: 0.3543 d3.loss_cls: 0.2033 d3.loss_bbox: 0.1479 d3.loss_iou: 0.3501 d4.loss_cls: 0.1997 d4.loss_bbox: 0.1472 d4.loss_iou: 0.3491 enc_loss_cls: 0.2485 enc_loss_bbox: 0.1772 enc_loss_iou: 0.4091 dn_loss_cls: 0.0221 dn_loss_bbox: 0.2158 dn_loss_iou: 0.3195 d0.dn_loss_cls: 0.0540 d0.dn_loss_bbox: 0.3403 d0.dn_loss_iou: 0.4472 d1.dn_loss_cls: 0.0303 d1.dn_loss_bbox: 0.2458 d1.dn_loss_iou: 0.3494 d2.dn_loss_cls: 0.0243 d2.dn_loss_bbox: 0.2232 d2.dn_loss_iou: 0.3276 d3.dn_loss_cls: 0.0235 d3.dn_loss_bbox: 0.2170 d3.dn_loss_iou: 0.3211 d4.dn_loss_cls: 0.0222 d4.dn_loss_bbox: 0.2159 d4.dn_loss_iou: 0.3195 2023/02/28 21:59:53 - mmengine - INFO - Epoch(train) [8][7050/7393] lr: 1.0000e-04 eta: 7:12:07 time: 0.8673 data_time: 0.0063 memory: 26767 grad_norm: 35.5737 loss: 9.6047 loss_cls: 0.2218 loss_bbox: 0.1533 loss_iou: 0.3798 d0.loss_cls: 0.2702 d0.loss_bbox: 0.1651 d0.loss_iou: 0.4037 d1.loss_cls: 0.2463 d1.loss_bbox: 0.1557 d1.loss_iou: 0.3836 d2.loss_cls: 0.2342 d2.loss_bbox: 0.1530 d2.loss_iou: 0.3782 d3.loss_cls: 0.2293 d3.loss_bbox: 0.1499 d3.loss_iou: 0.3744 d4.loss_cls: 0.2219 d4.loss_bbox: 0.1525 d4.loss_iou: 0.3783 enc_loss_cls: 0.2628 enc_loss_bbox: 0.1961 enc_loss_iou: 0.4606 dn_loss_cls: 0.0271 dn_loss_bbox: 0.2377 dn_loss_iou: 0.3424 d0.dn_loss_cls: 0.0628 d0.dn_loss_bbox: 0.3613 d0.dn_loss_iou: 0.4717 d1.dn_loss_cls: 0.0368 d1.dn_loss_bbox: 0.2691 d1.dn_loss_iou: 0.3790 d2.dn_loss_cls: 0.0310 d2.dn_loss_bbox: 0.2449 d2.dn_loss_iou: 0.3511 d3.dn_loss_cls: 0.0290 d3.dn_loss_bbox: 0.2382 d3.dn_loss_iou: 0.3437 d4.dn_loss_cls: 0.0274 d4.dn_loss_bbox: 0.2378 d4.dn_loss_iou: 0.3428 2023/02/28 22:00:37 - mmengine - INFO - Epoch(train) [8][7100/7393] lr: 1.0000e-04 eta: 7:11:23 time: 0.8685 data_time: 0.0061 memory: 27246 grad_norm: 32.7510 loss: 8.5955 loss_cls: 0.1783 loss_bbox: 0.1571 loss_iou: 0.3396 d0.loss_cls: 0.2275 d0.loss_bbox: 0.1682 d0.loss_iou: 0.3596 d1.loss_cls: 0.1999 d1.loss_bbox: 0.1618 d1.loss_iou: 0.3442 d2.loss_cls: 0.1874 d2.loss_bbox: 0.1612 d2.loss_iou: 0.3403 d3.loss_cls: 0.1789 d3.loss_bbox: 0.1602 d3.loss_iou: 0.3398 d4.loss_cls: 0.1774 d4.loss_bbox: 0.1574 d4.loss_iou: 0.3406 enc_loss_cls: 0.2277 enc_loss_bbox: 0.1958 enc_loss_iou: 0.4069 dn_loss_cls: 0.0193 dn_loss_bbox: 0.2033 dn_loss_iou: 0.3111 d0.dn_loss_cls: 0.0519 d0.dn_loss_bbox: 0.3309 d0.dn_loss_iou: 0.4432 d1.dn_loss_cls: 0.0280 d1.dn_loss_bbox: 0.2317 d1.dn_loss_iou: 0.3424 d2.dn_loss_cls: 0.0237 d2.dn_loss_bbox: 0.2088 d2.dn_loss_iou: 0.3193 d3.dn_loss_cls: 0.0211 d3.dn_loss_bbox: 0.2042 d3.dn_loss_iou: 0.3126 d4.dn_loss_cls: 0.0196 d4.dn_loss_bbox: 0.2033 d4.dn_loss_iou: 0.3111 2023/02/28 22:01:21 - mmengine - INFO - Epoch(train) [8][7150/7393] lr: 1.0000e-04 eta: 7:10:41 time: 0.8845 data_time: 0.0062 memory: 30156 grad_norm: 39.3728 loss: 9.9728 loss_cls: 0.2420 loss_bbox: 0.1628 loss_iou: 0.4264 d0.loss_cls: 0.2996 d0.loss_bbox: 0.1761 d0.loss_iou: 0.4470 d1.loss_cls: 0.2703 d1.loss_bbox: 0.1642 d1.loss_iou: 0.4322 d2.loss_cls: 0.2515 d2.loss_bbox: 0.1619 d2.loss_iou: 0.4236 d3.loss_cls: 0.2455 d3.loss_bbox: 0.1633 d3.loss_iou: 0.4248 d4.loss_cls: 0.2412 d4.loss_bbox: 0.1627 d4.loss_iou: 0.4245 enc_loss_cls: 0.2986 enc_loss_bbox: 0.1933 enc_loss_iou: 0.4916 dn_loss_cls: 0.0252 dn_loss_bbox: 0.2078 dn_loss_iou: 0.3511 d0.dn_loss_cls: 0.0602 d0.dn_loss_bbox: 0.3199 d0.dn_loss_iou: 0.4831 d1.dn_loss_cls: 0.0354 d1.dn_loss_bbox: 0.2334 d1.dn_loss_iou: 0.3821 d2.dn_loss_cls: 0.0287 d2.dn_loss_bbox: 0.2127 d2.dn_loss_iou: 0.3578 d3.dn_loss_cls: 0.0265 d3.dn_loss_bbox: 0.2088 d3.dn_loss_iou: 0.3523 d4.dn_loss_cls: 0.0253 d4.dn_loss_bbox: 0.2081 d4.dn_loss_iou: 0.3514 2023/02/28 22:02:04 - mmengine - INFO - Epoch(train) [8][7200/7393] lr: 1.0000e-04 eta: 7:09:57 time: 0.8613 data_time: 0.0061 memory: 27689 grad_norm: 39.3427 loss: 9.5304 loss_cls: 0.2130 loss_bbox: 0.1458 loss_iou: 0.4196 d0.loss_cls: 0.2703 d0.loss_bbox: 0.1499 d0.loss_iou: 0.4248 d1.loss_cls: 0.2345 d1.loss_bbox: 0.1470 d1.loss_iou: 0.4239 d2.loss_cls: 0.2228 d2.loss_bbox: 0.1463 d2.loss_iou: 0.4174 d3.loss_cls: 0.2163 d3.loss_bbox: 0.1475 d3.loss_iou: 0.4194 d4.loss_cls: 0.2136 d4.loss_bbox: 0.1458 d4.loss_iou: 0.4201 enc_loss_cls: 0.2679 enc_loss_bbox: 0.1760 enc_loss_iou: 0.4679 dn_loss_cls: 0.0300 dn_loss_bbox: 0.2091 dn_loss_iou: 0.3447 d0.dn_loss_cls: 0.0584 d0.dn_loss_bbox: 0.3227 d0.dn_loss_iou: 0.4621 d1.dn_loss_cls: 0.0376 d1.dn_loss_bbox: 0.2340 d1.dn_loss_iou: 0.3718 d2.dn_loss_cls: 0.0327 d2.dn_loss_bbox: 0.2142 d2.dn_loss_iou: 0.3518 d3.dn_loss_cls: 0.0309 d3.dn_loss_bbox: 0.2103 d3.dn_loss_iou: 0.3459 d4.dn_loss_cls: 0.0304 d4.dn_loss_bbox: 0.2091 d4.dn_loss_iou: 0.3450 2023/02/28 22:02:46 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 22:02:47 - mmengine - INFO - Epoch(train) [8][7250/7393] lr: 1.0000e-04 eta: 7:09:14 time: 0.8609 data_time: 0.0062 memory: 26789 grad_norm: 34.6727 loss: 9.1791 loss_cls: 0.2122 loss_bbox: 0.1683 loss_iou: 0.3404 d0.loss_cls: 0.2630 d0.loss_bbox: 0.1716 d0.loss_iou: 0.3562 d1.loss_cls: 0.2434 d1.loss_bbox: 0.1625 d1.loss_iou: 0.3396 d2.loss_cls: 0.2227 d2.loss_bbox: 0.1647 d2.loss_iou: 0.3423 d3.loss_cls: 0.2164 d3.loss_bbox: 0.1644 d3.loss_iou: 0.3406 d4.loss_cls: 0.2140 d4.loss_bbox: 0.1667 d4.loss_iou: 0.3388 enc_loss_cls: 0.2561 enc_loss_bbox: 0.2035 enc_loss_iou: 0.4023 dn_loss_cls: 0.0279 dn_loss_bbox: 0.2341 dn_loss_iou: 0.3182 d0.dn_loss_cls: 0.0625 d0.dn_loss_bbox: 0.3666 d0.dn_loss_iou: 0.4607 d1.dn_loss_cls: 0.0374 d1.dn_loss_bbox: 0.2646 d1.dn_loss_iou: 0.3539 d2.dn_loss_cls: 0.0316 d2.dn_loss_bbox: 0.2410 d2.dn_loss_iou: 0.3279 d3.dn_loss_cls: 0.0294 d3.dn_loss_bbox: 0.2340 d3.dn_loss_iou: 0.3192 d4.dn_loss_cls: 0.0277 d4.dn_loss_bbox: 0.2342 d4.dn_loss_iou: 0.3184 2023/02/28 22:03:31 - mmengine - INFO - Epoch(train) [8][7300/7393] lr: 1.0000e-04 eta: 7:08:31 time: 0.8831 data_time: 0.0061 memory: 27095 grad_norm: 31.7166 loss: 8.1790 loss_cls: 0.1745 loss_bbox: 0.1232 loss_iou: 0.3065 d0.loss_cls: 0.2229 d0.loss_bbox: 0.1317 d0.loss_iou: 0.3235 d1.loss_cls: 0.1987 d1.loss_bbox: 0.1258 d1.loss_iou: 0.3106 d2.loss_cls: 0.1879 d2.loss_bbox: 0.1242 d2.loss_iou: 0.3091 d3.loss_cls: 0.1804 d3.loss_bbox: 0.1219 d3.loss_iou: 0.3063 d4.loss_cls: 0.1767 d4.loss_bbox: 0.1223 d4.loss_iou: 0.3055 enc_loss_cls: 0.2270 enc_loss_bbox: 0.1584 enc_loss_iou: 0.3670 dn_loss_cls: 0.0236 dn_loss_bbox: 0.2102 dn_loss_iou: 0.3159 d0.dn_loss_cls: 0.0562 d0.dn_loss_bbox: 0.3267 d0.dn_loss_iou: 0.4511 d1.dn_loss_cls: 0.0332 d1.dn_loss_bbox: 0.2354 d1.dn_loss_iou: 0.3478 d2.dn_loss_cls: 0.0275 d2.dn_loss_bbox: 0.2163 d2.dn_loss_iou: 0.3262 d3.dn_loss_cls: 0.0249 d3.dn_loss_bbox: 0.2120 d3.dn_loss_iou: 0.3181 d4.dn_loss_cls: 0.0236 d4.dn_loss_bbox: 0.2101 d4.dn_loss_iou: 0.3160 2023/02/28 22:04:15 - mmengine - INFO - Epoch(train) [8][7350/7393] lr: 1.0000e-04 eta: 7:07:48 time: 0.8852 data_time: 0.0062 memory: 27184 grad_norm: 32.2090 loss: 11.7473 loss_cls: 0.2720 loss_bbox: 0.2068 loss_iou: 0.4738 d0.loss_cls: 0.3315 d0.loss_bbox: 0.2134 d0.loss_iou: 0.5004 d1.loss_cls: 0.3044 d1.loss_bbox: 0.2093 d1.loss_iou: 0.4833 d2.loss_cls: 0.2868 d2.loss_bbox: 0.2052 d2.loss_iou: 0.4759 d3.loss_cls: 0.2807 d3.loss_bbox: 0.2051 d3.loss_iou: 0.4744 d4.loss_cls: 0.2758 d4.loss_bbox: 0.2049 d4.loss_iou: 0.4741 enc_loss_cls: 0.3233 enc_loss_bbox: 0.2469 enc_loss_iou: 0.5537 dn_loss_cls: 0.0365 dn_loss_bbox: 0.2954 dn_loss_iou: 0.4008 d0.dn_loss_cls: 0.0686 d0.dn_loss_bbox: 0.3976 d0.dn_loss_iou: 0.5310 d1.dn_loss_cls: 0.0452 d1.dn_loss_bbox: 0.3187 d1.dn_loss_iou: 0.4323 d2.dn_loss_cls: 0.0391 d2.dn_loss_bbox: 0.3020 d2.dn_loss_iou: 0.4086 d3.dn_loss_cls: 0.0375 d3.dn_loss_bbox: 0.2966 d3.dn_loss_iou: 0.4031 d4.dn_loss_cls: 0.0361 d4.dn_loss_bbox: 0.2954 d4.dn_loss_iou: 0.4011 2023/02/28 22:04:52 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 22:04:52 - mmengine - INFO - Saving checkpoint at 8 epochs 2023/02/28 22:05:03 - mmengine - INFO - Epoch(val) [8][ 50/625] eta: 0:01:02 time: 0.1086 data_time: 0.0021 memory: 26633 2023/02/28 22:05:08 - mmengine - INFO - Epoch(val) [8][100/625] eta: 0:00:56 time: 0.1064 data_time: 0.0018 memory: 5417 2023/02/28 22:05:13 - mmengine - INFO - Epoch(val) [8][150/625] eta: 0:00:50 time: 0.1065 data_time: 0.0017 memory: 5361 2023/02/28 22:05:19 - mmengine - INFO - Epoch(val) [8][200/625] eta: 0:00:45 time: 0.1081 data_time: 0.0018 memory: 5382 2023/02/28 22:05:24 - mmengine - INFO - Epoch(val) [8][250/625] eta: 0:00:40 time: 0.1065 data_time: 0.0017 memory: 5432 2023/02/28 22:05:29 - mmengine - INFO - Epoch(val) [8][300/625] eta: 0:00:34 time: 0.1048 data_time: 0.0017 memory: 5361 2023/02/28 22:05:35 - mmengine - INFO - Epoch(val) [8][350/625] eta: 0:00:29 time: 0.1074 data_time: 0.0017 memory: 5375 2023/02/28 22:05:40 - mmengine - INFO - Epoch(val) [8][400/625] eta: 0:00:24 time: 0.1064 data_time: 0.0017 memory: 5417 2023/02/28 22:05:45 - mmengine - INFO - Epoch(val) [8][450/625] eta: 0:00:18 time: 0.1062 data_time: 0.0017 memory: 5431 2023/02/28 22:05:51 - mmengine - INFO - Epoch(val) [8][500/625] eta: 0:00:13 time: 0.1057 data_time: 0.0017 memory: 5361 2023/02/28 22:05:56 - mmengine - INFO - Epoch(val) [8][550/625] eta: 0:00:08 time: 0.1073 data_time: 0.0017 memory: 5418 2023/02/28 22:06:01 - mmengine - INFO - Epoch(val) [8][600/625] eta: 0:00:02 time: 0.1047 data_time: 0.0016 memory: 5382 2023/02/28 22:06:19 - mmengine - INFO - Evaluating bbox... 2023/02/28 22:07:46 - mmengine - INFO - bbox_mAP_copypaste: 0.546 0.728 0.598 0.379 0.581 0.711 2023/02/28 22:07:47 - mmengine - INFO - Epoch(val) [8][625/625] coco/bbox_mAP: 0.5460 coco/bbox_mAP_50: 0.7280 coco/bbox_mAP_75: 0.5980 coco/bbox_mAP_s: 0.3790 coco/bbox_mAP_m: 0.5810 coco/bbox_mAP_l: 0.7110 2023/02/28 22:08:30 - mmengine - INFO - Epoch(train) [9][ 50/7393] lr: 1.0000e-04 eta: 7:06:27 time: 0.8606 data_time: 0.0060 memory: 28776 grad_norm: 32.7028 loss: 8.6774 loss_cls: 0.1815 loss_bbox: 0.1355 loss_iou: 0.3368 d0.loss_cls: 0.2290 d0.loss_bbox: 0.1438 d0.loss_iou: 0.3498 d1.loss_cls: 0.1990 d1.loss_bbox: 0.1389 d1.loss_iou: 0.3420 d2.loss_cls: 0.1891 d2.loss_bbox: 0.1355 d2.loss_iou: 0.3392 d3.loss_cls: 0.1879 d3.loss_bbox: 0.1333 d3.loss_iou: 0.3339 d4.loss_cls: 0.1862 d4.loss_bbox: 0.1330 d4.loss_iou: 0.3339 enc_loss_cls: 0.2261 enc_loss_bbox: 0.1648 enc_loss_iou: 0.3919 dn_loss_cls: 0.0229 dn_loss_bbox: 0.2267 dn_loss_iou: 0.3393 d0.dn_loss_cls: 0.0525 d0.dn_loss_bbox: 0.3302 d0.dn_loss_iou: 0.4621 d1.dn_loss_cls: 0.0308 d1.dn_loss_bbox: 0.2481 d1.dn_loss_iou: 0.3671 d2.dn_loss_cls: 0.0255 d2.dn_loss_bbox: 0.2322 d2.dn_loss_iou: 0.3474 d3.dn_loss_cls: 0.0241 d3.dn_loss_bbox: 0.2272 d3.dn_loss_iou: 0.3405 d4.dn_loss_cls: 0.0233 d4.dn_loss_bbox: 0.2270 d4.dn_loss_iou: 0.3393 2023/02/28 22:09:13 - mmengine - INFO - Epoch(train) [9][ 100/7393] lr: 1.0000e-04 eta: 7:05:43 time: 0.8563 data_time: 0.0062 memory: 27184 grad_norm: 37.4639 loss: 8.9879 loss_cls: 0.1886 loss_bbox: 0.1488 loss_iou: 0.3472 d0.loss_cls: 0.2374 d0.loss_bbox: 0.1619 d0.loss_iou: 0.3571 d1.loss_cls: 0.2129 d1.loss_bbox: 0.1537 d1.loss_iou: 0.3488 d2.loss_cls: 0.2006 d2.loss_bbox: 0.1488 d2.loss_iou: 0.3437 d3.loss_cls: 0.1948 d3.loss_bbox: 0.1474 d3.loss_iou: 0.3437 d4.loss_cls: 0.1899 d4.loss_bbox: 0.1479 d4.loss_iou: 0.3476 enc_loss_cls: 0.2345 enc_loss_bbox: 0.1853 enc_loss_iou: 0.4079 dn_loss_cls: 0.0278 dn_loss_bbox: 0.2309 dn_loss_iou: 0.3348 d0.dn_loss_cls: 0.0612 d0.dn_loss_bbox: 0.3573 d0.dn_loss_iou: 0.4639 d1.dn_loss_cls: 0.0368 d1.dn_loss_bbox: 0.2590 d1.dn_loss_iou: 0.3647 d2.dn_loss_cls: 0.0299 d2.dn_loss_bbox: 0.2379 d2.dn_loss_iou: 0.3431 d3.dn_loss_cls: 0.0282 d3.dn_loss_bbox: 0.2323 d3.dn_loss_iou: 0.3370 d4.dn_loss_cls: 0.0278 d4.dn_loss_bbox: 0.2314 d4.dn_loss_iou: 0.3353 2023/02/28 22:09:56 - mmengine - INFO - Epoch(train) [9][ 150/7393] lr: 1.0000e-04 eta: 7:05:00 time: 0.8576 data_time: 0.0057 memory: 26767 grad_norm: 32.1529 loss: 8.8881 loss_cls: 0.1838 loss_bbox: 0.1457 loss_iou: 0.3255 d0.loss_cls: 0.2284 d0.loss_bbox: 0.1589 d0.loss_iou: 0.3486 d1.loss_cls: 0.2027 d1.loss_bbox: 0.1539 d1.loss_iou: 0.3400 d2.loss_cls: 0.1916 d2.loss_bbox: 0.1479 d2.loss_iou: 0.3320 d3.loss_cls: 0.1867 d3.loss_bbox: 0.1455 d3.loss_iou: 0.3283 d4.loss_cls: 0.1850 d4.loss_bbox: 0.1460 d4.loss_iou: 0.3269 enc_loss_cls: 0.2348 enc_loss_bbox: 0.1866 enc_loss_iou: 0.3918 dn_loss_cls: 0.0237 dn_loss_bbox: 0.2413 dn_loss_iou: 0.3340 d0.dn_loss_cls: 0.0576 d0.dn_loss_bbox: 0.3806 d0.dn_loss_iou: 0.4771 d1.dn_loss_cls: 0.0340 d1.dn_loss_bbox: 0.2686 d1.dn_loss_iou: 0.3638 d2.dn_loss_cls: 0.0280 d2.dn_loss_bbox: 0.2463 d2.dn_loss_iou: 0.3420 d3.dn_loss_cls: 0.0248 d3.dn_loss_bbox: 0.2412 d3.dn_loss_iou: 0.3351 d4.dn_loss_cls: 0.0240 d4.dn_loss_bbox: 0.2412 d4.dn_loss_iou: 0.3341 2023/02/28 22:10:40 - mmengine - INFO - Epoch(train) [9][ 200/7393] lr: 1.0000e-04 eta: 7:04:17 time: 0.8845 data_time: 0.0056 memory: 28910 grad_norm: 32.6033 loss: 8.7889 loss_cls: 0.1872 loss_bbox: 0.1433 loss_iou: 0.3024 d0.loss_cls: 0.2252 d0.loss_bbox: 0.1530 d0.loss_iou: 0.3182 d1.loss_cls: 0.2026 d1.loss_bbox: 0.1492 d1.loss_iou: 0.3123 d2.loss_cls: 0.1917 d2.loss_bbox: 0.1466 d2.loss_iou: 0.3046 d3.loss_cls: 0.1895 d3.loss_bbox: 0.1434 d3.loss_iou: 0.3017 d4.loss_cls: 0.1909 d4.loss_bbox: 0.1420 d4.loss_iou: 0.3000 enc_loss_cls: 0.2192 enc_loss_bbox: 0.1756 enc_loss_iou: 0.3517 dn_loss_cls: 0.0285 dn_loss_bbox: 0.2554 dn_loss_iou: 0.3342 d0.dn_loss_cls: 0.0644 d0.dn_loss_bbox: 0.4060 d0.dn_loss_iou: 0.4780 d1.dn_loss_cls: 0.0389 d1.dn_loss_bbox: 0.2895 d1.dn_loss_iou: 0.3682 d2.dn_loss_cls: 0.0326 d2.dn_loss_bbox: 0.2613 d2.dn_loss_iou: 0.3422 d3.dn_loss_cls: 0.0300 d3.dn_loss_bbox: 0.2555 d3.dn_loss_iou: 0.3358 d4.dn_loss_cls: 0.0285 d4.dn_loss_bbox: 0.2554 d4.dn_loss_iou: 0.3343 2023/02/28 22:11:23 - mmengine - INFO - Epoch(train) [9][ 250/7393] lr: 1.0000e-04 eta: 7:03:33 time: 0.8529 data_time: 0.0056 memory: 29182 grad_norm: 36.1651 loss: 9.4393 loss_cls: 0.1854 loss_bbox: 0.1659 loss_iou: 0.3838 d0.loss_cls: 0.2393 d0.loss_bbox: 0.1676 d0.loss_iou: 0.3937 d1.loss_cls: 0.2106 d1.loss_bbox: 0.1695 d1.loss_iou: 0.3856 d2.loss_cls: 0.1957 d2.loss_bbox: 0.1681 d2.loss_iou: 0.3879 d3.loss_cls: 0.1900 d3.loss_bbox: 0.1670 d3.loss_iou: 0.3858 d4.loss_cls: 0.1887 d4.loss_bbox: 0.1655 d4.loss_iou: 0.3831 enc_loss_cls: 0.2414 enc_loss_bbox: 0.1896 enc_loss_iou: 0.4313 dn_loss_cls: 0.0234 dn_loss_bbox: 0.2465 dn_loss_iou: 0.3400 d0.dn_loss_cls: 0.0553 d0.dn_loss_bbox: 0.3738 d0.dn_loss_iou: 0.4791 d1.dn_loss_cls: 0.0323 d1.dn_loss_bbox: 0.2709 d1.dn_loss_iou: 0.3713 d2.dn_loss_cls: 0.0267 d2.dn_loss_bbox: 0.2515 d2.dn_loss_iou: 0.3490 d3.dn_loss_cls: 0.0252 d3.dn_loss_bbox: 0.2469 d3.dn_loss_iou: 0.3416 d4.dn_loss_cls: 0.0239 d4.dn_loss_bbox: 0.2464 d4.dn_loss_iou: 0.3400 2023/02/28 22:12:06 - mmengine - INFO - Epoch(train) [9][ 300/7393] lr: 1.0000e-04 eta: 7:02:49 time: 0.8604 data_time: 0.0056 memory: 28179 grad_norm: 42.8578 loss: 8.4448 loss_cls: 0.1652 loss_bbox: 0.1296 loss_iou: 0.3386 d0.loss_cls: 0.2146 d0.loss_bbox: 0.1320 d0.loss_iou: 0.3502 d1.loss_cls: 0.1856 d1.loss_bbox: 0.1271 d1.loss_iou: 0.3366 d2.loss_cls: 0.1762 d2.loss_bbox: 0.1312 d2.loss_iou: 0.3346 d3.loss_cls: 0.1713 d3.loss_bbox: 0.1277 d3.loss_iou: 0.3343 d4.loss_cls: 0.1656 d4.loss_bbox: 0.1288 d4.loss_iou: 0.3381 enc_loss_cls: 0.2128 enc_loss_bbox: 0.1548 enc_loss_iou: 0.3868 dn_loss_cls: 0.0230 dn_loss_bbox: 0.2243 dn_loss_iou: 0.3286 d0.dn_loss_cls: 0.0498 d0.dn_loss_bbox: 0.3464 d0.dn_loss_iou: 0.4515 d1.dn_loss_cls: 0.0293 d1.dn_loss_bbox: 0.2541 d1.dn_loss_iou: 0.3543 d2.dn_loss_cls: 0.0235 d2.dn_loss_bbox: 0.2307 d2.dn_loss_iou: 0.3356 d3.dn_loss_cls: 0.0226 d3.dn_loss_bbox: 0.2249 d3.dn_loss_iou: 0.3297 d4.dn_loss_cls: 0.0219 d4.dn_loss_bbox: 0.2242 d4.dn_loss_iou: 0.3288 2023/02/28 22:12:50 - mmengine - INFO - Epoch(train) [9][ 350/7393] lr: 1.0000e-04 eta: 7:02:06 time: 0.8769 data_time: 0.0057 memory: 26735 grad_norm: 33.5207 loss: 8.6285 loss_cls: 0.1927 loss_bbox: 0.1437 loss_iou: 0.3072 d0.loss_cls: 0.2302 d0.loss_bbox: 0.1568 d0.loss_iou: 0.3328 d1.loss_cls: 0.2051 d1.loss_bbox: 0.1532 d1.loss_iou: 0.3195 d2.loss_cls: 0.1982 d2.loss_bbox: 0.1467 d2.loss_iou: 0.3108 d3.loss_cls: 0.1937 d3.loss_bbox: 0.1435 d3.loss_iou: 0.3091 d4.loss_cls: 0.1931 d4.loss_bbox: 0.1428 d4.loss_iou: 0.3084 enc_loss_cls: 0.2236 enc_loss_bbox: 0.1906 enc_loss_iou: 0.3753 dn_loss_cls: 0.0254 dn_loss_bbox: 0.2450 dn_loss_iou: 0.3044 d0.dn_loss_cls: 0.0613 d0.dn_loss_bbox: 0.3809 d0.dn_loss_iou: 0.4362 d1.dn_loss_cls: 0.0361 d1.dn_loss_bbox: 0.2751 d1.dn_loss_iou: 0.3368 d2.dn_loss_cls: 0.0295 d2.dn_loss_bbox: 0.2523 d2.dn_loss_iou: 0.3134 d3.dn_loss_cls: 0.0267 d3.dn_loss_bbox: 0.2463 d3.dn_loss_iou: 0.3066 d4.dn_loss_cls: 0.0253 d4.dn_loss_bbox: 0.2453 d4.dn_loss_iou: 0.3048 2023/02/28 22:13:33 - mmengine - INFO - Epoch(train) [9][ 400/7393] lr: 1.0000e-04 eta: 7:01:23 time: 0.8629 data_time: 0.0056 memory: 26632 grad_norm: 35.3651 loss: 8.9111 loss_cls: 0.1924 loss_bbox: 0.1495 loss_iou: 0.3336 d0.loss_cls: 0.2339 d0.loss_bbox: 0.1611 d0.loss_iou: 0.3514 d1.loss_cls: 0.2161 d1.loss_bbox: 0.1517 d1.loss_iou: 0.3396 d2.loss_cls: 0.2009 d2.loss_bbox: 0.1488 d2.loss_iou: 0.3339 d3.loss_cls: 0.1970 d3.loss_bbox: 0.1487 d3.loss_iou: 0.3341 d4.loss_cls: 0.1925 d4.loss_bbox: 0.1492 d4.loss_iou: 0.3339 enc_loss_cls: 0.2337 enc_loss_bbox: 0.1900 enc_loss_iou: 0.3951 dn_loss_cls: 0.0207 dn_loss_bbox: 0.2483 dn_loss_iou: 0.3230 d0.dn_loss_cls: 0.0514 d0.dn_loss_bbox: 0.3700 d0.dn_loss_iou: 0.4557 d1.dn_loss_cls: 0.0294 d1.dn_loss_bbox: 0.2756 d1.dn_loss_iou: 0.3548 d2.dn_loss_cls: 0.0241 d2.dn_loss_bbox: 0.2527 d2.dn_loss_iou: 0.3303 d3.dn_loss_cls: 0.0222 d3.dn_loss_bbox: 0.2489 d3.dn_loss_iou: 0.3244 d4.dn_loss_cls: 0.0208 d4.dn_loss_bbox: 0.2484 d4.dn_loss_iou: 0.3232 2023/02/28 22:14:16 - mmengine - INFO - Epoch(train) [9][ 450/7393] lr: 1.0000e-04 eta: 7:00:40 time: 0.8676 data_time: 0.0055 memory: 27689 grad_norm: 32.4777 loss: 8.1492 loss_cls: 0.1777 loss_bbox: 0.1372 loss_iou: 0.2973 d0.loss_cls: 0.2250 d0.loss_bbox: 0.1512 d0.loss_iou: 0.3125 d1.loss_cls: 0.1986 d1.loss_bbox: 0.1412 d1.loss_iou: 0.2979 d2.loss_cls: 0.1852 d2.loss_bbox: 0.1380 d2.loss_iou: 0.2987 d3.loss_cls: 0.1809 d3.loss_bbox: 0.1371 d3.loss_iou: 0.2966 d4.loss_cls: 0.1815 d4.loss_bbox: 0.1364 d4.loss_iou: 0.2963 enc_loss_cls: 0.2238 enc_loss_bbox: 0.1774 enc_loss_iou: 0.3551 dn_loss_cls: 0.0237 dn_loss_bbox: 0.2135 dn_loss_iou: 0.3029 d0.dn_loss_cls: 0.0542 d0.dn_loss_bbox: 0.3362 d0.dn_loss_iou: 0.4325 d1.dn_loss_cls: 0.0327 d1.dn_loss_bbox: 0.2370 d1.dn_loss_iou: 0.3305 d2.dn_loss_cls: 0.0270 d2.dn_loss_bbox: 0.2186 d2.dn_loss_iou: 0.3111 d3.dn_loss_cls: 0.0248 d3.dn_loss_bbox: 0.2138 d3.dn_loss_iou: 0.3050 d4.dn_loss_cls: 0.0239 d4.dn_loss_bbox: 0.2136 d4.dn_loss_iou: 0.3027 2023/02/28 22:15:00 - mmengine - INFO - Epoch(train) [9][ 500/7393] lr: 1.0000e-04 eta: 6:59:57 time: 0.8764 data_time: 0.0055 memory: 28216 grad_norm: 36.2018 loss: 7.7956 loss_cls: 0.1606 loss_bbox: 0.1144 loss_iou: 0.2518 d0.loss_cls: 0.1977 d0.loss_bbox: 0.1145 d0.loss_iou: 0.2605 d1.loss_cls: 0.1795 d1.loss_bbox: 0.1141 d1.loss_iou: 0.2551 d2.loss_cls: 0.1651 d2.loss_bbox: 0.1142 d2.loss_iou: 0.2569 d3.loss_cls: 0.1618 d3.loss_bbox: 0.1149 d3.loss_iou: 0.2533 d4.loss_cls: 0.1596 d4.loss_bbox: 0.1146 d4.loss_iou: 0.2510 enc_loss_cls: 0.1986 enc_loss_bbox: 0.1442 enc_loss_iou: 0.3002 dn_loss_cls: 0.0253 dn_loss_bbox: 0.2375 dn_loss_iou: 0.3181 d0.dn_loss_cls: 0.0580 d0.dn_loss_bbox: 0.3811 d0.dn_loss_iou: 0.4621 d1.dn_loss_cls: 0.0363 d1.dn_loss_bbox: 0.2739 d1.dn_loss_iou: 0.3515 d2.dn_loss_cls: 0.0299 d2.dn_loss_bbox: 0.2453 d2.dn_loss_iou: 0.3258 d3.dn_loss_cls: 0.0278 d3.dn_loss_bbox: 0.2389 d3.dn_loss_iou: 0.3195 d4.dn_loss_cls: 0.0257 d4.dn_loss_bbox: 0.2377 d4.dn_loss_iou: 0.3187 2023/02/28 22:15:44 - mmengine - INFO - Epoch(train) [9][ 550/7393] lr: 1.0000e-04 eta: 6:59:13 time: 0.8711 data_time: 0.0055 memory: 25030 grad_norm: 34.3444 loss: 8.3138 loss_cls: 0.1820 loss_bbox: 0.1221 loss_iou: 0.3066 d0.loss_cls: 0.2188 d0.loss_bbox: 0.1348 d0.loss_iou: 0.3339 d1.loss_cls: 0.1912 d1.loss_bbox: 0.1337 d1.loss_iou: 0.3278 d2.loss_cls: 0.1862 d2.loss_bbox: 0.1248 d2.loss_iou: 0.3146 d3.loss_cls: 0.1836 d3.loss_bbox: 0.1235 d3.loss_iou: 0.3100 d4.loss_cls: 0.1813 d4.loss_bbox: 0.1237 d4.loss_iou: 0.3097 enc_loss_cls: 0.2217 enc_loss_bbox: 0.1577 enc_loss_iou: 0.3716 dn_loss_cls: 0.0227 dn_loss_bbox: 0.2205 dn_loss_iou: 0.3252 d0.dn_loss_cls: 0.0542 d0.dn_loss_bbox: 0.3314 d0.dn_loss_iou: 0.4483 d1.dn_loss_cls: 0.0328 d1.dn_loss_bbox: 0.2427 d1.dn_loss_iou: 0.3517 d2.dn_loss_cls: 0.0262 d2.dn_loss_bbox: 0.2243 d2.dn_loss_iou: 0.3329 d3.dn_loss_cls: 0.0242 d3.dn_loss_bbox: 0.2216 d3.dn_loss_iou: 0.3269 d4.dn_loss_cls: 0.0229 d4.dn_loss_bbox: 0.2206 d4.dn_loss_iou: 0.3253 2023/02/28 22:16:28 - mmengine - INFO - Epoch(train) [9][ 600/7393] lr: 1.0000e-04 eta: 6:58:30 time: 0.8812 data_time: 0.0056 memory: 26789 grad_norm: 33.0318 loss: 9.1295 loss_cls: 0.1683 loss_bbox: 0.1497 loss_iou: 0.3424 d0.loss_cls: 0.2206 d0.loss_bbox: 0.1573 d0.loss_iou: 0.3564 d1.loss_cls: 0.1890 d1.loss_bbox: 0.1582 d1.loss_iou: 0.3531 d2.loss_cls: 0.1755 d2.loss_bbox: 0.1542 d2.loss_iou: 0.3501 d3.loss_cls: 0.1714 d3.loss_bbox: 0.1511 d3.loss_iou: 0.3429 d4.loss_cls: 0.1685 d4.loss_bbox: 0.1501 d4.loss_iou: 0.3430 enc_loss_cls: 0.2175 enc_loss_bbox: 0.1831 enc_loss_iou: 0.3982 dn_loss_cls: 0.0247 dn_loss_bbox: 0.2653 dn_loss_iou: 0.3470 d0.dn_loss_cls: 0.0553 d0.dn_loss_bbox: 0.4008 d0.dn_loss_iou: 0.4836 d1.dn_loss_cls: 0.0355 d1.dn_loss_bbox: 0.3006 d1.dn_loss_iou: 0.3793 d2.dn_loss_cls: 0.0291 d2.dn_loss_bbox: 0.2722 d2.dn_loss_iou: 0.3548 d3.dn_loss_cls: 0.0269 d3.dn_loss_bbox: 0.2668 d3.dn_loss_iou: 0.3489 d4.dn_loss_cls: 0.0254 d4.dn_loss_bbox: 0.2654 d4.dn_loss_iou: 0.3472 2023/02/28 22:17:11 - mmengine - INFO - Epoch(train) [9][ 650/7393] lr: 1.0000e-04 eta: 6:57:47 time: 0.8662 data_time: 0.0055 memory: 30370 grad_norm: 39.2791 loss: 9.7362 loss_cls: 0.2026 loss_bbox: 0.1581 loss_iou: 0.3860 d0.loss_cls: 0.2670 d0.loss_bbox: 0.1674 d0.loss_iou: 0.4011 d1.loss_cls: 0.2257 d1.loss_bbox: 0.1691 d1.loss_iou: 0.3951 d2.loss_cls: 0.2117 d2.loss_bbox: 0.1626 d2.loss_iou: 0.3923 d3.loss_cls: 0.2048 d3.loss_bbox: 0.1599 d3.loss_iou: 0.3866 d4.loss_cls: 0.2032 d4.loss_bbox: 0.1589 d4.loss_iou: 0.3867 enc_loss_cls: 0.2538 enc_loss_bbox: 0.2014 enc_loss_iou: 0.4507 dn_loss_cls: 0.0233 dn_loss_bbox: 0.2518 dn_loss_iou: 0.3492 d0.dn_loss_cls: 0.0582 d0.dn_loss_bbox: 0.4060 d0.dn_loss_iou: 0.4917 d1.dn_loss_cls: 0.0340 d1.dn_loss_bbox: 0.2916 d1.dn_loss_iou: 0.3842 d2.dn_loss_cls: 0.0278 d2.dn_loss_bbox: 0.2602 d2.dn_loss_iou: 0.3589 d3.dn_loss_cls: 0.0250 d3.dn_loss_bbox: 0.2531 d3.dn_loss_iou: 0.3512 d4.dn_loss_cls: 0.0236 d4.dn_loss_bbox: 0.2521 d4.dn_loss_iou: 0.3498 2023/02/28 22:17:55 - mmengine - INFO - Epoch(train) [9][ 700/7393] lr: 1.0000e-04 eta: 6:57:04 time: 0.8835 data_time: 0.0055 memory: 29503 grad_norm: 32.2134 loss: 9.2889 loss_cls: 0.2032 loss_bbox: 0.1391 loss_iou: 0.3146 d0.loss_cls: 0.2458 d0.loss_bbox: 0.1474 d0.loss_iou: 0.3368 d1.loss_cls: 0.2211 d1.loss_bbox: 0.1443 d1.loss_iou: 0.3235 d2.loss_cls: 0.2101 d2.loss_bbox: 0.1448 d2.loss_iou: 0.3220 d3.loss_cls: 0.2068 d3.loss_bbox: 0.1419 d3.loss_iou: 0.3160 d4.loss_cls: 0.2022 d4.loss_bbox: 0.1419 d4.loss_iou: 0.3140 enc_loss_cls: 0.2451 enc_loss_bbox: 0.1754 enc_loss_iou: 0.3749 dn_loss_cls: 0.0340 dn_loss_bbox: 0.2926 dn_loss_iou: 0.3442 d0.dn_loss_cls: 0.0674 d0.dn_loss_bbox: 0.4264 d0.dn_loss_iou: 0.4747 d1.dn_loss_cls: 0.0452 d1.dn_loss_bbox: 0.3201 d1.dn_loss_iou: 0.3732 d2.dn_loss_cls: 0.0390 d2.dn_loss_bbox: 0.2999 d2.dn_loss_iou: 0.3530 d3.dn_loss_cls: 0.0364 d3.dn_loss_bbox: 0.2937 d3.dn_loss_iou: 0.3464 d4.dn_loss_cls: 0.0349 d4.dn_loss_bbox: 0.2925 d4.dn_loss_iou: 0.3444 2023/02/28 22:18:39 - mmengine - INFO - Epoch(train) [9][ 750/7393] lr: 1.0000e-04 eta: 6:56:21 time: 0.8738 data_time: 0.0055 memory: 28419 grad_norm: 32.4238 loss: 9.8553 loss_cls: 0.1947 loss_bbox: 0.1515 loss_iou: 0.3630 d0.loss_cls: 0.2444 d0.loss_bbox: 0.1600 d0.loss_iou: 0.3748 d1.loss_cls: 0.2194 d1.loss_bbox: 0.1508 d1.loss_iou: 0.3686 d2.loss_cls: 0.2077 d2.loss_bbox: 0.1483 d2.loss_iou: 0.3646 d3.loss_cls: 0.1987 d3.loss_bbox: 0.1477 d3.loss_iou: 0.3603 d4.loss_cls: 0.1965 d4.loss_bbox: 0.1483 d4.loss_iou: 0.3623 enc_loss_cls: 0.2402 enc_loss_bbox: 0.1825 enc_loss_iou: 0.4168 dn_loss_cls: 0.0310 dn_loss_bbox: 0.2910 dn_loss_iou: 0.3807 d0.dn_loss_cls: 0.0674 d0.dn_loss_bbox: 0.4382 d0.dn_loss_iou: 0.5258 d1.dn_loss_cls: 0.0416 d1.dn_loss_bbox: 0.3248 d1.dn_loss_iou: 0.4161 d2.dn_loss_cls: 0.0350 d2.dn_loss_bbox: 0.3007 d2.dn_loss_iou: 0.3922 d3.dn_loss_cls: 0.0326 d3.dn_loss_bbox: 0.2920 d3.dn_loss_iou: 0.3825 d4.dn_loss_cls: 0.0309 d4.dn_loss_bbox: 0.2909 d4.dn_loss_iou: 0.3808 2023/02/28 22:19:23 - mmengine - INFO - Epoch(train) [9][ 800/7393] lr: 1.0000e-04 eta: 6:55:38 time: 0.8857 data_time: 0.0057 memory: 29182 grad_norm: 39.6948 loss: 9.6397 loss_cls: 0.2173 loss_bbox: 0.1695 loss_iou: 0.4100 d0.loss_cls: 0.2674 d0.loss_bbox: 0.1772 d0.loss_iou: 0.4294 d1.loss_cls: 0.2461 d1.loss_bbox: 0.1712 d1.loss_iou: 0.4144 d2.loss_cls: 0.2287 d2.loss_bbox: 0.1728 d2.loss_iou: 0.4101 d3.loss_cls: 0.2218 d3.loss_bbox: 0.1694 d3.loss_iou: 0.4107 d4.loss_cls: 0.2140 d4.loss_bbox: 0.1756 d4.loss_iou: 0.4129 enc_loss_cls: 0.2675 enc_loss_bbox: 0.2010 enc_loss_iou: 0.4749 dn_loss_cls: 0.0254 dn_loss_bbox: 0.2155 dn_loss_iou: 0.3234 d0.dn_loss_cls: 0.0580 d0.dn_loss_bbox: 0.3441 d0.dn_loss_iou: 0.4540 d1.dn_loss_cls: 0.0355 d1.dn_loss_bbox: 0.2469 d1.dn_loss_iou: 0.3565 d2.dn_loss_cls: 0.0287 d2.dn_loss_bbox: 0.2222 d2.dn_loss_iou: 0.3330 d3.dn_loss_cls: 0.0267 d3.dn_loss_bbox: 0.2173 d3.dn_loss_iou: 0.3256 d4.dn_loss_cls: 0.0257 d4.dn_loss_bbox: 0.2155 d4.dn_loss_iou: 0.3235 2023/02/28 22:20:07 - mmengine - INFO - Epoch(train) [9][ 850/7393] lr: 1.0000e-04 eta: 6:54:55 time: 0.8809 data_time: 0.0056 memory: 29731 grad_norm: 28.4677 loss: 9.0253 loss_cls: 0.2027 loss_bbox: 0.1544 loss_iou: 0.3348 d0.loss_cls: 0.2518 d0.loss_bbox: 0.1674 d0.loss_iou: 0.3586 d1.loss_cls: 0.2199 d1.loss_bbox: 0.1617 d1.loss_iou: 0.3474 d2.loss_cls: 0.2123 d2.loss_bbox: 0.1554 d2.loss_iou: 0.3398 d3.loss_cls: 0.2063 d3.loss_bbox: 0.1550 d3.loss_iou: 0.3361 d4.loss_cls: 0.2046 d4.loss_bbox: 0.1542 d4.loss_iou: 0.3367 enc_loss_cls: 0.2450 enc_loss_bbox: 0.1941 enc_loss_iou: 0.4003 dn_loss_cls: 0.0252 dn_loss_bbox: 0.2283 dn_loss_iou: 0.3357 d0.dn_loss_cls: 0.0559 d0.dn_loss_bbox: 0.3358 d0.dn_loss_iou: 0.4607 d1.dn_loss_cls: 0.0346 d1.dn_loss_bbox: 0.2541 d1.dn_loss_iou: 0.3650 d2.dn_loss_cls: 0.0285 d2.dn_loss_bbox: 0.2354 d2.dn_loss_iou: 0.3435 d3.dn_loss_cls: 0.0264 d3.dn_loss_bbox: 0.2296 d3.dn_loss_iou: 0.3379 d4.dn_loss_cls: 0.0257 d4.dn_loss_bbox: 0.2285 d4.dn_loss_iou: 0.3361 2023/02/28 22:20:13 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 22:20:52 - mmengine - INFO - Epoch(train) [9][ 900/7393] lr: 1.0000e-04 eta: 6:54:12 time: 0.8847 data_time: 0.0057 memory: 31685 grad_norm: 31.5974 loss: 8.7844 loss_cls: 0.1934 loss_bbox: 0.1527 loss_iou: 0.3382 d0.loss_cls: 0.2359 d0.loss_bbox: 0.1584 d0.loss_iou: 0.3551 d1.loss_cls: 0.2106 d1.loss_bbox: 0.1524 d1.loss_iou: 0.3442 d2.loss_cls: 0.2065 d2.loss_bbox: 0.1498 d2.loss_iou: 0.3351 d3.loss_cls: 0.1994 d3.loss_bbox: 0.1524 d3.loss_iou: 0.3366 d4.loss_cls: 0.1966 d4.loss_bbox: 0.1504 d4.loss_iou: 0.3363 enc_loss_cls: 0.2340 enc_loss_bbox: 0.1809 enc_loss_iou: 0.3932 dn_loss_cls: 0.0253 dn_loss_bbox: 0.2289 dn_loss_iou: 0.3205 d0.dn_loss_cls: 0.0551 d0.dn_loss_bbox: 0.3396 d0.dn_loss_iou: 0.4374 d1.dn_loss_cls: 0.0335 d1.dn_loss_bbox: 0.2484 d1.dn_loss_iou: 0.3431 d2.dn_loss_cls: 0.0289 d2.dn_loss_bbox: 0.2330 d2.dn_loss_iou: 0.3260 d3.dn_loss_cls: 0.0267 d3.dn_loss_bbox: 0.2291 d3.dn_loss_iou: 0.3217 d4.dn_loss_cls: 0.0255 d4.dn_loss_bbox: 0.2288 d4.dn_loss_iou: 0.3206 2023/02/28 22:21:35 - mmengine - INFO - Epoch(train) [9][ 950/7393] lr: 1.0000e-04 eta: 6:53:29 time: 0.8697 data_time: 0.0056 memory: 34072 grad_norm: 36.5474 loss: 8.4866 loss_cls: 0.1797 loss_bbox: 0.1305 loss_iou: 0.3031 d0.loss_cls: 0.2225 d0.loss_bbox: 0.1439 d0.loss_iou: 0.3195 d1.loss_cls: 0.2008 d1.loss_bbox: 0.1330 d1.loss_iou: 0.3033 d2.loss_cls: 0.1942 d2.loss_bbox: 0.1302 d2.loss_iou: 0.2981 d3.loss_cls: 0.1824 d3.loss_bbox: 0.1299 d3.loss_iou: 0.3029 d4.loss_cls: 0.1804 d4.loss_bbox: 0.1295 d4.loss_iou: 0.3020 enc_loss_cls: 0.2269 enc_loss_bbox: 0.1623 enc_loss_iou: 0.3610 dn_loss_cls: 0.0243 dn_loss_bbox: 0.2642 dn_loss_iou: 0.2986 d0.dn_loss_cls: 0.0539 d0.dn_loss_bbox: 0.4146 d0.dn_loss_iou: 0.4347 d1.dn_loss_cls: 0.0325 d1.dn_loss_bbox: 0.3029 d1.dn_loss_iou: 0.3350 d2.dn_loss_cls: 0.0275 d2.dn_loss_bbox: 0.2718 d2.dn_loss_iou: 0.3099 d3.dn_loss_cls: 0.0254 d3.dn_loss_bbox: 0.2660 d3.dn_loss_iou: 0.3018 d4.dn_loss_cls: 0.0244 d4.dn_loss_bbox: 0.2641 d4.dn_loss_iou: 0.2988 2023/02/28 22:22:19 - mmengine - INFO - Epoch(train) [9][1000/7393] lr: 1.0000e-04 eta: 6:52:46 time: 0.8712 data_time: 0.0056 memory: 27904 grad_norm: 30.5245 loss: 9.7318 loss_cls: 0.2206 loss_bbox: 0.1641 loss_iou: 0.4300 d0.loss_cls: 0.2707 d0.loss_bbox: 0.1683 d0.loss_iou: 0.4446 d1.loss_cls: 0.2403 d1.loss_bbox: 0.1694 d1.loss_iou: 0.4380 d2.loss_cls: 0.2230 d2.loss_bbox: 0.1691 d2.loss_iou: 0.4386 d3.loss_cls: 0.2224 d3.loss_bbox: 0.1669 d3.loss_iou: 0.4299 d4.loss_cls: 0.2158 d4.loss_bbox: 0.1685 d4.loss_iou: 0.4366 enc_loss_cls: 0.2655 enc_loss_bbox: 0.1930 enc_loss_iou: 0.4847 dn_loss_cls: 0.0246 dn_loss_bbox: 0.2120 dn_loss_iou: 0.3332 d0.dn_loss_cls: 0.0566 d0.dn_loss_bbox: 0.3277 d0.dn_loss_iou: 0.4599 d1.dn_loss_cls: 0.0336 d1.dn_loss_bbox: 0.2354 d1.dn_loss_iou: 0.3602 d2.dn_loss_cls: 0.0283 d2.dn_loss_bbox: 0.2157 d2.dn_loss_iou: 0.3395 d3.dn_loss_cls: 0.0261 d3.dn_loss_bbox: 0.2133 d3.dn_loss_iou: 0.3351 d4.dn_loss_cls: 0.0249 d4.dn_loss_bbox: 0.2121 d4.dn_loss_iou: 0.3336 2023/02/28 22:23:02 - mmengine - INFO - Epoch(train) [9][1050/7393] lr: 1.0000e-04 eta: 6:52:02 time: 0.8639 data_time: 0.0055 memory: 27689 grad_norm: 35.1755 loss: 8.6331 loss_cls: 0.1730 loss_bbox: 0.1340 loss_iou: 0.2986 d0.loss_cls: 0.2241 d0.loss_bbox: 0.1390 d0.loss_iou: 0.3109 d1.loss_cls: 0.1953 d1.loss_bbox: 0.1332 d1.loss_iou: 0.3009 d2.loss_cls: 0.1808 d2.loss_bbox: 0.1351 d2.loss_iou: 0.2992 d3.loss_cls: 0.1790 d3.loss_bbox: 0.1323 d3.loss_iou: 0.2951 d4.loss_cls: 0.1727 d4.loss_bbox: 0.1345 d4.loss_iou: 0.2997 enc_loss_cls: 0.2197 enc_loss_bbox: 0.1649 enc_loss_iou: 0.3482 dn_loss_cls: 0.0252 dn_loss_bbox: 0.2569 dn_loss_iou: 0.3484 d0.dn_loss_cls: 0.0613 d0.dn_loss_bbox: 0.3746 d0.dn_loss_iou: 0.4880 d1.dn_loss_cls: 0.0364 d1.dn_loss_bbox: 0.2803 d1.dn_loss_iou: 0.3787 d2.dn_loss_cls: 0.0300 d2.dn_loss_bbox: 0.2619 d2.dn_loss_iou: 0.3558 d3.dn_loss_cls: 0.0271 d3.dn_loss_bbox: 0.2578 d3.dn_loss_iou: 0.3499 d4.dn_loss_cls: 0.0256 d4.dn_loss_bbox: 0.2568 d4.dn_loss_iou: 0.3484 2023/02/28 22:23:45 - mmengine - INFO - Epoch(train) [9][1100/7393] lr: 1.0000e-04 eta: 6:51:19 time: 0.8709 data_time: 0.0055 memory: 29182 grad_norm: 36.7641 loss: 9.2066 loss_cls: 0.2145 loss_bbox: 0.1574 loss_iou: 0.3317 d0.loss_cls: 0.2609 d0.loss_bbox: 0.1655 d0.loss_iou: 0.3419 d1.loss_cls: 0.2378 d1.loss_bbox: 0.1610 d1.loss_iou: 0.3302 d2.loss_cls: 0.2273 d2.loss_bbox: 0.1575 d2.loss_iou: 0.3260 d3.loss_cls: 0.2200 d3.loss_bbox: 0.1604 d3.loss_iou: 0.3271 d4.loss_cls: 0.2139 d4.loss_bbox: 0.1601 d4.loss_iou: 0.3357 enc_loss_cls: 0.2611 enc_loss_bbox: 0.1939 enc_loss_iou: 0.3981 dn_loss_cls: 0.0342 dn_loss_bbox: 0.2491 dn_loss_iou: 0.3287 d0.dn_loss_cls: 0.0651 d0.dn_loss_bbox: 0.3660 d0.dn_loss_iou: 0.4518 d1.dn_loss_cls: 0.0429 d1.dn_loss_bbox: 0.2746 d1.dn_loss_iou: 0.3584 d2.dn_loss_cls: 0.0372 d2.dn_loss_bbox: 0.2533 d2.dn_loss_iou: 0.3361 d3.dn_loss_cls: 0.0353 d3.dn_loss_bbox: 0.2496 d3.dn_loss_iou: 0.3302 d4.dn_loss_cls: 0.0343 d4.dn_loss_bbox: 0.2490 d4.dn_loss_iou: 0.3290 2023/02/28 22:24:29 - mmengine - INFO - Epoch(train) [9][1150/7393] lr: 1.0000e-04 eta: 6:50:36 time: 0.8715 data_time: 0.0055 memory: 26735 grad_norm: 34.1322 loss: 9.8013 loss_cls: 0.2203 loss_bbox: 0.1675 loss_iou: 0.3806 d0.loss_cls: 0.2771 d0.loss_bbox: 0.1735 d0.loss_iou: 0.3944 d1.loss_cls: 0.2413 d1.loss_bbox: 0.1744 d1.loss_iou: 0.3931 d2.loss_cls: 0.2306 d2.loss_bbox: 0.1705 d2.loss_iou: 0.3830 d3.loss_cls: 0.2264 d3.loss_bbox: 0.1667 d3.loss_iou: 0.3808 d4.loss_cls: 0.2206 d4.loss_bbox: 0.1685 d4.loss_iou: 0.3810 enc_loss_cls: 0.2694 enc_loss_bbox: 0.2087 enc_loss_iou: 0.4429 dn_loss_cls: 0.0260 dn_loss_bbox: 0.2575 dn_loss_iou: 0.3450 d0.dn_loss_cls: 0.0617 d0.dn_loss_bbox: 0.3689 d0.dn_loss_iou: 0.4698 d1.dn_loss_cls: 0.0383 d1.dn_loss_bbox: 0.2812 d1.dn_loss_iou: 0.3740 d2.dn_loss_cls: 0.0311 d2.dn_loss_bbox: 0.2621 d2.dn_loss_iou: 0.3522 d3.dn_loss_cls: 0.0283 d3.dn_loss_bbox: 0.2576 d3.dn_loss_iou: 0.3464 d4.dn_loss_cls: 0.0267 d4.dn_loss_bbox: 0.2577 d4.dn_loss_iou: 0.3452 2023/02/28 22:25:13 - mmengine - INFO - Epoch(train) [9][1200/7393] lr: 1.0000e-04 eta: 6:49:53 time: 0.8824 data_time: 0.0057 memory: 28669 grad_norm: 33.6538 loss: 9.3904 loss_cls: 0.2182 loss_bbox: 0.1565 loss_iou: 0.4028 d0.loss_cls: 0.2682 d0.loss_bbox: 0.1649 d0.loss_iou: 0.4145 d1.loss_cls: 0.2400 d1.loss_bbox: 0.1590 d1.loss_iou: 0.4042 d2.loss_cls: 0.2260 d2.loss_bbox: 0.1583 d2.loss_iou: 0.4029 d3.loss_cls: 0.2202 d3.loss_bbox: 0.1578 d3.loss_iou: 0.4052 d4.loss_cls: 0.2173 d4.loss_bbox: 0.1563 d4.loss_iou: 0.4026 enc_loss_cls: 0.2663 enc_loss_bbox: 0.1870 enc_loss_iou: 0.4521 dn_loss_cls: 0.0244 dn_loss_bbox: 0.2124 dn_loss_iou: 0.3215 d0.dn_loss_cls: 0.0536 d0.dn_loss_bbox: 0.3285 d0.dn_loss_iou: 0.4492 d1.dn_loss_cls: 0.0334 d1.dn_loss_bbox: 0.2394 d1.dn_loss_iou: 0.3497 d2.dn_loss_cls: 0.0282 d2.dn_loss_bbox: 0.2183 d2.dn_loss_iou: 0.3287 d3.dn_loss_cls: 0.0264 d3.dn_loss_bbox: 0.2145 d3.dn_loss_iou: 0.3231 d4.dn_loss_cls: 0.0249 d4.dn_loss_bbox: 0.2124 d4.dn_loss_iou: 0.3215 2023/02/28 22:25:57 - mmengine - INFO - Epoch(train) [9][1250/7393] lr: 1.0000e-04 eta: 6:49:10 time: 0.8736 data_time: 0.0058 memory: 25416 grad_norm: 36.1925 loss: 8.0566 loss_cls: 0.1543 loss_bbox: 0.1394 loss_iou: 0.3186 d0.loss_cls: 0.1915 d0.loss_bbox: 0.1433 d0.loss_iou: 0.3391 d1.loss_cls: 0.1689 d1.loss_bbox: 0.1393 d1.loss_iou: 0.3255 d2.loss_cls: 0.1602 d2.loss_bbox: 0.1373 d2.loss_iou: 0.3195 d3.loss_cls: 0.1543 d3.loss_bbox: 0.1387 d3.loss_iou: 0.3199 d4.loss_cls: 0.1539 d4.loss_bbox: 0.1390 d4.loss_iou: 0.3193 enc_loss_cls: 0.1912 enc_loss_bbox: 0.1670 enc_loss_iou: 0.3777 dn_loss_cls: 0.0185 dn_loss_bbox: 0.2038 dn_loss_iou: 0.3084 d0.dn_loss_cls: 0.0500 d0.dn_loss_bbox: 0.3278 d0.dn_loss_iou: 0.4370 d1.dn_loss_cls: 0.0286 d1.dn_loss_bbox: 0.2321 d1.dn_loss_iou: 0.3406 d2.dn_loss_cls: 0.0223 d2.dn_loss_bbox: 0.2082 d2.dn_loss_iou: 0.3164 d3.dn_loss_cls: 0.0198 d3.dn_loss_bbox: 0.2040 d3.dn_loss_iou: 0.3100 d4.dn_loss_cls: 0.0187 d4.dn_loss_bbox: 0.2039 d4.dn_loss_iou: 0.3085 2023/02/28 22:26:41 - mmengine - INFO - Epoch(train) [9][1300/7393] lr: 1.0000e-04 eta: 6:48:27 time: 0.8874 data_time: 0.0063 memory: 26787 grad_norm: 32.8253 loss: 9.6125 loss_cls: 0.1978 loss_bbox: 0.1641 loss_iou: 0.3749 d0.loss_cls: 0.2512 d0.loss_bbox: 0.1642 d0.loss_iou: 0.3855 d1.loss_cls: 0.2243 d1.loss_bbox: 0.1663 d1.loss_iou: 0.3782 d2.loss_cls: 0.2030 d2.loss_bbox: 0.1663 d2.loss_iou: 0.3806 d3.loss_cls: 0.2002 d3.loss_bbox: 0.1650 d3.loss_iou: 0.3759 d4.loss_cls: 0.1997 d4.loss_bbox: 0.1646 d4.loss_iou: 0.3741 enc_loss_cls: 0.2491 enc_loss_bbox: 0.1867 enc_loss_iou: 0.4223 dn_loss_cls: 0.0272 dn_loss_bbox: 0.2645 dn_loss_iou: 0.3492 d0.dn_loss_cls: 0.0607 d0.dn_loss_bbox: 0.3926 d0.dn_loss_iou: 0.4726 d1.dn_loss_cls: 0.0374 d1.dn_loss_bbox: 0.2949 d1.dn_loss_iou: 0.3776 d2.dn_loss_cls: 0.0304 d2.dn_loss_bbox: 0.2689 d2.dn_loss_iou: 0.3558 d3.dn_loss_cls: 0.0292 d3.dn_loss_bbox: 0.2651 d3.dn_loss_iou: 0.3509 d4.dn_loss_cls: 0.0281 d4.dn_loss_bbox: 0.2643 d4.dn_loss_iou: 0.3493 2023/02/28 22:27:25 - mmengine - INFO - Epoch(train) [9][1350/7393] lr: 1.0000e-04 eta: 6:47:44 time: 0.8804 data_time: 0.0063 memory: 25953 grad_norm: 38.9169 loss: 8.2202 loss_cls: 0.1594 loss_bbox: 0.1439 loss_iou: 0.3052 d0.loss_cls: 0.2028 d0.loss_bbox: 0.1527 d0.loss_iou: 0.3219 d1.loss_cls: 0.1772 d1.loss_bbox: 0.1467 d1.loss_iou: 0.3142 d2.loss_cls: 0.1702 d2.loss_bbox: 0.1409 d2.loss_iou: 0.3054 d3.loss_cls: 0.1648 d3.loss_bbox: 0.1412 d3.loss_iou: 0.3019 d4.loss_cls: 0.1589 d4.loss_bbox: 0.1437 d4.loss_iou: 0.3057 enc_loss_cls: 0.2076 enc_loss_bbox: 0.1770 enc_loss_iou: 0.3660 dn_loss_cls: 0.0191 dn_loss_bbox: 0.2284 dn_loss_iou: 0.3050 d0.dn_loss_cls: 0.0526 d0.dn_loss_bbox: 0.3608 d0.dn_loss_iou: 0.4389 d1.dn_loss_cls: 0.0291 d1.dn_loss_bbox: 0.2563 d1.dn_loss_iou: 0.3365 d2.dn_loss_cls: 0.0233 d2.dn_loss_bbox: 0.2363 d2.dn_loss_iou: 0.3152 d3.dn_loss_cls: 0.0206 d3.dn_loss_bbox: 0.2301 d3.dn_loss_iou: 0.3074 d4.dn_loss_cls: 0.0194 d4.dn_loss_bbox: 0.2287 d4.dn_loss_iou: 0.3053 2023/02/28 22:28:09 - mmengine - INFO - Epoch(train) [9][1400/7393] lr: 1.0000e-04 eta: 6:47:00 time: 0.8728 data_time: 0.0062 memory: 27828 grad_norm: 38.7521 loss: 8.7067 loss_cls: 0.1789 loss_bbox: 0.1408 loss_iou: 0.3232 d0.loss_cls: 0.2162 d0.loss_bbox: 0.1499 d0.loss_iou: 0.3414 d1.loss_cls: 0.1962 d1.loss_bbox: 0.1452 d1.loss_iou: 0.3289 d2.loss_cls: 0.1864 d2.loss_bbox: 0.1423 d2.loss_iou: 0.3266 d3.loss_cls: 0.1811 d3.loss_bbox: 0.1422 d3.loss_iou: 0.3254 d4.loss_cls: 0.1787 d4.loss_bbox: 0.1416 d4.loss_iou: 0.3257 enc_loss_cls: 0.2227 enc_loss_bbox: 0.1724 enc_loss_iou: 0.3727 dn_loss_cls: 0.0274 dn_loss_bbox: 0.2347 dn_loss_iou: 0.3395 d0.dn_loss_cls: 0.0602 d0.dn_loss_bbox: 0.3512 d0.dn_loss_iou: 0.4596 d1.dn_loss_cls: 0.0386 d1.dn_loss_bbox: 0.2626 d1.dn_loss_iou: 0.3669 d2.dn_loss_cls: 0.0314 d2.dn_loss_bbox: 0.2413 d2.dn_loss_iou: 0.3463 d3.dn_loss_cls: 0.0298 d3.dn_loss_bbox: 0.2354 d3.dn_loss_iou: 0.3413 d4.dn_loss_cls: 0.0276 d4.dn_loss_bbox: 0.2347 d4.dn_loss_iou: 0.3396 2023/02/28 22:28:52 - mmengine - INFO - Epoch(train) [9][1450/7393] lr: 1.0000e-04 eta: 6:46:17 time: 0.8615 data_time: 0.0061 memory: 26689 grad_norm: 39.9090 loss: 9.8052 loss_cls: 0.2273 loss_bbox: 0.1709 loss_iou: 0.4086 d0.loss_cls: 0.2727 d0.loss_bbox: 0.1754 d0.loss_iou: 0.4367 d1.loss_cls: 0.2511 d1.loss_bbox: 0.1665 d1.loss_iou: 0.4102 d2.loss_cls: 0.2430 d2.loss_bbox: 0.1687 d2.loss_iou: 0.4070 d3.loss_cls: 0.2369 d3.loss_bbox: 0.1686 d3.loss_iou: 0.4051 d4.loss_cls: 0.2290 d4.loss_bbox: 0.1700 d4.loss_iou: 0.4079 enc_loss_cls: 0.2708 enc_loss_bbox: 0.2048 enc_loss_iou: 0.4828 dn_loss_cls: 0.0280 dn_loss_bbox: 0.2189 dn_loss_iou: 0.3446 d0.dn_loss_cls: 0.0609 d0.dn_loss_bbox: 0.3289 d0.dn_loss_iou: 0.4686 d1.dn_loss_cls: 0.0375 d1.dn_loss_bbox: 0.2391 d1.dn_loss_iou: 0.3714 d2.dn_loss_cls: 0.0322 d2.dn_loss_bbox: 0.2229 d2.dn_loss_iou: 0.3506 d3.dn_loss_cls: 0.0302 d3.dn_loss_bbox: 0.2198 d3.dn_loss_iou: 0.3458 d4.dn_loss_cls: 0.0285 d4.dn_loss_bbox: 0.2191 d4.dn_loss_iou: 0.3443 2023/02/28 22:29:36 - mmengine - INFO - Epoch(train) [9][1500/7393] lr: 1.0000e-04 eta: 6:45:34 time: 0.8713 data_time: 0.0062 memory: 28722 grad_norm: 30.9341 loss: 8.4881 loss_cls: 0.1626 loss_bbox: 0.1447 loss_iou: 0.2959 d0.loss_cls: 0.2034 d0.loss_bbox: 0.1563 d0.loss_iou: 0.3146 d1.loss_cls: 0.1752 d1.loss_bbox: 0.1530 d1.loss_iou: 0.3042 d2.loss_cls: 0.1664 d2.loss_bbox: 0.1499 d2.loss_iou: 0.3003 d3.loss_cls: 0.1632 d3.loss_bbox: 0.1459 d3.loss_iou: 0.2989 d4.loss_cls: 0.1613 d4.loss_bbox: 0.1457 d4.loss_iou: 0.2985 enc_loss_cls: 0.2067 enc_loss_bbox: 0.1745 enc_loss_iou: 0.3500 dn_loss_cls: 0.0236 dn_loss_bbox: 0.2558 dn_loss_iou: 0.3237 d0.dn_loss_cls: 0.0585 d0.dn_loss_bbox: 0.3892 d0.dn_loss_iou: 0.4592 d1.dn_loss_cls: 0.0346 d1.dn_loss_bbox: 0.2859 d1.dn_loss_iou: 0.3540 d2.dn_loss_cls: 0.0285 d2.dn_loss_bbox: 0.2615 d2.dn_loss_iou: 0.3314 d3.dn_loss_cls: 0.0256 d3.dn_loss_bbox: 0.2563 d3.dn_loss_iou: 0.3250 d4.dn_loss_cls: 0.0242 d4.dn_loss_bbox: 0.2558 d4.dn_loss_iou: 0.3240 2023/02/28 22:30:19 - mmengine - INFO - Epoch(train) [9][1550/7393] lr: 1.0000e-04 eta: 6:44:51 time: 0.8755 data_time: 0.0062 memory: 26789 grad_norm: 32.4203 loss: 9.0612 loss_cls: 0.2132 loss_bbox: 0.1619 loss_iou: 0.3523 d0.loss_cls: 0.2644 d0.loss_bbox: 0.1669 d0.loss_iou: 0.3649 d1.loss_cls: 0.2418 d1.loss_bbox: 0.1648 d1.loss_iou: 0.3558 d2.loss_cls: 0.2256 d2.loss_bbox: 0.1619 d2.loss_iou: 0.3550 d3.loss_cls: 0.2165 d3.loss_bbox: 0.1624 d3.loss_iou: 0.3571 d4.loss_cls: 0.2154 d4.loss_bbox: 0.1616 d4.loss_iou: 0.3533 enc_loss_cls: 0.2633 enc_loss_bbox: 0.1993 enc_loss_iou: 0.4134 dn_loss_cls: 0.0264 dn_loss_bbox: 0.2067 dn_loss_iou: 0.3188 d0.dn_loss_cls: 0.0558 d0.dn_loss_bbox: 0.3329 d0.dn_loss_iou: 0.4540 d1.dn_loss_cls: 0.0334 d1.dn_loss_bbox: 0.2353 d1.dn_loss_iou: 0.3516 d2.dn_loss_cls: 0.0282 d2.dn_loss_bbox: 0.2133 d2.dn_loss_iou: 0.3269 d3.dn_loss_cls: 0.0261 d3.dn_loss_bbox: 0.2085 d3.dn_loss_iou: 0.3203 d4.dn_loss_cls: 0.0255 d4.dn_loss_bbox: 0.2073 d4.dn_loss_iou: 0.3192 2023/02/28 22:31:03 - mmengine - INFO - Epoch(train) [9][1600/7393] lr: 1.0000e-04 eta: 6:44:08 time: 0.8838 data_time: 0.0062 memory: 24186 grad_norm: 30.8090 loss: 8.9792 loss_cls: 0.2004 loss_bbox: 0.1518 loss_iou: 0.3442 d0.loss_cls: 0.2408 d0.loss_bbox: 0.1654 d0.loss_iou: 0.3608 d1.loss_cls: 0.2190 d1.loss_bbox: 0.1533 d1.loss_iou: 0.3475 d2.loss_cls: 0.2102 d2.loss_bbox: 0.1504 d2.loss_iou: 0.3413 d3.loss_cls: 0.2003 d3.loss_bbox: 0.1522 d3.loss_iou: 0.3441 d4.loss_cls: 0.1995 d4.loss_bbox: 0.1513 d4.loss_iou: 0.3420 enc_loss_cls: 0.2459 enc_loss_bbox: 0.1811 enc_loss_iou: 0.3931 dn_loss_cls: 0.0245 dn_loss_bbox: 0.2439 dn_loss_iou: 0.3211 d0.dn_loss_cls: 0.0552 d0.dn_loss_bbox: 0.3603 d0.dn_loss_iou: 0.4385 d1.dn_loss_cls: 0.0334 d1.dn_loss_bbox: 0.2724 d1.dn_loss_iou: 0.3491 d2.dn_loss_cls: 0.0280 d2.dn_loss_bbox: 0.2497 d2.dn_loss_iou: 0.3278 d3.dn_loss_cls: 0.0256 d3.dn_loss_bbox: 0.2438 d3.dn_loss_iou: 0.3219 d4.dn_loss_cls: 0.0243 d4.dn_loss_bbox: 0.2439 d4.dn_loss_iou: 0.3213 2023/02/28 22:31:46 - mmengine - INFO - Epoch(train) [9][1650/7393] lr: 1.0000e-04 eta: 6:43:24 time: 0.8526 data_time: 0.0062 memory: 26689 grad_norm: 41.9878 loss: 8.4056 loss_cls: 0.1882 loss_bbox: 0.1469 loss_iou: 0.3561 d0.loss_cls: 0.2370 d0.loss_bbox: 0.1530 d0.loss_iou: 0.3696 d1.loss_cls: 0.2019 d1.loss_bbox: 0.1512 d1.loss_iou: 0.3637 d2.loss_cls: 0.1928 d2.loss_bbox: 0.1488 d2.loss_iou: 0.3592 d3.loss_cls: 0.1907 d3.loss_bbox: 0.1477 d3.loss_iou: 0.3554 d4.loss_cls: 0.1864 d4.loss_bbox: 0.1488 d4.loss_iou: 0.3573 enc_loss_cls: 0.2337 enc_loss_bbox: 0.1857 enc_loss_iou: 0.4217 dn_loss_cls: 0.0212 dn_loss_bbox: 0.1846 dn_loss_iou: 0.2848 d0.dn_loss_cls: 0.0472 d0.dn_loss_bbox: 0.3059 d0.dn_loss_iou: 0.4080 d1.dn_loss_cls: 0.0273 d1.dn_loss_bbox: 0.2173 d1.dn_loss_iou: 0.3179 d2.dn_loss_cls: 0.0234 d2.dn_loss_bbox: 0.1935 d2.dn_loss_iou: 0.2939 d3.dn_loss_cls: 0.0216 d3.dn_loss_bbox: 0.1857 d3.dn_loss_iou: 0.2865 d4.dn_loss_cls: 0.0213 d4.dn_loss_bbox: 0.1846 d4.dn_loss_iou: 0.2851 2023/02/28 22:32:30 - mmengine - INFO - Epoch(train) [9][1700/7393] lr: 1.0000e-04 eta: 6:42:41 time: 0.8740 data_time: 0.0061 memory: 26789 grad_norm: 30.5433 loss: 8.0790 loss_cls: 0.1714 loss_bbox: 0.1308 loss_iou: 0.2963 d0.loss_cls: 0.2103 d0.loss_bbox: 0.1374 d0.loss_iou: 0.3101 d1.loss_cls: 0.1923 d1.loss_bbox: 0.1342 d1.loss_iou: 0.3024 d2.loss_cls: 0.1800 d2.loss_bbox: 0.1327 d2.loss_iou: 0.2993 d3.loss_cls: 0.1762 d3.loss_bbox: 0.1299 d3.loss_iou: 0.2967 d4.loss_cls: 0.1705 d4.loss_bbox: 0.1301 d4.loss_iou: 0.2967 enc_loss_cls: 0.2100 enc_loss_bbox: 0.1656 enc_loss_iou: 0.3505 dn_loss_cls: 0.0232 dn_loss_bbox: 0.2132 dn_loss_iou: 0.3126 d0.dn_loss_cls: 0.0530 d0.dn_loss_bbox: 0.3293 d0.dn_loss_iou: 0.4397 d1.dn_loss_cls: 0.0321 d1.dn_loss_bbox: 0.2397 d1.dn_loss_iou: 0.3423 d2.dn_loss_cls: 0.0266 d2.dn_loss_bbox: 0.2199 d2.dn_loss_iou: 0.3209 d3.dn_loss_cls: 0.0253 d3.dn_loss_bbox: 0.2147 d3.dn_loss_iou: 0.3140 d4.dn_loss_cls: 0.0236 d4.dn_loss_bbox: 0.2133 d4.dn_loss_iou: 0.3127 2023/02/28 22:33:13 - mmengine - INFO - Epoch(train) [9][1750/7393] lr: 1.0000e-04 eta: 6:41:57 time: 0.8649 data_time: 0.0061 memory: 27689 grad_norm: 35.2076 loss: 8.1260 loss_cls: 0.1625 loss_bbox: 0.1358 loss_iou: 0.3069 d0.loss_cls: 0.2070 d0.loss_bbox: 0.1411 d0.loss_iou: 0.3136 d1.loss_cls: 0.1784 d1.loss_bbox: 0.1419 d1.loss_iou: 0.3091 d2.loss_cls: 0.1696 d2.loss_bbox: 0.1418 d2.loss_iou: 0.3102 d3.loss_cls: 0.1651 d3.loss_bbox: 0.1403 d3.loss_iou: 0.3079 d4.loss_cls: 0.1627 d4.loss_bbox: 0.1385 d4.loss_iou: 0.3076 enc_loss_cls: 0.2071 enc_loss_bbox: 0.1590 enc_loss_iou: 0.3418 dn_loss_cls: 0.0274 dn_loss_bbox: 0.2169 dn_loss_iou: 0.3024 d0.dn_loss_cls: 0.0587 d0.dn_loss_bbox: 0.3477 d0.dn_loss_iou: 0.4409 d1.dn_loss_cls: 0.0350 d1.dn_loss_bbox: 0.2473 d1.dn_loss_iou: 0.3372 d2.dn_loss_cls: 0.0304 d2.dn_loss_bbox: 0.2236 d2.dn_loss_iou: 0.3125 d3.dn_loss_cls: 0.0288 d3.dn_loss_bbox: 0.2177 d3.dn_loss_iou: 0.3042 d4.dn_loss_cls: 0.0278 d4.dn_loss_bbox: 0.2170 d4.dn_loss_iou: 0.3026 2023/02/28 22:33:58 - mmengine - INFO - Epoch(train) [9][1800/7393] lr: 1.0000e-04 eta: 6:41:15 time: 0.9000 data_time: 0.0064 memory: 28463 grad_norm: 31.8604 loss: 8.7928 loss_cls: 0.1724 loss_bbox: 0.1460 loss_iou: 0.3361 d0.loss_cls: 0.2220 d0.loss_bbox: 0.1548 d0.loss_iou: 0.3526 d1.loss_cls: 0.1941 d1.loss_bbox: 0.1550 d1.loss_iou: 0.3433 d2.loss_cls: 0.1882 d2.loss_bbox: 0.1428 d2.loss_iou: 0.3360 d3.loss_cls: 0.1774 d3.loss_bbox: 0.1470 d3.loss_iou: 0.3374 d4.loss_cls: 0.1766 d4.loss_bbox: 0.1439 d4.loss_iou: 0.3345 enc_loss_cls: 0.2230 enc_loss_bbox: 0.1785 enc_loss_iou: 0.3944 dn_loss_cls: 0.0231 dn_loss_bbox: 0.2318 dn_loss_iou: 0.3381 d0.dn_loss_cls: 0.0540 d0.dn_loss_bbox: 0.3487 d0.dn_loss_iou: 0.4708 d1.dn_loss_cls: 0.0329 d1.dn_loss_bbox: 0.2621 d1.dn_loss_iou: 0.3718 d2.dn_loss_cls: 0.0272 d2.dn_loss_bbox: 0.2390 d2.dn_loss_iou: 0.3467 d3.dn_loss_cls: 0.0247 d3.dn_loss_bbox: 0.2328 d3.dn_loss_iou: 0.3400 d4.dn_loss_cls: 0.0232 d4.dn_loss_bbox: 0.2318 d4.dn_loss_iou: 0.3381 2023/02/28 22:34:42 - mmengine - INFO - Epoch(train) [9][1850/7393] lr: 1.0000e-04 eta: 6:40:32 time: 0.8688 data_time: 0.0062 memory: 27461 grad_norm: 34.2887 loss: 9.5729 loss_cls: 0.2117 loss_bbox: 0.1616 loss_iou: 0.4027 d0.loss_cls: 0.2582 d0.loss_bbox: 0.1658 d0.loss_iou: 0.4163 d1.loss_cls: 0.2363 d1.loss_bbox: 0.1638 d1.loss_iou: 0.4107 d2.loss_cls: 0.2204 d2.loss_bbox: 0.1610 d2.loss_iou: 0.4054 d3.loss_cls: 0.2147 d3.loss_bbox: 0.1622 d3.loss_iou: 0.4051 d4.loss_cls: 0.2113 d4.loss_bbox: 0.1630 d4.loss_iou: 0.4045 enc_loss_cls: 0.2583 enc_loss_bbox: 0.1934 enc_loss_iou: 0.4660 dn_loss_cls: 0.0251 dn_loss_bbox: 0.2175 dn_loss_iou: 0.3477 d0.dn_loss_cls: 0.0575 d0.dn_loss_bbox: 0.3172 d0.dn_loss_iou: 0.4704 d1.dn_loss_cls: 0.0357 d1.dn_loss_bbox: 0.2402 d1.dn_loss_iou: 0.3772 d2.dn_loss_cls: 0.0289 d2.dn_loss_bbox: 0.2230 d2.dn_loss_iou: 0.3564 d3.dn_loss_cls: 0.0268 d3.dn_loss_bbox: 0.2175 d3.dn_loss_iou: 0.3489 d4.dn_loss_cls: 0.0256 d4.dn_loss_bbox: 0.2173 d4.dn_loss_iou: 0.3477 2023/02/28 22:34:47 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 22:35:25 - mmengine - INFO - Epoch(train) [9][1900/7393] lr: 1.0000e-04 eta: 6:39:48 time: 0.8611 data_time: 0.0065 memory: 29951 grad_norm: 36.8234 loss: 9.5299 loss_cls: 0.2003 loss_bbox: 0.1477 loss_iou: 0.3815 d0.loss_cls: 0.2610 d0.loss_bbox: 0.1545 d0.loss_iou: 0.3987 d1.loss_cls: 0.2334 d1.loss_bbox: 0.1521 d1.loss_iou: 0.3904 d2.loss_cls: 0.2166 d2.loss_bbox: 0.1450 d2.loss_iou: 0.3840 d3.loss_cls: 0.2054 d3.loss_bbox: 0.1472 d3.loss_iou: 0.3836 d4.loss_cls: 0.2035 d4.loss_bbox: 0.1471 d4.loss_iou: 0.3823 enc_loss_cls: 0.2506 enc_loss_bbox: 0.1820 enc_loss_iou: 0.4587 dn_loss_cls: 0.0248 dn_loss_bbox: 0.2310 dn_loss_iou: 0.3597 d0.dn_loss_cls: 0.0616 d0.dn_loss_bbox: 0.3502 d0.dn_loss_iou: 0.5062 d1.dn_loss_cls: 0.0362 d1.dn_loss_bbox: 0.2611 d1.dn_loss_iou: 0.3986 d2.dn_loss_cls: 0.0296 d2.dn_loss_bbox: 0.2375 d2.dn_loss_iou: 0.3713 d3.dn_loss_cls: 0.0266 d3.dn_loss_bbox: 0.2318 d3.dn_loss_iou: 0.3617 d4.dn_loss_cls: 0.0254 d4.dn_loss_bbox: 0.2309 d4.dn_loss_iou: 0.3600 2023/02/28 22:36:09 - mmengine - INFO - Epoch(train) [9][1950/7393] lr: 1.0000e-04 eta: 6:39:05 time: 0.8784 data_time: 0.0063 memory: 29458 grad_norm: 33.4523 loss: 8.7398 loss_cls: 0.1731 loss_bbox: 0.1360 loss_iou: 0.3112 d0.loss_cls: 0.2160 d0.loss_bbox: 0.1396 d0.loss_iou: 0.3216 d1.loss_cls: 0.1965 d1.loss_bbox: 0.1306 d1.loss_iou: 0.3087 d2.loss_cls: 0.1845 d2.loss_bbox: 0.1336 d2.loss_iou: 0.3089 d3.loss_cls: 0.1793 d3.loss_bbox: 0.1349 d3.loss_iou: 0.3113 d4.loss_cls: 0.1762 d4.loss_bbox: 0.1333 d4.loss_iou: 0.3101 enc_loss_cls: 0.2136 enc_loss_bbox: 0.1619 enc_loss_iou: 0.3558 dn_loss_cls: 0.0290 dn_loss_bbox: 0.2510 dn_loss_iou: 0.3509 d0.dn_loss_cls: 0.0602 d0.dn_loss_bbox: 0.3929 d0.dn_loss_iou: 0.4792 d1.dn_loss_cls: 0.0395 d1.dn_loss_bbox: 0.2968 d1.dn_loss_iou: 0.3840 d2.dn_loss_cls: 0.0335 d2.dn_loss_bbox: 0.2601 d2.dn_loss_iou: 0.3586 d3.dn_loss_cls: 0.0306 d3.dn_loss_bbox: 0.2519 d3.dn_loss_iou: 0.3526 d4.dn_loss_cls: 0.0290 d4.dn_loss_bbox: 0.2516 d4.dn_loss_iou: 0.3516 2023/02/28 22:36:52 - mmengine - INFO - Epoch(train) [9][2000/7393] lr: 1.0000e-04 eta: 6:38:22 time: 0.8767 data_time: 0.0063 memory: 29702 grad_norm: 34.1300 loss: 8.6873 loss_cls: 0.1740 loss_bbox: 0.1349 loss_iou: 0.3405 d0.loss_cls: 0.2155 d0.loss_bbox: 0.1451 d0.loss_iou: 0.3617 d1.loss_cls: 0.1925 d1.loss_bbox: 0.1343 d1.loss_iou: 0.3462 d2.loss_cls: 0.1841 d2.loss_bbox: 0.1348 d2.loss_iou: 0.3408 d3.loss_cls: 0.1790 d3.loss_bbox: 0.1334 d3.loss_iou: 0.3431 d4.loss_cls: 0.1750 d4.loss_bbox: 0.1354 d4.loss_iou: 0.3435 enc_loss_cls: 0.2161 enc_loss_bbox: 0.1633 enc_loss_iou: 0.3928 dn_loss_cls: 0.0235 dn_loss_bbox: 0.2150 dn_loss_iou: 0.3481 d0.dn_loss_cls: 0.0583 d0.dn_loss_bbox: 0.3357 d0.dn_loss_iou: 0.4810 d1.dn_loss_cls: 0.0334 d1.dn_loss_bbox: 0.2437 d1.dn_loss_iou: 0.3806 d2.dn_loss_cls: 0.0270 d2.dn_loss_bbox: 0.2219 d2.dn_loss_iou: 0.3553 d3.dn_loss_cls: 0.0250 d3.dn_loss_bbox: 0.2161 d3.dn_loss_iou: 0.3495 d4.dn_loss_cls: 0.0237 d4.dn_loss_bbox: 0.2154 d4.dn_loss_iou: 0.3484 2023/02/28 22:37:36 - mmengine - INFO - Epoch(train) [9][2050/7393] lr: 1.0000e-04 eta: 6:37:39 time: 0.8783 data_time: 0.0067 memory: 26903 grad_norm: 33.1981 loss: 9.0647 loss_cls: 0.1800 loss_bbox: 0.1437 loss_iou: 0.3459 d0.loss_cls: 0.2316 d0.loss_bbox: 0.1477 d0.loss_iou: 0.3547 d1.loss_cls: 0.2064 d1.loss_bbox: 0.1453 d1.loss_iou: 0.3469 d2.loss_cls: 0.1925 d2.loss_bbox: 0.1445 d2.loss_iou: 0.3475 d3.loss_cls: 0.1872 d3.loss_bbox: 0.1434 d3.loss_iou: 0.3432 d4.loss_cls: 0.1810 d4.loss_bbox: 0.1433 d4.loss_iou: 0.3450 enc_loss_cls: 0.2304 enc_loss_bbox: 0.1730 enc_loss_iou: 0.3993 dn_loss_cls: 0.0263 dn_loss_bbox: 0.2305 dn_loss_iou: 0.3658 d0.dn_loss_cls: 0.0667 d0.dn_loss_bbox: 0.3501 d0.dn_loss_iou: 0.5071 d1.dn_loss_cls: 0.0387 d1.dn_loss_bbox: 0.2566 d1.dn_loss_iou: 0.4001 d2.dn_loss_cls: 0.0310 d2.dn_loss_bbox: 0.2356 d2.dn_loss_iou: 0.3736 d3.dn_loss_cls: 0.0285 d3.dn_loss_bbox: 0.2314 d3.dn_loss_iou: 0.3674 d4.dn_loss_cls: 0.0267 d4.dn_loss_bbox: 0.2304 d4.dn_loss_iou: 0.3659 2023/02/28 22:38:20 - mmengine - INFO - Epoch(train) [9][2100/7393] lr: 1.0000e-04 eta: 6:36:56 time: 0.8822 data_time: 0.0062 memory: 26789 grad_norm: 38.5753 loss: 10.0873 loss_cls: 0.2397 loss_bbox: 0.1767 loss_iou: 0.3783 d0.loss_cls: 0.2866 d0.loss_bbox: 0.1853 d0.loss_iou: 0.3952 d1.loss_cls: 0.2564 d1.loss_bbox: 0.1792 d1.loss_iou: 0.3835 d2.loss_cls: 0.2446 d2.loss_bbox: 0.1806 d2.loss_iou: 0.3823 d3.loss_cls: 0.2382 d3.loss_bbox: 0.1815 d3.loss_iou: 0.3833 d4.loss_cls: 0.2375 d4.loss_bbox: 0.1781 d4.loss_iou: 0.3801 enc_loss_cls: 0.2802 enc_loss_bbox: 0.2062 enc_loss_iou: 0.4374 dn_loss_cls: 0.0295 dn_loss_bbox: 0.2604 dn_loss_iou: 0.3605 d0.dn_loss_cls: 0.0657 d0.dn_loss_bbox: 0.3754 d0.dn_loss_iou: 0.4941 d1.dn_loss_cls: 0.0393 d1.dn_loss_bbox: 0.2848 d1.dn_loss_iou: 0.3932 d2.dn_loss_cls: 0.0332 d2.dn_loss_bbox: 0.2650 d2.dn_loss_iou: 0.3695 d3.dn_loss_cls: 0.0311 d3.dn_loss_bbox: 0.2607 d3.dn_loss_iou: 0.3633 d4.dn_loss_cls: 0.0298 d4.dn_loss_bbox: 0.2600 d4.dn_loss_iou: 0.3610 2023/02/28 22:39:04 - mmengine - INFO - Epoch(train) [9][2150/7393] lr: 1.0000e-04 eta: 6:36:13 time: 0.8763 data_time: 0.0062 memory: 26789 grad_norm: 33.4714 loss: 8.8479 loss_cls: 0.1668 loss_bbox: 0.1583 loss_iou: 0.3034 d0.loss_cls: 0.2065 d0.loss_bbox: 0.1607 d0.loss_iou: 0.3114 d1.loss_cls: 0.1824 d1.loss_bbox: 0.1577 d1.loss_iou: 0.3169 d2.loss_cls: 0.1776 d2.loss_bbox: 0.1533 d2.loss_iou: 0.3050 d3.loss_cls: 0.1705 d3.loss_bbox: 0.1558 d3.loss_iou: 0.3041 d4.loss_cls: 0.1668 d4.loss_bbox: 0.1563 d4.loss_iou: 0.3050 enc_loss_cls: 0.2107 enc_loss_bbox: 0.1819 enc_loss_iou: 0.3428 dn_loss_cls: 0.0245 dn_loss_bbox: 0.2707 dn_loss_iou: 0.3526 d0.dn_loss_cls: 0.0588 d0.dn_loss_bbox: 0.3903 d0.dn_loss_iou: 0.4862 d1.dn_loss_cls: 0.0349 d1.dn_loss_bbox: 0.2918 d1.dn_loss_iou: 0.3807 d2.dn_loss_cls: 0.0286 d2.dn_loss_bbox: 0.2751 d2.dn_loss_iou: 0.3601 d3.dn_loss_cls: 0.0263 d3.dn_loss_bbox: 0.2714 d3.dn_loss_iou: 0.3543 d4.dn_loss_cls: 0.0248 d4.dn_loss_bbox: 0.2704 d4.dn_loss_iou: 0.3527 2023/02/28 22:39:48 - mmengine - INFO - Epoch(train) [9][2200/7393] lr: 1.0000e-04 eta: 6:35:30 time: 0.8778 data_time: 0.0063 memory: 26557 grad_norm: 32.5165 loss: 10.6699 loss_cls: 0.2492 loss_bbox: 0.1963 loss_iou: 0.4869 d0.loss_cls: 0.3101 d0.loss_bbox: 0.2080 d0.loss_iou: 0.5170 d1.loss_cls: 0.2781 d1.loss_bbox: 0.2034 d1.loss_iou: 0.4945 d2.loss_cls: 0.2588 d2.loss_bbox: 0.2009 d2.loss_iou: 0.4909 d3.loss_cls: 0.2546 d3.loss_bbox: 0.1975 d3.loss_iou: 0.4883 d4.loss_cls: 0.2518 d4.loss_bbox: 0.1952 d4.loss_iou: 0.4860 enc_loss_cls: 0.3003 enc_loss_bbox: 0.2341 enc_loss_iou: 0.5660 dn_loss_cls: 0.0249 dn_loss_bbox: 0.2116 dn_loss_iou: 0.3352 d0.dn_loss_cls: 0.0570 d0.dn_loss_bbox: 0.3221 d0.dn_loss_iou: 0.4656 d1.dn_loss_cls: 0.0351 d1.dn_loss_bbox: 0.2416 d1.dn_loss_iou: 0.3688 d2.dn_loss_cls: 0.0293 d2.dn_loss_bbox: 0.2184 d2.dn_loss_iou: 0.3439 d3.dn_loss_cls: 0.0267 d3.dn_loss_bbox: 0.2129 d3.dn_loss_iou: 0.3373 d4.dn_loss_cls: 0.0251 d4.dn_loss_bbox: 0.2117 d4.dn_loss_iou: 0.3353 2023/02/28 22:40:32 - mmengine - INFO - Epoch(train) [9][2250/7393] lr: 1.0000e-04 eta: 6:34:46 time: 0.8780 data_time: 0.0061 memory: 26735 grad_norm: 32.3576 loss: 9.4266 loss_cls: 0.2104 loss_bbox: 0.1690 loss_iou: 0.3539 d0.loss_cls: 0.2623 d0.loss_bbox: 0.1780 d0.loss_iou: 0.3666 d1.loss_cls: 0.2302 d1.loss_bbox: 0.1735 d1.loss_iou: 0.3690 d2.loss_cls: 0.2191 d2.loss_bbox: 0.1717 d2.loss_iou: 0.3588 d3.loss_cls: 0.2186 d3.loss_bbox: 0.1652 d3.loss_iou: 0.3529 d4.loss_cls: 0.2096 d4.loss_bbox: 0.1692 d4.loss_iou: 0.3555 enc_loss_cls: 0.2633 enc_loss_bbox: 0.2055 enc_loss_iou: 0.4117 dn_loss_cls: 0.0238 dn_loss_bbox: 0.2594 dn_loss_iou: 0.3156 d0.dn_loss_cls: 0.0546 d0.dn_loss_bbox: 0.3993 d0.dn_loss_iou: 0.4577 d1.dn_loss_cls: 0.0331 d1.dn_loss_bbox: 0.2927 d1.dn_loss_iou: 0.3521 d2.dn_loss_cls: 0.0269 d2.dn_loss_bbox: 0.2681 d2.dn_loss_iou: 0.3261 d3.dn_loss_cls: 0.0249 d3.dn_loss_bbox: 0.2609 d3.dn_loss_iou: 0.3181 d4.dn_loss_cls: 0.0239 d4.dn_loss_bbox: 0.2596 d4.dn_loss_iou: 0.3159 2023/02/28 22:41:16 - mmengine - INFO - Epoch(train) [9][2300/7393] lr: 1.0000e-04 eta: 6:34:03 time: 0.8769 data_time: 0.0063 memory: 25680 grad_norm: 34.7468 loss: 9.8705 loss_cls: 0.2206 loss_bbox: 0.1653 loss_iou: 0.4132 d0.loss_cls: 0.2787 d0.loss_bbox: 0.1726 d0.loss_iou: 0.4286 d1.loss_cls: 0.2415 d1.loss_bbox: 0.1751 d1.loss_iou: 0.4276 d2.loss_cls: 0.2317 d2.loss_bbox: 0.1662 d2.loss_iou: 0.4161 d3.loss_cls: 0.2284 d3.loss_bbox: 0.1627 d3.loss_iou: 0.4111 d4.loss_cls: 0.2239 d4.loss_bbox: 0.1636 d4.loss_iou: 0.4127 enc_loss_cls: 0.2810 enc_loss_bbox: 0.1922 enc_loss_iou: 0.4760 dn_loss_cls: 0.0289 dn_loss_bbox: 0.2454 dn_loss_iou: 0.3320 d0.dn_loss_cls: 0.0620 d0.dn_loss_bbox: 0.3401 d0.dn_loss_iou: 0.4569 d1.dn_loss_cls: 0.0383 d1.dn_loss_bbox: 0.2707 d1.dn_loss_iou: 0.3646 d2.dn_loss_cls: 0.0340 d2.dn_loss_bbox: 0.2503 d2.dn_loss_iou: 0.3402 d3.dn_loss_cls: 0.0313 d3.dn_loss_bbox: 0.2461 d3.dn_loss_iou: 0.3336 d4.dn_loss_cls: 0.0296 d4.dn_loss_bbox: 0.2457 d4.dn_loss_iou: 0.3320 2023/02/28 22:42:00 - mmengine - INFO - Epoch(train) [9][2350/7393] lr: 1.0000e-04 eta: 6:33:20 time: 0.8738 data_time: 0.0059 memory: 26632 grad_norm: 30.1047 loss: 8.7715 loss_cls: 0.1782 loss_bbox: 0.1582 loss_iou: 0.3178 d0.loss_cls: 0.2253 d0.loss_bbox: 0.1637 d0.loss_iou: 0.3357 d1.loss_cls: 0.2068 d1.loss_bbox: 0.1578 d1.loss_iou: 0.3200 d2.loss_cls: 0.1917 d2.loss_bbox: 0.1558 d2.loss_iou: 0.3179 d3.loss_cls: 0.1841 d3.loss_bbox: 0.1590 d3.loss_iou: 0.3172 d4.loss_cls: 0.1790 d4.loss_bbox: 0.1581 d4.loss_iou: 0.3172 enc_loss_cls: 0.2259 enc_loss_bbox: 0.1905 enc_loss_iou: 0.3759 dn_loss_cls: 0.0203 dn_loss_bbox: 0.2478 dn_loss_iou: 0.3270 d0.dn_loss_cls: 0.0551 d0.dn_loss_bbox: 0.3689 d0.dn_loss_iou: 0.4554 d1.dn_loss_cls: 0.0303 d1.dn_loss_bbox: 0.2737 d1.dn_loss_iou: 0.3545 d2.dn_loss_cls: 0.0238 d2.dn_loss_bbox: 0.2516 d2.dn_loss_iou: 0.3339 d3.dn_loss_cls: 0.0219 d3.dn_loss_bbox: 0.2476 d3.dn_loss_iou: 0.3281 d4.dn_loss_cls: 0.0209 d4.dn_loss_bbox: 0.2478 d4.dn_loss_iou: 0.3271 2023/02/28 22:42:43 - mmengine - INFO - Epoch(train) [9][2400/7393] lr: 1.0000e-04 eta: 6:32:37 time: 0.8620 data_time: 0.0055 memory: 25846 grad_norm: 34.2508 loss: 8.6300 loss_cls: 0.1941 loss_bbox: 0.1391 loss_iou: 0.3789 d0.loss_cls: 0.2434 d0.loss_bbox: 0.1396 d0.loss_iou: 0.3855 d1.loss_cls: 0.2217 d1.loss_bbox: 0.1359 d1.loss_iou: 0.3735 d2.loss_cls: 0.2077 d2.loss_bbox: 0.1375 d2.loss_iou: 0.3744 d3.loss_cls: 0.2010 d3.loss_bbox: 0.1363 d3.loss_iou: 0.3745 d4.loss_cls: 0.1953 d4.loss_bbox: 0.1383 d4.loss_iou: 0.3780 enc_loss_cls: 0.2432 enc_loss_bbox: 0.1669 enc_loss_iou: 0.4286 dn_loss_cls: 0.0223 dn_loss_bbox: 0.1743 dn_loss_iou: 0.3224 d0.dn_loss_cls: 0.0526 d0.dn_loss_bbox: 0.2752 d0.dn_loss_iou: 0.4432 d1.dn_loss_cls: 0.0301 d1.dn_loss_bbox: 0.1970 d1.dn_loss_iou: 0.3467 d2.dn_loss_cls: 0.0246 d2.dn_loss_bbox: 0.1794 d2.dn_loss_iou: 0.3277 d3.dn_loss_cls: 0.0231 d3.dn_loss_bbox: 0.1752 d3.dn_loss_iou: 0.3237 d4.dn_loss_cls: 0.0224 d4.dn_loss_bbox: 0.1745 d4.dn_loss_iou: 0.3224 2023/02/28 22:43:26 - mmengine - INFO - Epoch(train) [9][2450/7393] lr: 1.0000e-04 eta: 6:31:53 time: 0.8634 data_time: 0.0056 memory: 26581 grad_norm: 49.1488 loss: 9.8884 loss_cls: 0.2129 loss_bbox: 0.1686 loss_iou: 0.3597 d0.loss_cls: 0.2600 d0.loss_bbox: 0.1785 d0.loss_iou: 0.3748 d1.loss_cls: 0.2337 d1.loss_bbox: 0.1723 d1.loss_iou: 0.3679 d2.loss_cls: 0.2222 d2.loss_bbox: 0.1677 d2.loss_iou: 0.3607 d3.loss_cls: 0.2178 d3.loss_bbox: 0.1677 d3.loss_iou: 0.3628 d4.loss_cls: 0.2148 d4.loss_bbox: 0.1686 d4.loss_iou: 0.3589 enc_loss_cls: 0.2554 enc_loss_bbox: 0.2068 enc_loss_iou: 0.4280 dn_loss_cls: 0.0242 dn_loss_bbox: 0.2964 dn_loss_iou: 0.3561 d0.dn_loss_cls: 0.0564 d0.dn_loss_bbox: 0.4178 d0.dn_loss_iou: 0.4825 d1.dn_loss_cls: 0.0337 d1.dn_loss_bbox: 0.3221 d1.dn_loss_iou: 0.3851 d2.dn_loss_cls: 0.0277 d2.dn_loss_bbox: 0.3020 d2.dn_loss_iou: 0.3654 d3.dn_loss_cls: 0.0257 d3.dn_loss_bbox: 0.2976 d3.dn_loss_iou: 0.3583 d4.dn_loss_cls: 0.0246 d4.dn_loss_bbox: 0.2967 d4.dn_loss_iou: 0.3564 2023/02/28 22:44:09 - mmengine - INFO - Epoch(train) [9][2500/7393] lr: 1.0000e-04 eta: 6:31:10 time: 0.8598 data_time: 0.0058 memory: 30284 grad_norm: 31.4703 loss: 8.7910 loss_cls: 0.1793 loss_bbox: 0.1426 loss_iou: 0.3086 d0.loss_cls: 0.2305 d0.loss_bbox: 0.1455 d0.loss_iou: 0.3211 d1.loss_cls: 0.1998 d1.loss_bbox: 0.1436 d1.loss_iou: 0.3147 d2.loss_cls: 0.1900 d2.loss_bbox: 0.1403 d2.loss_iou: 0.3100 d3.loss_cls: 0.1837 d3.loss_bbox: 0.1403 d3.loss_iou: 0.3087 d4.loss_cls: 0.1804 d4.loss_bbox: 0.1426 d4.loss_iou: 0.3089 enc_loss_cls: 0.2223 enc_loss_bbox: 0.1687 enc_loss_iou: 0.3550 dn_loss_cls: 0.0279 dn_loss_bbox: 0.2663 dn_loss_iou: 0.3376 d0.dn_loss_cls: 0.0633 d0.dn_loss_bbox: 0.3903 d0.dn_loss_iou: 0.4615 d1.dn_loss_cls: 0.0382 d1.dn_loss_bbox: 0.2890 d1.dn_loss_iou: 0.3640 d2.dn_loss_cls: 0.0312 d2.dn_loss_bbox: 0.2717 d2.dn_loss_iou: 0.3441 d3.dn_loss_cls: 0.0296 d3.dn_loss_bbox: 0.2675 d3.dn_loss_iou: 0.3394 d4.dn_loss_cls: 0.0283 d4.dn_loss_bbox: 0.2666 d4.dn_loss_iou: 0.3380 2023/02/28 22:44:53 - mmengine - INFO - Epoch(train) [9][2550/7393] lr: 1.0000e-04 eta: 6:30:27 time: 0.8862 data_time: 0.0062 memory: 34320 grad_norm: 31.8010 loss: 8.6893 loss_cls: 0.1746 loss_bbox: 0.1513 loss_iou: 0.3408 d0.loss_cls: 0.2186 d0.loss_bbox: 0.1560 d0.loss_iou: 0.3522 d1.loss_cls: 0.1901 d1.loss_bbox: 0.1603 d1.loss_iou: 0.3500 d2.loss_cls: 0.1853 d2.loss_bbox: 0.1513 d2.loss_iou: 0.3424 d3.loss_cls: 0.1780 d3.loss_bbox: 0.1514 d3.loss_iou: 0.3397 d4.loss_cls: 0.1742 d4.loss_bbox: 0.1524 d4.loss_iou: 0.3412 enc_loss_cls: 0.2228 enc_loss_bbox: 0.1829 enc_loss_iou: 0.3856 dn_loss_cls: 0.0230 dn_loss_bbox: 0.2150 dn_loss_iou: 0.3281 d0.dn_loss_cls: 0.0551 d0.dn_loss_bbox: 0.3439 d0.dn_loss_iou: 0.4648 d1.dn_loss_cls: 0.0326 d1.dn_loss_bbox: 0.2439 d1.dn_loss_iou: 0.3595 d2.dn_loss_cls: 0.0262 d2.dn_loss_bbox: 0.2228 d2.dn_loss_iou: 0.3366 d3.dn_loss_cls: 0.0238 d3.dn_loss_bbox: 0.2165 d3.dn_loss_iou: 0.3295 d4.dn_loss_cls: 0.0233 d4.dn_loss_bbox: 0.2152 d4.dn_loss_iou: 0.3282 2023/02/28 22:45:36 - mmengine - INFO - Epoch(train) [9][2600/7393] lr: 1.0000e-04 eta: 6:29:43 time: 0.8540 data_time: 0.0063 memory: 26633 grad_norm: 33.2147 loss: 9.0261 loss_cls: 0.1878 loss_bbox: 0.1561 loss_iou: 0.3134 d0.loss_cls: 0.2332 d0.loss_bbox: 0.1639 d0.loss_iou: 0.3284 d1.loss_cls: 0.2075 d1.loss_bbox: 0.1576 d1.loss_iou: 0.3228 d2.loss_cls: 0.1975 d2.loss_bbox: 0.1561 d2.loss_iou: 0.3199 d3.loss_cls: 0.1912 d3.loss_bbox: 0.1533 d3.loss_iou: 0.3147 d4.loss_cls: 0.1889 d4.loss_bbox: 0.1545 d4.loss_iou: 0.3134 enc_loss_cls: 0.2275 enc_loss_bbox: 0.1931 enc_loss_iou: 0.3720 dn_loss_cls: 0.0275 dn_loss_bbox: 0.2657 dn_loss_iou: 0.3372 d0.dn_loss_cls: 0.0599 d0.dn_loss_bbox: 0.4056 d0.dn_loss_iou: 0.4761 d1.dn_loss_cls: 0.0362 d1.dn_loss_bbox: 0.2906 d1.dn_loss_iou: 0.3655 d2.dn_loss_cls: 0.0308 d2.dn_loss_bbox: 0.2694 d2.dn_loss_iou: 0.3440 d3.dn_loss_cls: 0.0286 d3.dn_loss_bbox: 0.2661 d3.dn_loss_iou: 0.3387 d4.dn_loss_cls: 0.0279 d4.dn_loss_bbox: 0.2661 d4.dn_loss_iou: 0.3376 2023/02/28 22:46:20 - mmengine - INFO - Epoch(train) [9][2650/7393] lr: 1.0000e-04 eta: 6:29:00 time: 0.8785 data_time: 0.0064 memory: 27689 grad_norm: 38.7520 loss: 9.1081 loss_cls: 0.1906 loss_bbox: 0.1424 loss_iou: 0.3287 d0.loss_cls: 0.2338 d0.loss_bbox: 0.1524 d0.loss_iou: 0.3486 d1.loss_cls: 0.2060 d1.loss_bbox: 0.1482 d1.loss_iou: 0.3369 d2.loss_cls: 0.1946 d2.loss_bbox: 0.1446 d2.loss_iou: 0.3329 d3.loss_cls: 0.1894 d3.loss_bbox: 0.1425 d3.loss_iou: 0.3301 d4.loss_cls: 0.1908 d4.loss_bbox: 0.1410 d4.loss_iou: 0.3284 enc_loss_cls: 0.2336 enc_loss_bbox: 0.1753 enc_loss_iou: 0.3833 dn_loss_cls: 0.0299 dn_loss_bbox: 0.2635 dn_loss_iou: 0.3519 d0.dn_loss_cls: 0.0632 d0.dn_loss_bbox: 0.3804 d0.dn_loss_iou: 0.4823 d1.dn_loss_cls: 0.0391 d1.dn_loss_bbox: 0.2870 d1.dn_loss_iou: 0.3830 d2.dn_loss_cls: 0.0328 d2.dn_loss_bbox: 0.2676 d2.dn_loss_iou: 0.3594 d3.dn_loss_cls: 0.0310 d3.dn_loss_bbox: 0.2640 d3.dn_loss_iou: 0.3536 d4.dn_loss_cls: 0.0300 d4.dn_loss_bbox: 0.2633 d4.dn_loss_iou: 0.3520 2023/02/28 22:47:04 - mmengine - INFO - Epoch(train) [9][2700/7393] lr: 1.0000e-04 eta: 6:28:17 time: 0.8791 data_time: 0.0064 memory: 27689 grad_norm: 31.6727 loss: 9.2798 loss_cls: 0.1886 loss_bbox: 0.1724 loss_iou: 0.3820 d0.loss_cls: 0.2421 d0.loss_bbox: 0.1679 d0.loss_iou: 0.3807 d1.loss_cls: 0.2104 d1.loss_bbox: 0.1689 d1.loss_iou: 0.3834 d2.loss_cls: 0.1998 d2.loss_bbox: 0.1696 d2.loss_iou: 0.3818 d3.loss_cls: 0.1925 d3.loss_bbox: 0.1731 d3.loss_iou: 0.3803 d4.loss_cls: 0.1900 d4.loss_bbox: 0.1720 d4.loss_iou: 0.3802 enc_loss_cls: 0.2398 enc_loss_bbox: 0.1879 enc_loss_iou: 0.4284 dn_loss_cls: 0.0276 dn_loss_bbox: 0.2285 dn_loss_iou: 0.3328 d0.dn_loss_cls: 0.0604 d0.dn_loss_bbox: 0.3329 d0.dn_loss_iou: 0.4650 d1.dn_loss_cls: 0.0383 d1.dn_loss_bbox: 0.2514 d1.dn_loss_iou: 0.3621 d2.dn_loss_cls: 0.0319 d2.dn_loss_bbox: 0.2332 d2.dn_loss_iou: 0.3412 d3.dn_loss_cls: 0.0291 d3.dn_loss_bbox: 0.2287 d3.dn_loss_iou: 0.3349 d4.dn_loss_cls: 0.0277 d4.dn_loss_bbox: 0.2286 d4.dn_loss_iou: 0.3335 2023/02/28 22:47:47 - mmengine - INFO - Epoch(train) [9][2750/7393] lr: 1.0000e-04 eta: 6:27:34 time: 0.8639 data_time: 0.0063 memory: 28163 grad_norm: 33.4663 loss: 9.6563 loss_cls: 0.1970 loss_bbox: 0.1587 loss_iou: 0.3741 d0.loss_cls: 0.2481 d0.loss_bbox: 0.1650 d0.loss_iou: 0.3897 d1.loss_cls: 0.2188 d1.loss_bbox: 0.1648 d1.loss_iou: 0.3801 d2.loss_cls: 0.2047 d2.loss_bbox: 0.1635 d2.loss_iou: 0.3785 d3.loss_cls: 0.2010 d3.loss_bbox: 0.1605 d3.loss_iou: 0.3749 d4.loss_cls: 0.1973 d4.loss_bbox: 0.1582 d4.loss_iou: 0.3756 enc_loss_cls: 0.2470 enc_loss_bbox: 0.1850 enc_loss_iou: 0.4194 dn_loss_cls: 0.0302 dn_loss_bbox: 0.2643 dn_loss_iou: 0.3616 d0.dn_loss_cls: 0.0647 d0.dn_loss_bbox: 0.3799 d0.dn_loss_iou: 0.4863 d1.dn_loss_cls: 0.0400 d1.dn_loss_bbox: 0.2889 d1.dn_loss_iou: 0.3898 d2.dn_loss_cls: 0.0344 d2.dn_loss_bbox: 0.2699 d2.dn_loss_iou: 0.3685 d3.dn_loss_cls: 0.0320 d3.dn_loss_bbox: 0.2646 d3.dn_loss_iou: 0.3628 d4.dn_loss_cls: 0.0304 d4.dn_loss_bbox: 0.2644 d4.dn_loss_iou: 0.3617 2023/02/28 22:48:31 - mmengine - INFO - Epoch(train) [9][2800/7393] lr: 1.0000e-04 eta: 6:26:51 time: 0.8917 data_time: 0.0063 memory: 28768 grad_norm: 36.4532 loss: 10.1005 loss_cls: 0.2221 loss_bbox: 0.1705 loss_iou: 0.4045 d0.loss_cls: 0.2757 d0.loss_bbox: 0.1738 d0.loss_iou: 0.4306 d1.loss_cls: 0.2412 d1.loss_bbox: 0.1752 d1.loss_iou: 0.4213 d2.loss_cls: 0.2349 d2.loss_bbox: 0.1678 d2.loss_iou: 0.4117 d3.loss_cls: 0.2224 d3.loss_bbox: 0.1733 d3.loss_iou: 0.4084 d4.loss_cls: 0.2221 d4.loss_bbox: 0.1715 d4.loss_iou: 0.4066 enc_loss_cls: 0.2665 enc_loss_bbox: 0.2008 enc_loss_iou: 0.4784 dn_loss_cls: 0.0272 dn_loss_bbox: 0.2600 dn_loss_iou: 0.3492 d0.dn_loss_cls: 0.0601 d0.dn_loss_bbox: 0.3988 d0.dn_loss_iou: 0.4832 d1.dn_loss_cls: 0.0362 d1.dn_loss_bbox: 0.2888 d1.dn_loss_iou: 0.3821 d2.dn_loss_cls: 0.0305 d2.dn_loss_bbox: 0.2667 d2.dn_loss_iou: 0.3586 d3.dn_loss_cls: 0.0291 d3.dn_loss_bbox: 0.2613 d3.dn_loss_iou: 0.3511 d4.dn_loss_cls: 0.0278 d4.dn_loss_bbox: 0.2604 d4.dn_loss_iou: 0.3501 2023/02/28 22:49:15 - mmengine - INFO - Epoch(train) [9][2850/7393] lr: 1.0000e-04 eta: 6:26:07 time: 0.8695 data_time: 0.0063 memory: 29182 grad_norm: 33.7505 loss: 8.2547 loss_cls: 0.1711 loss_bbox: 0.1292 loss_iou: 0.3140 d0.loss_cls: 0.2109 d0.loss_bbox: 0.1351 d0.loss_iou: 0.3257 d1.loss_cls: 0.1861 d1.loss_bbox: 0.1311 d1.loss_iou: 0.3171 d2.loss_cls: 0.1800 d2.loss_bbox: 0.1277 d2.loss_iou: 0.3132 d3.loss_cls: 0.1754 d3.loss_bbox: 0.1285 d3.loss_iou: 0.3127 d4.loss_cls: 0.1730 d4.loss_bbox: 0.1286 d4.loss_iou: 0.3137 enc_loss_cls: 0.2031 enc_loss_bbox: 0.1573 enc_loss_iou: 0.3724 dn_loss_cls: 0.0217 dn_loss_bbox: 0.2053 dn_loss_iou: 0.3417 d0.dn_loss_cls: 0.0511 d0.dn_loss_bbox: 0.3104 d0.dn_loss_iou: 0.4585 d1.dn_loss_cls: 0.0313 d1.dn_loss_bbox: 0.2322 d1.dn_loss_iou: 0.3699 d2.dn_loss_cls: 0.0251 d2.dn_loss_bbox: 0.2119 d2.dn_loss_iou: 0.3486 d3.dn_loss_cls: 0.0233 d3.dn_loss_bbox: 0.2064 d3.dn_loss_iou: 0.3424 d4.dn_loss_cls: 0.0220 d4.dn_loss_bbox: 0.2054 d4.dn_loss_iou: 0.3417 2023/02/28 22:49:20 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 22:49:59 - mmengine - INFO - Epoch(train) [9][2900/7393] lr: 1.0000e-04 eta: 6:25:24 time: 0.8710 data_time: 0.0063 memory: 26633 grad_norm: 32.0146 loss: 9.6566 loss_cls: 0.2071 loss_bbox: 0.1773 loss_iou: 0.3688 d0.loss_cls: 0.2738 d0.loss_bbox: 0.1756 d0.loss_iou: 0.3817 d1.loss_cls: 0.2351 d1.loss_bbox: 0.1819 d1.loss_iou: 0.3725 d2.loss_cls: 0.2181 d2.loss_bbox: 0.1796 d2.loss_iou: 0.3713 d3.loss_cls: 0.2083 d3.loss_bbox: 0.1789 d3.loss_iou: 0.3720 d4.loss_cls: 0.2073 d4.loss_bbox: 0.1782 d4.loss_iou: 0.3687 enc_loss_cls: 0.2700 enc_loss_bbox: 0.2088 enc_loss_iou: 0.4296 dn_loss_cls: 0.0251 dn_loss_bbox: 0.2548 dn_loss_iou: 0.3416 d0.dn_loss_cls: 0.0568 d0.dn_loss_bbox: 0.3725 d0.dn_loss_iou: 0.4658 d1.dn_loss_cls: 0.0358 d1.dn_loss_bbox: 0.2825 d1.dn_loss_iou: 0.3704 d2.dn_loss_cls: 0.0295 d2.dn_loss_bbox: 0.2615 d2.dn_loss_iou: 0.3484 d3.dn_loss_cls: 0.0265 d3.dn_loss_bbox: 0.2562 d3.dn_loss_iou: 0.3433 d4.dn_loss_cls: 0.0249 d4.dn_loss_bbox: 0.2547 d4.dn_loss_iou: 0.3419 2023/02/28 22:50:43 - mmengine - INFO - Epoch(train) [9][2950/7393] lr: 1.0000e-04 eta: 6:24:41 time: 0.8795 data_time: 0.0064 memory: 28428 grad_norm: 29.2951 loss: 9.9497 loss_cls: 0.2134 loss_bbox: 0.1794 loss_iou: 0.4106 d0.loss_cls: 0.2562 d0.loss_bbox: 0.1875 d0.loss_iou: 0.4300 d1.loss_cls: 0.2339 d1.loss_bbox: 0.1851 d1.loss_iou: 0.4210 d2.loss_cls: 0.2235 d2.loss_bbox: 0.1826 d2.loss_iou: 0.4125 d3.loss_cls: 0.2158 d3.loss_bbox: 0.1811 d3.loss_iou: 0.4110 d4.loss_cls: 0.2119 d4.loss_bbox: 0.1803 d4.loss_iou: 0.4113 enc_loss_cls: 0.2634 enc_loss_bbox: 0.2126 enc_loss_iou: 0.4651 dn_loss_cls: 0.0239 dn_loss_bbox: 0.2386 dn_loss_iou: 0.3527 d0.dn_loss_cls: 0.0580 d0.dn_loss_bbox: 0.3516 d0.dn_loss_iou: 0.4806 d1.dn_loss_cls: 0.0352 d1.dn_loss_bbox: 0.2653 d1.dn_loss_iou: 0.3819 d2.dn_loss_cls: 0.0288 d2.dn_loss_bbox: 0.2470 d2.dn_loss_iou: 0.3608 d3.dn_loss_cls: 0.0260 d3.dn_loss_bbox: 0.2406 d3.dn_loss_iou: 0.3546 d4.dn_loss_cls: 0.0243 d4.dn_loss_bbox: 0.2385 d4.dn_loss_iou: 0.3528 2023/02/28 22:51:26 - mmengine - INFO - Epoch(train) [9][3000/7393] lr: 1.0000e-04 eta: 6:23:58 time: 0.8711 data_time: 0.0061 memory: 27093 grad_norm: 33.1278 loss: 7.7236 loss_cls: 0.1458 loss_bbox: 0.1275 loss_iou: 0.2542 d0.loss_cls: 0.1800 d0.loss_bbox: 0.1328 d0.loss_iou: 0.2661 d1.loss_cls: 0.1551 d1.loss_bbox: 0.1315 d1.loss_iou: 0.2621 d2.loss_cls: 0.1500 d2.loss_bbox: 0.1305 d2.loss_iou: 0.2597 d3.loss_cls: 0.1486 d3.loss_bbox: 0.1277 d3.loss_iou: 0.2549 d4.loss_cls: 0.1459 d4.loss_bbox: 0.1279 d4.loss_iou: 0.2549 enc_loss_cls: 0.1785 enc_loss_bbox: 0.1560 enc_loss_iou: 0.3002 dn_loss_cls: 0.0203 dn_loss_bbox: 0.2230 dn_loss_iou: 0.3126 d0.dn_loss_cls: 0.0570 d0.dn_loss_bbox: 0.3901 d0.dn_loss_iou: 0.4712 d1.dn_loss_cls: 0.0310 d1.dn_loss_bbox: 0.2686 d1.dn_loss_iou: 0.3551 d2.dn_loss_cls: 0.0257 d2.dn_loss_bbox: 0.2336 d2.dn_loss_iou: 0.3249 d3.dn_loss_cls: 0.0224 d3.dn_loss_bbox: 0.2250 d3.dn_loss_iou: 0.3154 d4.dn_loss_cls: 0.0206 d4.dn_loss_bbox: 0.2231 d4.dn_loss_iou: 0.3139 2023/02/28 22:52:10 - mmengine - INFO - Epoch(train) [9][3050/7393] lr: 1.0000e-04 eta: 6:23:15 time: 0.8799 data_time: 0.0063 memory: 26989 grad_norm: 37.5251 loss: 9.9250 loss_cls: 0.2352 loss_bbox: 0.1713 loss_iou: 0.3990 d0.loss_cls: 0.2960 d0.loss_bbox: 0.1799 d0.loss_iou: 0.4127 d1.loss_cls: 0.2621 d1.loss_bbox: 0.1767 d1.loss_iou: 0.4010 d2.loss_cls: 0.2462 d2.loss_bbox: 0.1733 d2.loss_iou: 0.3988 d3.loss_cls: 0.2399 d3.loss_bbox: 0.1708 d3.loss_iou: 0.3965 d4.loss_cls: 0.2354 d4.loss_bbox: 0.1709 d4.loss_iou: 0.3983 enc_loss_cls: 0.2849 enc_loss_bbox: 0.2073 enc_loss_iou: 0.4585 dn_loss_cls: 0.0247 dn_loss_bbox: 0.2265 dn_loss_iou: 0.3515 d0.dn_loss_cls: 0.0556 d0.dn_loss_bbox: 0.3494 d0.dn_loss_iou: 0.4956 d1.dn_loss_cls: 0.0322 d1.dn_loss_bbox: 0.2575 d1.dn_loss_iou: 0.3866 d2.dn_loss_cls: 0.0270 d2.dn_loss_bbox: 0.2332 d2.dn_loss_iou: 0.3606 d3.dn_loss_cls: 0.0259 d3.dn_loss_bbox: 0.2278 d3.dn_loss_iou: 0.3536 d4.dn_loss_cls: 0.0243 d4.dn_loss_bbox: 0.2267 d4.dn_loss_iou: 0.3517 2023/02/28 22:52:53 - mmengine - INFO - Epoch(train) [9][3100/7393] lr: 1.0000e-04 eta: 6:22:31 time: 0.8550 data_time: 0.0063 memory: 29182 grad_norm: 39.4060 loss: 7.3755 loss_cls: 0.1393 loss_bbox: 0.1316 loss_iou: 0.2334 d0.loss_cls: 0.1762 d0.loss_bbox: 0.1403 d0.loss_iou: 0.2507 d1.loss_cls: 0.1547 d1.loss_bbox: 0.1415 d1.loss_iou: 0.2447 d2.loss_cls: 0.1481 d2.loss_bbox: 0.1364 d2.loss_iou: 0.2371 d3.loss_cls: 0.1413 d3.loss_bbox: 0.1340 d3.loss_iou: 0.2358 d4.loss_cls: 0.1391 d4.loss_bbox: 0.1319 d4.loss_iou: 0.2344 enc_loss_cls: 0.1769 enc_loss_bbox: 0.1655 enc_loss_iou: 0.2909 dn_loss_cls: 0.0196 dn_loss_bbox: 0.2225 dn_loss_iou: 0.2879 d0.dn_loss_cls: 0.0572 d0.dn_loss_bbox: 0.3597 d0.dn_loss_iou: 0.4204 d1.dn_loss_cls: 0.0309 d1.dn_loss_bbox: 0.2568 d1.dn_loss_iou: 0.3196 d2.dn_loss_cls: 0.0246 d2.dn_loss_bbox: 0.2310 d2.dn_loss_iou: 0.2961 d3.dn_loss_cls: 0.0216 d3.dn_loss_bbox: 0.2237 d3.dn_loss_iou: 0.2896 d4.dn_loss_cls: 0.0198 d4.dn_loss_bbox: 0.2225 d4.dn_loss_iou: 0.2882 2023/02/28 22:53:36 - mmengine - INFO - Epoch(train) [9][3150/7393] lr: 1.0000e-04 eta: 6:21:48 time: 0.8640 data_time: 0.0062 memory: 28833 grad_norm: 46.1167 loss: 8.2772 loss_cls: 0.1701 loss_bbox: 0.1316 loss_iou: 0.2665 d0.loss_cls: 0.2204 d0.loss_bbox: 0.1406 d0.loss_iou: 0.2761 d1.loss_cls: 0.1915 d1.loss_bbox: 0.1348 d1.loss_iou: 0.2699 d2.loss_cls: 0.1796 d2.loss_bbox: 0.1318 d2.loss_iou: 0.2688 d3.loss_cls: 0.1742 d3.loss_bbox: 0.1307 d3.loss_iou: 0.2656 d4.loss_cls: 0.1727 d4.loss_bbox: 0.1302 d4.loss_iou: 0.2645 enc_loss_cls: 0.2212 enc_loss_bbox: 0.1654 enc_loss_iou: 0.3221 dn_loss_cls: 0.0258 dn_loss_bbox: 0.2625 dn_loss_iou: 0.3120 d0.dn_loss_cls: 0.0608 d0.dn_loss_bbox: 0.4106 d0.dn_loss_iou: 0.4511 d1.dn_loss_cls: 0.0352 d1.dn_loss_bbox: 0.3053 d1.dn_loss_iou: 0.3522 d2.dn_loss_cls: 0.0291 d2.dn_loss_bbox: 0.2737 d2.dn_loss_iou: 0.3243 d3.dn_loss_cls: 0.0267 d3.dn_loss_bbox: 0.2642 d3.dn_loss_iou: 0.3144 d4.dn_loss_cls: 0.0259 d4.dn_loss_bbox: 0.2628 d4.dn_loss_iou: 0.3123 2023/02/28 22:54:19 - mmengine - INFO - Epoch(train) [9][3200/7393] lr: 1.0000e-04 eta: 6:21:04 time: 0.8648 data_time: 0.0063 memory: 26767 grad_norm: 37.1097 loss: 9.1736 loss_cls: 0.1884 loss_bbox: 0.1627 loss_iou: 0.3432 d0.loss_cls: 0.2243 d0.loss_bbox: 0.1740 d0.loss_iou: 0.3655 d1.loss_cls: 0.1991 d1.loss_bbox: 0.1725 d1.loss_iou: 0.3572 d2.loss_cls: 0.1929 d2.loss_bbox: 0.1651 d2.loss_iou: 0.3469 d3.loss_cls: 0.1912 d3.loss_bbox: 0.1634 d3.loss_iou: 0.3447 d4.loss_cls: 0.1899 d4.loss_bbox: 0.1623 d4.loss_iou: 0.3432 enc_loss_cls: 0.2255 enc_loss_bbox: 0.1992 enc_loss_iou: 0.4064 dn_loss_cls: 0.0263 dn_loss_bbox: 0.2535 dn_loss_iou: 0.3356 d0.dn_loss_cls: 0.0562 d0.dn_loss_bbox: 0.3736 d0.dn_loss_iou: 0.4620 d1.dn_loss_cls: 0.0352 d1.dn_loss_bbox: 0.2796 d1.dn_loss_iou: 0.3655 d2.dn_loss_cls: 0.0301 d2.dn_loss_bbox: 0.2588 d2.dn_loss_iou: 0.3430 d3.dn_loss_cls: 0.0282 d3.dn_loss_bbox: 0.2548 d3.dn_loss_iou: 0.3375 d4.dn_loss_cls: 0.0266 d4.dn_loss_bbox: 0.2537 d4.dn_loss_iou: 0.3357 2023/02/28 22:55:02 - mmengine - INFO - Epoch(train) [9][3250/7393] lr: 1.0000e-04 eta: 6:20:21 time: 0.8607 data_time: 0.0055 memory: 27598 grad_norm: 31.2789 loss: 8.7633 loss_cls: 0.1783 loss_bbox: 0.1382 loss_iou: 0.3441 d0.loss_cls: 0.2264 d0.loss_bbox: 0.1450 d0.loss_iou: 0.3526 d1.loss_cls: 0.1976 d1.loss_bbox: 0.1431 d1.loss_iou: 0.3558 d2.loss_cls: 0.1892 d2.loss_bbox: 0.1375 d2.loss_iou: 0.3435 d3.loss_cls: 0.1808 d3.loss_bbox: 0.1400 d3.loss_iou: 0.3443 d4.loss_cls: 0.1799 d4.loss_bbox: 0.1382 d4.loss_iou: 0.3419 enc_loss_cls: 0.2316 enc_loss_bbox: 0.1639 enc_loss_iou: 0.3839 dn_loss_cls: 0.0219 dn_loss_bbox: 0.2343 dn_loss_iou: 0.3349 d0.dn_loss_cls: 0.0542 d0.dn_loss_bbox: 0.3489 d0.dn_loss_iou: 0.4565 d1.dn_loss_cls: 0.0328 d1.dn_loss_bbox: 0.2621 d1.dn_loss_iou: 0.3647 d2.dn_loss_cls: 0.0255 d2.dn_loss_bbox: 0.2406 d2.dn_loss_iou: 0.3434 d3.dn_loss_cls: 0.0234 d3.dn_loss_bbox: 0.2355 d3.dn_loss_iou: 0.3371 d4.dn_loss_cls: 0.0220 d4.dn_loss_bbox: 0.2345 d4.dn_loss_iou: 0.3352 2023/02/28 22:55:46 - mmengine - INFO - Epoch(train) [9][3300/7393] lr: 1.0000e-04 eta: 6:19:38 time: 0.8737 data_time: 0.0055 memory: 29053 grad_norm: 32.0897 loss: 8.6104 loss_cls: 0.1680 loss_bbox: 0.1481 loss_iou: 0.3192 d0.loss_cls: 0.2075 d0.loss_bbox: 0.1551 d0.loss_iou: 0.3349 d1.loss_cls: 0.1828 d1.loss_bbox: 0.1545 d1.loss_iou: 0.3292 d2.loss_cls: 0.1727 d2.loss_bbox: 0.1485 d2.loss_iou: 0.3237 d3.loss_cls: 0.1690 d3.loss_bbox: 0.1495 d3.loss_iou: 0.3233 d4.loss_cls: 0.1677 d4.loss_bbox: 0.1477 d4.loss_iou: 0.3206 enc_loss_cls: 0.2077 enc_loss_bbox: 0.1809 enc_loss_iou: 0.3754 dn_loss_cls: 0.0253 dn_loss_bbox: 0.2369 dn_loss_iou: 0.3334 d0.dn_loss_cls: 0.0591 d0.dn_loss_bbox: 0.3497 d0.dn_loss_iou: 0.4582 d1.dn_loss_cls: 0.0349 d1.dn_loss_bbox: 0.2596 d1.dn_loss_iou: 0.3607 d2.dn_loss_cls: 0.0284 d2.dn_loss_bbox: 0.2418 d2.dn_loss_iou: 0.3403 d3.dn_loss_cls: 0.0267 d3.dn_loss_bbox: 0.2381 d3.dn_loss_iou: 0.3352 d4.dn_loss_cls: 0.0254 d4.dn_loss_bbox: 0.2371 d4.dn_loss_iou: 0.3336 2023/02/28 22:56:31 - mmengine - INFO - Epoch(train) [9][3350/7393] lr: 1.0000e-04 eta: 6:18:55 time: 0.8942 data_time: 0.0058 memory: 27204 grad_norm: 30.2187 loss: 8.7382 loss_cls: 0.1873 loss_bbox: 0.1553 loss_iou: 0.3293 d0.loss_cls: 0.2309 d0.loss_bbox: 0.1590 d0.loss_iou: 0.3439 d1.loss_cls: 0.2105 d1.loss_bbox: 0.1535 d1.loss_iou: 0.3298 d2.loss_cls: 0.1950 d2.loss_bbox: 0.1545 d2.loss_iou: 0.3288 d3.loss_cls: 0.1879 d3.loss_bbox: 0.1543 d3.loss_iou: 0.3270 d4.loss_cls: 0.1881 d4.loss_bbox: 0.1545 d4.loss_iou: 0.3278 enc_loss_cls: 0.2300 enc_loss_bbox: 0.1892 enc_loss_iou: 0.3928 dn_loss_cls: 0.0259 dn_loss_bbox: 0.2343 dn_loss_iou: 0.3141 d0.dn_loss_cls: 0.0545 d0.dn_loss_bbox: 0.3556 d0.dn_loss_iou: 0.4459 d1.dn_loss_cls: 0.0327 d1.dn_loss_bbox: 0.2596 d1.dn_loss_iou: 0.3435 d2.dn_loss_cls: 0.0269 d2.dn_loss_bbox: 0.2402 d2.dn_loss_iou: 0.3233 d3.dn_loss_cls: 0.0254 d3.dn_loss_bbox: 0.2359 d3.dn_loss_iou: 0.3166 d4.dn_loss_cls: 0.0251 d4.dn_loss_bbox: 0.2343 d4.dn_loss_iou: 0.3148 2023/02/28 22:57:15 - mmengine - INFO - Epoch(train) [9][3400/7393] lr: 1.0000e-04 eta: 6:18:12 time: 0.8880 data_time: 0.0057 memory: 27637 grad_norm: 34.0815 loss: 8.8153 loss_cls: 0.1942 loss_bbox: 0.1556 loss_iou: 0.3506 d0.loss_cls: 0.2449 d0.loss_bbox: 0.1574 d0.loss_iou: 0.3599 d1.loss_cls: 0.2171 d1.loss_bbox: 0.1590 d1.loss_iou: 0.3572 d2.loss_cls: 0.2028 d2.loss_bbox: 0.1568 d2.loss_iou: 0.3482 d3.loss_cls: 0.1944 d3.loss_bbox: 0.1582 d3.loss_iou: 0.3531 d4.loss_cls: 0.1920 d4.loss_bbox: 0.1577 d4.loss_iou: 0.3534 enc_loss_cls: 0.2471 enc_loss_bbox: 0.1835 enc_loss_iou: 0.4033 dn_loss_cls: 0.0235 dn_loss_bbox: 0.2134 dn_loss_iou: 0.3186 d0.dn_loss_cls: 0.0550 d0.dn_loss_bbox: 0.3112 d0.dn_loss_iou: 0.4431 d1.dn_loss_cls: 0.0324 d1.dn_loss_bbox: 0.2364 d1.dn_loss_iou: 0.3471 d2.dn_loss_cls: 0.0270 d2.dn_loss_bbox: 0.2196 d2.dn_loss_iou: 0.3262 d3.dn_loss_cls: 0.0247 d3.dn_loss_bbox: 0.2145 d3.dn_loss_iou: 0.3203 d4.dn_loss_cls: 0.0238 d4.dn_loss_bbox: 0.2135 d4.dn_loss_iou: 0.3187 2023/02/28 22:57:59 - mmengine - INFO - Epoch(train) [9][3450/7393] lr: 1.0000e-04 eta: 6:17:29 time: 0.8746 data_time: 0.0056 memory: 27184 grad_norm: 29.6549 loss: 10.0462 loss_cls: 0.2508 loss_bbox: 0.1829 loss_iou: 0.4119 d0.loss_cls: 0.3075 d0.loss_bbox: 0.1886 d0.loss_iou: 0.4350 d1.loss_cls: 0.2833 d1.loss_bbox: 0.1791 d1.loss_iou: 0.4154 d2.loss_cls: 0.2628 d2.loss_bbox: 0.1848 d2.loss_iou: 0.4171 d3.loss_cls: 0.2563 d3.loss_bbox: 0.1814 d3.loss_iou: 0.4134 d4.loss_cls: 0.2511 d4.loss_bbox: 0.1822 d4.loss_iou: 0.4133 enc_loss_cls: 0.3003 enc_loss_bbox: 0.2187 enc_loss_iou: 0.4829 dn_loss_cls: 0.0273 dn_loss_bbox: 0.2172 dn_loss_iou: 0.3311 d0.dn_loss_cls: 0.0612 d0.dn_loss_bbox: 0.3304 d0.dn_loss_iou: 0.4641 d1.dn_loss_cls: 0.0371 d1.dn_loss_bbox: 0.2449 d1.dn_loss_iou: 0.3633 d2.dn_loss_cls: 0.0309 d2.dn_loss_bbox: 0.2234 d2.dn_loss_iou: 0.3389 d3.dn_loss_cls: 0.0287 d3.dn_loss_bbox: 0.2185 d3.dn_loss_iou: 0.3332 d4.dn_loss_cls: 0.0275 d4.dn_loss_bbox: 0.2175 d4.dn_loss_iou: 0.3318 2023/02/28 22:58:42 - mmengine - INFO - Epoch(train) [9][3500/7393] lr: 1.0000e-04 eta: 6:16:45 time: 0.8720 data_time: 0.0057 memory: 28603 grad_norm: 35.5056 loss: 11.2537 loss_cls: 0.2848 loss_bbox: 0.1812 loss_iou: 0.5195 d0.loss_cls: 0.3392 d0.loss_bbox: 0.1950 d0.loss_iou: 0.5404 d1.loss_cls: 0.3024 d1.loss_bbox: 0.1912 d1.loss_iou: 0.5302 d2.loss_cls: 0.2941 d2.loss_bbox: 0.1821 d2.loss_iou: 0.5233 d3.loss_cls: 0.2906 d3.loss_bbox: 0.1792 d3.loss_iou: 0.5197 d4.loss_cls: 0.2874 d4.loss_bbox: 0.1785 d4.loss_iou: 0.5181 enc_loss_cls: 0.3332 enc_loss_bbox: 0.2185 enc_loss_iou: 0.5941 dn_loss_cls: 0.0278 dn_loss_bbox: 0.2128 dn_loss_iou: 0.3824 d0.dn_loss_cls: 0.0585 d0.dn_loss_bbox: 0.2973 d0.dn_loss_iou: 0.4998 d1.dn_loss_cls: 0.0368 d1.dn_loss_bbox: 0.2362 d1.dn_loss_iou: 0.4099 d2.dn_loss_cls: 0.0308 d2.dn_loss_bbox: 0.2186 d2.dn_loss_iou: 0.3905 d3.dn_loss_cls: 0.0289 d3.dn_loss_bbox: 0.2134 d3.dn_loss_iou: 0.3842 d4.dn_loss_cls: 0.0279 d4.dn_loss_bbox: 0.2126 d4.dn_loss_iou: 0.3825 2023/02/28 22:59:26 - mmengine - INFO - Epoch(train) [9][3550/7393] lr: 1.0000e-04 eta: 6:16:02 time: 0.8754 data_time: 0.0056 memory: 26735 grad_norm: 33.5111 loss: 8.2587 loss_cls: 0.1734 loss_bbox: 0.1433 loss_iou: 0.2963 d0.loss_cls: 0.2168 d0.loss_bbox: 0.1590 d0.loss_iou: 0.3146 d1.loss_cls: 0.1887 d1.loss_bbox: 0.1508 d1.loss_iou: 0.3052 d2.loss_cls: 0.1763 d2.loss_bbox: 0.1505 d2.loss_iou: 0.3031 d3.loss_cls: 0.1800 d3.loss_bbox: 0.1432 d3.loss_iou: 0.2933 d4.loss_cls: 0.1755 d4.loss_bbox: 0.1429 d4.loss_iou: 0.2946 enc_loss_cls: 0.2155 enc_loss_bbox: 0.1812 enc_loss_iou: 0.3570 dn_loss_cls: 0.0239 dn_loss_bbox: 0.2243 dn_loss_iou: 0.3070 d0.dn_loss_cls: 0.0557 d0.dn_loss_bbox: 0.3397 d0.dn_loss_iou: 0.4317 d1.dn_loss_cls: 0.0337 d1.dn_loss_bbox: 0.2549 d1.dn_loss_iou: 0.3379 d2.dn_loss_cls: 0.0270 d2.dn_loss_bbox: 0.2312 d2.dn_loss_iou: 0.3151 d3.dn_loss_cls: 0.0254 d3.dn_loss_bbox: 0.2257 d3.dn_loss_iou: 0.3090 d4.dn_loss_cls: 0.0241 d4.dn_loss_bbox: 0.2242 d4.dn_loss_iou: 0.3070 2023/02/28 23:00:09 - mmengine - INFO - Epoch(train) [9][3600/7393] lr: 1.0000e-04 eta: 6:15:19 time: 0.8635 data_time: 0.0056 memory: 26496 grad_norm: 35.0138 loss: 9.0704 loss_cls: 0.2132 loss_bbox: 0.1429 loss_iou: 0.3374 d0.loss_cls: 0.2518 d0.loss_bbox: 0.1566 d0.loss_iou: 0.3638 d1.loss_cls: 0.2307 d1.loss_bbox: 0.1492 d1.loss_iou: 0.3466 d2.loss_cls: 0.2238 d2.loss_bbox: 0.1421 d2.loss_iou: 0.3399 d3.loss_cls: 0.2165 d3.loss_bbox: 0.1423 d3.loss_iou: 0.3382 d4.loss_cls: 0.2129 d4.loss_bbox: 0.1447 d4.loss_iou: 0.3387 enc_loss_cls: 0.2496 enc_loss_bbox: 0.1836 enc_loss_iou: 0.4093 dn_loss_cls: 0.0245 dn_loss_bbox: 0.2234 dn_loss_iou: 0.3464 d0.dn_loss_cls: 0.0597 d0.dn_loss_bbox: 0.3409 d0.dn_loss_iou: 0.4762 d1.dn_loss_cls: 0.0345 d1.dn_loss_bbox: 0.2503 d1.dn_loss_iou: 0.3749 d2.dn_loss_cls: 0.0282 d2.dn_loss_bbox: 0.2298 d2.dn_loss_iou: 0.3539 d3.dn_loss_cls: 0.0260 d3.dn_loss_bbox: 0.2247 d3.dn_loss_iou: 0.3481 d4.dn_loss_cls: 0.0249 d4.dn_loss_bbox: 0.2235 d4.dn_loss_iou: 0.3465 2023/02/28 23:00:53 - mmengine - INFO - Epoch(train) [9][3650/7393] lr: 1.0000e-04 eta: 6:14:36 time: 0.8783 data_time: 0.0057 memory: 27624 grad_norm: 31.3056 loss: 8.9647 loss_cls: 0.1985 loss_bbox: 0.1374 loss_iou: 0.3315 d0.loss_cls: 0.2412 d0.loss_bbox: 0.1473 d0.loss_iou: 0.3538 d1.loss_cls: 0.2116 d1.loss_bbox: 0.1431 d1.loss_iou: 0.3397 d2.loss_cls: 0.2056 d2.loss_bbox: 0.1389 d2.loss_iou: 0.3328 d3.loss_cls: 0.2011 d3.loss_bbox: 0.1391 d3.loss_iou: 0.3336 d4.loss_cls: 0.1995 d4.loss_bbox: 0.1381 d4.loss_iou: 0.3317 enc_loss_cls: 0.2425 enc_loss_bbox: 0.1707 enc_loss_iou: 0.3919 dn_loss_cls: 0.0272 dn_loss_bbox: 0.2477 dn_loss_iou: 0.3416 d0.dn_loss_cls: 0.0589 d0.dn_loss_bbox: 0.3540 d0.dn_loss_iou: 0.4645 d1.dn_loss_cls: 0.0382 d1.dn_loss_bbox: 0.2671 d1.dn_loss_iou: 0.3678 d2.dn_loss_cls: 0.0311 d2.dn_loss_bbox: 0.2521 d2.dn_loss_iou: 0.3483 d3.dn_loss_cls: 0.0289 d3.dn_loss_bbox: 0.2483 d3.dn_loss_iou: 0.3433 d4.dn_loss_cls: 0.0272 d4.dn_loss_bbox: 0.2477 d4.dn_loss_iou: 0.3417 2023/02/28 23:01:39 - mmengine - INFO - Epoch(train) [9][3700/7393] lr: 1.0000e-04 eta: 6:13:54 time: 0.9229 data_time: 0.0066 memory: 38178 grad_norm: 31.4549 loss: 9.3215 loss_cls: 0.2009 loss_bbox: 0.1557 loss_iou: 0.3851 d0.loss_cls: 0.2428 d0.loss_bbox: 0.1689 d0.loss_iou: 0.4081 d1.loss_cls: 0.2137 d1.loss_bbox: 0.1638 d1.loss_iou: 0.4024 d2.loss_cls: 0.2088 d2.loss_bbox: 0.1571 d2.loss_iou: 0.3902 d3.loss_cls: 0.2042 d3.loss_bbox: 0.1557 d3.loss_iou: 0.3869 d4.loss_cls: 0.2020 d4.loss_bbox: 0.1561 d4.loss_iou: 0.3854 enc_loss_cls: 0.2517 enc_loss_bbox: 0.1864 enc_loss_iou: 0.4474 dn_loss_cls: 0.0207 dn_loss_bbox: 0.2348 dn_loss_iou: 0.3278 d0.dn_loss_cls: 0.0504 d0.dn_loss_bbox: 0.3488 d0.dn_loss_iou: 0.4485 d1.dn_loss_cls: 0.0296 d1.dn_loss_bbox: 0.2601 d1.dn_loss_iou: 0.3558 d2.dn_loss_cls: 0.0245 d2.dn_loss_bbox: 0.2404 d2.dn_loss_iou: 0.3352 d3.dn_loss_cls: 0.0225 d3.dn_loss_bbox: 0.2355 d3.dn_loss_iou: 0.3290 d4.dn_loss_cls: 0.0211 d4.dn_loss_bbox: 0.2352 d4.dn_loss_iou: 0.3282 2023/02/28 23:02:23 - mmengine - INFO - Epoch(train) [9][3750/7393] lr: 1.0000e-04 eta: 6:13:10 time: 0.8675 data_time: 0.0067 memory: 26632 grad_norm: 32.1785 loss: 10.0966 loss_cls: 0.2361 loss_bbox: 0.1621 loss_iou: 0.4691 d0.loss_cls: 0.2894 d0.loss_bbox: 0.1646 d0.loss_iou: 0.4832 d1.loss_cls: 0.2557 d1.loss_bbox: 0.1653 d1.loss_iou: 0.4779 d2.loss_cls: 0.2433 d2.loss_bbox: 0.1624 d2.loss_iou: 0.4722 d3.loss_cls: 0.2382 d3.loss_bbox: 0.1629 d3.loss_iou: 0.4682 d4.loss_cls: 0.2362 d4.loss_bbox: 0.1631 d4.loss_iou: 0.4675 enc_loss_cls: 0.2884 enc_loss_bbox: 0.1871 enc_loss_iou: 0.5175 dn_loss_cls: 0.0228 dn_loss_bbox: 0.1928 dn_loss_iou: 0.3567 d0.dn_loss_cls: 0.0561 d0.dn_loss_bbox: 0.3014 d0.dn_loss_iou: 0.4889 d1.dn_loss_cls: 0.0321 d1.dn_loss_bbox: 0.2141 d1.dn_loss_iou: 0.3854 d2.dn_loss_cls: 0.0265 d2.dn_loss_bbox: 0.1971 d2.dn_loss_iou: 0.3638 d3.dn_loss_cls: 0.0240 d3.dn_loss_bbox: 0.1939 d3.dn_loss_iou: 0.3581 d4.dn_loss_cls: 0.0233 d4.dn_loss_bbox: 0.1928 d4.dn_loss_iou: 0.3565 2023/02/28 23:03:07 - mmengine - INFO - Epoch(train) [9][3800/7393] lr: 1.0000e-04 eta: 6:12:27 time: 0.8821 data_time: 0.0064 memory: 27598 grad_norm: 32.7434 loss: 8.9001 loss_cls: 0.1806 loss_bbox: 0.1515 loss_iou: 0.3306 d0.loss_cls: 0.2263 d0.loss_bbox: 0.1585 d0.loss_iou: 0.3490 d1.loss_cls: 0.1998 d1.loss_bbox: 0.1549 d1.loss_iou: 0.3373 d2.loss_cls: 0.1906 d2.loss_bbox: 0.1529 d2.loss_iou: 0.3292 d3.loss_cls: 0.1848 d3.loss_bbox: 0.1524 d3.loss_iou: 0.3301 d4.loss_cls: 0.1800 d4.loss_bbox: 0.1525 d4.loss_iou: 0.3316 enc_loss_cls: 0.2241 enc_loss_bbox: 0.1843 enc_loss_iou: 0.3887 dn_loss_cls: 0.0224 dn_loss_bbox: 0.2396 dn_loss_iou: 0.3423 d0.dn_loss_cls: 0.0551 d0.dn_loss_bbox: 0.3676 d0.dn_loss_iou: 0.4754 d1.dn_loss_cls: 0.0322 d1.dn_loss_bbox: 0.2686 d1.dn_loss_iou: 0.3727 d2.dn_loss_cls: 0.0259 d2.dn_loss_bbox: 0.2451 d2.dn_loss_iou: 0.3495 d3.dn_loss_cls: 0.0241 d3.dn_loss_bbox: 0.2410 d3.dn_loss_iou: 0.3438 d4.dn_loss_cls: 0.0226 d4.dn_loss_bbox: 0.2398 d4.dn_loss_iou: 0.3426 2023/02/28 23:03:50 - mmengine - INFO - Epoch(train) [9][3850/7393] lr: 1.0000e-04 eta: 6:11:44 time: 0.8588 data_time: 0.0065 memory: 28863 grad_norm: 33.3852 loss: 8.7188 loss_cls: 0.1687 loss_bbox: 0.1771 loss_iou: 0.3238 d0.loss_cls: 0.2277 d0.loss_bbox: 0.1808 d0.loss_iou: 0.3368 d1.loss_cls: 0.1959 d1.loss_bbox: 0.1767 d1.loss_iou: 0.3289 d2.loss_cls: 0.1800 d2.loss_bbox: 0.1759 d2.loss_iou: 0.3252 d3.loss_cls: 0.1742 d3.loss_bbox: 0.1763 d3.loss_iou: 0.3233 d4.loss_cls: 0.1713 d4.loss_bbox: 0.1732 d4.loss_iou: 0.3221 enc_loss_cls: 0.2345 enc_loss_bbox: 0.2008 enc_loss_iou: 0.3835 dn_loss_cls: 0.0231 dn_loss_bbox: 0.2419 dn_loss_iou: 0.2962 d0.dn_loss_cls: 0.0566 d0.dn_loss_bbox: 0.3782 d0.dn_loss_iou: 0.4255 d1.dn_loss_cls: 0.0334 d1.dn_loss_bbox: 0.2722 d1.dn_loss_iou: 0.3273 d2.dn_loss_cls: 0.0279 d2.dn_loss_bbox: 0.2482 d2.dn_loss_iou: 0.3041 d3.dn_loss_cls: 0.0254 d3.dn_loss_bbox: 0.2424 d3.dn_loss_iou: 0.2974 d4.dn_loss_cls: 0.0240 d4.dn_loss_bbox: 0.2419 d4.dn_loss_iou: 0.2963 2023/02/28 23:03:55 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 23:04:34 - mmengine - INFO - Epoch(train) [9][3900/7393] lr: 1.0000e-04 eta: 6:11:00 time: 0.8724 data_time: 0.0063 memory: 26689 grad_norm: 32.2600 loss: 8.7328 loss_cls: 0.1921 loss_bbox: 0.1440 loss_iou: 0.3371 d0.loss_cls: 0.2406 d0.loss_bbox: 0.1469 d0.loss_iou: 0.3533 d1.loss_cls: 0.2046 d1.loss_bbox: 0.1493 d1.loss_iou: 0.3529 d2.loss_cls: 0.1988 d2.loss_bbox: 0.1436 d2.loss_iou: 0.3423 d3.loss_cls: 0.1935 d3.loss_bbox: 0.1417 d3.loss_iou: 0.3394 d4.loss_cls: 0.1951 d4.loss_bbox: 0.1405 d4.loss_iou: 0.3364 enc_loss_cls: 0.2327 enc_loss_bbox: 0.1780 enc_loss_iou: 0.4040 dn_loss_cls: 0.0264 dn_loss_bbox: 0.2355 dn_loss_iou: 0.3083 d0.dn_loss_cls: 0.0587 d0.dn_loss_bbox: 0.3405 d0.dn_loss_iou: 0.4363 d1.dn_loss_cls: 0.0355 d1.dn_loss_bbox: 0.2591 d1.dn_loss_iou: 0.3387 d2.dn_loss_cls: 0.0290 d2.dn_loss_bbox: 0.2398 d2.dn_loss_iou: 0.3169 d3.dn_loss_cls: 0.0276 d3.dn_loss_bbox: 0.2346 d3.dn_loss_iou: 0.3093 d4.dn_loss_cls: 0.0265 d4.dn_loss_bbox: 0.2351 d4.dn_loss_iou: 0.3085 2023/02/28 23:05:18 - mmengine - INFO - Epoch(train) [9][3950/7393] lr: 1.0000e-04 eta: 6:10:18 time: 0.8926 data_time: 0.0061 memory: 26633 grad_norm: 35.5991 loss: 8.3826 loss_cls: 0.1738 loss_bbox: 0.1332 loss_iou: 0.2918 d0.loss_cls: 0.2121 d0.loss_bbox: 0.1475 d0.loss_iou: 0.3135 d1.loss_cls: 0.1945 d1.loss_bbox: 0.1379 d1.loss_iou: 0.2984 d2.loss_cls: 0.1832 d2.loss_bbox: 0.1352 d2.loss_iou: 0.2948 d3.loss_cls: 0.1764 d3.loss_bbox: 0.1335 d3.loss_iou: 0.2921 d4.loss_cls: 0.1741 d4.loss_bbox: 0.1331 d4.loss_iou: 0.2916 enc_loss_cls: 0.2147 enc_loss_bbox: 0.1731 enc_loss_iou: 0.3526 dn_loss_cls: 0.0227 dn_loss_bbox: 0.2426 dn_loss_iou: 0.3222 d0.dn_loss_cls: 0.0546 d0.dn_loss_bbox: 0.3800 d0.dn_loss_iou: 0.4663 d1.dn_loss_cls: 0.0301 d1.dn_loss_bbox: 0.2713 d1.dn_loss_iou: 0.3536 d2.dn_loss_cls: 0.0259 d2.dn_loss_bbox: 0.2473 d2.dn_loss_iou: 0.3301 d3.dn_loss_cls: 0.0238 d3.dn_loss_bbox: 0.2432 d3.dn_loss_iou: 0.3240 d4.dn_loss_cls: 0.0228 d4.dn_loss_bbox: 0.2426 d4.dn_loss_iou: 0.3225 2023/02/28 23:06:03 - mmengine - INFO - Epoch(train) [9][4000/7393] lr: 1.0000e-04 eta: 6:09:35 time: 0.8869 data_time: 0.0064 memory: 28292 grad_norm: 33.0560 loss: 7.7596 loss_cls: 0.1424 loss_bbox: 0.1341 loss_iou: 0.2984 d0.loss_cls: 0.1823 d0.loss_bbox: 0.1376 d0.loss_iou: 0.3069 d1.loss_cls: 0.1618 d1.loss_bbox: 0.1366 d1.loss_iou: 0.3021 d2.loss_cls: 0.1497 d2.loss_bbox: 0.1339 d2.loss_iou: 0.2996 d3.loss_cls: 0.1428 d3.loss_bbox: 0.1352 d3.loss_iou: 0.3017 d4.loss_cls: 0.1437 d4.loss_bbox: 0.1332 d4.loss_iou: 0.2980 enc_loss_cls: 0.1818 enc_loss_bbox: 0.1660 enc_loss_iou: 0.3459 dn_loss_cls: 0.0214 dn_loss_bbox: 0.2111 dn_loss_iou: 0.2956 d0.dn_loss_cls: 0.0513 d0.dn_loss_bbox: 0.3306 d0.dn_loss_iou: 0.4219 d1.dn_loss_cls: 0.0293 d1.dn_loss_bbox: 0.2356 d1.dn_loss_iou: 0.3217 d2.dn_loss_cls: 0.0246 d2.dn_loss_bbox: 0.2193 d2.dn_loss_iou: 0.3034 d3.dn_loss_cls: 0.0228 d3.dn_loss_bbox: 0.2123 d3.dn_loss_iou: 0.2968 d4.dn_loss_cls: 0.0217 d4.dn_loss_bbox: 0.2110 d4.dn_loss_iou: 0.2956 2023/02/28 23:06:46 - mmengine - INFO - Epoch(train) [9][4050/7393] lr: 1.0000e-04 eta: 6:08:51 time: 0.8615 data_time: 0.0062 memory: 30433 grad_norm: 32.7739 loss: 8.8711 loss_cls: 0.2083 loss_bbox: 0.1577 loss_iou: 0.3666 d0.loss_cls: 0.2546 d0.loss_bbox: 0.1668 d0.loss_iou: 0.3909 d1.loss_cls: 0.2294 d1.loss_bbox: 0.1605 d1.loss_iou: 0.3735 d2.loss_cls: 0.2192 d2.loss_bbox: 0.1567 d2.loss_iou: 0.3649 d3.loss_cls: 0.2117 d3.loss_bbox: 0.1585 d3.loss_iou: 0.3653 d4.loss_cls: 0.2121 d4.loss_bbox: 0.1565 d4.loss_iou: 0.3642 enc_loss_cls: 0.2490 enc_loss_bbox: 0.1908 enc_loss_iou: 0.4363 dn_loss_cls: 0.0233 dn_loss_bbox: 0.1972 dn_loss_iou: 0.3094 d0.dn_loss_cls: 0.0523 d0.dn_loss_bbox: 0.2849 d0.dn_loss_iou: 0.4191 d1.dn_loss_cls: 0.0317 d1.dn_loss_bbox: 0.2172 d1.dn_loss_iou: 0.3351 d2.dn_loss_cls: 0.0261 d2.dn_loss_bbox: 0.2014 d2.dn_loss_iou: 0.3171 d3.dn_loss_cls: 0.0245 d3.dn_loss_bbox: 0.1976 d3.dn_loss_iou: 0.3111 d4.dn_loss_cls: 0.0234 d4.dn_loss_bbox: 0.1969 d4.dn_loss_iou: 0.3094 2023/02/28 23:07:30 - mmengine - INFO - Epoch(train) [9][4100/7393] lr: 1.0000e-04 eta: 6:08:08 time: 0.8879 data_time: 0.0061 memory: 26767 grad_norm: 32.2521 loss: 9.7235 loss_cls: 0.2255 loss_bbox: 0.1619 loss_iou: 0.4306 d0.loss_cls: 0.2725 d0.loss_bbox: 0.1736 d0.loss_iou: 0.4586 d1.loss_cls: 0.2467 d1.loss_bbox: 0.1684 d1.loss_iou: 0.4410 d2.loss_cls: 0.2353 d2.loss_bbox: 0.1626 d2.loss_iou: 0.4346 d3.loss_cls: 0.2287 d3.loss_bbox: 0.1644 d3.loss_iou: 0.4340 d4.loss_cls: 0.2271 d4.loss_bbox: 0.1624 d4.loss_iou: 0.4312 enc_loss_cls: 0.2632 enc_loss_bbox: 0.2011 enc_loss_iou: 0.5065 dn_loss_cls: 0.0250 dn_loss_bbox: 0.2055 dn_loss_iou: 0.3293 d0.dn_loss_cls: 0.0567 d0.dn_loss_bbox: 0.3064 d0.dn_loss_iou: 0.4529 d1.dn_loss_cls: 0.0339 d1.dn_loss_bbox: 0.2281 d1.dn_loss_iou: 0.3585 d2.dn_loss_cls: 0.0284 d2.dn_loss_bbox: 0.2088 d2.dn_loss_iou: 0.3364 d3.dn_loss_cls: 0.0262 d3.dn_loss_bbox: 0.2063 d3.dn_loss_iou: 0.3313 d4.dn_loss_cls: 0.0248 d4.dn_loss_bbox: 0.2055 d4.dn_loss_iou: 0.3295 2023/02/28 23:08:13 - mmengine - INFO - Epoch(train) [9][4150/7393] lr: 1.0000e-04 eta: 6:07:25 time: 0.8677 data_time: 0.0062 memory: 29672 grad_norm: 34.4152 loss: 9.8705 loss_cls: 0.2158 loss_bbox: 0.1721 loss_iou: 0.3984 d0.loss_cls: 0.2619 d0.loss_bbox: 0.1813 d0.loss_iou: 0.4158 d1.loss_cls: 0.2389 d1.loss_bbox: 0.1762 d1.loss_iou: 0.4016 d2.loss_cls: 0.2269 d2.loss_bbox: 0.1743 d2.loss_iou: 0.3973 d3.loss_cls: 0.2209 d3.loss_bbox: 0.1735 d3.loss_iou: 0.3973 d4.loss_cls: 0.2182 d4.loss_bbox: 0.1721 d4.loss_iou: 0.3982 enc_loss_cls: 0.2588 enc_loss_bbox: 0.2122 enc_loss_iou: 0.4592 dn_loss_cls: 0.0272 dn_loss_bbox: 0.2261 dn_loss_iou: 0.3666 d0.dn_loss_cls: 0.0614 d0.dn_loss_bbox: 0.3423 d0.dn_loss_iou: 0.4991 d1.dn_loss_cls: 0.0375 d1.dn_loss_bbox: 0.2555 d1.dn_loss_iou: 0.4024 d2.dn_loss_cls: 0.0311 d2.dn_loss_bbox: 0.2317 d2.dn_loss_iou: 0.3746 d3.dn_loss_cls: 0.0288 d3.dn_loss_bbox: 0.2271 d3.dn_loss_iou: 0.3678 d4.dn_loss_cls: 0.0274 d4.dn_loss_bbox: 0.2262 d4.dn_loss_iou: 0.3669 2023/02/28 23:08:57 - mmengine - INFO - Epoch(train) [9][4200/7393] lr: 1.0000e-04 eta: 6:06:42 time: 0.8720 data_time: 0.0061 memory: 26283 grad_norm: 31.7177 loss: 10.3356 loss_cls: 0.2331 loss_bbox: 0.1779 loss_iou: 0.4712 d0.loss_cls: 0.2785 d0.loss_bbox: 0.1904 d0.loss_iou: 0.4893 d1.loss_cls: 0.2597 d1.loss_bbox: 0.1802 d1.loss_iou: 0.4739 d2.loss_cls: 0.2432 d2.loss_bbox: 0.1813 d2.loss_iou: 0.4760 d3.loss_cls: 0.2357 d3.loss_bbox: 0.1805 d3.loss_iou: 0.4735 d4.loss_cls: 0.2357 d4.loss_bbox: 0.1789 d4.loss_iou: 0.4702 enc_loss_cls: 0.2788 enc_loss_bbox: 0.2128 enc_loss_iou: 0.5413 dn_loss_cls: 0.0220 dn_loss_bbox: 0.2377 dn_loss_iou: 0.3331 d0.dn_loss_cls: 0.0530 d0.dn_loss_bbox: 0.3320 d0.dn_loss_iou: 0.4495 d1.dn_loss_cls: 0.0322 d1.dn_loss_bbox: 0.2565 d1.dn_loss_iou: 0.3584 d2.dn_loss_cls: 0.0255 d2.dn_loss_bbox: 0.2411 d2.dn_loss_iou: 0.3412 d3.dn_loss_cls: 0.0231 d3.dn_loss_bbox: 0.2386 d3.dn_loss_iou: 0.3351 d4.dn_loss_cls: 0.0226 d4.dn_loss_bbox: 0.2383 d4.dn_loss_iou: 0.3336 2023/02/28 23:09:41 - mmengine - INFO - Epoch(train) [9][4250/7393] lr: 1.0000e-04 eta: 6:05:58 time: 0.8707 data_time: 0.0062 memory: 26689 grad_norm: 43.1611 loss: 8.6195 loss_cls: 0.1598 loss_bbox: 0.1403 loss_iou: 0.3331 d0.loss_cls: 0.2006 d0.loss_bbox: 0.1462 d0.loss_iou: 0.3458 d1.loss_cls: 0.1797 d1.loss_bbox: 0.1398 d1.loss_iou: 0.3357 d2.loss_cls: 0.1725 d2.loss_bbox: 0.1366 d2.loss_iou: 0.3331 d3.loss_cls: 0.1621 d3.loss_bbox: 0.1408 d3.loss_iou: 0.3340 d4.loss_cls: 0.1610 d4.loss_bbox: 0.1397 d4.loss_iou: 0.3316 enc_loss_cls: 0.2044 enc_loss_bbox: 0.1726 enc_loss_iou: 0.3863 dn_loss_cls: 0.0213 dn_loss_bbox: 0.2403 dn_loss_iou: 0.3368 d0.dn_loss_cls: 0.0528 d0.dn_loss_bbox: 0.3553 d0.dn_loss_iou: 0.4727 d1.dn_loss_cls: 0.0301 d1.dn_loss_bbox: 0.2694 d1.dn_loss_iou: 0.3672 d2.dn_loss_cls: 0.0252 d2.dn_loss_bbox: 0.2463 d2.dn_loss_iou: 0.3445 d3.dn_loss_cls: 0.0232 d3.dn_loss_bbox: 0.2414 d3.dn_loss_iou: 0.3382 d4.dn_loss_cls: 0.0215 d4.dn_loss_bbox: 0.2404 d4.dn_loss_iou: 0.3369 2023/02/28 23:10:23 - mmengine - INFO - Epoch(train) [9][4300/7393] lr: 1.0000e-04 eta: 6:05:15 time: 0.8592 data_time: 0.0061 memory: 26689 grad_norm: 31.9207 loss: 9.2958 loss_cls: 0.1983 loss_bbox: 0.1655 loss_iou: 0.3473 d0.loss_cls: 0.2534 d0.loss_bbox: 0.1735 d0.loss_iou: 0.3638 d1.loss_cls: 0.2263 d1.loss_bbox: 0.1676 d1.loss_iou: 0.3534 d2.loss_cls: 0.2113 d2.loss_bbox: 0.1650 d2.loss_iou: 0.3471 d3.loss_cls: 0.2007 d3.loss_bbox: 0.1648 d3.loss_iou: 0.3468 d4.loss_cls: 0.2001 d4.loss_bbox: 0.1647 d4.loss_iou: 0.3463 enc_loss_cls: 0.2460 enc_loss_bbox: 0.2087 enc_loss_iou: 0.4177 dn_loss_cls: 0.0260 dn_loss_bbox: 0.2374 dn_loss_iou: 0.3477 d0.dn_loss_cls: 0.0604 d0.dn_loss_bbox: 0.3463 d0.dn_loss_iou: 0.4738 d1.dn_loss_cls: 0.0373 d1.dn_loss_bbox: 0.2643 d1.dn_loss_iou: 0.3794 d2.dn_loss_cls: 0.0309 d2.dn_loss_bbox: 0.2415 d2.dn_loss_iou: 0.3548 d3.dn_loss_cls: 0.0273 d3.dn_loss_bbox: 0.2385 d3.dn_loss_iou: 0.3499 d4.dn_loss_cls: 0.0261 d4.dn_loss_bbox: 0.2375 d4.dn_loss_iou: 0.3481 2023/02/28 23:11:06 - mmengine - INFO - Epoch(train) [9][4350/7393] lr: 1.0000e-04 eta: 6:04:31 time: 0.8529 data_time: 0.0061 memory: 27686 grad_norm: 33.1103 loss: 8.7203 loss_cls: 0.1838 loss_bbox: 0.1520 loss_iou: 0.3269 d0.loss_cls: 0.2308 d0.loss_bbox: 0.1634 d0.loss_iou: 0.3425 d1.loss_cls: 0.2085 d1.loss_bbox: 0.1509 d1.loss_iou: 0.3295 d2.loss_cls: 0.1955 d2.loss_bbox: 0.1454 d2.loss_iou: 0.3238 d3.loss_cls: 0.1880 d3.loss_bbox: 0.1503 d3.loss_iou: 0.3238 d4.loss_cls: 0.1834 d4.loss_bbox: 0.1533 d4.loss_iou: 0.3270 enc_loss_cls: 0.2292 enc_loss_bbox: 0.1926 enc_loss_iou: 0.3865 dn_loss_cls: 0.0228 dn_loss_bbox: 0.2332 dn_loss_iou: 0.3218 d0.dn_loss_cls: 0.0550 d0.dn_loss_bbox: 0.3468 d0.dn_loss_iou: 0.4564 d1.dn_loss_cls: 0.0319 d1.dn_loss_bbox: 0.2582 d1.dn_loss_iou: 0.3510 d2.dn_loss_cls: 0.0263 d2.dn_loss_bbox: 0.2385 d2.dn_loss_iou: 0.3309 d3.dn_loss_cls: 0.0240 d3.dn_loss_bbox: 0.2340 d3.dn_loss_iou: 0.3237 d4.dn_loss_cls: 0.0231 d4.dn_loss_bbox: 0.2334 d4.dn_loss_iou: 0.3224 2023/02/28 23:11:50 - mmengine - INFO - Epoch(train) [9][4400/7393] lr: 1.0000e-04 eta: 6:03:48 time: 0.8704 data_time: 0.0062 memory: 28371 grad_norm: 34.6417 loss: 8.7701 loss_cls: 0.1994 loss_bbox: 0.1403 loss_iou: 0.3417 d0.loss_cls: 0.2395 d0.loss_bbox: 0.1476 d0.loss_iou: 0.3558 d1.loss_cls: 0.2169 d1.loss_bbox: 0.1419 d1.loss_iou: 0.3474 d2.loss_cls: 0.2071 d2.loss_bbox: 0.1424 d2.loss_iou: 0.3403 d3.loss_cls: 0.2043 d3.loss_bbox: 0.1409 d3.loss_iou: 0.3418 d4.loss_cls: 0.1996 d4.loss_bbox: 0.1408 d4.loss_iou: 0.3418 enc_loss_cls: 0.2400 enc_loss_bbox: 0.1646 enc_loss_iou: 0.4018 dn_loss_cls: 0.0202 dn_loss_bbox: 0.2190 dn_loss_iou: 0.3255 d0.dn_loss_cls: 0.0525 d0.dn_loss_bbox: 0.3420 d0.dn_loss_iou: 0.4612 d1.dn_loss_cls: 0.0307 d1.dn_loss_bbox: 0.2491 d1.dn_loss_iou: 0.3563 d2.dn_loss_cls: 0.0245 d2.dn_loss_bbox: 0.2254 d2.dn_loss_iou: 0.3333 d3.dn_loss_cls: 0.0218 d3.dn_loss_bbox: 0.2198 d3.dn_loss_iou: 0.3275 d4.dn_loss_cls: 0.0204 d4.dn_loss_bbox: 0.2191 d4.dn_loss_iou: 0.3259 2023/02/28 23:12:33 - mmengine - INFO - Epoch(train) [9][4450/7393] lr: 1.0000e-04 eta: 6:03:05 time: 0.8706 data_time: 0.0063 memory: 28601 grad_norm: 29.3701 loss: 8.3127 loss_cls: 0.1588 loss_bbox: 0.1281 loss_iou: 0.3255 d0.loss_cls: 0.2049 d0.loss_bbox: 0.1338 d0.loss_iou: 0.3341 d1.loss_cls: 0.1896 d1.loss_bbox: 0.1260 d1.loss_iou: 0.3209 d2.loss_cls: 0.1714 d2.loss_bbox: 0.1273 d2.loss_iou: 0.3246 d3.loss_cls: 0.1673 d3.loss_bbox: 0.1283 d3.loss_iou: 0.3237 d4.loss_cls: 0.1612 d4.loss_bbox: 0.1280 d4.loss_iou: 0.3249 enc_loss_cls: 0.2015 enc_loss_bbox: 0.1569 enc_loss_iou: 0.3715 dn_loss_cls: 0.0193 dn_loss_bbox: 0.2182 dn_loss_iou: 0.3334 d0.dn_loss_cls: 0.0541 d0.dn_loss_bbox: 0.3434 d0.dn_loss_iou: 0.4659 d1.dn_loss_cls: 0.0283 d1.dn_loss_bbox: 0.2461 d1.dn_loss_iou: 0.3640 d2.dn_loss_cls: 0.0224 d2.dn_loss_bbox: 0.2234 d2.dn_loss_iou: 0.3398 d3.dn_loss_cls: 0.0201 d3.dn_loss_bbox: 0.2195 d3.dn_loss_iou: 0.3349 d4.dn_loss_cls: 0.0190 d4.dn_loss_bbox: 0.2188 d4.dn_loss_iou: 0.3337 2023/02/28 23:13:17 - mmengine - INFO - Epoch(train) [9][4500/7393] lr: 1.0000e-04 eta: 6:02:21 time: 0.8683 data_time: 0.0061 memory: 26789 grad_norm: 32.6033 loss: 10.0623 loss_cls: 0.2244 loss_bbox: 0.1836 loss_iou: 0.4073 d0.loss_cls: 0.2716 d0.loss_bbox: 0.1983 d0.loss_iou: 0.4277 d1.loss_cls: 0.2444 d1.loss_bbox: 0.1909 d1.loss_iou: 0.4101 d2.loss_cls: 0.2336 d2.loss_bbox: 0.1859 d2.loss_iou: 0.4069 d3.loss_cls: 0.2290 d3.loss_bbox: 0.1857 d3.loss_iou: 0.4074 d4.loss_cls: 0.2272 d4.loss_bbox: 0.1837 d4.loss_iou: 0.4065 enc_loss_cls: 0.2761 enc_loss_bbox: 0.2147 enc_loss_iou: 0.4658 dn_loss_cls: 0.0265 dn_loss_bbox: 0.2480 dn_loss_iou: 0.3492 d0.dn_loss_cls: 0.0594 d0.dn_loss_bbox: 0.3543 d0.dn_loss_iou: 0.4739 d1.dn_loss_cls: 0.0358 d1.dn_loss_bbox: 0.2692 d1.dn_loss_iou: 0.3774 d2.dn_loss_cls: 0.0295 d2.dn_loss_bbox: 0.2510 d2.dn_loss_iou: 0.3557 d3.dn_loss_cls: 0.0276 d3.dn_loss_bbox: 0.2485 d3.dn_loss_iou: 0.3506 d4.dn_loss_cls: 0.0266 d4.dn_loss_bbox: 0.2484 d4.dn_loss_iou: 0.3499 2023/02/28 23:14:00 - mmengine - INFO - Epoch(train) [9][4550/7393] lr: 1.0000e-04 eta: 6:01:38 time: 0.8605 data_time: 0.0062 memory: 27149 grad_norm: 30.9272 loss: 8.5800 loss_cls: 0.1851 loss_bbox: 0.1372 loss_iou: 0.3203 d0.loss_cls: 0.2244 d0.loss_bbox: 0.1476 d0.loss_iou: 0.3398 d1.loss_cls: 0.2010 d1.loss_bbox: 0.1441 d1.loss_iou: 0.3306 d2.loss_cls: 0.1906 d2.loss_bbox: 0.1398 d2.loss_iou: 0.3257 d3.loss_cls: 0.1866 d3.loss_bbox: 0.1366 d3.loss_iou: 0.3199 d4.loss_cls: 0.1861 d4.loss_bbox: 0.1368 d4.loss_iou: 0.3189 enc_loss_cls: 0.2312 enc_loss_bbox: 0.1712 enc_loss_iou: 0.3748 dn_loss_cls: 0.0260 dn_loss_bbox: 0.2286 dn_loss_iou: 0.3196 d0.dn_loss_cls: 0.0588 d0.dn_loss_bbox: 0.3619 d0.dn_loss_iou: 0.4537 d1.dn_loss_cls: 0.0354 d1.dn_loss_bbox: 0.2559 d1.dn_loss_iou: 0.3480 d2.dn_loss_cls: 0.0291 d2.dn_loss_bbox: 0.2353 d2.dn_loss_iou: 0.3273 d3.dn_loss_cls: 0.0268 d3.dn_loss_bbox: 0.2296 d3.dn_loss_iou: 0.3211 d4.dn_loss_cls: 0.0260 d4.dn_loss_bbox: 0.2287 d4.dn_loss_iou: 0.3198 2023/02/28 23:14:43 - mmengine - INFO - Epoch(train) [9][4600/7393] lr: 1.0000e-04 eta: 6:00:55 time: 0.8749 data_time: 0.0062 memory: 30321 grad_norm: 37.2417 loss: 9.3279 loss_cls: 0.2069 loss_bbox: 0.1599 loss_iou: 0.3708 d0.loss_cls: 0.2517 d0.loss_bbox: 0.1649 d0.loss_iou: 0.3801 d1.loss_cls: 0.2262 d1.loss_bbox: 0.1638 d1.loss_iou: 0.3753 d2.loss_cls: 0.2183 d2.loss_bbox: 0.1571 d2.loss_iou: 0.3643 d3.loss_cls: 0.2099 d3.loss_bbox: 0.1609 d3.loss_iou: 0.3670 d4.loss_cls: 0.2082 d4.loss_bbox: 0.1600 d4.loss_iou: 0.3678 enc_loss_cls: 0.2536 enc_loss_bbox: 0.1843 enc_loss_iou: 0.4211 dn_loss_cls: 0.0258 dn_loss_bbox: 0.2172 dn_loss_iou: 0.3559 d0.dn_loss_cls: 0.0577 d0.dn_loss_bbox: 0.3308 d0.dn_loss_iou: 0.4830 d1.dn_loss_cls: 0.0347 d1.dn_loss_bbox: 0.2450 d1.dn_loss_iou: 0.3884 d2.dn_loss_cls: 0.0294 d2.dn_loss_bbox: 0.2226 d2.dn_loss_iou: 0.3641 d3.dn_loss_cls: 0.0271 d3.dn_loss_bbox: 0.2177 d3.dn_loss_iou: 0.3574 d4.dn_loss_cls: 0.0259 d4.dn_loss_bbox: 0.2171 d4.dn_loss_iou: 0.3559 2023/02/28 23:15:27 - mmengine - INFO - Epoch(train) [9][4650/7393] lr: 1.0000e-04 eta: 6:00:11 time: 0.8687 data_time: 0.0061 memory: 26735 grad_norm: 34.6639 loss: 8.1082 loss_cls: 0.1543 loss_bbox: 0.1248 loss_iou: 0.3049 d0.loss_cls: 0.1882 d0.loss_bbox: 0.1252 d0.loss_iou: 0.3211 d1.loss_cls: 0.1680 d1.loss_bbox: 0.1272 d1.loss_iou: 0.3123 d2.loss_cls: 0.1620 d2.loss_bbox: 0.1231 d2.loss_iou: 0.3018 d3.loss_cls: 0.1569 d3.loss_bbox: 0.1246 d3.loss_iou: 0.3023 d4.loss_cls: 0.1558 d4.loss_bbox: 0.1246 d4.loss_iou: 0.3035 enc_loss_cls: 0.1851 enc_loss_bbox: 0.1473 enc_loss_iou: 0.3530 dn_loss_cls: 0.0179 dn_loss_bbox: 0.2421 dn_loss_iou: 0.3219 d0.dn_loss_cls: 0.0497 d0.dn_loss_bbox: 0.3579 d0.dn_loss_iou: 0.4457 d1.dn_loss_cls: 0.0266 d1.dn_loss_bbox: 0.2676 d1.dn_loss_iou: 0.3502 d2.dn_loss_cls: 0.0214 d2.dn_loss_bbox: 0.2457 d2.dn_loss_iou: 0.3277 d3.dn_loss_cls: 0.0192 d3.dn_loss_bbox: 0.2432 d3.dn_loss_iou: 0.3232 d4.dn_loss_cls: 0.0183 d4.dn_loss_bbox: 0.2424 d4.dn_loss_iou: 0.3221 2023/02/28 23:16:11 - mmengine - INFO - Epoch(train) [9][4700/7393] lr: 1.0000e-04 eta: 5:59:28 time: 0.8787 data_time: 0.0062 memory: 27583 grad_norm: 30.6532 loss: 8.6958 loss_cls: 0.2033 loss_bbox: 0.1550 loss_iou: 0.3531 d0.loss_cls: 0.2593 d0.loss_bbox: 0.1626 d0.loss_iou: 0.3691 d1.loss_cls: 0.2229 d1.loss_bbox: 0.1645 d1.loss_iou: 0.3671 d2.loss_cls: 0.2128 d2.loss_bbox: 0.1550 d2.loss_iou: 0.3565 d3.loss_cls: 0.2061 d3.loss_bbox: 0.1573 d3.loss_iou: 0.3541 d4.loss_cls: 0.2036 d4.loss_bbox: 0.1559 d4.loss_iou: 0.3534 enc_loss_cls: 0.2564 enc_loss_bbox: 0.1953 enc_loss_iou: 0.4212 dn_loss_cls: 0.0198 dn_loss_bbox: 0.1945 dn_loss_iou: 0.2981 d0.dn_loss_cls: 0.0514 d0.dn_loss_bbox: 0.3004 d0.dn_loss_iou: 0.4186 d1.dn_loss_cls: 0.0288 d1.dn_loss_bbox: 0.2175 d1.dn_loss_iou: 0.3244 d2.dn_loss_cls: 0.0236 d2.dn_loss_bbox: 0.1997 d2.dn_loss_iou: 0.3049 d3.dn_loss_cls: 0.0216 d3.dn_loss_bbox: 0.1952 d3.dn_loss_iou: 0.3002 d4.dn_loss_cls: 0.0200 d4.dn_loss_bbox: 0.1943 d4.dn_loss_iou: 0.2982 2023/02/28 23:16:54 - mmengine - INFO - Epoch(train) [9][4750/7393] lr: 1.0000e-04 eta: 5:58:45 time: 0.8702 data_time: 0.0062 memory: 26735 grad_norm: 33.9214 loss: 8.2940 loss_cls: 0.1701 loss_bbox: 0.1233 loss_iou: 0.2893 d0.loss_cls: 0.2112 d0.loss_bbox: 0.1280 d0.loss_iou: 0.3055 d1.loss_cls: 0.1879 d1.loss_bbox: 0.1258 d1.loss_iou: 0.2910 d2.loss_cls: 0.1747 d2.loss_bbox: 0.1219 d2.loss_iou: 0.2911 d3.loss_cls: 0.1714 d3.loss_bbox: 0.1213 d3.loss_iou: 0.2911 d4.loss_cls: 0.1698 d4.loss_bbox: 0.1237 d4.loss_iou: 0.2908 enc_loss_cls: 0.2076 enc_loss_bbox: 0.1569 enc_loss_iou: 0.3481 dn_loss_cls: 0.0202 dn_loss_bbox: 0.2382 dn_loss_iou: 0.3367 d0.dn_loss_cls: 0.0551 d0.dn_loss_bbox: 0.3781 d0.dn_loss_iou: 0.4761 d1.dn_loss_cls: 0.0300 d1.dn_loss_bbox: 0.2746 d1.dn_loss_iou: 0.3700 d2.dn_loss_cls: 0.0245 d2.dn_loss_bbox: 0.2477 d2.dn_loss_iou: 0.3451 d3.dn_loss_cls: 0.0218 d3.dn_loss_bbox: 0.2401 d3.dn_loss_iou: 0.3387 d4.dn_loss_cls: 0.0210 d4.dn_loss_bbox: 0.2386 d4.dn_loss_iou: 0.3372 2023/02/28 23:17:38 - mmengine - INFO - Epoch(train) [9][4800/7393] lr: 1.0000e-04 eta: 5:58:02 time: 0.8789 data_time: 0.0061 memory: 28179 grad_norm: 32.0741 loss: 8.5594 loss_cls: 0.1656 loss_bbox: 0.1351 loss_iou: 0.3166 d0.loss_cls: 0.2035 d0.loss_bbox: 0.1433 d0.loss_iou: 0.3294 d1.loss_cls: 0.1833 d1.loss_bbox: 0.1392 d1.loss_iou: 0.3257 d2.loss_cls: 0.1746 d2.loss_bbox: 0.1353 d2.loss_iou: 0.3203 d3.loss_cls: 0.1663 d3.loss_bbox: 0.1371 d3.loss_iou: 0.3200 d4.loss_cls: 0.1652 d4.loss_bbox: 0.1363 d4.loss_iou: 0.3176 enc_loss_cls: 0.2066 enc_loss_bbox: 0.1662 enc_loss_iou: 0.3703 dn_loss_cls: 0.0255 dn_loss_bbox: 0.2318 dn_loss_iou: 0.3431 d0.dn_loss_cls: 0.0631 d0.dn_loss_bbox: 0.3621 d0.dn_loss_iou: 0.4718 d1.dn_loss_cls: 0.0356 d1.dn_loss_bbox: 0.2657 d1.dn_loss_iou: 0.3755 d2.dn_loss_cls: 0.0292 d2.dn_loss_bbox: 0.2406 d2.dn_loss_iou: 0.3519 d3.dn_loss_cls: 0.0266 d3.dn_loss_bbox: 0.2338 d3.dn_loss_iou: 0.3448 d4.dn_loss_cls: 0.0257 d4.dn_loss_bbox: 0.2320 d4.dn_loss_iou: 0.3431 2023/02/28 23:18:22 - mmengine - INFO - Epoch(train) [9][4850/7393] lr: 1.0000e-04 eta: 5:57:18 time: 0.8742 data_time: 0.0057 memory: 27598 grad_norm: 35.7338 loss: 8.1920 loss_cls: 0.1647 loss_bbox: 0.1218 loss_iou: 0.2697 d0.loss_cls: 0.1982 d0.loss_bbox: 0.1361 d0.loss_iou: 0.2883 d1.loss_cls: 0.1786 d1.loss_bbox: 0.1287 d1.loss_iou: 0.2770 d2.loss_cls: 0.1701 d2.loss_bbox: 0.1257 d2.loss_iou: 0.2707 d3.loss_cls: 0.1634 d3.loss_bbox: 0.1259 d3.loss_iou: 0.2731 d4.loss_cls: 0.1626 d4.loss_bbox: 0.1243 d4.loss_iou: 0.2710 enc_loss_cls: 0.1967 enc_loss_bbox: 0.1624 enc_loss_iou: 0.3293 dn_loss_cls: 0.0267 dn_loss_bbox: 0.2614 dn_loss_iou: 0.3239 d0.dn_loss_cls: 0.0611 d0.dn_loss_bbox: 0.3869 d0.dn_loss_iou: 0.4513 d1.dn_loss_cls: 0.0350 d1.dn_loss_bbox: 0.2924 d1.dn_loss_iou: 0.3559 d2.dn_loss_cls: 0.0297 d2.dn_loss_bbox: 0.2685 d2.dn_loss_iou: 0.3315 d3.dn_loss_cls: 0.0280 d3.dn_loss_bbox: 0.2627 d3.dn_loss_iou: 0.3260 d4.dn_loss_cls: 0.0267 d4.dn_loss_bbox: 0.2617 d4.dn_loss_iou: 0.3243 2023/02/28 23:18:27 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 23:19:06 - mmengine - INFO - Epoch(train) [9][4900/7393] lr: 1.0000e-04 eta: 5:56:35 time: 0.8772 data_time: 0.0057 memory: 26633 grad_norm: 30.1348 loss: 8.3188 loss_cls: 0.1736 loss_bbox: 0.1206 loss_iou: 0.3094 d0.loss_cls: 0.2021 d0.loss_bbox: 0.1315 d0.loss_iou: 0.3241 d1.loss_cls: 0.1869 d1.loss_bbox: 0.1256 d1.loss_iou: 0.3097 d2.loss_cls: 0.1810 d2.loss_bbox: 0.1186 d2.loss_iou: 0.3099 d3.loss_cls: 0.1764 d3.loss_bbox: 0.1199 d3.loss_iou: 0.3083 d4.loss_cls: 0.1734 d4.loss_bbox: 0.1197 d4.loss_iou: 0.3086 enc_loss_cls: 0.2026 enc_loss_bbox: 0.1461 enc_loss_iou: 0.3551 dn_loss_cls: 0.0255 dn_loss_bbox: 0.2251 dn_loss_iou: 0.3458 d0.dn_loss_cls: 0.0561 d0.dn_loss_bbox: 0.3237 d0.dn_loss_iou: 0.4679 d1.dn_loss_cls: 0.0346 d1.dn_loss_bbox: 0.2508 d1.dn_loss_iou: 0.3741 d2.dn_loss_cls: 0.0291 d2.dn_loss_bbox: 0.2318 d2.dn_loss_iou: 0.3542 d3.dn_loss_cls: 0.0260 d3.dn_loss_bbox: 0.2264 d3.dn_loss_iou: 0.3484 d4.dn_loss_cls: 0.0251 d4.dn_loss_bbox: 0.2254 d4.dn_loss_iou: 0.3459 2023/02/28 23:19:50 - mmengine - INFO - Epoch(train) [9][4950/7393] lr: 1.0000e-04 eta: 5:55:52 time: 0.8799 data_time: 0.0056 memory: 28595 grad_norm: 30.1844 loss: 9.7330 loss_cls: 0.2161 loss_bbox: 0.1743 loss_iou: 0.3515 d0.loss_cls: 0.2574 d0.loss_bbox: 0.1912 d0.loss_iou: 0.3713 d1.loss_cls: 0.2338 d1.loss_bbox: 0.1847 d1.loss_iou: 0.3597 d2.loss_cls: 0.2271 d2.loss_bbox: 0.1765 d2.loss_iou: 0.3526 d3.loss_cls: 0.2223 d3.loss_bbox: 0.1739 d3.loss_iou: 0.3529 d4.loss_cls: 0.2162 d4.loss_bbox: 0.1756 d4.loss_iou: 0.3539 enc_loss_cls: 0.2570 enc_loss_bbox: 0.2199 enc_loss_iou: 0.4272 dn_loss_cls: 0.0263 dn_loss_bbox: 0.2598 dn_loss_iou: 0.3574 d0.dn_loss_cls: 0.0595 d0.dn_loss_bbox: 0.3727 d0.dn_loss_iou: 0.4857 d1.dn_loss_cls: 0.0369 d1.dn_loss_bbox: 0.2905 d1.dn_loss_iou: 0.3921 d2.dn_loss_cls: 0.0303 d2.dn_loss_bbox: 0.2673 d2.dn_loss_iou: 0.3671 d3.dn_loss_cls: 0.0278 d3.dn_loss_bbox: 0.2612 d3.dn_loss_iou: 0.3592 d4.dn_loss_cls: 0.0264 d4.dn_loss_bbox: 0.2600 d4.dn_loss_iou: 0.3577 2023/02/28 23:20:34 - mmengine - INFO - Epoch(train) [9][5000/7393] lr: 1.0000e-04 eta: 5:55:09 time: 0.8832 data_time: 0.0058 memory: 27180 grad_norm: 31.3205 loss: 9.1455 loss_cls: 0.2319 loss_bbox: 0.1510 loss_iou: 0.3710 d0.loss_cls: 0.2736 d0.loss_bbox: 0.1626 d0.loss_iou: 0.3913 d1.loss_cls: 0.2567 d1.loss_bbox: 0.1537 d1.loss_iou: 0.3754 d2.loss_cls: 0.2384 d2.loss_bbox: 0.1539 d2.loss_iou: 0.3757 d3.loss_cls: 0.2321 d3.loss_bbox: 0.1535 d3.loss_iou: 0.3732 d4.loss_cls: 0.2310 d4.loss_bbox: 0.1535 d4.loss_iou: 0.3734 enc_loss_cls: 0.2725 enc_loss_bbox: 0.1812 enc_loss_iou: 0.4337 dn_loss_cls: 0.0267 dn_loss_bbox: 0.2033 dn_loss_iou: 0.3120 d0.dn_loss_cls: 0.0571 d0.dn_loss_bbox: 0.3182 d0.dn_loss_iou: 0.4393 d1.dn_loss_cls: 0.0351 d1.dn_loss_bbox: 0.2266 d1.dn_loss_iou: 0.3410 d2.dn_loss_cls: 0.0301 d2.dn_loss_bbox: 0.2093 d2.dn_loss_iou: 0.3194 d3.dn_loss_cls: 0.0281 d3.dn_loss_bbox: 0.2031 d3.dn_loss_iou: 0.3135 d4.dn_loss_cls: 0.0272 d4.dn_loss_bbox: 0.2035 d4.dn_loss_iou: 0.3128 2023/02/28 23:21:18 - mmengine - INFO - Epoch(train) [9][5050/7393] lr: 1.0000e-04 eta: 5:54:26 time: 0.8787 data_time: 0.0057 memory: 28153 grad_norm: 32.1106 loss: 8.3411 loss_cls: 0.1687 loss_bbox: 0.1344 loss_iou: 0.2844 d0.loss_cls: 0.2088 d0.loss_bbox: 0.1439 d0.loss_iou: 0.3080 d1.loss_cls: 0.1968 d1.loss_bbox: 0.1380 d1.loss_iou: 0.2888 d2.loss_cls: 0.1818 d2.loss_bbox: 0.1367 d2.loss_iou: 0.2875 d3.loss_cls: 0.1765 d3.loss_bbox: 0.1356 d3.loss_iou: 0.2845 d4.loss_cls: 0.1692 d4.loss_bbox: 0.1349 d4.loss_iou: 0.2853 enc_loss_cls: 0.2038 enc_loss_bbox: 0.1677 enc_loss_iou: 0.3427 dn_loss_cls: 0.0233 dn_loss_bbox: 0.2488 dn_loss_iou: 0.3173 d0.dn_loss_cls: 0.0602 d0.dn_loss_bbox: 0.3898 d0.dn_loss_iou: 0.4612 d1.dn_loss_cls: 0.0353 d1.dn_loss_bbox: 0.2791 d1.dn_loss_iou: 0.3516 d2.dn_loss_cls: 0.0292 d2.dn_loss_bbox: 0.2539 d2.dn_loss_iou: 0.3255 d3.dn_loss_cls: 0.0267 d3.dn_loss_bbox: 0.2504 d3.dn_loss_iou: 0.3198 d4.dn_loss_cls: 0.0244 d4.dn_loss_bbox: 0.2487 d4.dn_loss_iou: 0.3177 2023/02/28 23:22:02 - mmengine - INFO - Epoch(train) [9][5100/7393] lr: 1.0000e-04 eta: 5:53:43 time: 0.8855 data_time: 0.0065 memory: 29290 grad_norm: 32.7152 loss: 9.2489 loss_cls: 0.2037 loss_bbox: 0.1524 loss_iou: 0.3635 d0.loss_cls: 0.2620 d0.loss_bbox: 0.1536 d0.loss_iou: 0.3716 d1.loss_cls: 0.2274 d1.loss_bbox: 0.1569 d1.loss_iou: 0.3672 d2.loss_cls: 0.2063 d2.loss_bbox: 0.1579 d2.loss_iou: 0.3696 d3.loss_cls: 0.2019 d3.loss_bbox: 0.1560 d3.loss_iou: 0.3676 d4.loss_cls: 0.2008 d4.loss_bbox: 0.1540 d4.loss_iou: 0.3654 enc_loss_cls: 0.2618 enc_loss_bbox: 0.1778 enc_loss_iou: 0.4137 dn_loss_cls: 0.0254 dn_loss_bbox: 0.2315 dn_loss_iou: 0.3456 d0.dn_loss_cls: 0.0585 d0.dn_loss_bbox: 0.3352 d0.dn_loss_iou: 0.4751 d1.dn_loss_cls: 0.0337 d1.dn_loss_bbox: 0.2518 d1.dn_loss_iou: 0.3744 d2.dn_loss_cls: 0.0281 d2.dn_loss_bbox: 0.2356 d2.dn_loss_iou: 0.3541 d3.dn_loss_cls: 0.0267 d3.dn_loss_bbox: 0.2324 d3.dn_loss_iou: 0.3470 d4.dn_loss_cls: 0.0255 d4.dn_loss_bbox: 0.2316 d4.dn_loss_iou: 0.3458 2023/02/28 23:22:47 - mmengine - INFO - Epoch(train) [9][5150/7393] lr: 1.0000e-04 eta: 5:53:00 time: 0.8888 data_time: 0.0060 memory: 26578 grad_norm: 32.3555 loss: 9.3146 loss_cls: 0.2261 loss_bbox: 0.1549 loss_iou: 0.3992 d0.loss_cls: 0.2679 d0.loss_bbox: 0.1585 d0.loss_iou: 0.4027 d1.loss_cls: 0.2438 d1.loss_bbox: 0.1605 d1.loss_iou: 0.4061 d2.loss_cls: 0.2324 d2.loss_bbox: 0.1554 d2.loss_iou: 0.3950 d3.loss_cls: 0.2267 d3.loss_bbox: 0.1583 d3.loss_iou: 0.4009 d4.loss_cls: 0.2261 d4.loss_bbox: 0.1555 d4.loss_iou: 0.4000 enc_loss_cls: 0.2663 enc_loss_bbox: 0.1774 enc_loss_iou: 0.4389 dn_loss_cls: 0.0261 dn_loss_bbox: 0.2031 dn_loss_iou: 0.3321 d0.dn_loss_cls: 0.0547 d0.dn_loss_bbox: 0.2955 d0.dn_loss_iou: 0.4433 d1.dn_loss_cls: 0.0332 d1.dn_loss_bbox: 0.2207 d1.dn_loss_iou: 0.3567 d2.dn_loss_cls: 0.0274 d2.dn_loss_bbox: 0.2066 d2.dn_loss_iou: 0.3377 d3.dn_loss_cls: 0.0265 d3.dn_loss_bbox: 0.2037 d3.dn_loss_iou: 0.3337 d4.dn_loss_cls: 0.0256 d4.dn_loss_bbox: 0.2032 d4.dn_loss_iou: 0.3322 2023/02/28 23:23:31 - mmengine - INFO - Epoch(train) [9][5200/7393] lr: 1.0000e-04 eta: 5:52:17 time: 0.8850 data_time: 0.0059 memory: 26789 grad_norm: 31.8914 loss: 8.8970 loss_cls: 0.1838 loss_bbox: 0.1513 loss_iou: 0.3588 d0.loss_cls: 0.2328 d0.loss_bbox: 0.1564 d0.loss_iou: 0.3631 d1.loss_cls: 0.2063 d1.loss_bbox: 0.1542 d1.loss_iou: 0.3635 d2.loss_cls: 0.1925 d2.loss_bbox: 0.1510 d2.loss_iou: 0.3603 d3.loss_cls: 0.1883 d3.loss_bbox: 0.1514 d3.loss_iou: 0.3579 d4.loss_cls: 0.1850 d4.loss_bbox: 0.1534 d4.loss_iou: 0.3598 enc_loss_cls: 0.2277 enc_loss_bbox: 0.1778 enc_loss_iou: 0.4063 dn_loss_cls: 0.0236 dn_loss_bbox: 0.2411 dn_loss_iou: 0.3086 d0.dn_loss_cls: 0.0568 d0.dn_loss_bbox: 0.3585 d0.dn_loss_iou: 0.4365 d1.dn_loss_cls: 0.0335 d1.dn_loss_bbox: 0.2708 d1.dn_loss_iou: 0.3409 d2.dn_loss_cls: 0.0275 d2.dn_loss_bbox: 0.2485 d2.dn_loss_iou: 0.3165 d3.dn_loss_cls: 0.0249 d3.dn_loss_bbox: 0.2431 d3.dn_loss_iou: 0.3104 d4.dn_loss_cls: 0.0240 d4.dn_loss_bbox: 0.2413 d4.dn_loss_iou: 0.3089 2023/02/28 23:24:14 - mmengine - INFO - Epoch(train) [9][5250/7393] lr: 1.0000e-04 eta: 5:51:34 time: 0.8721 data_time: 0.0061 memory: 26735 grad_norm: 36.9624 loss: 8.6739 loss_cls: 0.1763 loss_bbox: 0.1479 loss_iou: 0.3638 d0.loss_cls: 0.2272 d0.loss_bbox: 0.1586 d0.loss_iou: 0.3888 d1.loss_cls: 0.2028 d1.loss_bbox: 0.1483 d1.loss_iou: 0.3729 d2.loss_cls: 0.1930 d2.loss_bbox: 0.1478 d2.loss_iou: 0.3641 d3.loss_cls: 0.1828 d3.loss_bbox: 0.1484 d3.loss_iou: 0.3647 d4.loss_cls: 0.1790 d4.loss_bbox: 0.1474 d4.loss_iou: 0.3616 enc_loss_cls: 0.2227 enc_loss_bbox: 0.1817 enc_loss_iou: 0.4435 dn_loss_cls: 0.0227 dn_loss_bbox: 0.2052 dn_loss_iou: 0.3090 d0.dn_loss_cls: 0.0558 d0.dn_loss_bbox: 0.3107 d0.dn_loss_iou: 0.4237 d1.dn_loss_cls: 0.0338 d1.dn_loss_bbox: 0.2256 d1.dn_loss_iou: 0.3345 d2.dn_loss_cls: 0.0279 d2.dn_loss_bbox: 0.2081 d2.dn_loss_iou: 0.3147 d3.dn_loss_cls: 0.0255 d3.dn_loss_bbox: 0.2051 d3.dn_loss_iou: 0.3100 d4.dn_loss_cls: 0.0237 d4.dn_loss_bbox: 0.2054 d4.dn_loss_iou: 0.3093 2023/02/28 23:24:58 - mmengine - INFO - Epoch(train) [9][5300/7393] lr: 1.0000e-04 eta: 5:50:50 time: 0.8775 data_time: 0.0059 memory: 29182 grad_norm: 35.8871 loss: 9.7707 loss_cls: 0.2155 loss_bbox: 0.1643 loss_iou: 0.4041 d0.loss_cls: 0.2734 d0.loss_bbox: 0.1742 d0.loss_iou: 0.4239 d1.loss_cls: 0.2438 d1.loss_bbox: 0.1654 d1.loss_iou: 0.4088 d2.loss_cls: 0.2289 d2.loss_bbox: 0.1645 d2.loss_iou: 0.4054 d3.loss_cls: 0.2247 d3.loss_bbox: 0.1645 d3.loss_iou: 0.4022 d4.loss_cls: 0.2168 d4.loss_bbox: 0.1661 d4.loss_iou: 0.4055 enc_loss_cls: 0.2721 enc_loss_bbox: 0.2022 enc_loss_iou: 0.4766 dn_loss_cls: 0.0281 dn_loss_bbox: 0.2170 dn_loss_iou: 0.3511 d0.dn_loss_cls: 0.0590 d0.dn_loss_bbox: 0.3339 d0.dn_loss_iou: 0.4846 d1.dn_loss_cls: 0.0388 d1.dn_loss_bbox: 0.2494 d1.dn_loss_iou: 0.3883 d2.dn_loss_cls: 0.0318 d2.dn_loss_bbox: 0.2243 d2.dn_loss_iou: 0.3613 d3.dn_loss_cls: 0.0299 d3.dn_loss_bbox: 0.2191 d3.dn_loss_iou: 0.3538 d4.dn_loss_cls: 0.0283 d4.dn_loss_bbox: 0.2174 d4.dn_loss_iou: 0.3516 2023/02/28 23:25:43 - mmengine - INFO - Epoch(train) [9][5350/7393] lr: 1.0000e-04 eta: 5:50:08 time: 0.8911 data_time: 0.0057 memory: 26557 grad_norm: 31.2043 loss: 8.5552 loss_cls: 0.1786 loss_bbox: 0.1386 loss_iou: 0.2857 d0.loss_cls: 0.2011 d0.loss_bbox: 0.1566 d0.loss_iou: 0.3125 d1.loss_cls: 0.1830 d1.loss_bbox: 0.1465 d1.loss_iou: 0.3011 d2.loss_cls: 0.1751 d2.loss_bbox: 0.1397 d2.loss_iou: 0.2938 d3.loss_cls: 0.1742 d3.loss_bbox: 0.1411 d3.loss_iou: 0.2918 d4.loss_cls: 0.1762 d4.loss_bbox: 0.1394 d4.loss_iou: 0.2889 enc_loss_cls: 0.2010 enc_loss_bbox: 0.1858 enc_loss_iou: 0.3554 dn_loss_cls: 0.0262 dn_loss_bbox: 0.2492 dn_loss_iou: 0.3434 d0.dn_loss_cls: 0.0575 d0.dn_loss_bbox: 0.3739 d0.dn_loss_iou: 0.4756 d1.dn_loss_cls: 0.0349 d1.dn_loss_bbox: 0.2764 d1.dn_loss_iou: 0.3745 d2.dn_loss_cls: 0.0299 d2.dn_loss_bbox: 0.2533 d2.dn_loss_iou: 0.3518 d3.dn_loss_cls: 0.0279 d3.dn_loss_bbox: 0.2497 d3.dn_loss_iou: 0.3457 d4.dn_loss_cls: 0.0263 d4.dn_loss_bbox: 0.2492 d4.dn_loss_iou: 0.3439 2023/02/28 23:26:27 - mmengine - INFO - Epoch(train) [9][5400/7393] lr: 1.0000e-04 eta: 5:49:24 time: 0.8751 data_time: 0.0057 memory: 28088 grad_norm: 37.3955 loss: 8.5467 loss_cls: 0.1801 loss_bbox: 0.1290 loss_iou: 0.2993 d0.loss_cls: 0.2155 d0.loss_bbox: 0.1409 d0.loss_iou: 0.3200 d1.loss_cls: 0.1942 d1.loss_bbox: 0.1337 d1.loss_iou: 0.3086 d2.loss_cls: 0.1877 d2.loss_bbox: 0.1320 d2.loss_iou: 0.3022 d3.loss_cls: 0.1831 d3.loss_bbox: 0.1307 d3.loss_iou: 0.3030 d4.loss_cls: 0.1809 d4.loss_bbox: 0.1307 d4.loss_iou: 0.3010 enc_loss_cls: 0.2161 enc_loss_bbox: 0.1799 enc_loss_iou: 0.3772 dn_loss_cls: 0.0253 dn_loss_bbox: 0.2538 dn_loss_iou: 0.3201 d0.dn_loss_cls: 0.0580 d0.dn_loss_bbox: 0.3841 d0.dn_loss_iou: 0.4613 d1.dn_loss_cls: 0.0343 d1.dn_loss_bbox: 0.2871 d1.dn_loss_iou: 0.3561 d2.dn_loss_cls: 0.0283 d2.dn_loss_bbox: 0.2598 d2.dn_loss_iou: 0.3292 d3.dn_loss_cls: 0.0266 d3.dn_loss_bbox: 0.2546 d3.dn_loss_iou: 0.3220 d4.dn_loss_cls: 0.0255 d4.dn_loss_bbox: 0.2540 d4.dn_loss_iou: 0.3207 2023/02/28 23:27:11 - mmengine - INFO - Epoch(train) [9][5450/7393] lr: 1.0000e-04 eta: 5:48:41 time: 0.8774 data_time: 0.0057 memory: 27947 grad_norm: 37.5792 loss: 8.7730 loss_cls: 0.1858 loss_bbox: 0.1316 loss_iou: 0.3374 d0.loss_cls: 0.2283 d0.loss_bbox: 0.1395 d0.loss_iou: 0.3591 d1.loss_cls: 0.2110 d1.loss_bbox: 0.1336 d1.loss_iou: 0.3423 d2.loss_cls: 0.1965 d2.loss_bbox: 0.1297 d2.loss_iou: 0.3356 d3.loss_cls: 0.1945 d3.loss_bbox: 0.1278 d3.loss_iou: 0.3329 d4.loss_cls: 0.1895 d4.loss_bbox: 0.1298 d4.loss_iou: 0.3355 enc_loss_cls: 0.2277 enc_loss_bbox: 0.1688 enc_loss_iou: 0.4106 dn_loss_cls: 0.0262 dn_loss_bbox: 0.2307 dn_loss_iou: 0.3360 d0.dn_loss_cls: 0.0569 d0.dn_loss_bbox: 0.3490 d0.dn_loss_iou: 0.4683 d1.dn_loss_cls: 0.0370 d1.dn_loss_bbox: 0.2561 d1.dn_loss_iou: 0.3648 d2.dn_loss_cls: 0.0304 d2.dn_loss_bbox: 0.2376 d2.dn_loss_iou: 0.3426 d3.dn_loss_cls: 0.0280 d3.dn_loss_bbox: 0.2321 d3.dn_loss_iou: 0.3367 d4.dn_loss_cls: 0.0262 d4.dn_loss_bbox: 0.2312 d4.dn_loss_iou: 0.3357 2023/02/28 23:27:53 - mmengine - INFO - Epoch(train) [9][5500/7393] lr: 1.0000e-04 eta: 5:47:58 time: 0.8584 data_time: 0.0057 memory: 26735 grad_norm: 34.9665 loss: 8.5230 loss_cls: 0.1673 loss_bbox: 0.1429 loss_iou: 0.3369 d0.loss_cls: 0.2135 d0.loss_bbox: 0.1387 d0.loss_iou: 0.3411 d1.loss_cls: 0.1842 d1.loss_bbox: 0.1437 d1.loss_iou: 0.3447 d2.loss_cls: 0.1761 d2.loss_bbox: 0.1424 d2.loss_iou: 0.3372 d3.loss_cls: 0.1715 d3.loss_bbox: 0.1430 d3.loss_iou: 0.3350 d4.loss_cls: 0.1684 d4.loss_bbox: 0.1426 d4.loss_iou: 0.3358 enc_loss_cls: 0.2119 enc_loss_bbox: 0.1747 enc_loss_iou: 0.3875 dn_loss_cls: 0.0245 dn_loss_bbox: 0.2119 dn_loss_iou: 0.3340 d0.dn_loss_cls: 0.0547 d0.dn_loss_bbox: 0.3366 d0.dn_loss_iou: 0.4621 d1.dn_loss_cls: 0.0325 d1.dn_loss_bbox: 0.2377 d1.dn_loss_iou: 0.3631 d2.dn_loss_cls: 0.0273 d2.dn_loss_bbox: 0.2156 d2.dn_loss_iou: 0.3396 d3.dn_loss_cls: 0.0259 d3.dn_loss_bbox: 0.2124 d3.dn_loss_iou: 0.3350 d4.dn_loss_cls: 0.0248 d4.dn_loss_bbox: 0.2119 d4.dn_loss_iou: 0.3342 2023/02/28 23:28:37 - mmengine - INFO - Epoch(train) [9][5550/7393] lr: 1.0000e-04 eta: 5:47:14 time: 0.8737 data_time: 0.0058 memory: 26633 grad_norm: 36.6151 loss: 9.6794 loss_cls: 0.1942 loss_bbox: 0.1649 loss_iou: 0.3916 d0.loss_cls: 0.2477 d0.loss_bbox: 0.1710 d0.loss_iou: 0.4014 d1.loss_cls: 0.2141 d1.loss_bbox: 0.1688 d1.loss_iou: 0.3924 d2.loss_cls: 0.2016 d2.loss_bbox: 0.1638 d2.loss_iou: 0.3905 d3.loss_cls: 0.1980 d3.loss_bbox: 0.1644 d3.loss_iou: 0.3910 d4.loss_cls: 0.1949 d4.loss_bbox: 0.1660 d4.loss_iou: 0.3920 enc_loss_cls: 0.2482 enc_loss_bbox: 0.1988 enc_loss_iou: 0.4424 dn_loss_cls: 0.0265 dn_loss_bbox: 0.2688 dn_loss_iou: 0.3402 d0.dn_loss_cls: 0.0571 d0.dn_loss_bbox: 0.3932 d0.dn_loss_iou: 0.4713 d1.dn_loss_cls: 0.0341 d1.dn_loss_bbox: 0.2944 d1.dn_loss_iou: 0.3694 d2.dn_loss_cls: 0.0286 d2.dn_loss_bbox: 0.2760 d2.dn_loss_iou: 0.3494 d3.dn_loss_cls: 0.0268 d3.dn_loss_bbox: 0.2692 d3.dn_loss_iou: 0.3416 d4.dn_loss_cls: 0.0261 d4.dn_loss_bbox: 0.2686 d4.dn_loss_iou: 0.3403 2023/02/28 23:29:21 - mmengine - INFO - Epoch(train) [9][5600/7393] lr: 1.0000e-04 eta: 5:46:31 time: 0.8719 data_time: 0.0063 memory: 28142 grad_norm: 32.7505 loss: 9.2048 loss_cls: 0.1886 loss_bbox: 0.1506 loss_iou: 0.3574 d0.loss_cls: 0.2245 d0.loss_bbox: 0.1670 d0.loss_iou: 0.3807 d1.loss_cls: 0.2017 d1.loss_bbox: 0.1549 d1.loss_iou: 0.3620 d2.loss_cls: 0.1942 d2.loss_bbox: 0.1518 d2.loss_iou: 0.3621 d3.loss_cls: 0.1871 d3.loss_bbox: 0.1517 d3.loss_iou: 0.3609 d4.loss_cls: 0.1879 d4.loss_bbox: 0.1503 d4.loss_iou: 0.3582 enc_loss_cls: 0.2243 enc_loss_bbox: 0.1875 enc_loss_iou: 0.4122 dn_loss_cls: 0.0244 dn_loss_bbox: 0.2512 dn_loss_iou: 0.3386 d0.dn_loss_cls: 0.0585 d0.dn_loss_bbox: 0.3836 d0.dn_loss_iou: 0.4742 d1.dn_loss_cls: 0.0344 d1.dn_loss_bbox: 0.2832 d1.dn_loss_iou: 0.3706 d2.dn_loss_cls: 0.0279 d2.dn_loss_bbox: 0.2600 d2.dn_loss_iou: 0.3486 d3.dn_loss_cls: 0.0255 d3.dn_loss_bbox: 0.2529 d3.dn_loss_iou: 0.3408 d4.dn_loss_cls: 0.0247 d4.dn_loss_bbox: 0.2513 d4.dn_loss_iou: 0.3390 2023/02/28 23:30:05 - mmengine - INFO - Epoch(train) [9][5650/7393] lr: 1.0000e-04 eta: 5:45:48 time: 0.8785 data_time: 0.0065 memory: 28833 grad_norm: 31.5035 loss: 8.4335 loss_cls: 0.1852 loss_bbox: 0.1443 loss_iou: 0.2903 d0.loss_cls: 0.2270 d0.loss_bbox: 0.1503 d0.loss_iou: 0.3045 d1.loss_cls: 0.1993 d1.loss_bbox: 0.1447 d1.loss_iou: 0.2941 d2.loss_cls: 0.1927 d2.loss_bbox: 0.1456 d2.loss_iou: 0.2925 d3.loss_cls: 0.1862 d3.loss_bbox: 0.1463 d3.loss_iou: 0.2918 d4.loss_cls: 0.1861 d4.loss_bbox: 0.1449 d4.loss_iou: 0.2908 enc_loss_cls: 0.2298 enc_loss_bbox: 0.1704 enc_loss_iou: 0.3427 dn_loss_cls: 0.0234 dn_loss_bbox: 0.2318 dn_loss_iou: 0.3242 d0.dn_loss_cls: 0.0562 d0.dn_loss_bbox: 0.3585 d0.dn_loss_iou: 0.4614 d1.dn_loss_cls: 0.0334 d1.dn_loss_bbox: 0.2680 d1.dn_loss_iou: 0.3545 d2.dn_loss_cls: 0.0274 d2.dn_loss_bbox: 0.2389 d2.dn_loss_iou: 0.3315 d3.dn_loss_cls: 0.0254 d3.dn_loss_bbox: 0.2335 d3.dn_loss_iou: 0.3255 d4.dn_loss_cls: 0.0236 d4.dn_loss_bbox: 0.2322 d4.dn_loss_iou: 0.3244 2023/02/28 23:30:49 - mmengine - INFO - Epoch(train) [9][5700/7393] lr: 1.0000e-04 eta: 5:45:05 time: 0.8834 data_time: 0.0064 memory: 28421 grad_norm: 36.0005 loss: 9.0957 loss_cls: 0.1896 loss_bbox: 0.1613 loss_iou: 0.3633 d0.loss_cls: 0.2444 d0.loss_bbox: 0.1661 d0.loss_iou: 0.3831 d1.loss_cls: 0.2160 d1.loss_bbox: 0.1606 d1.loss_iou: 0.3698 d2.loss_cls: 0.2015 d2.loss_bbox: 0.1603 d2.loss_iou: 0.3651 d3.loss_cls: 0.1943 d3.loss_bbox: 0.1585 d3.loss_iou: 0.3616 d4.loss_cls: 0.1902 d4.loss_bbox: 0.1589 d4.loss_iou: 0.3631 enc_loss_cls: 0.2462 enc_loss_bbox: 0.1920 enc_loss_iou: 0.4208 dn_loss_cls: 0.0279 dn_loss_bbox: 0.2441 dn_loss_iou: 0.3081 d0.dn_loss_cls: 0.0620 d0.dn_loss_bbox: 0.3554 d0.dn_loss_iou: 0.4331 d1.dn_loss_cls: 0.0387 d1.dn_loss_bbox: 0.2623 d1.dn_loss_iou: 0.3339 d2.dn_loss_cls: 0.0328 d2.dn_loss_bbox: 0.2492 d2.dn_loss_iou: 0.3156 d3.dn_loss_cls: 0.0298 d3.dn_loss_bbox: 0.2460 d3.dn_loss_iou: 0.3098 d4.dn_loss_cls: 0.0279 d4.dn_loss_bbox: 0.2441 d4.dn_loss_iou: 0.3081 2023/02/28 23:31:32 - mmengine - INFO - Epoch(train) [9][5750/7393] lr: 1.0000e-04 eta: 5:44:21 time: 0.8586 data_time: 0.0064 memory: 26557 grad_norm: 35.2297 loss: 8.6326 loss_cls: 0.1712 loss_bbox: 0.1545 loss_iou: 0.3141 d0.loss_cls: 0.2160 d0.loss_bbox: 0.1582 d0.loss_iou: 0.3261 d1.loss_cls: 0.1864 d1.loss_bbox: 0.1584 d1.loss_iou: 0.3219 d2.loss_cls: 0.1780 d2.loss_bbox: 0.1534 d2.loss_iou: 0.3167 d3.loss_cls: 0.1732 d3.loss_bbox: 0.1537 d3.loss_iou: 0.3155 d4.loss_cls: 0.1708 d4.loss_bbox: 0.1537 d4.loss_iou: 0.3151 enc_loss_cls: 0.2146 enc_loss_bbox: 0.1826 enc_loss_iou: 0.3679 dn_loss_cls: 0.0255 dn_loss_bbox: 0.2560 dn_loss_iou: 0.3146 d0.dn_loss_cls: 0.0576 d0.dn_loss_bbox: 0.3709 d0.dn_loss_iou: 0.4346 d1.dn_loss_cls: 0.0343 d1.dn_loss_bbox: 0.2838 d1.dn_loss_iou: 0.3423 d2.dn_loss_cls: 0.0287 d2.dn_loss_bbox: 0.2620 d2.dn_loss_iou: 0.3220 d3.dn_loss_cls: 0.0274 d3.dn_loss_bbox: 0.2573 d3.dn_loss_iou: 0.3166 d4.dn_loss_cls: 0.0257 d4.dn_loss_bbox: 0.2559 d4.dn_loss_iou: 0.3151 2023/02/28 23:32:15 - mmengine - INFO - Epoch(train) [9][5800/7393] lr: 1.0000e-04 eta: 5:43:38 time: 0.8706 data_time: 0.0063 memory: 28741 grad_norm: 32.0165 loss: 8.6032 loss_cls: 0.1622 loss_bbox: 0.1513 loss_iou: 0.2780 d0.loss_cls: 0.1963 d0.loss_bbox: 0.1667 d0.loss_iou: 0.2986 d1.loss_cls: 0.1773 d1.loss_bbox: 0.1565 d1.loss_iou: 0.2830 d2.loss_cls: 0.1714 d2.loss_bbox: 0.1516 d2.loss_iou: 0.2787 d3.loss_cls: 0.1667 d3.loss_bbox: 0.1512 d3.loss_iou: 0.2778 d4.loss_cls: 0.1657 d4.loss_bbox: 0.1485 d4.loss_iou: 0.2766 enc_loss_cls: 0.2008 enc_loss_bbox: 0.1868 enc_loss_iou: 0.3354 dn_loss_cls: 0.0243 dn_loss_bbox: 0.2926 dn_loss_iou: 0.3249 d0.dn_loss_cls: 0.0586 d0.dn_loss_bbox: 0.4145 d0.dn_loss_iou: 0.4536 d1.dn_loss_cls: 0.0340 d1.dn_loss_bbox: 0.3196 d1.dn_loss_iou: 0.3547 d2.dn_loss_cls: 0.0280 d2.dn_loss_bbox: 0.2976 d2.dn_loss_iou: 0.3322 d3.dn_loss_cls: 0.0260 d3.dn_loss_bbox: 0.2929 d3.dn_loss_iou: 0.3259 d4.dn_loss_cls: 0.0246 d4.dn_loss_bbox: 0.2930 d4.dn_loss_iou: 0.3251 2023/02/28 23:32:58 - mmengine - INFO - Epoch(train) [9][5850/7393] lr: 1.0000e-04 eta: 5:42:55 time: 0.8616 data_time: 0.0064 memory: 29468 grad_norm: 29.0024 loss: 8.6558 loss_cls: 0.1792 loss_bbox: 0.1543 loss_iou: 0.3122 d0.loss_cls: 0.2192 d0.loss_bbox: 0.1722 d0.loss_iou: 0.3305 d1.loss_cls: 0.1969 d1.loss_bbox: 0.1662 d1.loss_iou: 0.3200 d2.loss_cls: 0.1900 d2.loss_bbox: 0.1564 d2.loss_iou: 0.3160 d3.loss_cls: 0.1847 d3.loss_bbox: 0.1546 d3.loss_iou: 0.3127 d4.loss_cls: 0.1812 d4.loss_bbox: 0.1541 d4.loss_iou: 0.3126 enc_loss_cls: 0.2236 enc_loss_bbox: 0.1963 enc_loss_iou: 0.3676 dn_loss_cls: 0.0244 dn_loss_bbox: 0.2326 dn_loss_iou: 0.3202 d0.dn_loss_cls: 0.0546 d0.dn_loss_bbox: 0.3595 d0.dn_loss_iou: 0.4544 d1.dn_loss_cls: 0.0333 d1.dn_loss_bbox: 0.2650 d1.dn_loss_iou: 0.3528 d2.dn_loss_cls: 0.0281 d2.dn_loss_bbox: 0.2405 d2.dn_loss_iou: 0.3299 d3.dn_loss_cls: 0.0256 d3.dn_loss_bbox: 0.2341 d3.dn_loss_iou: 0.3224 d4.dn_loss_cls: 0.0246 d4.dn_loss_bbox: 0.2327 d4.dn_loss_iou: 0.3206 2023/02/28 23:33:04 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 23:33:42 - mmengine - INFO - Epoch(train) [9][5900/7393] lr: 1.0000e-04 eta: 5:42:11 time: 0.8663 data_time: 0.0062 memory: 28240 grad_norm: 33.6159 loss: 8.5741 loss_cls: 0.1860 loss_bbox: 0.1377 loss_iou: 0.3273 d0.loss_cls: 0.2284 d0.loss_bbox: 0.1480 d0.loss_iou: 0.3475 d1.loss_cls: 0.2041 d1.loss_bbox: 0.1455 d1.loss_iou: 0.3332 d2.loss_cls: 0.1923 d2.loss_bbox: 0.1394 d2.loss_iou: 0.3278 d3.loss_cls: 0.1893 d3.loss_bbox: 0.1388 d3.loss_iou: 0.3280 d4.loss_cls: 0.1863 d4.loss_bbox: 0.1389 d4.loss_iou: 0.3281 enc_loss_cls: 0.2307 enc_loss_bbox: 0.1769 enc_loss_iou: 0.3894 dn_loss_cls: 0.0220 dn_loss_bbox: 0.2225 dn_loss_iou: 0.3208 d0.dn_loss_cls: 0.0544 d0.dn_loss_bbox: 0.3294 d0.dn_loss_iou: 0.4519 d1.dn_loss_cls: 0.0319 d1.dn_loss_bbox: 0.2472 d1.dn_loss_iou: 0.3516 d2.dn_loss_cls: 0.0266 d2.dn_loss_bbox: 0.2275 d2.dn_loss_iou: 0.3280 d3.dn_loss_cls: 0.0241 d3.dn_loss_bbox: 0.2238 d3.dn_loss_iou: 0.3228 d4.dn_loss_cls: 0.0225 d4.dn_loss_bbox: 0.2224 d4.dn_loss_iou: 0.3210 2023/02/28 23:34:26 - mmengine - INFO - Epoch(train) [9][5950/7393] lr: 1.0000e-04 eta: 5:41:28 time: 0.8921 data_time: 0.0059 memory: 32380 grad_norm: 31.1335 loss: 9.0095 loss_cls: 0.1963 loss_bbox: 0.1524 loss_iou: 0.3402 d0.loss_cls: 0.2455 d0.loss_bbox: 0.1590 d0.loss_iou: 0.3569 d1.loss_cls: 0.2205 d1.loss_bbox: 0.1505 d1.loss_iou: 0.3432 d2.loss_cls: 0.2068 d2.loss_bbox: 0.1504 d2.loss_iou: 0.3374 d3.loss_cls: 0.2019 d3.loss_bbox: 0.1507 d3.loss_iou: 0.3366 d4.loss_cls: 0.1977 d4.loss_bbox: 0.1508 d4.loss_iou: 0.3394 enc_loss_cls: 0.2468 enc_loss_bbox: 0.1865 enc_loss_iou: 0.3978 dn_loss_cls: 0.0229 dn_loss_bbox: 0.2280 dn_loss_iou: 0.3368 d0.dn_loss_cls: 0.0579 d0.dn_loss_bbox: 0.3656 d0.dn_loss_iou: 0.4770 d1.dn_loss_cls: 0.0336 d1.dn_loss_bbox: 0.2611 d1.dn_loss_iou: 0.3714 d2.dn_loss_cls: 0.0270 d2.dn_loss_bbox: 0.2353 d2.dn_loss_iou: 0.3454 d3.dn_loss_cls: 0.0243 d3.dn_loss_bbox: 0.2293 d3.dn_loss_iou: 0.3386 d4.dn_loss_cls: 0.0231 d4.dn_loss_bbox: 0.2282 d4.dn_loss_iou: 0.3370 2023/02/28 23:35:10 - mmengine - INFO - Epoch(train) [9][6000/7393] lr: 1.0000e-04 eta: 5:40:45 time: 0.8712 data_time: 0.0057 memory: 26915 grad_norm: 42.6048 loss: 8.7051 loss_cls: 0.1827 loss_bbox: 0.1487 loss_iou: 0.3217 d0.loss_cls: 0.2238 d0.loss_bbox: 0.1517 d0.loss_iou: 0.3368 d1.loss_cls: 0.2038 d1.loss_bbox: 0.1530 d1.loss_iou: 0.3225 d2.loss_cls: 0.1922 d2.loss_bbox: 0.1511 d2.loss_iou: 0.3248 d3.loss_cls: 0.1853 d3.loss_bbox: 0.1512 d3.loss_iou: 0.3222 d4.loss_cls: 0.1850 d4.loss_bbox: 0.1488 d4.loss_iou: 0.3208 enc_loss_cls: 0.2292 enc_loss_bbox: 0.1733 enc_loss_iou: 0.3692 dn_loss_cls: 0.0241 dn_loss_bbox: 0.2316 dn_loss_iou: 0.3337 d0.dn_loss_cls: 0.0602 d0.dn_loss_bbox: 0.3496 d0.dn_loss_iou: 0.4652 d1.dn_loss_cls: 0.0357 d1.dn_loss_bbox: 0.2550 d1.dn_loss_iou: 0.3630 d2.dn_loss_cls: 0.0286 d2.dn_loss_bbox: 0.2360 d2.dn_loss_iou: 0.3407 d3.dn_loss_cls: 0.0253 d3.dn_loss_bbox: 0.2325 d3.dn_loss_iou: 0.3356 d4.dn_loss_cls: 0.0245 d4.dn_loss_bbox: 0.2318 d4.dn_loss_iou: 0.3342 2023/02/28 23:35:54 - mmengine - INFO - Epoch(train) [9][6050/7393] lr: 1.0000e-04 eta: 5:40:02 time: 0.8851 data_time: 0.0057 memory: 28698 grad_norm: 33.8087 loss: 8.6219 loss_cls: 0.1744 loss_bbox: 0.1445 loss_iou: 0.3142 d0.loss_cls: 0.2101 d0.loss_bbox: 0.1556 d0.loss_iou: 0.3339 d1.loss_cls: 0.1871 d1.loss_bbox: 0.1501 d1.loss_iou: 0.3238 d2.loss_cls: 0.1839 d2.loss_bbox: 0.1460 d2.loss_iou: 0.3152 d3.loss_cls: 0.1771 d3.loss_bbox: 0.1442 d3.loss_iou: 0.3159 d4.loss_cls: 0.1724 d4.loss_bbox: 0.1450 d4.loss_iou: 0.3174 enc_loss_cls: 0.2137 enc_loss_bbox: 0.1778 enc_loss_iou: 0.3720 dn_loss_cls: 0.0248 dn_loss_bbox: 0.2530 dn_loss_iou: 0.3242 d0.dn_loss_cls: 0.0550 d0.dn_loss_bbox: 0.3666 d0.dn_loss_iou: 0.4418 d1.dn_loss_cls: 0.0345 d1.dn_loss_bbox: 0.2751 d1.dn_loss_iou: 0.3530 d2.dn_loss_cls: 0.0288 d2.dn_loss_bbox: 0.2550 d2.dn_loss_iou: 0.3304 d3.dn_loss_cls: 0.0264 d3.dn_loss_bbox: 0.2520 d3.dn_loss_iou: 0.3247 d4.dn_loss_cls: 0.0249 d4.dn_loss_bbox: 0.2531 d4.dn_loss_iou: 0.3244 2023/02/28 23:36:38 - mmengine - INFO - Epoch(train) [9][6100/7393] lr: 1.0000e-04 eta: 5:39:19 time: 0.8713 data_time: 0.0057 memory: 29351 grad_norm: 31.5772 loss: 9.0755 loss_cls: 0.1969 loss_bbox: 0.1549 loss_iou: 0.3382 d0.loss_cls: 0.2401 d0.loss_bbox: 0.1569 d0.loss_iou: 0.3587 d1.loss_cls: 0.2132 d1.loss_bbox: 0.1573 d1.loss_iou: 0.3519 d2.loss_cls: 0.2001 d2.loss_bbox: 0.1576 d2.loss_iou: 0.3488 d3.loss_cls: 0.1981 d3.loss_bbox: 0.1560 d3.loss_iou: 0.3415 d4.loss_cls: 0.1943 d4.loss_bbox: 0.1565 d4.loss_iou: 0.3427 enc_loss_cls: 0.2376 enc_loss_bbox: 0.1788 enc_loss_iou: 0.4007 dn_loss_cls: 0.0247 dn_loss_bbox: 0.2277 dn_loss_iou: 0.3518 d0.dn_loss_cls: 0.0599 d0.dn_loss_bbox: 0.3439 d0.dn_loss_iou: 0.4838 d1.dn_loss_cls: 0.0338 d1.dn_loss_bbox: 0.2534 d1.dn_loss_iou: 0.3825 d2.dn_loss_cls: 0.0280 d2.dn_loss_bbox: 0.2323 d2.dn_loss_iou: 0.3596 d3.dn_loss_cls: 0.0263 d3.dn_loss_bbox: 0.2284 d3.dn_loss_iou: 0.3535 d4.dn_loss_cls: 0.0249 d4.dn_loss_bbox: 0.2278 d4.dn_loss_iou: 0.3520 2023/02/28 23:37:21 - mmengine - INFO - Epoch(train) [9][6150/7393] lr: 1.0000e-04 eta: 5:38:35 time: 0.8685 data_time: 0.0057 memory: 28329 grad_norm: 32.3254 loss: 9.4369 loss_cls: 0.2075 loss_bbox: 0.1602 loss_iou: 0.3731 d0.loss_cls: 0.2544 d0.loss_bbox: 0.1651 d0.loss_iou: 0.3779 d1.loss_cls: 0.2282 d1.loss_bbox: 0.1636 d1.loss_iou: 0.3812 d2.loss_cls: 0.2168 d2.loss_bbox: 0.1603 d2.loss_iou: 0.3702 d3.loss_cls: 0.2100 d3.loss_bbox: 0.1614 d3.loss_iou: 0.3715 d4.loss_cls: 0.2105 d4.loss_bbox: 0.1596 d4.loss_iou: 0.3703 enc_loss_cls: 0.2564 enc_loss_bbox: 0.1916 enc_loss_iou: 0.4279 dn_loss_cls: 0.0281 dn_loss_bbox: 0.2367 dn_loss_iou: 0.3475 d0.dn_loss_cls: 0.0561 d0.dn_loss_bbox: 0.3463 d0.dn_loss_iou: 0.4714 d1.dn_loss_cls: 0.0348 d1.dn_loss_bbox: 0.2624 d1.dn_loss_iou: 0.3799 d2.dn_loss_cls: 0.0298 d2.dn_loss_bbox: 0.2433 d2.dn_loss_iou: 0.3557 d3.dn_loss_cls: 0.0283 d3.dn_loss_bbox: 0.2378 d3.dn_loss_iou: 0.3486 d4.dn_loss_cls: 0.0278 d4.dn_loss_bbox: 0.2368 d4.dn_loss_iou: 0.3478 2023/02/28 23:38:05 - mmengine - INFO - Epoch(train) [9][6200/7393] lr: 1.0000e-04 eta: 5:37:52 time: 0.8678 data_time: 0.0058 memory: 28531 grad_norm: 38.2044 loss: 9.2195 loss_cls: 0.2105 loss_bbox: 0.1543 loss_iou: 0.3679 d0.loss_cls: 0.2536 d0.loss_bbox: 0.1620 d0.loss_iou: 0.3871 d1.loss_cls: 0.2335 d1.loss_bbox: 0.1553 d1.loss_iou: 0.3791 d2.loss_cls: 0.2187 d2.loss_bbox: 0.1559 d2.loss_iou: 0.3731 d3.loss_cls: 0.2139 d3.loss_bbox: 0.1534 d3.loss_iou: 0.3671 d4.loss_cls: 0.2099 d4.loss_bbox: 0.1541 d4.loss_iou: 0.3693 enc_loss_cls: 0.2488 enc_loss_bbox: 0.1929 enc_loss_iou: 0.4353 dn_loss_cls: 0.0235 dn_loss_bbox: 0.2325 dn_loss_iou: 0.3181 d0.dn_loss_cls: 0.0558 d0.dn_loss_bbox: 0.3502 d0.dn_loss_iou: 0.4396 d1.dn_loss_cls: 0.0332 d1.dn_loss_bbox: 0.2666 d1.dn_loss_iou: 0.3531 d2.dn_loss_cls: 0.0274 d2.dn_loss_bbox: 0.2411 d2.dn_loss_iou: 0.3278 d3.dn_loss_cls: 0.0254 d3.dn_loss_bbox: 0.2339 d3.dn_loss_iou: 0.3203 d4.dn_loss_cls: 0.0239 d4.dn_loss_bbox: 0.2329 d4.dn_loss_iou: 0.3185 2023/02/28 23:38:48 - mmengine - INFO - Epoch(train) [9][6250/7393] lr: 1.0000e-04 eta: 5:37:08 time: 0.8600 data_time: 0.0063 memory: 35880 grad_norm: 36.0657 loss: 9.5498 loss_cls: 0.2172 loss_bbox: 0.1807 loss_iou: 0.3553 d0.loss_cls: 0.2722 d0.loss_bbox: 0.1880 d0.loss_iou: 0.3698 d1.loss_cls: 0.2396 d1.loss_bbox: 0.1871 d1.loss_iou: 0.3652 d2.loss_cls: 0.2300 d2.loss_bbox: 0.1817 d2.loss_iou: 0.3543 d3.loss_cls: 0.2214 d3.loss_bbox: 0.1818 d3.loss_iou: 0.3541 d4.loss_cls: 0.2192 d4.loss_bbox: 0.1810 d4.loss_iou: 0.3534 enc_loss_cls: 0.2704 enc_loss_bbox: 0.2178 enc_loss_iou: 0.4192 dn_loss_cls: 0.0276 dn_loss_bbox: 0.2527 dn_loss_iou: 0.3156 d0.dn_loss_cls: 0.0599 d0.dn_loss_bbox: 0.3896 d0.dn_loss_iou: 0.4567 d1.dn_loss_cls: 0.0368 d1.dn_loss_bbox: 0.2863 d1.dn_loss_iou: 0.3510 d2.dn_loss_cls: 0.0313 d2.dn_loss_bbox: 0.2598 d2.dn_loss_iou: 0.3254 d3.dn_loss_cls: 0.0293 d3.dn_loss_bbox: 0.2539 d3.dn_loss_iou: 0.3183 d4.dn_loss_cls: 0.0279 d4.dn_loss_bbox: 0.2526 d4.dn_loss_iou: 0.3159 2023/02/28 23:39:31 - mmengine - INFO - Epoch(train) [9][6300/7393] lr: 1.0000e-04 eta: 5:36:25 time: 0.8749 data_time: 0.0064 memory: 28179 grad_norm: 29.9084 loss: 9.9248 loss_cls: 0.2283 loss_bbox: 0.1779 loss_iou: 0.3912 d0.loss_cls: 0.2812 d0.loss_bbox: 0.1873 d0.loss_iou: 0.4131 d1.loss_cls: 0.2554 d1.loss_bbox: 0.1838 d1.loss_iou: 0.3998 d2.loss_cls: 0.2399 d2.loss_bbox: 0.1811 d2.loss_iou: 0.3971 d3.loss_cls: 0.2343 d3.loss_bbox: 0.1793 d3.loss_iou: 0.3936 d4.loss_cls: 0.2277 d4.loss_bbox: 0.1786 d4.loss_iou: 0.3934 enc_loss_cls: 0.2754 enc_loss_bbox: 0.2155 enc_loss_iou: 0.4550 dn_loss_cls: 0.0306 dn_loss_bbox: 0.2370 dn_loss_iou: 0.3470 d0.dn_loss_cls: 0.0632 d0.dn_loss_bbox: 0.3457 d0.dn_loss_iou: 0.4678 d1.dn_loss_cls: 0.0414 d1.dn_loss_bbox: 0.2622 d1.dn_loss_iou: 0.3753 d2.dn_loss_cls: 0.0357 d2.dn_loss_bbox: 0.2424 d2.dn_loss_iou: 0.3533 d3.dn_loss_cls: 0.0323 d3.dn_loss_bbox: 0.2378 d3.dn_loss_iou: 0.3489 d4.dn_loss_cls: 0.0309 d4.dn_loss_bbox: 0.2374 d4.dn_loss_iou: 0.3473 2023/02/28 23:40:15 - mmengine - INFO - Epoch(train) [9][6350/7393] lr: 1.0000e-04 eta: 5:35:42 time: 0.8833 data_time: 0.0063 memory: 27689 grad_norm: 31.0354 loss: 9.8232 loss_cls: 0.2109 loss_bbox: 0.1768 loss_iou: 0.4022 d0.loss_cls: 0.2541 d0.loss_bbox: 0.1926 d0.loss_iou: 0.4224 d1.loss_cls: 0.2318 d1.loss_bbox: 0.1877 d1.loss_iou: 0.4057 d2.loss_cls: 0.2177 d2.loss_bbox: 0.1824 d2.loss_iou: 0.4037 d3.loss_cls: 0.2102 d3.loss_bbox: 0.1813 d3.loss_iou: 0.4048 d4.loss_cls: 0.2091 d4.loss_bbox: 0.1791 d4.loss_iou: 0.4041 enc_loss_cls: 0.2498 enc_loss_bbox: 0.2156 enc_loss_iou: 0.4549 dn_loss_cls: 0.0282 dn_loss_bbox: 0.2386 dn_loss_iou: 0.3417 d0.dn_loss_cls: 0.0635 d0.dn_loss_bbox: 0.3614 d0.dn_loss_iou: 0.4674 d1.dn_loss_cls: 0.0382 d1.dn_loss_bbox: 0.2661 d1.dn_loss_iou: 0.3712 d2.dn_loss_cls: 0.0330 d2.dn_loss_bbox: 0.2448 d2.dn_loss_iou: 0.3494 d3.dn_loss_cls: 0.0301 d3.dn_loss_bbox: 0.2393 d3.dn_loss_iou: 0.3432 d4.dn_loss_cls: 0.0292 d4.dn_loss_bbox: 0.2389 d4.dn_loss_iou: 0.3423 2023/02/28 23:40:59 - mmengine - INFO - Epoch(train) [9][6400/7393] lr: 1.0000e-04 eta: 5:34:59 time: 0.8743 data_time: 0.0065 memory: 25654 grad_norm: 38.6409 loss: 8.2407 loss_cls: 0.1587 loss_bbox: 0.1425 loss_iou: 0.2852 d0.loss_cls: 0.2071 d0.loss_bbox: 0.1387 d0.loss_iou: 0.2912 d1.loss_cls: 0.1840 d1.loss_bbox: 0.1357 d1.loss_iou: 0.2840 d2.loss_cls: 0.1686 d2.loss_bbox: 0.1405 d2.loss_iou: 0.2864 d3.loss_cls: 0.1618 d3.loss_bbox: 0.1434 d3.loss_iou: 0.2856 d4.loss_cls: 0.1591 d4.loss_bbox: 0.1423 d4.loss_iou: 0.2844 enc_loss_cls: 0.2049 enc_loss_bbox: 0.1576 enc_loss_iou: 0.3295 dn_loss_cls: 0.0241 dn_loss_bbox: 0.2573 dn_loss_iou: 0.3122 d0.dn_loss_cls: 0.0579 d0.dn_loss_bbox: 0.3878 d0.dn_loss_iou: 0.4439 d1.dn_loss_cls: 0.0336 d1.dn_loss_bbox: 0.2865 d1.dn_loss_iou: 0.3456 d2.dn_loss_cls: 0.0273 d2.dn_loss_bbox: 0.2628 d2.dn_loss_iou: 0.3196 d3.dn_loss_cls: 0.0252 d3.dn_loss_bbox: 0.2581 d3.dn_loss_iou: 0.3136 d4.dn_loss_cls: 0.0241 d4.dn_loss_bbox: 0.2575 d4.dn_loss_iou: 0.3123 2023/02/28 23:41:42 - mmengine - INFO - Epoch(train) [9][6450/7393] lr: 1.0000e-04 eta: 5:34:15 time: 0.8657 data_time: 0.0058 memory: 27733 grad_norm: 32.5835 loss: 9.4494 loss_cls: 0.2122 loss_bbox: 0.1718 loss_iou: 0.3628 d0.loss_cls: 0.2547 d0.loss_bbox: 0.1867 d0.loss_iou: 0.3814 d1.loss_cls: 0.2343 d1.loss_bbox: 0.1742 d1.loss_iou: 0.3657 d2.loss_cls: 0.2188 d2.loss_bbox: 0.1747 d2.loss_iou: 0.3690 d3.loss_cls: 0.2144 d3.loss_bbox: 0.1728 d3.loss_iou: 0.3645 d4.loss_cls: 0.2105 d4.loss_bbox: 0.1739 d4.loss_iou: 0.3642 enc_loss_cls: 0.2482 enc_loss_bbox: 0.2150 enc_loss_iou: 0.4248 dn_loss_cls: 0.0300 dn_loss_bbox: 0.2279 dn_loss_iou: 0.3387 d0.dn_loss_cls: 0.0624 d0.dn_loss_bbox: 0.3462 d0.dn_loss_iou: 0.4716 d1.dn_loss_cls: 0.0388 d1.dn_loss_bbox: 0.2551 d1.dn_loss_iou: 0.3719 d2.dn_loss_cls: 0.0325 d2.dn_loss_bbox: 0.2354 d2.dn_loss_iou: 0.3475 d3.dn_loss_cls: 0.0311 d3.dn_loss_bbox: 0.2291 d3.dn_loss_iou: 0.3404 d4.dn_loss_cls: 0.0294 d4.dn_loss_bbox: 0.2280 d4.dn_loss_iou: 0.3387 2023/02/28 23:42:26 - mmengine - INFO - Epoch(train) [9][6500/7393] lr: 1.0000e-04 eta: 5:33:32 time: 0.8654 data_time: 0.0057 memory: 28744 grad_norm: 32.3952 loss: 9.2119 loss_cls: 0.2035 loss_bbox: 0.1562 loss_iou: 0.3690 d0.loss_cls: 0.2502 d0.loss_bbox: 0.1578 d0.loss_iou: 0.3805 d1.loss_cls: 0.2234 d1.loss_bbox: 0.1558 d1.loss_iou: 0.3742 d2.loss_cls: 0.2120 d2.loss_bbox: 0.1527 d2.loss_iou: 0.3696 d3.loss_cls: 0.2060 d3.loss_bbox: 0.1551 d3.loss_iou: 0.3682 d4.loss_cls: 0.2050 d4.loss_bbox: 0.1557 d4.loss_iou: 0.3678 enc_loss_cls: 0.2422 enc_loss_bbox: 0.1890 enc_loss_iou: 0.4335 dn_loss_cls: 0.0185 dn_loss_bbox: 0.2263 dn_loss_iou: 0.3487 d0.dn_loss_cls: 0.0495 d0.dn_loss_bbox: 0.3205 d0.dn_loss_iou: 0.4721 d1.dn_loss_cls: 0.0274 d1.dn_loss_bbox: 0.2439 d1.dn_loss_iou: 0.3772 d2.dn_loss_cls: 0.0217 d2.dn_loss_bbox: 0.2297 d2.dn_loss_iou: 0.3576 d3.dn_loss_cls: 0.0202 d3.dn_loss_bbox: 0.2275 d3.dn_loss_iou: 0.3501 d4.dn_loss_cls: 0.0188 d4.dn_loss_bbox: 0.2264 d4.dn_loss_iou: 0.3486 2023/02/28 23:43:10 - mmengine - INFO - Epoch(train) [9][6550/7393] lr: 1.0000e-04 eta: 5:32:49 time: 0.8782 data_time: 0.0058 memory: 29496 grad_norm: 36.9938 loss: 7.8658 loss_cls: 0.1576 loss_bbox: 0.1461 loss_iou: 0.2947 d0.loss_cls: 0.2008 d0.loss_bbox: 0.1476 d0.loss_iou: 0.2998 d1.loss_cls: 0.1761 d1.loss_bbox: 0.1462 d1.loss_iou: 0.2977 d2.loss_cls: 0.1630 d2.loss_bbox: 0.1519 d2.loss_iou: 0.2973 d3.loss_cls: 0.1634 d3.loss_bbox: 0.1453 d3.loss_iou: 0.2948 d4.loss_cls: 0.1594 d4.loss_bbox: 0.1449 d4.loss_iou: 0.2955 enc_loss_cls: 0.2017 enc_loss_bbox: 0.1725 enc_loss_iou: 0.3404 dn_loss_cls: 0.0195 dn_loss_bbox: 0.2021 dn_loss_iou: 0.2959 d0.dn_loss_cls: 0.0525 d0.dn_loss_bbox: 0.3211 d0.dn_loss_iou: 0.4240 d1.dn_loss_cls: 0.0292 d1.dn_loss_bbox: 0.2265 d1.dn_loss_iou: 0.3252 d2.dn_loss_cls: 0.0230 d2.dn_loss_bbox: 0.2070 d2.dn_loss_iou: 0.3038 d3.dn_loss_cls: 0.0214 d3.dn_loss_bbox: 0.2029 d3.dn_loss_iou: 0.2976 d4.dn_loss_cls: 0.0198 d4.dn_loss_bbox: 0.2018 d4.dn_loss_iou: 0.2960 2023/02/28 23:43:53 - mmengine - INFO - Epoch(train) [9][6600/7393] lr: 1.0000e-04 eta: 5:32:05 time: 0.8630 data_time: 0.0056 memory: 27320 grad_norm: 33.4118 loss: 8.8782 loss_cls: 0.1742 loss_bbox: 0.1560 loss_iou: 0.3473 d0.loss_cls: 0.2191 d0.loss_bbox: 0.1652 d0.loss_iou: 0.3611 d1.loss_cls: 0.1967 d1.loss_bbox: 0.1575 d1.loss_iou: 0.3534 d2.loss_cls: 0.1834 d2.loss_bbox: 0.1566 d2.loss_iou: 0.3516 d3.loss_cls: 0.1804 d3.loss_bbox: 0.1560 d3.loss_iou: 0.3477 d4.loss_cls: 0.1772 d4.loss_bbox: 0.1548 d4.loss_iou: 0.3450 enc_loss_cls: 0.2181 enc_loss_bbox: 0.1793 enc_loss_iou: 0.4000 dn_loss_cls: 0.0228 dn_loss_bbox: 0.2254 dn_loss_iou: 0.3331 d0.dn_loss_cls: 0.0535 d0.dn_loss_bbox: 0.3604 d0.dn_loss_iou: 0.4719 d1.dn_loss_cls: 0.0319 d1.dn_loss_bbox: 0.2630 d1.dn_loss_iou: 0.3675 d2.dn_loss_cls: 0.0263 d2.dn_loss_bbox: 0.2327 d2.dn_loss_iou: 0.3419 d3.dn_loss_cls: 0.0243 d3.dn_loss_bbox: 0.2263 d3.dn_loss_iou: 0.3344 d4.dn_loss_cls: 0.0231 d4.dn_loss_bbox: 0.2256 d4.dn_loss_iou: 0.3333 2023/02/28 23:44:36 - mmengine - INFO - Epoch(train) [9][6650/7393] lr: 1.0000e-04 eta: 5:31:22 time: 0.8582 data_time: 0.0056 memory: 29840 grad_norm: 33.7079 loss: 8.9538 loss_cls: 0.1897 loss_bbox: 0.1596 loss_iou: 0.3476 d0.loss_cls: 0.2302 d0.loss_bbox: 0.1766 d0.loss_iou: 0.3785 d1.loss_cls: 0.2046 d1.loss_bbox: 0.1666 d1.loss_iou: 0.3628 d2.loss_cls: 0.1933 d2.loss_bbox: 0.1622 d2.loss_iou: 0.3551 d3.loss_cls: 0.1900 d3.loss_bbox: 0.1625 d3.loss_iou: 0.3499 d4.loss_cls: 0.1885 d4.loss_bbox: 0.1611 d4.loss_iou: 0.3503 enc_loss_cls: 0.2381 enc_loss_bbox: 0.1950 enc_loss_iou: 0.4168 dn_loss_cls: 0.0242 dn_loss_bbox: 0.2324 dn_loss_iou: 0.3127 d0.dn_loss_cls: 0.0593 d0.dn_loss_bbox: 0.3516 d0.dn_loss_iou: 0.4369 d1.dn_loss_cls: 0.0339 d1.dn_loss_bbox: 0.2577 d1.dn_loss_iou: 0.3409 d2.dn_loss_cls: 0.0275 d2.dn_loss_bbox: 0.2366 d2.dn_loss_iou: 0.3199 d3.dn_loss_cls: 0.0249 d3.dn_loss_bbox: 0.2328 d3.dn_loss_iou: 0.3137 d4.dn_loss_cls: 0.0244 d4.dn_loss_bbox: 0.2325 d4.dn_loss_iou: 0.3128 2023/02/28 23:45:19 - mmengine - INFO - Epoch(train) [9][6700/7393] lr: 1.0000e-04 eta: 5:30:39 time: 0.8700 data_time: 0.0058 memory: 27406 grad_norm: 32.1863 loss: 8.1232 loss_cls: 0.1677 loss_bbox: 0.1287 loss_iou: 0.2965 d0.loss_cls: 0.2046 d0.loss_bbox: 0.1417 d0.loss_iou: 0.3126 d1.loss_cls: 0.1866 d1.loss_bbox: 0.1371 d1.loss_iou: 0.3050 d2.loss_cls: 0.1784 d2.loss_bbox: 0.1322 d2.loss_iou: 0.2982 d3.loss_cls: 0.1734 d3.loss_bbox: 0.1292 d3.loss_iou: 0.2966 d4.loss_cls: 0.1696 d4.loss_bbox: 0.1286 d4.loss_iou: 0.2962 enc_loss_cls: 0.2064 enc_loss_bbox: 0.1668 enc_loss_iou: 0.3535 dn_loss_cls: 0.0237 dn_loss_bbox: 0.2128 dn_loss_iou: 0.3207 d0.dn_loss_cls: 0.0571 d0.dn_loss_bbox: 0.3246 d0.dn_loss_iou: 0.4484 d1.dn_loss_cls: 0.0346 d1.dn_loss_bbox: 0.2408 d1.dn_loss_iou: 0.3501 d2.dn_loss_cls: 0.0285 d2.dn_loss_bbox: 0.2211 d2.dn_loss_iou: 0.3301 d3.dn_loss_cls: 0.0254 d3.dn_loss_bbox: 0.2148 d3.dn_loss_iou: 0.3228 d4.dn_loss_cls: 0.0242 d4.dn_loss_bbox: 0.2128 d4.dn_loss_iou: 0.3208 2023/02/28 23:46:04 - mmengine - INFO - Epoch(train) [9][6750/7393] lr: 1.0000e-04 eta: 5:29:55 time: 0.8856 data_time: 0.0056 memory: 27689 grad_norm: 37.9750 loss: 9.6067 loss_cls: 0.2103 loss_bbox: 0.1654 loss_iou: 0.3905 d0.loss_cls: 0.2592 d0.loss_bbox: 0.1757 d0.loss_iou: 0.4073 d1.loss_cls: 0.2293 d1.loss_bbox: 0.1717 d1.loss_iou: 0.4012 d2.loss_cls: 0.2204 d2.loss_bbox: 0.1661 d2.loss_iou: 0.3914 d3.loss_cls: 0.2175 d3.loss_bbox: 0.1646 d3.loss_iou: 0.3874 d4.loss_cls: 0.2113 d4.loss_bbox: 0.1657 d4.loss_iou: 0.3904 enc_loss_cls: 0.2590 enc_loss_bbox: 0.1939 enc_loss_iou: 0.4477 dn_loss_cls: 0.0267 dn_loss_bbox: 0.2392 dn_loss_iou: 0.3364 d0.dn_loss_cls: 0.0599 d0.dn_loss_bbox: 0.3482 d0.dn_loss_iou: 0.4621 d1.dn_loss_cls: 0.0371 d1.dn_loss_bbox: 0.2696 d1.dn_loss_iou: 0.3663 d2.dn_loss_cls: 0.0313 d2.dn_loss_bbox: 0.2475 d2.dn_loss_iou: 0.3452 d3.dn_loss_cls: 0.0281 d3.dn_loss_bbox: 0.2413 d3.dn_loss_iou: 0.3387 d4.dn_loss_cls: 0.0271 d4.dn_loss_bbox: 0.2395 d4.dn_loss_iou: 0.3367 2023/02/28 23:46:47 - mmengine - INFO - Epoch(train) [9][6800/7393] lr: 1.0000e-04 eta: 5:29:12 time: 0.8770 data_time: 0.0055 memory: 25900 grad_norm: 33.6766 loss: 8.2170 loss_cls: 0.1652 loss_bbox: 0.1328 loss_iou: 0.2655 d0.loss_cls: 0.2106 d0.loss_bbox: 0.1401 d0.loss_iou: 0.2815 d1.loss_cls: 0.1837 d1.loss_bbox: 0.1355 d1.loss_iou: 0.2745 d2.loss_cls: 0.1742 d2.loss_bbox: 0.1323 d2.loss_iou: 0.2673 d3.loss_cls: 0.1683 d3.loss_bbox: 0.1342 d3.loss_iou: 0.2641 d4.loss_cls: 0.1630 d4.loss_bbox: 0.1379 d4.loss_iou: 0.2666 enc_loss_cls: 0.2003 enc_loss_bbox: 0.1713 enc_loss_iou: 0.3235 dn_loss_cls: 0.0217 dn_loss_bbox: 0.2724 dn_loss_iou: 0.3103 d0.dn_loss_cls: 0.0578 d0.dn_loss_bbox: 0.4076 d0.dn_loss_iou: 0.4370 d1.dn_loss_cls: 0.0325 d1.dn_loss_bbox: 0.3039 d1.dn_loss_iou: 0.3407 d2.dn_loss_cls: 0.0263 d2.dn_loss_bbox: 0.2803 d2.dn_loss_iou: 0.3194 d3.dn_loss_cls: 0.0238 d3.dn_loss_bbox: 0.2738 d3.dn_loss_iou: 0.3124 d4.dn_loss_cls: 0.0223 d4.dn_loss_bbox: 0.2722 d4.dn_loss_iou: 0.3103 2023/02/28 23:47:31 - mmengine - INFO - Epoch(train) [9][6850/7393] lr: 1.0000e-04 eta: 5:28:29 time: 0.8669 data_time: 0.0058 memory: 27691 grad_norm: 34.2494 loss: 8.5060 loss_cls: 0.1797 loss_bbox: 0.1250 loss_iou: 0.3126 d0.loss_cls: 0.2193 d0.loss_bbox: 0.1346 d0.loss_iou: 0.3314 d1.loss_cls: 0.1957 d1.loss_bbox: 0.1305 d1.loss_iou: 0.3180 d2.loss_cls: 0.1871 d2.loss_bbox: 0.1269 d2.loss_iou: 0.3139 d3.loss_cls: 0.1808 d3.loss_bbox: 0.1282 d3.loss_iou: 0.3135 d4.loss_cls: 0.1799 d4.loss_bbox: 0.1256 d4.loss_iou: 0.3137 enc_loss_cls: 0.2121 enc_loss_bbox: 0.1620 enc_loss_iou: 0.3680 dn_loss_cls: 0.0232 dn_loss_bbox: 0.2372 dn_loss_iou: 0.3291 d0.dn_loss_cls: 0.0594 d0.dn_loss_bbox: 0.3650 d0.dn_loss_iou: 0.4698 d1.dn_loss_cls: 0.0341 d1.dn_loss_bbox: 0.2703 d1.dn_loss_iou: 0.3624 d2.dn_loss_cls: 0.0274 d2.dn_loss_bbox: 0.2450 d2.dn_loss_iou: 0.3381 d3.dn_loss_cls: 0.0248 d3.dn_loss_bbox: 0.2391 d3.dn_loss_iou: 0.3316 d4.dn_loss_cls: 0.0234 d4.dn_loss_bbox: 0.2380 d4.dn_loss_iou: 0.3296 2023/02/28 23:47:36 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 23:48:15 - mmengine - INFO - Epoch(train) [9][6900/7393] lr: 1.0000e-04 eta: 5:27:46 time: 0.8759 data_time: 0.0056 memory: 27689 grad_norm: 42.0887 loss: 9.2084 loss_cls: 0.1915 loss_bbox: 0.1607 loss_iou: 0.3458 d0.loss_cls: 0.2355 d0.loss_bbox: 0.1778 d0.loss_iou: 0.3708 d1.loss_cls: 0.2176 d1.loss_bbox: 0.1656 d1.loss_iou: 0.3516 d2.loss_cls: 0.2057 d2.loss_bbox: 0.1639 d2.loss_iou: 0.3471 d3.loss_cls: 0.1973 d3.loss_bbox: 0.1614 d3.loss_iou: 0.3464 d4.loss_cls: 0.1925 d4.loss_bbox: 0.1606 d4.loss_iou: 0.3468 enc_loss_cls: 0.2302 enc_loss_bbox: 0.2054 enc_loss_iou: 0.4181 dn_loss_cls: 0.0259 dn_loss_bbox: 0.2450 dn_loss_iou: 0.3318 d0.dn_loss_cls: 0.0598 d0.dn_loss_bbox: 0.3780 d0.dn_loss_iou: 0.4680 d1.dn_loss_cls: 0.0362 d1.dn_loss_bbox: 0.2744 d1.dn_loss_iou: 0.3627 d2.dn_loss_cls: 0.0291 d2.dn_loss_bbox: 0.2532 d2.dn_loss_iou: 0.3410 d3.dn_loss_cls: 0.0271 d3.dn_loss_bbox: 0.2474 d3.dn_loss_iou: 0.3343 d4.dn_loss_cls: 0.0254 d4.dn_loss_bbox: 0.2450 d4.dn_loss_iou: 0.3320 2023/02/28 23:48:58 - mmengine - INFO - Epoch(train) [9][6950/7393] lr: 1.0000e-04 eta: 5:27:02 time: 0.8782 data_time: 0.0056 memory: 28290 grad_norm: 34.4244 loss: 8.9099 loss_cls: 0.1863 loss_bbox: 0.1471 loss_iou: 0.3379 d0.loss_cls: 0.2298 d0.loss_bbox: 0.1478 d0.loss_iou: 0.3534 d1.loss_cls: 0.2013 d1.loss_bbox: 0.1487 d1.loss_iou: 0.3469 d2.loss_cls: 0.1933 d2.loss_bbox: 0.1436 d2.loss_iou: 0.3393 d3.loss_cls: 0.1871 d3.loss_bbox: 0.1439 d3.loss_iou: 0.3384 d4.loss_cls: 0.1896 d4.loss_bbox: 0.1432 d4.loss_iou: 0.3362 enc_loss_cls: 0.2324 enc_loss_bbox: 0.1707 enc_loss_iou: 0.3953 dn_loss_cls: 0.0210 dn_loss_bbox: 0.2445 dn_loss_iou: 0.3431 d0.dn_loss_cls: 0.0538 d0.dn_loss_bbox: 0.3471 d0.dn_loss_iou: 0.4721 d1.dn_loss_cls: 0.0302 d1.dn_loss_bbox: 0.2690 d1.dn_loss_iou: 0.3712 d2.dn_loss_cls: 0.0243 d2.dn_loss_bbox: 0.2490 d2.dn_loss_iou: 0.3500 d3.dn_loss_cls: 0.0225 d3.dn_loss_bbox: 0.2453 d3.dn_loss_iou: 0.3447 d4.dn_loss_cls: 0.0214 d4.dn_loss_bbox: 0.2449 d4.dn_loss_iou: 0.3435 2023/02/28 23:49:43 - mmengine - INFO - Epoch(train) [9][7000/7393] lr: 1.0000e-04 eta: 5:26:19 time: 0.8882 data_time: 0.0057 memory: 27598 grad_norm: 30.3428 loss: 9.5796 loss_cls: 0.2074 loss_bbox: 0.1658 loss_iou: 0.3906 d0.loss_cls: 0.2688 d0.loss_bbox: 0.1685 d0.loss_iou: 0.4044 d1.loss_cls: 0.2407 d1.loss_bbox: 0.1645 d1.loss_iou: 0.3921 d2.loss_cls: 0.2238 d2.loss_bbox: 0.1643 d2.loss_iou: 0.3902 d3.loss_cls: 0.2121 d3.loss_bbox: 0.1668 d3.loss_iou: 0.3888 d4.loss_cls: 0.2078 d4.loss_bbox: 0.1675 d4.loss_iou: 0.3911 enc_loss_cls: 0.2635 enc_loss_bbox: 0.2032 enc_loss_iou: 0.4501 dn_loss_cls: 0.0280 dn_loss_bbox: 0.2278 dn_loss_iou: 0.3406 d0.dn_loss_cls: 0.0594 d0.dn_loss_bbox: 0.3481 d0.dn_loss_iou: 0.4669 d1.dn_loss_cls: 0.0392 d1.dn_loss_bbox: 0.2531 d1.dn_loss_iou: 0.3698 d2.dn_loss_cls: 0.0330 d2.dn_loss_bbox: 0.2336 d2.dn_loss_iou: 0.3491 d3.dn_loss_cls: 0.0308 d3.dn_loss_bbox: 0.2288 d3.dn_loss_iou: 0.3420 d4.dn_loss_cls: 0.0289 d4.dn_loss_bbox: 0.2280 d4.dn_loss_iou: 0.3408 2023/02/28 23:50:26 - mmengine - INFO - Epoch(train) [9][7050/7393] lr: 1.0000e-04 eta: 5:25:36 time: 0.8601 data_time: 0.0056 memory: 29182 grad_norm: 35.1977 loss: 9.3418 loss_cls: 0.2259 loss_bbox: 0.1538 loss_iou: 0.3440 d0.loss_cls: 0.2699 d0.loss_bbox: 0.1723 d0.loss_iou: 0.3736 d1.loss_cls: 0.2493 d1.loss_bbox: 0.1602 d1.loss_iou: 0.3545 d2.loss_cls: 0.2388 d2.loss_bbox: 0.1569 d2.loss_iou: 0.3461 d3.loss_cls: 0.2307 d3.loss_bbox: 0.1538 d3.loss_iou: 0.3448 d4.loss_cls: 0.2289 d4.loss_bbox: 0.1527 d4.loss_iou: 0.3437 enc_loss_cls: 0.2730 enc_loss_bbox: 0.2012 enc_loss_iou: 0.4201 dn_loss_cls: 0.0298 dn_loss_bbox: 0.2537 dn_loss_iou: 0.3153 d0.dn_loss_cls: 0.0578 d0.dn_loss_bbox: 0.3711 d0.dn_loss_iou: 0.4410 d1.dn_loss_cls: 0.0369 d1.dn_loss_bbox: 0.2812 d1.dn_loss_iou: 0.3453 d2.dn_loss_cls: 0.0322 d2.dn_loss_bbox: 0.2596 d2.dn_loss_iou: 0.3240 d3.dn_loss_cls: 0.0299 d3.dn_loss_bbox: 0.2542 d3.dn_loss_iou: 0.3171 d4.dn_loss_cls: 0.0290 d4.dn_loss_bbox: 0.2536 d4.dn_loss_iou: 0.3157 2023/02/28 23:51:09 - mmengine - INFO - Epoch(train) [9][7100/7393] lr: 1.0000e-04 eta: 5:24:53 time: 0.8622 data_time: 0.0056 memory: 28088 grad_norm: 34.3808 loss: 8.0045 loss_cls: 0.1738 loss_bbox: 0.1352 loss_iou: 0.3322 d0.loss_cls: 0.2112 d0.loss_bbox: 0.1492 d0.loss_iou: 0.3640 d1.loss_cls: 0.1904 d1.loss_bbox: 0.1436 d1.loss_iou: 0.3472 d2.loss_cls: 0.1835 d2.loss_bbox: 0.1377 d2.loss_iou: 0.3347 d3.loss_cls: 0.1827 d3.loss_bbox: 0.1274 d3.loss_iou: 0.3278 d4.loss_cls: 0.1747 d4.loss_bbox: 0.1349 d4.loss_iou: 0.3301 enc_loss_cls: 0.2119 enc_loss_bbox: 0.1721 enc_loss_iou: 0.4026 dn_loss_cls: 0.0196 dn_loss_bbox: 0.1820 dn_loss_iou: 0.2803 d0.dn_loss_cls: 0.0511 d0.dn_loss_bbox: 0.2914 d0.dn_loss_iou: 0.4041 d1.dn_loss_cls: 0.0288 d1.dn_loss_bbox: 0.2077 d1.dn_loss_iou: 0.3073 d2.dn_loss_cls: 0.0227 d2.dn_loss_bbox: 0.1876 d2.dn_loss_iou: 0.2873 d3.dn_loss_cls: 0.0208 d3.dn_loss_bbox: 0.1829 d3.dn_loss_iou: 0.2816 d4.dn_loss_cls: 0.0198 d4.dn_loss_bbox: 0.1822 d4.dn_loss_iou: 0.2806 2023/02/28 23:51:52 - mmengine - INFO - Epoch(train) [9][7150/7393] lr: 1.0000e-04 eta: 5:24:09 time: 0.8616 data_time: 0.0055 memory: 28005 grad_norm: 36.5406 loss: 9.1977 loss_cls: 0.1851 loss_bbox: 0.1549 loss_iou: 0.3515 d0.loss_cls: 0.2219 d0.loss_bbox: 0.1626 d0.loss_iou: 0.3709 d1.loss_cls: 0.1991 d1.loss_bbox: 0.1604 d1.loss_iou: 0.3627 d2.loss_cls: 0.1943 d2.loss_bbox: 0.1563 d2.loss_iou: 0.3543 d3.loss_cls: 0.1882 d3.loss_bbox: 0.1546 d3.loss_iou: 0.3545 d4.loss_cls: 0.1831 d4.loss_bbox: 0.1580 d4.loss_iou: 0.3546 enc_loss_cls: 0.2265 enc_loss_bbox: 0.1849 enc_loss_iou: 0.4015 dn_loss_cls: 0.0251 dn_loss_bbox: 0.2368 dn_loss_iou: 0.3667 d0.dn_loss_cls: 0.0541 d0.dn_loss_bbox: 0.3501 d0.dn_loss_iou: 0.4885 d1.dn_loss_cls: 0.0328 d1.dn_loss_bbox: 0.2637 d1.dn_loss_iou: 0.3969 d2.dn_loss_cls: 0.0275 d2.dn_loss_bbox: 0.2422 d2.dn_loss_iou: 0.3743 d3.dn_loss_cls: 0.0256 d3.dn_loss_bbox: 0.2371 d3.dn_loss_iou: 0.3679 d4.dn_loss_cls: 0.0251 d4.dn_loss_bbox: 0.2365 d4.dn_loss_iou: 0.3668 2023/02/28 23:52:36 - mmengine - INFO - Epoch(train) [9][7200/7393] lr: 1.0000e-04 eta: 5:23:26 time: 0.8798 data_time: 0.0056 memory: 28644 grad_norm: 32.6196 loss: 9.7253 loss_cls: 0.2002 loss_bbox: 0.1539 loss_iou: 0.3463 d0.loss_cls: 0.2433 d0.loss_bbox: 0.1677 d0.loss_iou: 0.3673 d1.loss_cls: 0.2246 d1.loss_bbox: 0.1597 d1.loss_iou: 0.3505 d2.loss_cls: 0.2094 d2.loss_bbox: 0.1546 d2.loss_iou: 0.3505 d3.loss_cls: 0.2044 d3.loss_bbox: 0.1546 d3.loss_iou: 0.3482 d4.loss_cls: 0.2009 d4.loss_bbox: 0.1545 d4.loss_iou: 0.3461 enc_loss_cls: 0.2498 enc_loss_bbox: 0.1910 enc_loss_iou: 0.4047 dn_loss_cls: 0.0264 dn_loss_bbox: 0.3038 dn_loss_iou: 0.3567 d0.dn_loss_cls: 0.0602 d0.dn_loss_bbox: 0.4427 d0.dn_loss_iou: 0.4985 d1.dn_loss_cls: 0.0374 d1.dn_loss_bbox: 0.3392 d1.dn_loss_iou: 0.3890 d2.dn_loss_cls: 0.0315 d2.dn_loss_bbox: 0.3111 d2.dn_loss_iou: 0.3650 d3.dn_loss_cls: 0.0298 d3.dn_loss_bbox: 0.3051 d3.dn_loss_iou: 0.3587 d4.dn_loss_cls: 0.0269 d4.dn_loss_bbox: 0.3041 d4.dn_loss_iou: 0.3570 2023/02/28 23:53:20 - mmengine - INFO - Epoch(train) [9][7250/7393] lr: 1.0000e-04 eta: 5:22:43 time: 0.8856 data_time: 0.0055 memory: 27181 grad_norm: 31.7483 loss: 8.9833 loss_cls: 0.1907 loss_bbox: 0.1518 loss_iou: 0.3789 d0.loss_cls: 0.2344 d0.loss_bbox: 0.1511 d0.loss_iou: 0.3945 d1.loss_cls: 0.2109 d1.loss_bbox: 0.1488 d1.loss_iou: 0.3776 d2.loss_cls: 0.2027 d2.loss_bbox: 0.1473 d2.loss_iou: 0.3782 d3.loss_cls: 0.1925 d3.loss_bbox: 0.1516 d3.loss_iou: 0.3823 d4.loss_cls: 0.1914 d4.loss_bbox: 0.1521 d4.loss_iou: 0.3790 enc_loss_cls: 0.2354 enc_loss_bbox: 0.1663 enc_loss_iou: 0.4316 dn_loss_cls: 0.0225 dn_loss_bbox: 0.2149 dn_loss_iou: 0.3324 d0.dn_loss_cls: 0.0525 d0.dn_loss_bbox: 0.3080 d0.dn_loss_iou: 0.4494 d1.dn_loss_cls: 0.0315 d1.dn_loss_bbox: 0.2346 d1.dn_loss_iou: 0.3610 d2.dn_loss_cls: 0.0258 d2.dn_loss_bbox: 0.2194 d2.dn_loss_iou: 0.3396 d3.dn_loss_cls: 0.0236 d3.dn_loss_bbox: 0.2155 d3.dn_loss_iou: 0.3337 d4.dn_loss_cls: 0.0228 d4.dn_loss_bbox: 0.2149 d4.dn_loss_iou: 0.3324 2023/02/28 23:54:04 - mmengine - INFO - Epoch(train) [9][7300/7393] lr: 1.0000e-04 eta: 5:22:00 time: 0.8760 data_time: 0.0061 memory: 29128 grad_norm: 31.0430 loss: 8.8004 loss_cls: 0.2009 loss_bbox: 0.1417 loss_iou: 0.3423 d0.loss_cls: 0.2394 d0.loss_bbox: 0.1508 d0.loss_iou: 0.3633 d1.loss_cls: 0.2142 d1.loss_bbox: 0.1470 d1.loss_iou: 0.3536 d2.loss_cls: 0.2056 d2.loss_bbox: 0.1447 d2.loss_iou: 0.3472 d3.loss_cls: 0.2003 d3.loss_bbox: 0.1444 d3.loss_iou: 0.3441 d4.loss_cls: 0.1999 d4.loss_bbox: 0.1425 d4.loss_iou: 0.3429 enc_loss_cls: 0.2454 enc_loss_bbox: 0.1760 enc_loss_iou: 0.4033 dn_loss_cls: 0.0221 dn_loss_bbox: 0.2461 dn_loss_iou: 0.3027 d0.dn_loss_cls: 0.0510 d0.dn_loss_bbox: 0.3473 d0.dn_loss_iou: 0.4186 d1.dn_loss_cls: 0.0288 d1.dn_loss_bbox: 0.2702 d1.dn_loss_iou: 0.3304 d2.dn_loss_cls: 0.0245 d2.dn_loss_bbox: 0.2533 d2.dn_loss_iou: 0.3105 d3.dn_loss_cls: 0.0225 d3.dn_loss_bbox: 0.2468 d3.dn_loss_iou: 0.3046 d4.dn_loss_cls: 0.0220 d4.dn_loss_bbox: 0.2463 d4.dn_loss_iou: 0.3032 2023/02/28 23:54:48 - mmengine - INFO - Epoch(train) [9][7350/7393] lr: 1.0000e-04 eta: 5:21:16 time: 0.8744 data_time: 0.0057 memory: 27689 grad_norm: 35.0928 loss: 9.3584 loss_cls: 0.1998 loss_bbox: 0.1509 loss_iou: 0.3571 d0.loss_cls: 0.2361 d0.loss_bbox: 0.1575 d0.loss_iou: 0.3806 d1.loss_cls: 0.2210 d1.loss_bbox: 0.1488 d1.loss_iou: 0.3596 d2.loss_cls: 0.2018 d2.loss_bbox: 0.1545 d2.loss_iou: 0.3661 d3.loss_cls: 0.2006 d3.loss_bbox: 0.1530 d3.loss_iou: 0.3603 d4.loss_cls: 0.1988 d4.loss_bbox: 0.1529 d4.loss_iou: 0.3580 enc_loss_cls: 0.2474 enc_loss_bbox: 0.1718 enc_loss_iou: 0.4109 dn_loss_cls: 0.0269 dn_loss_bbox: 0.2610 dn_loss_iou: 0.3462 d0.dn_loss_cls: 0.0602 d0.dn_loss_bbox: 0.3700 d0.dn_loss_iou: 0.4752 d1.dn_loss_cls: 0.0378 d1.dn_loss_bbox: 0.2901 d1.dn_loss_iou: 0.3778 d2.dn_loss_cls: 0.0307 d2.dn_loss_bbox: 0.2667 d2.dn_loss_iou: 0.3544 d3.dn_loss_cls: 0.0285 d3.dn_loss_bbox: 0.2621 d3.dn_loss_iou: 0.3479 d4.dn_loss_cls: 0.0275 d4.dn_loss_bbox: 0.2612 d4.dn_loss_iou: 0.3466 2023/02/28 23:55:25 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/02/28 23:55:25 - mmengine - INFO - Saving checkpoint at 9 epochs 2023/02/28 23:55:36 - mmengine - INFO - Epoch(val) [9][ 50/625] eta: 0:01:02 time: 0.1090 data_time: 0.0021 memory: 26913 2023/02/28 23:55:41 - mmengine - INFO - Epoch(val) [9][100/625] eta: 0:00:56 time: 0.1064 data_time: 0.0017 memory: 5417 2023/02/28 23:55:47 - mmengine - INFO - Epoch(val) [9][150/625] eta: 0:00:50 time: 0.1067 data_time: 0.0017 memory: 5361 2023/02/28 23:55:52 - mmengine - INFO - Epoch(val) [9][200/625] eta: 0:00:45 time: 0.1083 data_time: 0.0017 memory: 5382 2023/02/28 23:55:57 - mmengine - INFO - Epoch(val) [9][250/625] eta: 0:00:40 time: 0.1067 data_time: 0.0017 memory: 5432 2023/02/28 23:56:03 - mmengine - INFO - Epoch(val) [9][300/625] eta: 0:00:34 time: 0.1049 data_time: 0.0017 memory: 5361 2023/02/28 23:56:08 - mmengine - INFO - Epoch(val) [9][350/625] eta: 0:00:29 time: 0.1075 data_time: 0.0018 memory: 5375 2023/02/28 23:56:13 - mmengine - INFO - Epoch(val) [9][400/625] eta: 0:00:24 time: 0.1067 data_time: 0.0018 memory: 5417 2023/02/28 23:56:19 - mmengine - INFO - Epoch(val) [9][450/625] eta: 0:00:18 time: 0.1063 data_time: 0.0017 memory: 5431 2023/02/28 23:56:24 - mmengine - INFO - Epoch(val) [9][500/625] eta: 0:00:13 time: 0.1056 data_time: 0.0016 memory: 5361 2023/02/28 23:56:29 - mmengine - INFO - Epoch(val) [9][550/625] eta: 0:00:08 time: 0.1074 data_time: 0.0016 memory: 5418 2023/02/28 23:56:35 - mmengine - INFO - Epoch(val) [9][600/625] eta: 0:00:02 time: 0.1045 data_time: 0.0015 memory: 5382 2023/02/28 23:56:52 - mmengine - INFO - Evaluating bbox... 2023/02/28 23:58:18 - mmengine - INFO - bbox_mAP_copypaste: 0.551 0.736 0.600 0.382 0.587 0.722 2023/02/28 23:58:20 - mmengine - INFO - Epoch(val) [9][625/625] coco/bbox_mAP: 0.5510 coco/bbox_mAP_50: 0.7360 coco/bbox_mAP_75: 0.6000 coco/bbox_mAP_s: 0.3820 coco/bbox_mAP_m: 0.5870 coco/bbox_mAP_l: 0.7220 2023/02/28 23:59:04 - mmengine - INFO - Epoch(train) [10][ 50/7393] lr: 1.0000e-04 eta: 5:19:56 time: 0.8804 data_time: 0.0069 memory: 27689 grad_norm: 31.9076 loss: 9.2338 loss_cls: 0.1973 loss_bbox: 0.1371 loss_iou: 0.3856 d0.loss_cls: 0.2499 d0.loss_bbox: 0.1474 d0.loss_iou: 0.4064 d1.loss_cls: 0.2197 d1.loss_bbox: 0.1465 d1.loss_iou: 0.3989 d2.loss_cls: 0.2108 d2.loss_bbox: 0.1374 d2.loss_iou: 0.3884 d3.loss_cls: 0.2030 d3.loss_bbox: 0.1376 d3.loss_iou: 0.3850 d4.loss_cls: 0.1983 d4.loss_bbox: 0.1366 d4.loss_iou: 0.3848 enc_loss_cls: 0.2517 enc_loss_bbox: 0.1706 enc_loss_iou: 0.4433 dn_loss_cls: 0.0271 dn_loss_bbox: 0.2150 dn_loss_iou: 0.3422 d0.dn_loss_cls: 0.0611 d0.dn_loss_bbox: 0.3404 d0.dn_loss_iou: 0.4750 d1.dn_loss_cls: 0.0378 d1.dn_loss_bbox: 0.2430 d1.dn_loss_iou: 0.3758 d2.dn_loss_cls: 0.0309 d2.dn_loss_bbox: 0.2229 d2.dn_loss_iou: 0.3518 d3.dn_loss_cls: 0.0287 d3.dn_loss_bbox: 0.2163 d3.dn_loss_iou: 0.3442 d4.dn_loss_cls: 0.0274 d4.dn_loss_bbox: 0.2150 d4.dn_loss_iou: 0.3425 2023/02/28 23:59:49 - mmengine - INFO - Epoch(train) [10][ 100/7393] lr: 1.0000e-04 eta: 5:19:13 time: 0.8920 data_time: 0.0061 memory: 27689 grad_norm: 32.9488 loss: 8.1750 loss_cls: 0.1835 loss_bbox: 0.1335 loss_iou: 0.3460 d0.loss_cls: 0.2224 d0.loss_bbox: 0.1428 d0.loss_iou: 0.3638 d1.loss_cls: 0.1987 d1.loss_bbox: 0.1388 d1.loss_iou: 0.3536 d2.loss_cls: 0.1882 d2.loss_bbox: 0.1361 d2.loss_iou: 0.3527 d3.loss_cls: 0.1853 d3.loss_bbox: 0.1351 d3.loss_iou: 0.3480 d4.loss_cls: 0.1843 d4.loss_bbox: 0.1336 d4.loss_iou: 0.3463 enc_loss_cls: 0.2220 enc_loss_bbox: 0.1651 enc_loss_iou: 0.4034 dn_loss_cls: 0.0173 dn_loss_bbox: 0.1714 dn_loss_iou: 0.3077 d0.dn_loss_cls: 0.0465 d0.dn_loss_bbox: 0.2685 d0.dn_loss_iou: 0.4227 d1.dn_loss_cls: 0.0272 d1.dn_loss_bbox: 0.1903 d1.dn_loss_iou: 0.3330 d2.dn_loss_cls: 0.0216 d2.dn_loss_bbox: 0.1752 d2.dn_loss_iou: 0.3137 d3.dn_loss_cls: 0.0192 d3.dn_loss_bbox: 0.1714 d3.dn_loss_iou: 0.3088 d4.dn_loss_cls: 0.0181 d4.dn_loss_bbox: 0.1713 d4.dn_loss_iou: 0.3077 2023/03/01 00:00:32 - mmengine - INFO - Epoch(train) [10][ 150/7393] lr: 1.0000e-04 eta: 5:18:30 time: 0.8735 data_time: 0.0061 memory: 26789 grad_norm: 34.6977 loss: 8.9394 loss_cls: 0.1788 loss_bbox: 0.1528 loss_iou: 0.3415 d0.loss_cls: 0.2302 d0.loss_bbox: 0.1627 d0.loss_iou: 0.3525 d1.loss_cls: 0.1986 d1.loss_bbox: 0.1560 d1.loss_iou: 0.3437 d2.loss_cls: 0.1891 d2.loss_bbox: 0.1539 d2.loss_iou: 0.3432 d3.loss_cls: 0.1814 d3.loss_bbox: 0.1537 d3.loss_iou: 0.3421 d4.loss_cls: 0.1789 d4.loss_bbox: 0.1530 d4.loss_iou: 0.3413 enc_loss_cls: 0.2279 enc_loss_bbox: 0.1903 enc_loss_iou: 0.3976 dn_loss_cls: 0.0221 dn_loss_bbox: 0.2399 dn_loss_iou: 0.3336 d0.dn_loss_cls: 0.0536 d0.dn_loss_bbox: 0.3744 d0.dn_loss_iou: 0.4659 d1.dn_loss_cls: 0.0316 d1.dn_loss_bbox: 0.2731 d1.dn_loss_iou: 0.3655 d2.dn_loss_cls: 0.0254 d2.dn_loss_bbox: 0.2476 d2.dn_loss_iou: 0.3418 d3.dn_loss_cls: 0.0230 d3.dn_loss_bbox: 0.2412 d3.dn_loss_iou: 0.3355 d4.dn_loss_cls: 0.0221 d4.dn_loss_bbox: 0.2400 d4.dn_loss_iou: 0.3340 2023/03/01 00:01:16 - mmengine - INFO - Epoch(train) [10][ 200/7393] lr: 1.0000e-04 eta: 5:17:46 time: 0.8700 data_time: 0.0061 memory: 27861 grad_norm: 32.5652 loss: 9.5647 loss_cls: 0.2124 loss_bbox: 0.1560 loss_iou: 0.4212 d0.loss_cls: 0.2678 d0.loss_bbox: 0.1609 d0.loss_iou: 0.4332 d1.loss_cls: 0.2359 d1.loss_bbox: 0.1588 d1.loss_iou: 0.4206 d2.loss_cls: 0.2233 d2.loss_bbox: 0.1563 d2.loss_iou: 0.4143 d3.loss_cls: 0.2156 d3.loss_bbox: 0.1558 d3.loss_iou: 0.4194 d4.loss_cls: 0.2154 d4.loss_bbox: 0.1542 d4.loss_iou: 0.4176 enc_loss_cls: 0.2582 enc_loss_bbox: 0.1829 enc_loss_iou: 0.4808 dn_loss_cls: 0.0217 dn_loss_bbox: 0.2048 dn_loss_iou: 0.3519 d0.dn_loss_cls: 0.0548 d0.dn_loss_bbox: 0.3085 d0.dn_loss_iou: 0.4737 d1.dn_loss_cls: 0.0315 d1.dn_loss_bbox: 0.2264 d1.dn_loss_iou: 0.3765 d2.dn_loss_cls: 0.0270 d2.dn_loss_bbox: 0.2091 d2.dn_loss_iou: 0.3566 d3.dn_loss_cls: 0.0238 d3.dn_loss_bbox: 0.2058 d3.dn_loss_iou: 0.3529 d4.dn_loss_cls: 0.0223 d4.dn_loss_bbox: 0.2049 d4.dn_loss_iou: 0.3519 2023/03/01 00:02:00 - mmengine - INFO - Epoch(train) [10][ 250/7393] lr: 1.0000e-04 eta: 5:17:03 time: 0.8751 data_time: 0.0063 memory: 31456 grad_norm: 35.4660 loss: 8.9367 loss_cls: 0.2031 loss_bbox: 0.1374 loss_iou: 0.3872 d0.loss_cls: 0.2461 d0.loss_bbox: 0.1460 d0.loss_iou: 0.4006 d1.loss_cls: 0.2226 d1.loss_bbox: 0.1388 d1.loss_iou: 0.3945 d2.loss_cls: 0.2131 d2.loss_bbox: 0.1379 d2.loss_iou: 0.3906 d3.loss_cls: 0.2072 d3.loss_bbox: 0.1379 d3.loss_iou: 0.3882 d4.loss_cls: 0.2049 d4.loss_bbox: 0.1367 d4.loss_iou: 0.3862 enc_loss_cls: 0.2495 enc_loss_bbox: 0.1631 enc_loss_iou: 0.4387 dn_loss_cls: 0.0203 dn_loss_bbox: 0.2048 dn_loss_iou: 0.3155 d0.dn_loss_cls: 0.0513 d0.dn_loss_bbox: 0.3174 d0.dn_loss_iou: 0.4418 d1.dn_loss_cls: 0.0304 d1.dn_loss_bbox: 0.2303 d1.dn_loss_iou: 0.3484 d2.dn_loss_cls: 0.0247 d2.dn_loss_bbox: 0.2106 d2.dn_loss_iou: 0.3247 d3.dn_loss_cls: 0.0217 d3.dn_loss_bbox: 0.2057 d3.dn_loss_iou: 0.3177 d4.dn_loss_cls: 0.0206 d4.dn_loss_bbox: 0.2047 d4.dn_loss_iou: 0.3158 2023/03/01 00:02:43 - mmengine - INFO - Epoch(train) [10][ 300/7393] lr: 1.0000e-04 eta: 5:16:20 time: 0.8704 data_time: 0.0066 memory: 28601 grad_norm: 32.4917 loss: 8.5949 loss_cls: 0.1894 loss_bbox: 0.1483 loss_iou: 0.3230 d0.loss_cls: 0.2294 d0.loss_bbox: 0.1588 d0.loss_iou: 0.3422 d1.loss_cls: 0.2031 d1.loss_bbox: 0.1554 d1.loss_iou: 0.3328 d2.loss_cls: 0.1916 d2.loss_bbox: 0.1551 d2.loss_iou: 0.3283 d3.loss_cls: 0.1896 d3.loss_bbox: 0.1495 d3.loss_iou: 0.3226 d4.loss_cls: 0.1903 d4.loss_bbox: 0.1488 d4.loss_iou: 0.3224 enc_loss_cls: 0.2294 enc_loss_bbox: 0.1851 enc_loss_iou: 0.3840 dn_loss_cls: 0.0245 dn_loss_bbox: 0.2145 dn_loss_iou: 0.3177 d0.dn_loss_cls: 0.0574 d0.dn_loss_bbox: 0.3287 d0.dn_loss_iou: 0.4486 d1.dn_loss_cls: 0.0350 d1.dn_loss_bbox: 0.2401 d1.dn_loss_iou: 0.3518 d2.dn_loss_cls: 0.0290 d2.dn_loss_bbox: 0.2216 d2.dn_loss_iou: 0.3275 d3.dn_loss_cls: 0.0262 d3.dn_loss_bbox: 0.2152 d3.dn_loss_iou: 0.3198 d4.dn_loss_cls: 0.0250 d4.dn_loss_bbox: 0.2148 d4.dn_loss_iou: 0.3183 2023/03/01 00:03:27 - mmengine - INFO - Epoch(train) [10][ 350/7393] lr: 1.0000e-04 eta: 5:15:36 time: 0.8777 data_time: 0.0064 memory: 27369 grad_norm: 30.1176 loss: 7.7556 loss_cls: 0.1317 loss_bbox: 0.1223 loss_iou: 0.2464 d0.loss_cls: 0.1623 d0.loss_bbox: 0.1312 d0.loss_iou: 0.2602 d1.loss_cls: 0.1500 d1.loss_bbox: 0.1255 d1.loss_iou: 0.2469 d2.loss_cls: 0.1402 d2.loss_bbox: 0.1210 d2.loss_iou: 0.2475 d3.loss_cls: 0.1336 d3.loss_bbox: 0.1249 d3.loss_iou: 0.2472 d4.loss_cls: 0.1305 d4.loss_bbox: 0.1260 d4.loss_iou: 0.2491 enc_loss_cls: 0.1663 enc_loss_bbox: 0.1519 enc_loss_iou: 0.2913 dn_loss_cls: 0.0277 dn_loss_bbox: 0.2537 dn_loss_iou: 0.3255 d0.dn_loss_cls: 0.0622 d0.dn_loss_bbox: 0.3913 d0.dn_loss_iou: 0.4663 d1.dn_loss_cls: 0.0372 d1.dn_loss_bbox: 0.2853 d1.dn_loss_iou: 0.3588 d2.dn_loss_cls: 0.0319 d2.dn_loss_bbox: 0.2586 d2.dn_loss_iou: 0.3323 d3.dn_loss_cls: 0.0289 d3.dn_loss_bbox: 0.2547 d3.dn_loss_iou: 0.3269 d4.dn_loss_cls: 0.0282 d4.dn_loss_bbox: 0.2540 d4.dn_loss_iou: 0.3260 2023/03/01 00:04:10 - mmengine - INFO - Epoch(train) [10][ 400/7393] lr: 1.0000e-04 eta: 5:14:53 time: 0.8642 data_time: 0.0063 memory: 31594 grad_norm: 37.0803 loss: 9.8158 loss_cls: 0.2111 loss_bbox: 0.1773 loss_iou: 0.3921 d0.loss_cls: 0.2591 d0.loss_bbox: 0.1934 d0.loss_iou: 0.4107 d1.loss_cls: 0.2314 d1.loss_bbox: 0.1845 d1.loss_iou: 0.4029 d2.loss_cls: 0.2179 d2.loss_bbox: 0.1831 d2.loss_iou: 0.3979 d3.loss_cls: 0.2120 d3.loss_bbox: 0.1802 d3.loss_iou: 0.3969 d4.loss_cls: 0.2119 d4.loss_bbox: 0.1785 d4.loss_iou: 0.3932 enc_loss_cls: 0.2649 enc_loss_bbox: 0.2285 enc_loss_iou: 0.4563 dn_loss_cls: 0.0261 dn_loss_bbox: 0.2451 dn_loss_iou: 0.3315 d0.dn_loss_cls: 0.0630 d0.dn_loss_bbox: 0.3846 d0.dn_loss_iou: 0.4689 d1.dn_loss_cls: 0.0387 d1.dn_loss_bbox: 0.2753 d1.dn_loss_iou: 0.3638 d2.dn_loss_cls: 0.0313 d2.dn_loss_bbox: 0.2521 d2.dn_loss_iou: 0.3405 d3.dn_loss_cls: 0.0282 d3.dn_loss_bbox: 0.2457 d3.dn_loss_iou: 0.3329 d4.dn_loss_cls: 0.0270 d4.dn_loss_bbox: 0.2455 d4.dn_loss_iou: 0.3318 2023/03/01 00:04:54 - mmengine - INFO - Epoch(train) [10][ 450/7393] lr: 1.0000e-04 eta: 5:14:10 time: 0.8657 data_time: 0.0064 memory: 29812 grad_norm: 32.9793 loss: 8.9141 loss_cls: 0.1967 loss_bbox: 0.1490 loss_iou: 0.3508 d0.loss_cls: 0.2420 d0.loss_bbox: 0.1563 d0.loss_iou: 0.3718 d1.loss_cls: 0.2163 d1.loss_bbox: 0.1530 d1.loss_iou: 0.3601 d2.loss_cls: 0.2036 d2.loss_bbox: 0.1485 d2.loss_iou: 0.3504 d3.loss_cls: 0.1995 d3.loss_bbox: 0.1495 d3.loss_iou: 0.3494 d4.loss_cls: 0.1964 d4.loss_bbox: 0.1483 d4.loss_iou: 0.3514 enc_loss_cls: 0.2403 enc_loss_bbox: 0.1791 enc_loss_iou: 0.4116 dn_loss_cls: 0.0203 dn_loss_bbox: 0.2162 dn_loss_iou: 0.3405 d0.dn_loss_cls: 0.0504 d0.dn_loss_bbox: 0.3089 d0.dn_loss_iou: 0.4631 d1.dn_loss_cls: 0.0285 d1.dn_loss_bbox: 0.2370 d1.dn_loss_iou: 0.3695 d2.dn_loss_cls: 0.0238 d2.dn_loss_bbox: 0.2229 d2.dn_loss_iou: 0.3496 d3.dn_loss_cls: 0.0219 d3.dn_loss_bbox: 0.2173 d3.dn_loss_iou: 0.3423 d4.dn_loss_cls: 0.0207 d4.dn_loss_bbox: 0.2163 d4.dn_loss_iou: 0.3408 2023/03/01 00:05:05 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 00:05:37 - mmengine - INFO - Epoch(train) [10][ 500/7393] lr: 1.0000e-04 eta: 5:13:26 time: 0.8602 data_time: 0.0065 memory: 26633 grad_norm: 37.5049 loss: 8.5416 loss_cls: 0.1831 loss_bbox: 0.1492 loss_iou: 0.3170 d0.loss_cls: 0.2271 d0.loss_bbox: 0.1534 d0.loss_iou: 0.3330 d1.loss_cls: 0.2041 d1.loss_bbox: 0.1516 d1.loss_iou: 0.3232 d2.loss_cls: 0.1899 d2.loss_bbox: 0.1516 d2.loss_iou: 0.3216 d3.loss_cls: 0.1837 d3.loss_bbox: 0.1522 d3.loss_iou: 0.3201 d4.loss_cls: 0.1811 d4.loss_bbox: 0.1516 d4.loss_iou: 0.3198 enc_loss_cls: 0.2305 enc_loss_bbox: 0.1773 enc_loss_iou: 0.3716 dn_loss_cls: 0.0221 dn_loss_bbox: 0.2224 dn_loss_iou: 0.3237 d0.dn_loss_cls: 0.0516 d0.dn_loss_bbox: 0.3282 d0.dn_loss_iou: 0.4505 d1.dn_loss_cls: 0.0316 d1.dn_loss_bbox: 0.2433 d1.dn_loss_iou: 0.3496 d2.dn_loss_cls: 0.0261 d2.dn_loss_bbox: 0.2272 d2.dn_loss_iou: 0.3315 d3.dn_loss_cls: 0.0239 d3.dn_loss_bbox: 0.2235 d3.dn_loss_iou: 0.3254 d4.dn_loss_cls: 0.0222 d4.dn_loss_bbox: 0.2221 d4.dn_loss_iou: 0.3237 2023/03/01 00:06:21 - mmengine - INFO - Epoch(train) [10][ 550/7393] lr: 1.0000e-04 eta: 5:12:43 time: 0.8899 data_time: 0.0066 memory: 26757 grad_norm: 31.4748 loss: 9.4494 loss_cls: 0.2017 loss_bbox: 0.1887 loss_iou: 0.4025 d0.loss_cls: 0.2547 d0.loss_bbox: 0.1859 d0.loss_iou: 0.3991 d1.loss_cls: 0.2278 d1.loss_bbox: 0.1867 d1.loss_iou: 0.3975 d2.loss_cls: 0.2139 d2.loss_bbox: 0.1848 d2.loss_iou: 0.3978 d3.loss_cls: 0.2084 d3.loss_bbox: 0.1871 d3.loss_iou: 0.3996 d4.loss_cls: 0.2031 d4.loss_bbox: 0.1874 d4.loss_iou: 0.3995 enc_loss_cls: 0.2563 enc_loss_bbox: 0.2077 enc_loss_iou: 0.4457 dn_loss_cls: 0.0221 dn_loss_bbox: 0.2097 dn_loss_iou: 0.3164 d0.dn_loss_cls: 0.0545 d0.dn_loss_bbox: 0.3517 d0.dn_loss_iou: 0.4580 d1.dn_loss_cls: 0.0316 d1.dn_loss_bbox: 0.2453 d1.dn_loss_iou: 0.3498 d2.dn_loss_cls: 0.0264 d2.dn_loss_bbox: 0.2187 d2.dn_loss_iou: 0.3260 d3.dn_loss_cls: 0.0241 d3.dn_loss_bbox: 0.2111 d3.dn_loss_iou: 0.3185 d4.dn_loss_cls: 0.0228 d4.dn_loss_bbox: 0.2099 d4.dn_loss_iou: 0.3169 2023/03/01 00:07:04 - mmengine - INFO - Epoch(train) [10][ 600/7393] lr: 1.0000e-04 eta: 5:12:00 time: 0.8621 data_time: 0.0063 memory: 29182 grad_norm: 31.4280 loss: 9.2302 loss_cls: 0.2064 loss_bbox: 0.1554 loss_iou: 0.3599 d0.loss_cls: 0.2501 d0.loss_bbox: 0.1658 d0.loss_iou: 0.3808 d1.loss_cls: 0.2228 d1.loss_bbox: 0.1640 d1.loss_iou: 0.3727 d2.loss_cls: 0.2141 d2.loss_bbox: 0.1607 d2.loss_iou: 0.3684 d3.loss_cls: 0.2100 d3.loss_bbox: 0.1562 d3.loss_iou: 0.3612 d4.loss_cls: 0.2044 d4.loss_bbox: 0.1575 d4.loss_iou: 0.3625 enc_loss_cls: 0.2564 enc_loss_bbox: 0.1975 enc_loss_iou: 0.4293 dn_loss_cls: 0.0264 dn_loss_bbox: 0.2243 dn_loss_iou: 0.3325 d0.dn_loss_cls: 0.0554 d0.dn_loss_bbox: 0.3453 d0.dn_loss_iou: 0.4656 d1.dn_loss_cls: 0.0337 d1.dn_loss_bbox: 0.2527 d1.dn_loss_iou: 0.3649 d2.dn_loss_cls: 0.0289 d2.dn_loss_bbox: 0.2306 d2.dn_loss_iou: 0.3411 d3.dn_loss_cls: 0.0271 d3.dn_loss_bbox: 0.2259 d3.dn_loss_iou: 0.3354 d4.dn_loss_cls: 0.0268 d4.dn_loss_bbox: 0.2246 d4.dn_loss_iou: 0.3329 2023/03/01 00:07:48 - mmengine - INFO - Epoch(train) [10][ 650/7393] lr: 1.0000e-04 eta: 5:11:16 time: 0.8687 data_time: 0.0063 memory: 28373 grad_norm: 35.3627 loss: 10.1445 loss_cls: 0.2271 loss_bbox: 0.1734 loss_iou: 0.4117 d0.loss_cls: 0.2804 d0.loss_bbox: 0.1817 d0.loss_iou: 0.4333 d1.loss_cls: 0.2469 d1.loss_bbox: 0.1796 d1.loss_iou: 0.4267 d2.loss_cls: 0.2374 d2.loss_bbox: 0.1726 d2.loss_iou: 0.4111 d3.loss_cls: 0.2298 d3.loss_bbox: 0.1740 d3.loss_iou: 0.4133 d4.loss_cls: 0.2275 d4.loss_bbox: 0.1742 d4.loss_iou: 0.4113 enc_loss_cls: 0.2805 enc_loss_bbox: 0.2096 enc_loss_iou: 0.4847 dn_loss_cls: 0.0303 dn_loss_bbox: 0.2527 dn_loss_iou: 0.3489 d0.dn_loss_cls: 0.0580 d0.dn_loss_bbox: 0.3688 d0.dn_loss_iou: 0.4900 d1.dn_loss_cls: 0.0370 d1.dn_loss_bbox: 0.2782 d1.dn_loss_iou: 0.3825 d2.dn_loss_cls: 0.0317 d2.dn_loss_bbox: 0.2573 d2.dn_loss_iou: 0.3573 d3.dn_loss_cls: 0.0300 d3.dn_loss_bbox: 0.2530 d3.dn_loss_iou: 0.3502 d4.dn_loss_cls: 0.0305 d4.dn_loss_bbox: 0.2525 d4.dn_loss_iou: 0.3491 2023/03/01 00:08:32 - mmengine - INFO - Epoch(train) [10][ 700/7393] lr: 1.0000e-04 eta: 5:10:33 time: 0.8846 data_time: 0.0064 memory: 26850 grad_norm: 34.3269 loss: 8.3699 loss_cls: 0.1588 loss_bbox: 0.1460 loss_iou: 0.3260 d0.loss_cls: 0.2012 d0.loss_bbox: 0.1464 d0.loss_iou: 0.3413 d1.loss_cls: 0.1753 d1.loss_bbox: 0.1514 d1.loss_iou: 0.3304 d2.loss_cls: 0.1667 d2.loss_bbox: 0.1476 d2.loss_iou: 0.3275 d3.loss_cls: 0.1590 d3.loss_bbox: 0.1509 d3.loss_iou: 0.3314 d4.loss_cls: 0.1578 d4.loss_bbox: 0.1480 d4.loss_iou: 0.3281 enc_loss_cls: 0.2030 enc_loss_bbox: 0.1693 enc_loss_iou: 0.3797 dn_loss_cls: 0.0215 dn_loss_bbox: 0.2155 dn_loss_iou: 0.3263 d0.dn_loss_cls: 0.0526 d0.dn_loss_bbox: 0.3202 d0.dn_loss_iou: 0.4496 d1.dn_loss_cls: 0.0315 d1.dn_loss_bbox: 0.2394 d1.dn_loss_iou: 0.3557 d2.dn_loss_cls: 0.0252 d2.dn_loss_bbox: 0.2202 d2.dn_loss_iou: 0.3344 d3.dn_loss_cls: 0.0239 d3.dn_loss_bbox: 0.2158 d3.dn_loss_iou: 0.3277 d4.dn_loss_cls: 0.0223 d4.dn_loss_bbox: 0.2156 d4.dn_loss_iou: 0.3267 2023/03/01 00:09:15 - mmengine - INFO - Epoch(train) [10][ 750/7393] lr: 1.0000e-04 eta: 5:09:50 time: 0.8676 data_time: 0.0062 memory: 28369 grad_norm: 31.9050 loss: 8.7815 loss_cls: 0.1914 loss_bbox: 0.1523 loss_iou: 0.3450 d0.loss_cls: 0.2357 d0.loss_bbox: 0.1626 d0.loss_iou: 0.3694 d1.loss_cls: 0.2140 d1.loss_bbox: 0.1548 d1.loss_iou: 0.3483 d2.loss_cls: 0.2040 d2.loss_bbox: 0.1561 d2.loss_iou: 0.3437 d3.loss_cls: 0.1974 d3.loss_bbox: 0.1527 d3.loss_iou: 0.3457 d4.loss_cls: 0.1937 d4.loss_bbox: 0.1525 d4.loss_iou: 0.3439 enc_loss_cls: 0.2377 enc_loss_bbox: 0.1882 enc_loss_iou: 0.4080 dn_loss_cls: 0.0210 dn_loss_bbox: 0.2100 dn_loss_iou: 0.3156 d0.dn_loss_cls: 0.0559 d0.dn_loss_bbox: 0.3439 d0.dn_loss_iou: 0.4472 d1.dn_loss_cls: 0.0319 d1.dn_loss_bbox: 0.2446 d1.dn_loss_iou: 0.3469 d2.dn_loss_cls: 0.0254 d2.dn_loss_bbox: 0.2191 d2.dn_loss_iou: 0.3229 d3.dn_loss_cls: 0.0226 d3.dn_loss_bbox: 0.2125 d3.dn_loss_iou: 0.3174 d4.dn_loss_cls: 0.0221 d4.dn_loss_bbox: 0.2102 d4.dn_loss_iou: 0.3154 2023/03/01 00:09:59 - mmengine - INFO - Epoch(train) [10][ 800/7393] lr: 1.0000e-04 eta: 5:09:07 time: 0.8790 data_time: 0.0063 memory: 29382 grad_norm: 29.6668 loss: 9.1187 loss_cls: 0.1945 loss_bbox: 0.1632 loss_iou: 0.3464 d0.loss_cls: 0.2435 d0.loss_bbox: 0.1751 d0.loss_iou: 0.3616 d1.loss_cls: 0.2186 d1.loss_bbox: 0.1678 d1.loss_iou: 0.3550 d2.loss_cls: 0.2037 d2.loss_bbox: 0.1647 d2.loss_iou: 0.3494 d3.loss_cls: 0.1974 d3.loss_bbox: 0.1631 d3.loss_iou: 0.3482 d4.loss_cls: 0.1966 d4.loss_bbox: 0.1630 d4.loss_iou: 0.3466 enc_loss_cls: 0.2403 enc_loss_bbox: 0.2028 enc_loss_iou: 0.3983 dn_loss_cls: 0.0240 dn_loss_bbox: 0.2361 dn_loss_iou: 0.3279 d0.dn_loss_cls: 0.0544 d0.dn_loss_bbox: 0.3675 d0.dn_loss_iou: 0.4589 d1.dn_loss_cls: 0.0336 d1.dn_loss_bbox: 0.2695 d1.dn_loss_iou: 0.3597 d2.dn_loss_cls: 0.0271 d2.dn_loss_bbox: 0.2435 d2.dn_loss_iou: 0.3362 d3.dn_loss_cls: 0.0254 d3.dn_loss_bbox: 0.2374 d3.dn_loss_iou: 0.3295 d4.dn_loss_cls: 0.0242 d4.dn_loss_bbox: 0.2361 d4.dn_loss_iou: 0.3280 2023/03/01 00:10:42 - mmengine - INFO - Epoch(train) [10][ 850/7393] lr: 1.0000e-04 eta: 5:08:23 time: 0.8652 data_time: 0.0063 memory: 26789 grad_norm: 35.2430 loss: 9.6277 loss_cls: 0.2182 loss_bbox: 0.1717 loss_iou: 0.3988 d0.loss_cls: 0.2782 d0.loss_bbox: 0.1797 d0.loss_iou: 0.4178 d1.loss_cls: 0.2390 d1.loss_bbox: 0.1772 d1.loss_iou: 0.4121 d2.loss_cls: 0.2261 d2.loss_bbox: 0.1766 d2.loss_iou: 0.4045 d3.loss_cls: 0.2246 d3.loss_bbox: 0.1730 d3.loss_iou: 0.3987 d4.loss_cls: 0.2182 d4.loss_bbox: 0.1739 d4.loss_iou: 0.3989 enc_loss_cls: 0.2744 enc_loss_bbox: 0.2076 enc_loss_iou: 0.4590 dn_loss_cls: 0.0268 dn_loss_bbox: 0.2218 dn_loss_iou: 0.3191 d0.dn_loss_cls: 0.0583 d0.dn_loss_bbox: 0.3444 d0.dn_loss_iou: 0.4627 d1.dn_loss_cls: 0.0354 d1.dn_loss_bbox: 0.2498 d1.dn_loss_iou: 0.3529 d2.dn_loss_cls: 0.0297 d2.dn_loss_bbox: 0.2291 d2.dn_loss_iou: 0.3288 d3.dn_loss_cls: 0.0279 d3.dn_loss_bbox: 0.2236 d3.dn_loss_iou: 0.3212 d4.dn_loss_cls: 0.0267 d4.dn_loss_bbox: 0.2220 d4.dn_loss_iou: 0.3195 2023/03/01 00:11:27 - mmengine - INFO - Epoch(train) [10][ 900/7393] lr: 1.0000e-04 eta: 5:07:40 time: 0.8852 data_time: 0.0063 memory: 28863 grad_norm: 33.5166 loss: 8.8633 loss_cls: 0.1927 loss_bbox: 0.1537 loss_iou: 0.3294 d0.loss_cls: 0.2453 d0.loss_bbox: 0.1634 d0.loss_iou: 0.3421 d1.loss_cls: 0.2193 d1.loss_bbox: 0.1554 d1.loss_iou: 0.3366 d2.loss_cls: 0.2024 d2.loss_bbox: 0.1567 d2.loss_iou: 0.3311 d3.loss_cls: 0.1962 d3.loss_bbox: 0.1540 d3.loss_iou: 0.3304 d4.loss_cls: 0.1933 d4.loss_bbox: 0.1538 d4.loss_iou: 0.3296 enc_loss_cls: 0.2461 enc_loss_bbox: 0.1881 enc_loss_iou: 0.3821 dn_loss_cls: 0.0265 dn_loss_bbox: 0.2469 dn_loss_iou: 0.3034 d0.dn_loss_cls: 0.0587 d0.dn_loss_bbox: 0.3840 d0.dn_loss_iou: 0.4333 d1.dn_loss_cls: 0.0368 d1.dn_loss_bbox: 0.2815 d1.dn_loss_iou: 0.3340 d2.dn_loss_cls: 0.0305 d2.dn_loss_bbox: 0.2550 d2.dn_loss_iou: 0.3113 d3.dn_loss_cls: 0.0286 d3.dn_loss_bbox: 0.2484 d3.dn_loss_iou: 0.3055 d4.dn_loss_cls: 0.0267 d4.dn_loss_bbox: 0.2472 d4.dn_loss_iou: 0.3035 2023/03/01 00:12:10 - mmengine - INFO - Epoch(train) [10][ 950/7393] lr: 1.0000e-04 eta: 5:06:57 time: 0.8597 data_time: 0.0062 memory: 26689 grad_norm: 38.6111 loss: 7.9522 loss_cls: 0.1468 loss_bbox: 0.1245 loss_iou: 0.3037 d0.loss_cls: 0.1832 d0.loss_bbox: 0.1325 d0.loss_iou: 0.3197 d1.loss_cls: 0.1604 d1.loss_bbox: 0.1326 d1.loss_iou: 0.3107 d2.loss_cls: 0.1558 d2.loss_bbox: 0.1272 d2.loss_iou: 0.3044 d3.loss_cls: 0.1518 d3.loss_bbox: 0.1243 d3.loss_iou: 0.3007 d4.loss_cls: 0.1492 d4.loss_bbox: 0.1248 d4.loss_iou: 0.3033 enc_loss_cls: 0.1844 enc_loss_bbox: 0.1533 enc_loss_iou: 0.3525 dn_loss_cls: 0.0186 dn_loss_bbox: 0.2242 dn_loss_iou: 0.3111 d0.dn_loss_cls: 0.0466 d0.dn_loss_bbox: 0.3524 d0.dn_loss_iou: 0.4418 d1.dn_loss_cls: 0.0266 d1.dn_loss_bbox: 0.2558 d1.dn_loss_iou: 0.3443 d2.dn_loss_cls: 0.0215 d2.dn_loss_bbox: 0.2320 d2.dn_loss_iou: 0.3197 d3.dn_loss_cls: 0.0195 d3.dn_loss_bbox: 0.2252 d3.dn_loss_iou: 0.3128 d4.dn_loss_cls: 0.0187 d4.dn_loss_bbox: 0.2245 d4.dn_loss_iou: 0.3114 2023/03/01 00:12:54 - mmengine - INFO - Epoch(train) [10][1000/7393] lr: 1.0000e-04 eta: 5:06:13 time: 0.8797 data_time: 0.0062 memory: 25560 grad_norm: 35.4769 loss: 8.7316 loss_cls: 0.1773 loss_bbox: 0.1370 loss_iou: 0.3296 d0.loss_cls: 0.2166 d0.loss_bbox: 0.1503 d0.loss_iou: 0.3601 d1.loss_cls: 0.1963 d1.loss_bbox: 0.1386 d1.loss_iou: 0.3407 d2.loss_cls: 0.1866 d2.loss_bbox: 0.1385 d2.loss_iou: 0.3302 d3.loss_cls: 0.1793 d3.loss_bbox: 0.1397 d3.loss_iou: 0.3302 d4.loss_cls: 0.1786 d4.loss_bbox: 0.1364 d4.loss_iou: 0.3294 enc_loss_cls: 0.2213 enc_loss_bbox: 0.1733 enc_loss_iou: 0.3949 dn_loss_cls: 0.0224 dn_loss_bbox: 0.2261 dn_loss_iou: 0.3361 d0.dn_loss_cls: 0.0573 d0.dn_loss_bbox: 0.3726 d0.dn_loss_iou: 0.4853 d1.dn_loss_cls: 0.0337 d1.dn_loss_bbox: 0.2595 d1.dn_loss_iou: 0.3692 d2.dn_loss_cls: 0.0271 d2.dn_loss_bbox: 0.2337 d2.dn_loss_iou: 0.3460 d3.dn_loss_cls: 0.0251 d3.dn_loss_bbox: 0.2282 d3.dn_loss_iou: 0.3382 d4.dn_loss_cls: 0.0229 d4.dn_loss_bbox: 0.2265 d4.dn_loss_iou: 0.3367 2023/03/01 00:13:37 - mmengine - INFO - Epoch(train) [10][1050/7393] lr: 1.0000e-04 eta: 5:05:30 time: 0.8706 data_time: 0.0064 memory: 27598 grad_norm: 31.1884 loss: 8.1197 loss_cls: 0.1568 loss_bbox: 0.1295 loss_iou: 0.3064 d0.loss_cls: 0.2008 d0.loss_bbox: 0.1369 d0.loss_iou: 0.3234 d1.loss_cls: 0.1784 d1.loss_bbox: 0.1310 d1.loss_iou: 0.3154 d2.loss_cls: 0.1700 d2.loss_bbox: 0.1273 d2.loss_iou: 0.3068 d3.loss_cls: 0.1621 d3.loss_bbox: 0.1296 d3.loss_iou: 0.3064 d4.loss_cls: 0.1593 d4.loss_bbox: 0.1290 d4.loss_iou: 0.3061 enc_loss_cls: 0.2046 enc_loss_bbox: 0.1567 enc_loss_iou: 0.3561 dn_loss_cls: 0.0225 dn_loss_bbox: 0.2227 dn_loss_iou: 0.3066 d0.dn_loss_cls: 0.0572 d0.dn_loss_bbox: 0.3614 d0.dn_loss_iou: 0.4447 d1.dn_loss_cls: 0.0329 d1.dn_loss_bbox: 0.2572 d1.dn_loss_iou: 0.3405 d2.dn_loss_cls: 0.0266 d2.dn_loss_bbox: 0.2310 d2.dn_loss_iou: 0.3153 d3.dn_loss_cls: 0.0240 d3.dn_loss_bbox: 0.2240 d3.dn_loss_iou: 0.3081 d4.dn_loss_cls: 0.0225 d4.dn_loss_bbox: 0.2231 d4.dn_loss_iou: 0.3068 2023/03/01 00:14:21 - mmengine - INFO - Epoch(train) [10][1100/7393] lr: 1.0000e-04 eta: 5:04:47 time: 0.8669 data_time: 0.0063 memory: 29597 grad_norm: 32.5996 loss: 8.5649 loss_cls: 0.1789 loss_bbox: 0.1326 loss_iou: 0.3620 d0.loss_cls: 0.2174 d0.loss_bbox: 0.1403 d0.loss_iou: 0.3783 d1.loss_cls: 0.1937 d1.loss_bbox: 0.1372 d1.loss_iou: 0.3675 d2.loss_cls: 0.1892 d2.loss_bbox: 0.1314 d2.loss_iou: 0.3620 d3.loss_cls: 0.1812 d3.loss_bbox: 0.1325 d3.loss_iou: 0.3648 d4.loss_cls: 0.1776 d4.loss_bbox: 0.1337 d4.loss_iou: 0.3645 enc_loss_cls: 0.2164 enc_loss_bbox: 0.1663 enc_loss_iou: 0.4093 dn_loss_cls: 0.0222 dn_loss_bbox: 0.2017 dn_loss_iou: 0.3211 d0.dn_loss_cls: 0.0536 d0.dn_loss_bbox: 0.3150 d0.dn_loss_iou: 0.4421 d1.dn_loss_cls: 0.0323 d1.dn_loss_bbox: 0.2310 d1.dn_loss_iou: 0.3504 d2.dn_loss_cls: 0.0265 d2.dn_loss_bbox: 0.2080 d2.dn_loss_iou: 0.3289 d3.dn_loss_cls: 0.0249 d3.dn_loss_bbox: 0.2026 d3.dn_loss_iou: 0.3224 d4.dn_loss_cls: 0.0231 d4.dn_loss_bbox: 0.2014 d4.dn_loss_iou: 0.3212 2023/03/01 00:15:05 - mmengine - INFO - Epoch(train) [10][1150/7393] lr: 1.0000e-04 eta: 5:04:04 time: 0.8860 data_time: 0.0062 memory: 28240 grad_norm: 32.3937 loss: 8.6631 loss_cls: 0.1776 loss_bbox: 0.1374 loss_iou: 0.3504 d0.loss_cls: 0.2255 d0.loss_bbox: 0.1429 d0.loss_iou: 0.3617 d1.loss_cls: 0.2008 d1.loss_bbox: 0.1369 d1.loss_iou: 0.3533 d2.loss_cls: 0.1869 d2.loss_bbox: 0.1370 d2.loss_iou: 0.3498 d3.loss_cls: 0.1807 d3.loss_bbox: 0.1377 d3.loss_iou: 0.3532 d4.loss_cls: 0.1785 d4.loss_bbox: 0.1374 d4.loss_iou: 0.3499 enc_loss_cls: 0.2258 enc_loss_bbox: 0.1710 enc_loss_iou: 0.4051 dn_loss_cls: 0.0225 dn_loss_bbox: 0.2138 dn_loss_iou: 0.3301 d0.dn_loss_cls: 0.0564 d0.dn_loss_bbox: 0.3285 d0.dn_loss_iou: 0.4549 d1.dn_loss_cls: 0.0317 d1.dn_loss_bbox: 0.2401 d1.dn_loss_iou: 0.3604 d2.dn_loss_cls: 0.0269 d2.dn_loss_bbox: 0.2208 d2.dn_loss_iou: 0.3401 d3.dn_loss_cls: 0.0241 d3.dn_loss_bbox: 0.2146 d3.dn_loss_iou: 0.3318 d4.dn_loss_cls: 0.0227 d4.dn_loss_bbox: 0.2139 d4.dn_loss_iou: 0.3303 2023/03/01 00:15:49 - mmengine - INFO - Epoch(train) [10][1200/7393] lr: 1.0000e-04 eta: 5:03:20 time: 0.8790 data_time: 0.0062 memory: 26633 grad_norm: 34.1441 loss: 8.9274 loss_cls: 0.2172 loss_bbox: 0.1435 loss_iou: 0.3555 d0.loss_cls: 0.2610 d0.loss_bbox: 0.1541 d0.loss_iou: 0.3740 d1.loss_cls: 0.2427 d1.loss_bbox: 0.1473 d1.loss_iou: 0.3649 d2.loss_cls: 0.2268 d2.loss_bbox: 0.1444 d2.loss_iou: 0.3616 d3.loss_cls: 0.2199 d3.loss_bbox: 0.1465 d3.loss_iou: 0.3590 d4.loss_cls: 0.2175 d4.loss_bbox: 0.1439 d4.loss_iou: 0.3565 enc_loss_cls: 0.2619 enc_loss_bbox: 0.1769 enc_loss_iou: 0.4083 dn_loss_cls: 0.0282 dn_loss_bbox: 0.1977 dn_loss_iou: 0.3286 d0.dn_loss_cls: 0.0599 d0.dn_loss_bbox: 0.2976 d0.dn_loss_iou: 0.4430 d1.dn_loss_cls: 0.0374 d1.dn_loss_bbox: 0.2176 d1.dn_loss_iou: 0.3547 d2.dn_loss_cls: 0.0313 d2.dn_loss_bbox: 0.2012 d2.dn_loss_iou: 0.3350 d3.dn_loss_cls: 0.0296 d3.dn_loss_bbox: 0.1986 d3.dn_loss_iou: 0.3293 d4.dn_loss_cls: 0.0281 d4.dn_loss_bbox: 0.1977 d4.dn_loss_iou: 0.3286 2023/03/01 00:16:34 - mmengine - INFO - Epoch(train) [10][1250/7393] lr: 1.0000e-04 eta: 5:02:38 time: 0.8958 data_time: 0.0063 memory: 27554 grad_norm: 33.4876 loss: 9.3581 loss_cls: 0.1981 loss_bbox: 0.1652 loss_iou: 0.3838 d0.loss_cls: 0.2422 d0.loss_bbox: 0.1736 d0.loss_iou: 0.4053 d1.loss_cls: 0.2195 d1.loss_bbox: 0.1704 d1.loss_iou: 0.3955 d2.loss_cls: 0.2070 d2.loss_bbox: 0.1664 d2.loss_iou: 0.3868 d3.loss_cls: 0.2020 d3.loss_bbox: 0.1644 d3.loss_iou: 0.3869 d4.loss_cls: 0.2001 d4.loss_bbox: 0.1646 d4.loss_iou: 0.3848 enc_loss_cls: 0.2440 enc_loss_bbox: 0.1970 enc_loss_iou: 0.4423 dn_loss_cls: 0.0250 dn_loss_bbox: 0.2237 dn_loss_iou: 0.3323 d0.dn_loss_cls: 0.0603 d0.dn_loss_bbox: 0.3430 d0.dn_loss_iou: 0.4633 d1.dn_loss_cls: 0.0360 d1.dn_loss_bbox: 0.2499 d1.dn_loss_iou: 0.3593 d2.dn_loss_cls: 0.0296 d2.dn_loss_bbox: 0.2292 d2.dn_loss_iou: 0.3388 d3.dn_loss_cls: 0.0273 d3.dn_loss_bbox: 0.2247 d3.dn_loss_iou: 0.3340 d4.dn_loss_cls: 0.0257 d4.dn_loss_bbox: 0.2236 d4.dn_loss_iou: 0.3324 2023/03/01 00:17:18 - mmengine - INFO - Epoch(train) [10][1300/7393] lr: 1.0000e-04 eta: 5:01:54 time: 0.8791 data_time: 0.0064 memory: 29182 grad_norm: 34.1744 loss: 9.4389 loss_cls: 0.1953 loss_bbox: 0.1561 loss_iou: 0.4114 d0.loss_cls: 0.2413 d0.loss_bbox: 0.1623 d0.loss_iou: 0.4355 d1.loss_cls: 0.2125 d1.loss_bbox: 0.1606 d1.loss_iou: 0.4221 d2.loss_cls: 0.1991 d2.loss_bbox: 0.1607 d2.loss_iou: 0.4182 d3.loss_cls: 0.1947 d3.loss_bbox: 0.1589 d3.loss_iou: 0.4148 d4.loss_cls: 0.1956 d4.loss_bbox: 0.1557 d4.loss_iou: 0.4120 enc_loss_cls: 0.2448 enc_loss_bbox: 0.1858 enc_loss_iou: 0.4667 dn_loss_cls: 0.0217 dn_loss_bbox: 0.2189 dn_loss_iou: 0.3384 d0.dn_loss_cls: 0.0553 d0.dn_loss_bbox: 0.3285 d0.dn_loss_iou: 0.4643 d1.dn_loss_cls: 0.0318 d1.dn_loss_bbox: 0.2466 d1.dn_loss_iou: 0.3672 d2.dn_loss_cls: 0.0253 d2.dn_loss_bbox: 0.2264 d2.dn_loss_iou: 0.3476 d3.dn_loss_cls: 0.0231 d3.dn_loss_bbox: 0.2202 d3.dn_loss_iou: 0.3401 d4.dn_loss_cls: 0.0218 d4.dn_loss_bbox: 0.2191 d4.dn_loss_iou: 0.3385 2023/03/01 00:18:01 - mmengine - INFO - Epoch(train) [10][1350/7393] lr: 1.0000e-04 eta: 5:01:11 time: 0.8723 data_time: 0.0063 memory: 27689 grad_norm: 36.2358 loss: 9.2698 loss_cls: 0.2012 loss_bbox: 0.1576 loss_iou: 0.3316 d0.loss_cls: 0.2442 d0.loss_bbox: 0.1698 d0.loss_iou: 0.3569 d1.loss_cls: 0.2170 d1.loss_bbox: 0.1660 d1.loss_iou: 0.3428 d2.loss_cls: 0.2063 d2.loss_bbox: 0.1626 d2.loss_iou: 0.3388 d3.loss_cls: 0.2019 d3.loss_bbox: 0.1590 d3.loss_iou: 0.3344 d4.loss_cls: 0.2004 d4.loss_bbox: 0.1578 d4.loss_iou: 0.3318 enc_loss_cls: 0.2394 enc_loss_bbox: 0.1979 enc_loss_iou: 0.4005 dn_loss_cls: 0.0288 dn_loss_bbox: 0.2667 dn_loss_iou: 0.3340 d0.dn_loss_cls: 0.0599 d0.dn_loss_bbox: 0.3996 d0.dn_loss_iou: 0.4529 d1.dn_loss_cls: 0.0378 d1.dn_loss_bbox: 0.2988 d1.dn_loss_iou: 0.3618 d2.dn_loss_cls: 0.0322 d2.dn_loss_bbox: 0.2744 d2.dn_loss_iou: 0.3415 d3.dn_loss_cls: 0.0301 d3.dn_loss_bbox: 0.2681 d3.dn_loss_iou: 0.3359 d4.dn_loss_cls: 0.0290 d4.dn_loss_bbox: 0.2667 d4.dn_loss_iou: 0.3339 2023/03/01 00:18:46 - mmengine - INFO - Epoch(train) [10][1400/7393] lr: 1.0000e-04 eta: 5:00:28 time: 0.8899 data_time: 0.0063 memory: 29956 grad_norm: 33.5286 loss: 8.5908 loss_cls: 0.1904 loss_bbox: 0.1397 loss_iou: 0.3414 d0.loss_cls: 0.2403 d0.loss_bbox: 0.1473 d0.loss_iou: 0.3703 d1.loss_cls: 0.2140 d1.loss_bbox: 0.1431 d1.loss_iou: 0.3510 d2.loss_cls: 0.2024 d2.loss_bbox: 0.1410 d2.loss_iou: 0.3444 d3.loss_cls: 0.1948 d3.loss_bbox: 0.1393 d3.loss_iou: 0.3434 d4.loss_cls: 0.1926 d4.loss_bbox: 0.1393 d4.loss_iou: 0.3414 enc_loss_cls: 0.2438 enc_loss_bbox: 0.1711 enc_loss_iou: 0.4142 dn_loss_cls: 0.0263 dn_loss_bbox: 0.2083 dn_loss_iou: 0.3027 d0.dn_loss_cls: 0.0588 d0.dn_loss_bbox: 0.3230 d0.dn_loss_iou: 0.4337 d1.dn_loss_cls: 0.0356 d1.dn_loss_bbox: 0.2318 d1.dn_loss_iou: 0.3303 d2.dn_loss_cls: 0.0312 d2.dn_loss_bbox: 0.2134 d2.dn_loss_iou: 0.3107 d3.dn_loss_cls: 0.0285 d3.dn_loss_bbox: 0.2088 d3.dn_loss_iou: 0.3044 d4.dn_loss_cls: 0.0270 d4.dn_loss_bbox: 0.2082 d4.dn_loss_iou: 0.3028 2023/03/01 00:19:31 - mmengine - INFO - Epoch(train) [10][1450/7393] lr: 1.0000e-04 eta: 4:59:45 time: 0.8988 data_time: 0.0057 memory: 27689 grad_norm: 48.0780 loss: 8.2397 loss_cls: 0.1619 loss_bbox: 0.1510 loss_iou: 0.2897 d0.loss_cls: 0.2072 d0.loss_bbox: 0.1534 d0.loss_iou: 0.2996 d1.loss_cls: 0.1847 d1.loss_bbox: 0.1507 d1.loss_iou: 0.2919 d2.loss_cls: 0.1718 d2.loss_bbox: 0.1528 d2.loss_iou: 0.2891 d3.loss_cls: 0.1669 d3.loss_bbox: 0.1498 d3.loss_iou: 0.2892 d4.loss_cls: 0.1641 d4.loss_bbox: 0.1508 d4.loss_iou: 0.2884 enc_loss_cls: 0.2193 enc_loss_bbox: 0.1693 enc_loss_iou: 0.3321 dn_loss_cls: 0.0245 dn_loss_bbox: 0.2318 dn_loss_iou: 0.3120 d0.dn_loss_cls: 0.0580 d0.dn_loss_bbox: 0.3617 d0.dn_loss_iou: 0.4486 d1.dn_loss_cls: 0.0369 d1.dn_loss_bbox: 0.2604 d1.dn_loss_iou: 0.3413 d2.dn_loss_cls: 0.0293 d2.dn_loss_bbox: 0.2384 d2.dn_loss_iou: 0.3208 d3.dn_loss_cls: 0.0269 d3.dn_loss_bbox: 0.2328 d3.dn_loss_iou: 0.3138 d4.dn_loss_cls: 0.0249 d4.dn_loss_bbox: 0.2318 d4.dn_loss_iou: 0.3122 2023/03/01 00:19:42 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 00:20:14 - mmengine - INFO - Epoch(train) [10][1500/7393] lr: 1.0000e-04 eta: 4:59:02 time: 0.8599 data_time: 0.0057 memory: 27951 grad_norm: 29.3553 loss: 8.7837 loss_cls: 0.1751 loss_bbox: 0.1522 loss_iou: 0.3225 d0.loss_cls: 0.2221 d0.loss_bbox: 0.1580 d0.loss_iou: 0.3380 d1.loss_cls: 0.1989 d1.loss_bbox: 0.1512 d1.loss_iou: 0.3249 d2.loss_cls: 0.1894 d2.loss_bbox: 0.1460 d2.loss_iou: 0.3194 d3.loss_cls: 0.1790 d3.loss_bbox: 0.1519 d3.loss_iou: 0.3227 d4.loss_cls: 0.1748 d4.loss_bbox: 0.1547 d4.loss_iou: 0.3235 enc_loss_cls: 0.2156 enc_loss_bbox: 0.1841 enc_loss_iou: 0.3820 dn_loss_cls: 0.0262 dn_loss_bbox: 0.2260 dn_loss_iou: 0.3509 d0.dn_loss_cls: 0.0604 d0.dn_loss_bbox: 0.3502 d0.dn_loss_iou: 0.4797 d1.dn_loss_cls: 0.0356 d1.dn_loss_bbox: 0.2539 d1.dn_loss_iou: 0.3831 d2.dn_loss_cls: 0.0298 d2.dn_loss_bbox: 0.2311 d2.dn_loss_iou: 0.3601 d3.dn_loss_cls: 0.0272 d3.dn_loss_bbox: 0.2269 d3.dn_loss_iou: 0.3533 d4.dn_loss_cls: 0.0259 d4.dn_loss_bbox: 0.2263 d4.dn_loss_iou: 0.3512 2023/03/01 00:20:58 - mmengine - INFO - Epoch(train) [10][1550/7393] lr: 1.0000e-04 eta: 4:58:18 time: 0.8789 data_time: 0.0059 memory: 27326 grad_norm: 37.0965 loss: 8.8167 loss_cls: 0.1970 loss_bbox: 0.1557 loss_iou: 0.3401 d0.loss_cls: 0.2414 d0.loss_bbox: 0.1659 d0.loss_iou: 0.3731 d1.loss_cls: 0.2180 d1.loss_bbox: 0.1592 d1.loss_iou: 0.3540 d2.loss_cls: 0.2053 d2.loss_bbox: 0.1597 d2.loss_iou: 0.3449 d3.loss_cls: 0.2011 d3.loss_bbox: 0.1540 d3.loss_iou: 0.3400 d4.loss_cls: 0.1961 d4.loss_bbox: 0.1557 d4.loss_iou: 0.3412 enc_loss_cls: 0.2357 enc_loss_bbox: 0.1938 enc_loss_iou: 0.4251 dn_loss_cls: 0.0272 dn_loss_bbox: 0.2102 dn_loss_iou: 0.3148 d0.dn_loss_cls: 0.0577 d0.dn_loss_bbox: 0.3135 d0.dn_loss_iou: 0.4434 d1.dn_loss_cls: 0.0371 d1.dn_loss_bbox: 0.2353 d1.dn_loss_iou: 0.3450 d2.dn_loss_cls: 0.0308 d2.dn_loss_bbox: 0.2143 d2.dn_loss_iou: 0.3220 d3.dn_loss_cls: 0.0290 d3.dn_loss_bbox: 0.2106 d3.dn_loss_iou: 0.3165 d4.dn_loss_cls: 0.0272 d4.dn_loss_bbox: 0.2102 d4.dn_loss_iou: 0.3150 2023/03/01 00:21:40 - mmengine - INFO - Epoch(train) [10][1600/7393] lr: 1.0000e-04 eta: 4:57:35 time: 0.8565 data_time: 0.0057 memory: 27689 grad_norm: 33.6787 loss: 9.7133 loss_cls: 0.2403 loss_bbox: 0.1688 loss_iou: 0.3743 d0.loss_cls: 0.2816 d0.loss_bbox: 0.1723 d0.loss_iou: 0.3917 d1.loss_cls: 0.2611 d1.loss_bbox: 0.1690 d1.loss_iou: 0.3799 d2.loss_cls: 0.2501 d2.loss_bbox: 0.1682 d2.loss_iou: 0.3737 d3.loss_cls: 0.2489 d3.loss_bbox: 0.1677 d3.loss_iou: 0.3707 d4.loss_cls: 0.2437 d4.loss_bbox: 0.1673 d4.loss_iou: 0.3733 enc_loss_cls: 0.2878 enc_loss_bbox: 0.2017 enc_loss_iou: 0.4355 dn_loss_cls: 0.0255 dn_loss_bbox: 0.2450 dn_loss_iou: 0.3377 d0.dn_loss_cls: 0.0565 d0.dn_loss_bbox: 0.3469 d0.dn_loss_iou: 0.4599 d1.dn_loss_cls: 0.0339 d1.dn_loss_bbox: 0.2663 d1.dn_loss_iou: 0.3682 d2.dn_loss_cls: 0.0284 d2.dn_loss_bbox: 0.2504 d2.dn_loss_iou: 0.3472 d3.dn_loss_cls: 0.0268 d3.dn_loss_bbox: 0.2453 d3.dn_loss_iou: 0.3397 d4.dn_loss_cls: 0.0255 d4.dn_loss_bbox: 0.2446 d4.dn_loss_iou: 0.3379 2023/03/01 00:22:24 - mmengine - INFO - Epoch(train) [10][1650/7393] lr: 1.0000e-04 eta: 4:56:51 time: 0.8741 data_time: 0.0058 memory: 27887 grad_norm: 35.0390 loss: 7.9851 loss_cls: 0.1514 loss_bbox: 0.1212 loss_iou: 0.2933 d0.loss_cls: 0.1891 d0.loss_bbox: 0.1284 d0.loss_iou: 0.3088 d1.loss_cls: 0.1680 d1.loss_bbox: 0.1254 d1.loss_iou: 0.3013 d2.loss_cls: 0.1582 d2.loss_bbox: 0.1224 d2.loss_iou: 0.2974 d3.loss_cls: 0.1527 d3.loss_bbox: 0.1244 d3.loss_iou: 0.2948 d4.loss_cls: 0.1522 d4.loss_bbox: 0.1211 d4.loss_iou: 0.2926 enc_loss_cls: 0.1876 enc_loss_bbox: 0.1481 enc_loss_iou: 0.3404 dn_loss_cls: 0.0197 dn_loss_bbox: 0.2266 dn_loss_iou: 0.3313 d0.dn_loss_cls: 0.0495 d0.dn_loss_bbox: 0.3336 d0.dn_loss_iou: 0.4613 d1.dn_loss_cls: 0.0279 d1.dn_loss_bbox: 0.2490 d1.dn_loss_iou: 0.3596 d2.dn_loss_cls: 0.0225 d2.dn_loss_bbox: 0.2297 d2.dn_loss_iou: 0.3373 d3.dn_loss_cls: 0.0212 d3.dn_loss_bbox: 0.2268 d3.dn_loss_iou: 0.3323 d4.dn_loss_cls: 0.0200 d4.dn_loss_bbox: 0.2265 d4.dn_loss_iou: 0.3315 2023/03/01 00:23:08 - mmengine - INFO - Epoch(train) [10][1700/7393] lr: 1.0000e-04 eta: 4:56:08 time: 0.8766 data_time: 0.0058 memory: 27691 grad_norm: 34.2438 loss: 8.1511 loss_cls: 0.1514 loss_bbox: 0.1393 loss_iou: 0.3040 d0.loss_cls: 0.1976 d0.loss_bbox: 0.1458 d0.loss_iou: 0.3145 d1.loss_cls: 0.1718 d1.loss_bbox: 0.1383 d1.loss_iou: 0.3063 d2.loss_cls: 0.1619 d2.loss_bbox: 0.1360 d2.loss_iou: 0.2996 d3.loss_cls: 0.1556 d3.loss_bbox: 0.1370 d3.loss_iou: 0.3026 d4.loss_cls: 0.1510 d4.loss_bbox: 0.1398 d4.loss_iou: 0.3039 enc_loss_cls: 0.1952 enc_loss_bbox: 0.1625 enc_loss_iou: 0.3491 dn_loss_cls: 0.0230 dn_loss_bbox: 0.2291 dn_loss_iou: 0.3184 d0.dn_loss_cls: 0.0540 d0.dn_loss_bbox: 0.3511 d0.dn_loss_iou: 0.4489 d1.dn_loss_cls: 0.0311 d1.dn_loss_bbox: 0.2580 d1.dn_loss_iou: 0.3472 d2.dn_loss_cls: 0.0253 d2.dn_loss_bbox: 0.2345 d2.dn_loss_iou: 0.3248 d3.dn_loss_cls: 0.0234 d3.dn_loss_bbox: 0.2298 d3.dn_loss_iou: 0.3194 d4.dn_loss_cls: 0.0223 d4.dn_loss_bbox: 0.2289 d4.dn_loss_iou: 0.3186 2023/03/01 00:23:51 - mmengine - INFO - Epoch(train) [10][1750/7393] lr: 1.0000e-04 eta: 4:55:25 time: 0.8581 data_time: 0.0057 memory: 29792 grad_norm: 30.9771 loss: 8.5032 loss_cls: 0.1647 loss_bbox: 0.1379 loss_iou: 0.3183 d0.loss_cls: 0.2068 d0.loss_bbox: 0.1437 d0.loss_iou: 0.3324 d1.loss_cls: 0.1821 d1.loss_bbox: 0.1410 d1.loss_iou: 0.3211 d2.loss_cls: 0.1750 d2.loss_bbox: 0.1366 d2.loss_iou: 0.3175 d3.loss_cls: 0.1675 d3.loss_bbox: 0.1387 d3.loss_iou: 0.3189 d4.loss_cls: 0.1659 d4.loss_bbox: 0.1377 d4.loss_iou: 0.3177 enc_loss_cls: 0.2112 enc_loss_bbox: 0.1627 enc_loss_iou: 0.3737 dn_loss_cls: 0.0273 dn_loss_bbox: 0.2339 dn_loss_iou: 0.3340 d0.dn_loss_cls: 0.0648 d0.dn_loss_bbox: 0.3473 d0.dn_loss_iou: 0.4608 d1.dn_loss_cls: 0.0371 d1.dn_loss_bbox: 0.2561 d1.dn_loss_iou: 0.3639 d2.dn_loss_cls: 0.0308 d2.dn_loss_bbox: 0.2383 d2.dn_loss_iou: 0.3420 d3.dn_loss_cls: 0.0288 d3.dn_loss_bbox: 0.2351 d3.dn_loss_iou: 0.3362 d4.dn_loss_cls: 0.0271 d4.dn_loss_bbox: 0.2340 d4.dn_loss_iou: 0.3344 2023/03/01 00:24:34 - mmengine - INFO - Epoch(train) [10][1800/7393] lr: 1.0000e-04 eta: 4:54:41 time: 0.8582 data_time: 0.0058 memory: 26632 grad_norm: 31.9079 loss: 8.7380 loss_cls: 0.1768 loss_bbox: 0.1512 loss_iou: 0.3355 d0.loss_cls: 0.2199 d0.loss_bbox: 0.1594 d0.loss_iou: 0.3536 d1.loss_cls: 0.1952 d1.loss_bbox: 0.1606 d1.loss_iou: 0.3469 d2.loss_cls: 0.1891 d2.loss_bbox: 0.1529 d2.loss_iou: 0.3378 d3.loss_cls: 0.1825 d3.loss_bbox: 0.1508 d3.loss_iou: 0.3379 d4.loss_cls: 0.1807 d4.loss_bbox: 0.1494 d4.loss_iou: 0.3336 enc_loss_cls: 0.2209 enc_loss_bbox: 0.1866 enc_loss_iou: 0.3966 dn_loss_cls: 0.0265 dn_loss_bbox: 0.2310 dn_loss_iou: 0.3141 d0.dn_loss_cls: 0.0584 d0.dn_loss_bbox: 0.3604 d0.dn_loss_iou: 0.4477 d1.dn_loss_cls: 0.0367 d1.dn_loss_bbox: 0.2592 d1.dn_loss_iou: 0.3462 d2.dn_loss_cls: 0.0310 d2.dn_loss_bbox: 0.2373 d2.dn_loss_iou: 0.3224 d3.dn_loss_cls: 0.0284 d3.dn_loss_bbox: 0.2319 d3.dn_loss_iou: 0.3164 d4.dn_loss_cls: 0.0266 d4.dn_loss_bbox: 0.2313 d4.dn_loss_iou: 0.3143 2023/03/01 00:25:19 - mmengine - INFO - Epoch(train) [10][1850/7393] lr: 1.0000e-04 eta: 4:53:58 time: 0.9030 data_time: 0.0063 memory: 26811 grad_norm: 35.1876 loss: 7.9013 loss_cls: 0.1503 loss_bbox: 0.1273 loss_iou: 0.2699 d0.loss_cls: 0.1886 d0.loss_bbox: 0.1390 d0.loss_iou: 0.2918 d1.loss_cls: 0.1682 d1.loss_bbox: 0.1341 d1.loss_iou: 0.2777 d2.loss_cls: 0.1601 d2.loss_bbox: 0.1278 d2.loss_iou: 0.2713 d3.loss_cls: 0.1525 d3.loss_bbox: 0.1273 d3.loss_iou: 0.2704 d4.loss_cls: 0.1497 d4.loss_bbox: 0.1281 d4.loss_iou: 0.2728 enc_loss_cls: 0.1893 enc_loss_bbox: 0.1629 enc_loss_iou: 0.3331 dn_loss_cls: 0.0227 dn_loss_bbox: 0.2294 dn_loss_iou: 0.3202 d0.dn_loss_cls: 0.0539 d0.dn_loss_bbox: 0.3462 d0.dn_loss_iou: 0.4561 d1.dn_loss_cls: 0.0320 d1.dn_loss_bbox: 0.2554 d1.dn_loss_iou: 0.3512 d2.dn_loss_cls: 0.0267 d2.dn_loss_bbox: 0.2357 d2.dn_loss_iou: 0.3291 d3.dn_loss_cls: 0.0247 d3.dn_loss_bbox: 0.2305 d3.dn_loss_iou: 0.3220 d4.dn_loss_cls: 0.0232 d4.dn_loss_bbox: 0.2296 d4.dn_loss_iou: 0.3204 2023/03/01 00:26:03 - mmengine - INFO - Epoch(train) [10][1900/7393] lr: 1.0000e-04 eta: 4:53:15 time: 0.8738 data_time: 0.0059 memory: 26767 grad_norm: 32.2689 loss: 9.2600 loss_cls: 0.2008 loss_bbox: 0.1553 loss_iou: 0.3588 d0.loss_cls: 0.2410 d0.loss_bbox: 0.1598 d0.loss_iou: 0.3741 d1.loss_cls: 0.2178 d1.loss_bbox: 0.1606 d1.loss_iou: 0.3677 d2.loss_cls: 0.2084 d2.loss_bbox: 0.1596 d2.loss_iou: 0.3607 d3.loss_cls: 0.2079 d3.loss_bbox: 0.1515 d3.loss_iou: 0.3577 d4.loss_cls: 0.2030 d4.loss_bbox: 0.1538 d4.loss_iou: 0.3590 enc_loss_cls: 0.2464 enc_loss_bbox: 0.1845 enc_loss_iou: 0.4106 dn_loss_cls: 0.0296 dn_loss_bbox: 0.2357 dn_loss_iou: 0.3462 d0.dn_loss_cls: 0.0604 d0.dn_loss_bbox: 0.3517 d0.dn_loss_iou: 0.4679 d1.dn_loss_cls: 0.0386 d1.dn_loss_bbox: 0.2596 d1.dn_loss_iou: 0.3752 d2.dn_loss_cls: 0.0329 d2.dn_loss_bbox: 0.2414 d2.dn_loss_iou: 0.3533 d3.dn_loss_cls: 0.0311 d3.dn_loss_bbox: 0.2372 d3.dn_loss_iou: 0.3482 d4.dn_loss_cls: 0.0300 d4.dn_loss_bbox: 0.2357 d4.dn_loss_iou: 0.3464 2023/03/01 00:26:46 - mmengine - INFO - Epoch(train) [10][1950/7393] lr: 1.0000e-04 eta: 4:52:32 time: 0.8738 data_time: 0.0058 memory: 31097 grad_norm: 33.1631 loss: 9.6394 loss_cls: 0.2158 loss_bbox: 0.1675 loss_iou: 0.3948 d0.loss_cls: 0.2593 d0.loss_bbox: 0.1824 d0.loss_iou: 0.4208 d1.loss_cls: 0.2439 d1.loss_bbox: 0.1699 d1.loss_iou: 0.4024 d2.loss_cls: 0.2278 d2.loss_bbox: 0.1653 d2.loss_iou: 0.3942 d3.loss_cls: 0.2198 d3.loss_bbox: 0.1660 d3.loss_iou: 0.3937 d4.loss_cls: 0.2144 d4.loss_bbox: 0.1675 d4.loss_iou: 0.3958 enc_loss_cls: 0.2718 enc_loss_bbox: 0.2066 enc_loss_iou: 0.4570 dn_loss_cls: 0.0210 dn_loss_bbox: 0.2394 dn_loss_iou: 0.3282 d0.dn_loss_cls: 0.0529 d0.dn_loss_bbox: 0.3574 d0.dn_loss_iou: 0.4511 d1.dn_loss_cls: 0.0305 d1.dn_loss_bbox: 0.2719 d1.dn_loss_iou: 0.3574 d2.dn_loss_cls: 0.0245 d2.dn_loss_bbox: 0.2481 d2.dn_loss_iou: 0.3374 d3.dn_loss_cls: 0.0223 d3.dn_loss_bbox: 0.2411 d3.dn_loss_iou: 0.3300 d4.dn_loss_cls: 0.0215 d4.dn_loss_bbox: 0.2396 d4.dn_loss_iou: 0.3285 2023/03/01 00:27:31 - mmengine - INFO - Epoch(train) [10][2000/7393] lr: 1.0000e-04 eta: 4:51:49 time: 0.8841 data_time: 0.0058 memory: 29989 grad_norm: 31.3056 loss: 8.6129 loss_cls: 0.1725 loss_bbox: 0.1399 loss_iou: 0.3126 d0.loss_cls: 0.2063 d0.loss_bbox: 0.1557 d0.loss_iou: 0.3279 d1.loss_cls: 0.1880 d1.loss_bbox: 0.1462 d1.loss_iou: 0.3171 d2.loss_cls: 0.1802 d2.loss_bbox: 0.1451 d2.loss_iou: 0.3146 d3.loss_cls: 0.1739 d3.loss_bbox: 0.1439 d3.loss_iou: 0.3151 d4.loss_cls: 0.1734 d4.loss_bbox: 0.1403 d4.loss_iou: 0.3148 enc_loss_cls: 0.2149 enc_loss_bbox: 0.1719 enc_loss_iou: 0.3642 dn_loss_cls: 0.0225 dn_loss_bbox: 0.2470 dn_loss_iou: 0.3331 d0.dn_loss_cls: 0.0592 d0.dn_loss_bbox: 0.3733 d0.dn_loss_iou: 0.4624 d1.dn_loss_cls: 0.0322 d1.dn_loss_bbox: 0.2751 d1.dn_loss_iou: 0.3621 d2.dn_loss_cls: 0.0266 d2.dn_loss_bbox: 0.2517 d2.dn_loss_iou: 0.3394 d3.dn_loss_cls: 0.0241 d3.dn_loss_bbox: 0.2476 d3.dn_loss_iou: 0.3345 d4.dn_loss_cls: 0.0228 d4.dn_loss_bbox: 0.2471 d4.dn_loss_iou: 0.3337 2023/03/01 00:28:15 - mmengine - INFO - Epoch(train) [10][2050/7393] lr: 1.0000e-04 eta: 4:51:06 time: 0.8901 data_time: 0.0057 memory: 29329 grad_norm: 40.0512 loss: 9.1894 loss_cls: 0.1817 loss_bbox: 0.1556 loss_iou: 0.3499 d0.loss_cls: 0.2245 d0.loss_bbox: 0.1643 d0.loss_iou: 0.3581 d1.loss_cls: 0.1971 d1.loss_bbox: 0.1634 d1.loss_iou: 0.3525 d2.loss_cls: 0.1823 d2.loss_bbox: 0.1646 d2.loss_iou: 0.3592 d3.loss_cls: 0.1853 d3.loss_bbox: 0.1559 d3.loss_iou: 0.3490 d4.loss_cls: 0.1824 d4.loss_bbox: 0.1563 d4.loss_iou: 0.3505 enc_loss_cls: 0.2246 enc_loss_bbox: 0.1851 enc_loss_iou: 0.3931 dn_loss_cls: 0.0210 dn_loss_bbox: 0.2513 dn_loss_iou: 0.3626 d0.dn_loss_cls: 0.0525 d0.dn_loss_bbox: 0.3657 d0.dn_loss_iou: 0.4869 d1.dn_loss_cls: 0.0298 d1.dn_loss_bbox: 0.2747 d1.dn_loss_iou: 0.3893 d2.dn_loss_cls: 0.0238 d2.dn_loss_bbox: 0.2551 d2.dn_loss_iou: 0.3691 d3.dn_loss_cls: 0.0220 d3.dn_loss_bbox: 0.2514 d3.dn_loss_iou: 0.3637 d4.dn_loss_cls: 0.0216 d4.dn_loss_bbox: 0.2508 d4.dn_loss_iou: 0.3626 2023/03/01 00:28:58 - mmengine - INFO - Epoch(train) [10][2100/7393] lr: 1.0000e-04 eta: 4:50:22 time: 0.8567 data_time: 0.0058 memory: 26735 grad_norm: 34.7558 loss: 8.5541 loss_cls: 0.1744 loss_bbox: 0.1461 loss_iou: 0.3232 d0.loss_cls: 0.2161 d0.loss_bbox: 0.1637 d0.loss_iou: 0.3476 d1.loss_cls: 0.1958 d1.loss_bbox: 0.1499 d1.loss_iou: 0.3321 d2.loss_cls: 0.1815 d2.loss_bbox: 0.1481 d2.loss_iou: 0.3265 d3.loss_cls: 0.1758 d3.loss_bbox: 0.1485 d3.loss_iou: 0.3255 d4.loss_cls: 0.1732 d4.loss_bbox: 0.1481 d4.loss_iou: 0.3245 enc_loss_cls: 0.2202 enc_loss_bbox: 0.1857 enc_loss_iou: 0.3885 dn_loss_cls: 0.0232 dn_loss_bbox: 0.2274 dn_loss_iou: 0.3096 d0.dn_loss_cls: 0.0554 d0.dn_loss_bbox: 0.3592 d0.dn_loss_iou: 0.4439 d1.dn_loss_cls: 0.0322 d1.dn_loss_bbox: 0.2584 d1.dn_loss_iou: 0.3429 d2.dn_loss_cls: 0.0262 d2.dn_loss_bbox: 0.2351 d2.dn_loss_iou: 0.3185 d3.dn_loss_cls: 0.0241 d3.dn_loss_bbox: 0.2295 d3.dn_loss_iou: 0.3121 d4.dn_loss_cls: 0.0233 d4.dn_loss_bbox: 0.2279 d4.dn_loss_iou: 0.3101 2023/03/01 00:29:42 - mmengine - INFO - Epoch(train) [10][2150/7393] lr: 1.0000e-04 eta: 4:49:39 time: 0.8850 data_time: 0.0058 memory: 28179 grad_norm: 31.8337 loss: 7.7498 loss_cls: 0.1565 loss_bbox: 0.1271 loss_iou: 0.2779 d0.loss_cls: 0.1928 d0.loss_bbox: 0.1378 d0.loss_iou: 0.2920 d1.loss_cls: 0.1720 d1.loss_bbox: 0.1348 d1.loss_iou: 0.2841 d2.loss_cls: 0.1635 d2.loss_bbox: 0.1314 d2.loss_iou: 0.2818 d3.loss_cls: 0.1585 d3.loss_bbox: 0.1304 d3.loss_iou: 0.2812 d4.loss_cls: 0.1558 d4.loss_bbox: 0.1293 d4.loss_iou: 0.2791 enc_loss_cls: 0.2013 enc_loss_bbox: 0.1579 enc_loss_iou: 0.3274 dn_loss_cls: 0.0202 dn_loss_bbox: 0.2266 dn_loss_iou: 0.2883 d0.dn_loss_cls: 0.0509 d0.dn_loss_bbox: 0.3486 d0.dn_loss_iou: 0.4132 d1.dn_loss_cls: 0.0284 d1.dn_loss_bbox: 0.2531 d1.dn_loss_iou: 0.3173 d2.dn_loss_cls: 0.0234 d2.dn_loss_bbox: 0.2345 d2.dn_loss_iou: 0.2968 d3.dn_loss_cls: 0.0211 d3.dn_loss_bbox: 0.2284 d3.dn_loss_iou: 0.2907 d4.dn_loss_cls: 0.0205 d4.dn_loss_bbox: 0.2267 d4.dn_loss_iou: 0.2886 2023/03/01 00:30:26 - mmengine - INFO - Epoch(train) [10][2200/7393] lr: 1.0000e-04 eta: 4:48:56 time: 0.8738 data_time: 0.0058 memory: 27390 grad_norm: 36.5971 loss: 8.6144 loss_cls: 0.1843 loss_bbox: 0.1485 loss_iou: 0.3449 d0.loss_cls: 0.2230 d0.loss_bbox: 0.1529 d0.loss_iou: 0.3631 d1.loss_cls: 0.2044 d1.loss_bbox: 0.1486 d1.loss_iou: 0.3493 d2.loss_cls: 0.1910 d2.loss_bbox: 0.1461 d2.loss_iou: 0.3489 d3.loss_cls: 0.1906 d3.loss_bbox: 0.1474 d3.loss_iou: 0.3454 d4.loss_cls: 0.1861 d4.loss_bbox: 0.1483 d4.loss_iou: 0.3462 enc_loss_cls: 0.2309 enc_loss_bbox: 0.1754 enc_loss_iou: 0.4023 dn_loss_cls: 0.0184 dn_loss_bbox: 0.2100 dn_loss_iou: 0.3138 d0.dn_loss_cls: 0.0513 d0.dn_loss_bbox: 0.3346 d0.dn_loss_iou: 0.4449 d1.dn_loss_cls: 0.0284 d1.dn_loss_bbox: 0.2402 d1.dn_loss_iou: 0.3435 d2.dn_loss_cls: 0.0232 d2.dn_loss_bbox: 0.2168 d2.dn_loss_iou: 0.3202 d3.dn_loss_cls: 0.0205 d3.dn_loss_bbox: 0.2117 d3.dn_loss_iou: 0.3154 d4.dn_loss_cls: 0.0189 d4.dn_loss_bbox: 0.2107 d4.dn_loss_iou: 0.3141 2023/03/01 00:31:09 - mmengine - INFO - Epoch(train) [10][2250/7393] lr: 1.0000e-04 eta: 4:48:12 time: 0.8670 data_time: 0.0056 memory: 26871 grad_norm: 31.5065 loss: 9.2971 loss_cls: 0.1956 loss_bbox: 0.1764 loss_iou: 0.3676 d0.loss_cls: 0.2402 d0.loss_bbox: 0.1850 d0.loss_iou: 0.3906 d1.loss_cls: 0.2122 d1.loss_bbox: 0.1822 d1.loss_iou: 0.3742 d2.loss_cls: 0.2055 d2.loss_bbox: 0.1749 d2.loss_iou: 0.3679 d3.loss_cls: 0.2033 d3.loss_bbox: 0.1711 d3.loss_iou: 0.3627 d4.loss_cls: 0.1968 d4.loss_bbox: 0.1756 d4.loss_iou: 0.3681 enc_loss_cls: 0.2437 enc_loss_bbox: 0.2163 enc_loss_iou: 0.4353 dn_loss_cls: 0.0245 dn_loss_bbox: 0.2237 dn_loss_iou: 0.3325 d0.dn_loss_cls: 0.0583 d0.dn_loss_bbox: 0.3352 d0.dn_loss_iou: 0.4639 d1.dn_loss_cls: 0.0370 d1.dn_loss_bbox: 0.2479 d1.dn_loss_iou: 0.3628 d2.dn_loss_cls: 0.0299 d2.dn_loss_bbox: 0.2290 d2.dn_loss_iou: 0.3405 d3.dn_loss_cls: 0.0263 d3.dn_loss_bbox: 0.2248 d3.dn_loss_iou: 0.3340 d4.dn_loss_cls: 0.0249 d4.dn_loss_bbox: 0.2238 d4.dn_loss_iou: 0.3329 2023/03/01 00:31:52 - mmengine - INFO - Epoch(train) [10][2300/7393] lr: 1.0000e-04 eta: 4:47:29 time: 0.8646 data_time: 0.0055 memory: 27461 grad_norm: 33.4228 loss: 9.4319 loss_cls: 0.2226 loss_bbox: 0.1490 loss_iou: 0.3989 d0.loss_cls: 0.2709 d0.loss_bbox: 0.1557 d0.loss_iou: 0.4163 d1.loss_cls: 0.2423 d1.loss_bbox: 0.1516 d1.loss_iou: 0.4030 d2.loss_cls: 0.2327 d2.loss_bbox: 0.1510 d2.loss_iou: 0.3977 d3.loss_cls: 0.2254 d3.loss_bbox: 0.1489 d3.loss_iou: 0.3983 d4.loss_cls: 0.2232 d4.loss_bbox: 0.1493 d4.loss_iou: 0.3996 enc_loss_cls: 0.2659 enc_loss_bbox: 0.1812 enc_loss_iou: 0.4644 dn_loss_cls: 0.0264 dn_loss_bbox: 0.2096 dn_loss_iou: 0.3395 d0.dn_loss_cls: 0.0579 d0.dn_loss_bbox: 0.3192 d0.dn_loss_iou: 0.4649 d1.dn_loss_cls: 0.0343 d1.dn_loss_bbox: 0.2327 d1.dn_loss_iou: 0.3631 d2.dn_loss_cls: 0.0296 d2.dn_loss_bbox: 0.2117 d2.dn_loss_iou: 0.3429 d3.dn_loss_cls: 0.0271 d3.dn_loss_bbox: 0.2101 d3.dn_loss_iou: 0.3399 d4.dn_loss_cls: 0.0262 d4.dn_loss_bbox: 0.2096 d4.dn_loss_iou: 0.3394 2023/03/01 00:32:36 - mmengine - INFO - Epoch(train) [10][2350/7393] lr: 1.0000e-04 eta: 4:46:45 time: 0.8733 data_time: 0.0057 memory: 26926 grad_norm: 31.0460 loss: 9.2072 loss_cls: 0.2039 loss_bbox: 0.1599 loss_iou: 0.3598 d0.loss_cls: 0.2504 d0.loss_bbox: 0.1616 d0.loss_iou: 0.3746 d1.loss_cls: 0.2255 d1.loss_bbox: 0.1639 d1.loss_iou: 0.3696 d2.loss_cls: 0.2156 d2.loss_bbox: 0.1571 d2.loss_iou: 0.3592 d3.loss_cls: 0.2089 d3.loss_bbox: 0.1570 d3.loss_iou: 0.3621 d4.loss_cls: 0.2042 d4.loss_bbox: 0.1590 d4.loss_iou: 0.3604 enc_loss_cls: 0.2509 enc_loss_bbox: 0.1906 enc_loss_iou: 0.4200 dn_loss_cls: 0.0220 dn_loss_bbox: 0.2397 dn_loss_iou: 0.3296 d0.dn_loss_cls: 0.0508 d0.dn_loss_bbox: 0.3583 d0.dn_loss_iou: 0.4533 d1.dn_loss_cls: 0.0295 d1.dn_loss_bbox: 0.2653 d1.dn_loss_iou: 0.3573 d2.dn_loss_cls: 0.0249 d2.dn_loss_bbox: 0.2420 d2.dn_loss_iou: 0.3360 d3.dn_loss_cls: 0.0229 d3.dn_loss_bbox: 0.2394 d3.dn_loss_iou: 0.3304 d4.dn_loss_cls: 0.0222 d4.dn_loss_bbox: 0.2398 d4.dn_loss_iou: 0.3298 2023/03/01 00:33:20 - mmengine - INFO - Epoch(train) [10][2400/7393] lr: 1.0000e-04 eta: 4:46:02 time: 0.8742 data_time: 0.0058 memory: 26735 grad_norm: 33.9658 loss: 9.6759 loss_cls: 0.2281 loss_bbox: 0.1629 loss_iou: 0.4111 d0.loss_cls: 0.2729 d0.loss_bbox: 0.1816 d0.loss_iou: 0.4439 d1.loss_cls: 0.2511 d1.loss_bbox: 0.1702 d1.loss_iou: 0.4202 d2.loss_cls: 0.2369 d2.loss_bbox: 0.1651 d2.loss_iou: 0.4127 d3.loss_cls: 0.2326 d3.loss_bbox: 0.1633 d3.loss_iou: 0.4105 d4.loss_cls: 0.2254 d4.loss_bbox: 0.1656 d4.loss_iou: 0.4133 enc_loss_cls: 0.2793 enc_loss_bbox: 0.2043 enc_loss_iou: 0.4815 dn_loss_cls: 0.0243 dn_loss_bbox: 0.2200 dn_loss_iou: 0.3211 d0.dn_loss_cls: 0.0547 d0.dn_loss_bbox: 0.3245 d0.dn_loss_iou: 0.4495 d1.dn_loss_cls: 0.0326 d1.dn_loss_bbox: 0.2493 d1.dn_loss_iou: 0.3541 d2.dn_loss_cls: 0.0271 d2.dn_loss_bbox: 0.2240 d2.dn_loss_iou: 0.3282 d3.dn_loss_cls: 0.0252 d3.dn_loss_bbox: 0.2206 d3.dn_loss_iou: 0.3226 d4.dn_loss_cls: 0.0246 d4.dn_loss_bbox: 0.2198 d4.dn_loss_iou: 0.3213 2023/03/01 00:34:02 - mmengine - INFO - Epoch(train) [10][2450/7393] lr: 1.0000e-04 eta: 4:45:19 time: 0.8510 data_time: 0.0057 memory: 29387 grad_norm: 37.8506 loss: 10.0363 loss_cls: 0.2355 loss_bbox: 0.1817 loss_iou: 0.4061 d0.loss_cls: 0.2921 d0.loss_bbox: 0.1914 d0.loss_iou: 0.4272 d1.loss_cls: 0.2587 d1.loss_bbox: 0.1933 d1.loss_iou: 0.4247 d2.loss_cls: 0.2494 d2.loss_bbox: 0.1857 d2.loss_iou: 0.4131 d3.loss_cls: 0.2408 d3.loss_bbox: 0.1825 d3.loss_iou: 0.4046 d4.loss_cls: 0.2346 d4.loss_bbox: 0.1819 d4.loss_iou: 0.4064 enc_loss_cls: 0.2888 enc_loss_bbox: 0.2235 enc_loss_iou: 0.4787 dn_loss_cls: 0.0277 dn_loss_bbox: 0.2403 dn_loss_iou: 0.3325 d0.dn_loss_cls: 0.0593 d0.dn_loss_bbox: 0.3353 d0.dn_loss_iou: 0.4487 d1.dn_loss_cls: 0.0389 d1.dn_loss_bbox: 0.2656 d1.dn_loss_iou: 0.3620 d2.dn_loss_cls: 0.0323 d2.dn_loss_bbox: 0.2470 d2.dn_loss_iou: 0.3407 d3.dn_loss_cls: 0.0292 d3.dn_loss_bbox: 0.2411 d3.dn_loss_iou: 0.3339 d4.dn_loss_cls: 0.0281 d4.dn_loss_bbox: 0.2404 d4.dn_loss_iou: 0.3327 2023/03/01 00:34:14 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 00:34:46 - mmengine - INFO - Epoch(train) [10][2500/7393] lr: 1.0000e-04 eta: 4:44:35 time: 0.8687 data_time: 0.0058 memory: 28179 grad_norm: 46.7877 loss: 8.7426 loss_cls: 0.1862 loss_bbox: 0.1516 loss_iou: 0.3110 d0.loss_cls: 0.2267 d0.loss_bbox: 0.1651 d0.loss_iou: 0.3303 d1.loss_cls: 0.2023 d1.loss_bbox: 0.1623 d1.loss_iou: 0.3206 d2.loss_cls: 0.1936 d2.loss_bbox: 0.1563 d2.loss_iou: 0.3177 d3.loss_cls: 0.1902 d3.loss_bbox: 0.1533 d3.loss_iou: 0.3139 d4.loss_cls: 0.1884 d4.loss_bbox: 0.1519 d4.loss_iou: 0.3119 enc_loss_cls: 0.2301 enc_loss_bbox: 0.1836 enc_loss_iou: 0.3683 dn_loss_cls: 0.0199 dn_loss_bbox: 0.2482 dn_loss_iou: 0.3229 d0.dn_loss_cls: 0.0535 d0.dn_loss_bbox: 0.3694 d0.dn_loss_iou: 0.4519 d1.dn_loss_cls: 0.0303 d1.dn_loss_bbox: 0.2789 d1.dn_loss_iou: 0.3541 d2.dn_loss_cls: 0.0245 d2.dn_loss_bbox: 0.2543 d2.dn_loss_iou: 0.3316 d3.dn_loss_cls: 0.0222 d3.dn_loss_bbox: 0.2494 d3.dn_loss_iou: 0.3243 d4.dn_loss_cls: 0.0206 d4.dn_loss_bbox: 0.2482 d4.dn_loss_iou: 0.3232 2023/03/01 00:35:30 - mmengine - INFO - Epoch(train) [10][2550/7393] lr: 1.0000e-04 eta: 4:43:52 time: 0.8886 data_time: 0.0062 memory: 26633 grad_norm: 37.9292 loss: 9.0203 loss_cls: 0.1959 loss_bbox: 0.1527 loss_iou: 0.3749 d0.loss_cls: 0.2517 d0.loss_bbox: 0.1626 d0.loss_iou: 0.3928 d1.loss_cls: 0.2200 d1.loss_bbox: 0.1572 d1.loss_iou: 0.3805 d2.loss_cls: 0.2122 d2.loss_bbox: 0.1480 d2.loss_iou: 0.3715 d3.loss_cls: 0.2047 d3.loss_bbox: 0.1520 d3.loss_iou: 0.3713 d4.loss_cls: 0.2007 d4.loss_bbox: 0.1511 d4.loss_iou: 0.3711 enc_loss_cls: 0.2489 enc_loss_bbox: 0.1858 enc_loss_iou: 0.4331 dn_loss_cls: 0.0208 dn_loss_bbox: 0.2162 dn_loss_iou: 0.3175 d0.dn_loss_cls: 0.0503 d0.dn_loss_bbox: 0.3320 d0.dn_loss_iou: 0.4431 d1.dn_loss_cls: 0.0294 d1.dn_loss_bbox: 0.2404 d1.dn_loss_iou: 0.3495 d2.dn_loss_cls: 0.0236 d2.dn_loss_bbox: 0.2208 d2.dn_loss_iou: 0.3257 d3.dn_loss_cls: 0.0221 d3.dn_loss_bbox: 0.2169 d3.dn_loss_iou: 0.3186 d4.dn_loss_cls: 0.0209 d4.dn_loss_bbox: 0.2162 d4.dn_loss_iou: 0.3176 2023/03/01 00:36:14 - mmengine - INFO - Epoch(train) [10][2600/7393] lr: 1.0000e-04 eta: 4:43:09 time: 0.8740 data_time: 0.0063 memory: 26991 grad_norm: 29.7233 loss: 8.6259 loss_cls: 0.1876 loss_bbox: 0.1224 loss_iou: 0.2917 d0.loss_cls: 0.2154 d0.loss_bbox: 0.1378 d0.loss_iou: 0.3139 d1.loss_cls: 0.1986 d1.loss_bbox: 0.1323 d1.loss_iou: 0.3030 d2.loss_cls: 0.1895 d2.loss_bbox: 0.1283 d2.loss_iou: 0.2959 d3.loss_cls: 0.1878 d3.loss_bbox: 0.1236 d3.loss_iou: 0.2925 d4.loss_cls: 0.1878 d4.loss_bbox: 0.1228 d4.loss_iou: 0.2921 enc_loss_cls: 0.2173 enc_loss_bbox: 0.1648 enc_loss_iou: 0.3543 dn_loss_cls: 0.0261 dn_loss_bbox: 0.2634 dn_loss_iou: 0.3430 d0.dn_loss_cls: 0.0615 d0.dn_loss_bbox: 0.3844 d0.dn_loss_iou: 0.4652 d1.dn_loss_cls: 0.0351 d1.dn_loss_bbox: 0.2939 d1.dn_loss_iou: 0.3737 d2.dn_loss_cls: 0.0298 d2.dn_loss_bbox: 0.2699 d2.dn_loss_iou: 0.3509 d3.dn_loss_cls: 0.0276 d3.dn_loss_bbox: 0.2640 d3.dn_loss_iou: 0.3445 d4.dn_loss_cls: 0.0264 d4.dn_loss_bbox: 0.2636 d4.dn_loss_iou: 0.3433 2023/03/01 00:36:58 - mmengine - INFO - Epoch(train) [10][2650/7393] lr: 1.0000e-04 eta: 4:42:26 time: 0.8827 data_time: 0.0059 memory: 27689 grad_norm: 35.4790 loss: 9.1347 loss_cls: 0.2107 loss_bbox: 0.1632 loss_iou: 0.3624 d0.loss_cls: 0.2502 d0.loss_bbox: 0.1675 d0.loss_iou: 0.3759 d1.loss_cls: 0.2286 d1.loss_bbox: 0.1652 d1.loss_iou: 0.3723 d2.loss_cls: 0.2172 d2.loss_bbox: 0.1661 d2.loss_iou: 0.3668 d3.loss_cls: 0.2104 d3.loss_bbox: 0.1654 d3.loss_iou: 0.3639 d4.loss_cls: 0.2112 d4.loss_bbox: 0.1630 d4.loss_iou: 0.3614 enc_loss_cls: 0.2549 enc_loss_bbox: 0.1912 enc_loss_iou: 0.4234 dn_loss_cls: 0.0243 dn_loss_bbox: 0.2209 dn_loss_iou: 0.3245 d0.dn_loss_cls: 0.0563 d0.dn_loss_bbox: 0.3182 d0.dn_loss_iou: 0.4439 d1.dn_loss_cls: 0.0338 d1.dn_loss_bbox: 0.2428 d1.dn_loss_iou: 0.3527 d2.dn_loss_cls: 0.0275 d2.dn_loss_bbox: 0.2247 d2.dn_loss_iou: 0.3314 d3.dn_loss_cls: 0.0258 d3.dn_loss_bbox: 0.2211 d3.dn_loss_iou: 0.3260 d4.dn_loss_cls: 0.0246 d4.dn_loss_bbox: 0.2209 d4.dn_loss_iou: 0.3246 2023/03/01 00:37:41 - mmengine - INFO - Epoch(train) [10][2700/7393] lr: 1.0000e-04 eta: 4:41:42 time: 0.8574 data_time: 0.0059 memory: 31195 grad_norm: 35.6570 loss: 8.6328 loss_cls: 0.1699 loss_bbox: 0.1479 loss_iou: 0.3128 d0.loss_cls: 0.2109 d0.loss_bbox: 0.1527 d0.loss_iou: 0.3271 d1.loss_cls: 0.1931 d1.loss_bbox: 0.1464 d1.loss_iou: 0.3153 d2.loss_cls: 0.1802 d2.loss_bbox: 0.1467 d2.loss_iou: 0.3109 d3.loss_cls: 0.1737 d3.loss_bbox: 0.1471 d3.loss_iou: 0.3127 d4.loss_cls: 0.1702 d4.loss_bbox: 0.1469 d4.loss_iou: 0.3129 enc_loss_cls: 0.2167 enc_loss_bbox: 0.1751 enc_loss_iou: 0.3609 dn_loss_cls: 0.0247 dn_loss_bbox: 0.2613 dn_loss_iou: 0.3221 d0.dn_loss_cls: 0.0565 d0.dn_loss_bbox: 0.3794 d0.dn_loss_iou: 0.4443 d1.dn_loss_cls: 0.0348 d1.dn_loss_bbox: 0.2863 d1.dn_loss_iou: 0.3500 d2.dn_loss_cls: 0.0277 d2.dn_loss_bbox: 0.2662 d2.dn_loss_iou: 0.3294 d3.dn_loss_cls: 0.0258 d3.dn_loss_bbox: 0.2621 d3.dn_loss_iou: 0.3236 d4.dn_loss_cls: 0.0247 d4.dn_loss_bbox: 0.2615 d4.dn_loss_iou: 0.3224 2023/03/01 00:38:25 - mmengine - INFO - Epoch(train) [10][2750/7393] lr: 1.0000e-04 eta: 4:40:59 time: 0.8891 data_time: 0.0058 memory: 24978 grad_norm: 28.6455 loss: 8.1305 loss_cls: 0.1597 loss_bbox: 0.1327 loss_iou: 0.3244 d0.loss_cls: 0.1996 d0.loss_bbox: 0.1451 d0.loss_iou: 0.3475 d1.loss_cls: 0.1792 d1.loss_bbox: 0.1382 d1.loss_iou: 0.3337 d2.loss_cls: 0.1711 d2.loss_bbox: 0.1368 d2.loss_iou: 0.3261 d3.loss_cls: 0.1655 d3.loss_bbox: 0.1328 d3.loss_iou: 0.3247 d4.loss_cls: 0.1621 d4.loss_bbox: 0.1330 d4.loss_iou: 0.3236 enc_loss_cls: 0.2097 enc_loss_bbox: 0.1638 enc_loss_iou: 0.3823 dn_loss_cls: 0.0206 dn_loss_bbox: 0.1951 dn_loss_iou: 0.3110 d0.dn_loss_cls: 0.0542 d0.dn_loss_bbox: 0.3177 d0.dn_loss_iou: 0.4410 d1.dn_loss_cls: 0.0314 d1.dn_loss_bbox: 0.2222 d1.dn_loss_iou: 0.3408 d2.dn_loss_cls: 0.0256 d2.dn_loss_bbox: 0.2009 d2.dn_loss_iou: 0.3187 d3.dn_loss_cls: 0.0227 d3.dn_loss_bbox: 0.1969 d3.dn_loss_iou: 0.3134 d4.dn_loss_cls: 0.0208 d4.dn_loss_bbox: 0.1951 d4.dn_loss_iou: 0.3110 2023/03/01 00:39:10 - mmengine - INFO - Epoch(train) [10][2800/7393] lr: 1.0000e-04 eta: 4:40:16 time: 0.8814 data_time: 0.0056 memory: 32660 grad_norm: 28.5472 loss: 7.9835 loss_cls: 0.1592 loss_bbox: 0.1430 loss_iou: 0.3294 d0.loss_cls: 0.2029 d0.loss_bbox: 0.1507 d0.loss_iou: 0.3451 d1.loss_cls: 0.1834 d1.loss_bbox: 0.1423 d1.loss_iou: 0.3229 d2.loss_cls: 0.1680 d2.loss_bbox: 0.1427 d2.loss_iou: 0.3247 d3.loss_cls: 0.1609 d3.loss_bbox: 0.1415 d3.loss_iou: 0.3272 d4.loss_cls: 0.1601 d4.loss_bbox: 0.1418 d4.loss_iou: 0.3267 enc_loss_cls: 0.2107 enc_loss_bbox: 0.1751 enc_loss_iou: 0.3832 dn_loss_cls: 0.0203 dn_loss_bbox: 0.1920 dn_loss_iou: 0.2853 d0.dn_loss_cls: 0.0503 d0.dn_loss_bbox: 0.3135 d0.dn_loss_iou: 0.4139 d1.dn_loss_cls: 0.0281 d1.dn_loss_bbox: 0.2156 d1.dn_loss_iou: 0.3133 d2.dn_loss_cls: 0.0232 d2.dn_loss_bbox: 0.1967 d2.dn_loss_iou: 0.2916 d3.dn_loss_cls: 0.0212 d3.dn_loss_bbox: 0.1931 d3.dn_loss_iou: 0.2867 d4.dn_loss_cls: 0.0201 d4.dn_loss_bbox: 0.1918 d4.dn_loss_iou: 0.2851 2023/03/01 00:39:53 - mmengine - INFO - Epoch(train) [10][2850/7393] lr: 1.0000e-04 eta: 4:39:33 time: 0.8760 data_time: 0.0059 memory: 27860 grad_norm: 33.7173 loss: 8.4258 loss_cls: 0.1684 loss_bbox: 0.1405 loss_iou: 0.3190 d0.loss_cls: 0.2141 d0.loss_bbox: 0.1451 d0.loss_iou: 0.3311 d1.loss_cls: 0.1909 d1.loss_bbox: 0.1414 d1.loss_iou: 0.3236 d2.loss_cls: 0.1765 d2.loss_bbox: 0.1432 d2.loss_iou: 0.3200 d3.loss_cls: 0.1739 d3.loss_bbox: 0.1400 d3.loss_iou: 0.3200 d4.loss_cls: 0.1703 d4.loss_bbox: 0.1400 d4.loss_iou: 0.3183 enc_loss_cls: 0.2144 enc_loss_bbox: 0.1646 enc_loss_iou: 0.3627 dn_loss_cls: 0.0203 dn_loss_bbox: 0.2424 dn_loss_iou: 0.3123 d0.dn_loss_cls: 0.0537 d0.dn_loss_bbox: 0.3658 d0.dn_loss_iou: 0.4336 d1.dn_loss_cls: 0.0316 d1.dn_loss_bbox: 0.2672 d1.dn_loss_iou: 0.3370 d2.dn_loss_cls: 0.0246 d2.dn_loss_bbox: 0.2465 d2.dn_loss_iou: 0.3189 d3.dn_loss_cls: 0.0223 d3.dn_loss_bbox: 0.2428 d3.dn_loss_iou: 0.3137 d4.dn_loss_cls: 0.0206 d4.dn_loss_bbox: 0.2421 d4.dn_loss_iou: 0.3125 2023/03/01 00:40:37 - mmengine - INFO - Epoch(train) [10][2900/7393] lr: 1.0000e-04 eta: 4:38:49 time: 0.8797 data_time: 0.0063 memory: 26735 grad_norm: 30.9338 loss: 9.0010 loss_cls: 0.1934 loss_bbox: 0.1519 loss_iou: 0.3667 d0.loss_cls: 0.2424 d0.loss_bbox: 0.1664 d0.loss_iou: 0.3789 d1.loss_cls: 0.2177 d1.loss_bbox: 0.1576 d1.loss_iou: 0.3732 d2.loss_cls: 0.2073 d2.loss_bbox: 0.1547 d2.loss_iou: 0.3672 d3.loss_cls: 0.1962 d3.loss_bbox: 0.1536 d3.loss_iou: 0.3704 d4.loss_cls: 0.1939 d4.loss_bbox: 0.1526 d4.loss_iou: 0.3653 enc_loss_cls: 0.2372 enc_loss_bbox: 0.1878 enc_loss_iou: 0.4216 dn_loss_cls: 0.0227 dn_loss_bbox: 0.2239 dn_loss_iou: 0.3137 d0.dn_loss_cls: 0.0553 d0.dn_loss_bbox: 0.3547 d0.dn_loss_iou: 0.4393 d1.dn_loss_cls: 0.0324 d1.dn_loss_bbox: 0.2536 d1.dn_loss_iou: 0.3440 d2.dn_loss_cls: 0.0266 d2.dn_loss_bbox: 0.2306 d2.dn_loss_iou: 0.3224 d3.dn_loss_cls: 0.0238 d3.dn_loss_bbox: 0.2255 d3.dn_loss_iou: 0.3158 d4.dn_loss_cls: 0.0227 d4.dn_loss_bbox: 0.2240 d4.dn_loss_iou: 0.3140 2023/03/01 00:41:21 - mmengine - INFO - Epoch(train) [10][2950/7393] lr: 1.0000e-04 eta: 4:38:06 time: 0.8804 data_time: 0.0064 memory: 29168 grad_norm: 33.6806 loss: 8.8052 loss_cls: 0.1834 loss_bbox: 0.1471 loss_iou: 0.3378 d0.loss_cls: 0.2318 d0.loss_bbox: 0.1521 d0.loss_iou: 0.3615 d1.loss_cls: 0.2073 d1.loss_bbox: 0.1460 d1.loss_iou: 0.3432 d2.loss_cls: 0.1982 d2.loss_bbox: 0.1455 d2.loss_iou: 0.3416 d3.loss_cls: 0.1865 d3.loss_bbox: 0.1486 d3.loss_iou: 0.3388 d4.loss_cls: 0.1857 d4.loss_bbox: 0.1471 d4.loss_iou: 0.3373 enc_loss_cls: 0.2309 enc_loss_bbox: 0.1806 enc_loss_iou: 0.4057 dn_loss_cls: 0.0244 dn_loss_bbox: 0.2365 dn_loss_iou: 0.3167 d0.dn_loss_cls: 0.0557 d0.dn_loss_bbox: 0.3547 d0.dn_loss_iou: 0.4475 d1.dn_loss_cls: 0.0336 d1.dn_loss_bbox: 0.2703 d1.dn_loss_iou: 0.3518 d2.dn_loss_cls: 0.0280 d2.dn_loss_bbox: 0.2424 d2.dn_loss_iou: 0.3263 d3.dn_loss_cls: 0.0257 d3.dn_loss_bbox: 0.2368 d3.dn_loss_iou: 0.3189 d4.dn_loss_cls: 0.0250 d4.dn_loss_bbox: 0.2370 d4.dn_loss_iou: 0.3173 2023/03/01 00:42:06 - mmengine - INFO - Epoch(train) [10][3000/7393] lr: 1.0000e-04 eta: 4:37:23 time: 0.8872 data_time: 0.0062 memory: 26689 grad_norm: 29.6814 loss: 8.0256 loss_cls: 0.1442 loss_bbox: 0.1417 loss_iou: 0.2788 d0.loss_cls: 0.1776 d0.loss_bbox: 0.1485 d0.loss_iou: 0.2965 d1.loss_cls: 0.1590 d1.loss_bbox: 0.1476 d1.loss_iou: 0.2878 d2.loss_cls: 0.1490 d2.loss_bbox: 0.1437 d2.loss_iou: 0.2831 d3.loss_cls: 0.1448 d3.loss_bbox: 0.1433 d3.loss_iou: 0.2806 d4.loss_cls: 0.1429 d4.loss_bbox: 0.1429 d4.loss_iou: 0.2797 enc_loss_cls: 0.1736 enc_loss_bbox: 0.1702 enc_loss_iou: 0.3323 dn_loss_cls: 0.0230 dn_loss_bbox: 0.2335 dn_loss_iou: 0.3190 d0.dn_loss_cls: 0.0529 d0.dn_loss_bbox: 0.3787 d0.dn_loss_iou: 0.4514 d1.dn_loss_cls: 0.0328 d1.dn_loss_bbox: 0.2662 d1.dn_loss_iou: 0.3495 d2.dn_loss_cls: 0.0271 d2.dn_loss_bbox: 0.2407 d2.dn_loss_iou: 0.3277 d3.dn_loss_cls: 0.0242 d3.dn_loss_bbox: 0.2339 d3.dn_loss_iou: 0.3205 d4.dn_loss_cls: 0.0234 d4.dn_loss_bbox: 0.2337 d4.dn_loss_iou: 0.3194 2023/03/01 00:42:50 - mmengine - INFO - Epoch(train) [10][3050/7393] lr: 1.0000e-04 eta: 4:36:40 time: 0.8830 data_time: 0.0063 memory: 29182 grad_norm: 31.7118 loss: 9.1577 loss_cls: 0.1897 loss_bbox: 0.1771 loss_iou: 0.3606 d0.loss_cls: 0.2337 d0.loss_bbox: 0.1887 d0.loss_iou: 0.3832 d1.loss_cls: 0.2080 d1.loss_bbox: 0.1798 d1.loss_iou: 0.3691 d2.loss_cls: 0.2012 d2.loss_bbox: 0.1757 d2.loss_iou: 0.3631 d3.loss_cls: 0.1920 d3.loss_bbox: 0.1801 d3.loss_iou: 0.3643 d4.loss_cls: 0.1884 d4.loss_bbox: 0.1772 d4.loss_iou: 0.3625 enc_loss_cls: 0.2425 enc_loss_bbox: 0.2048 enc_loss_iou: 0.4139 dn_loss_cls: 0.0214 dn_loss_bbox: 0.2320 dn_loss_iou: 0.3143 d0.dn_loss_cls: 0.0533 d0.dn_loss_bbox: 0.3663 d0.dn_loss_iou: 0.4493 d1.dn_loss_cls: 0.0307 d1.dn_loss_bbox: 0.2597 d1.dn_loss_iou: 0.3471 d2.dn_loss_cls: 0.0255 d2.dn_loss_bbox: 0.2389 d2.dn_loss_iou: 0.3238 d3.dn_loss_cls: 0.0229 d3.dn_loss_bbox: 0.2328 d3.dn_loss_iou: 0.3157 d4.dn_loss_cls: 0.0215 d4.dn_loss_bbox: 0.2323 d4.dn_loss_iou: 0.3146 2023/03/01 00:43:34 - mmengine - INFO - Epoch(train) [10][3100/7393] lr: 1.0000e-04 eta: 4:35:56 time: 0.8745 data_time: 0.0062 memory: 26193 grad_norm: 33.2354 loss: 9.8218 loss_cls: 0.2173 loss_bbox: 0.1794 loss_iou: 0.4109 d0.loss_cls: 0.2666 d0.loss_bbox: 0.1806 d0.loss_iou: 0.4190 d1.loss_cls: 0.2398 d1.loss_bbox: 0.1805 d1.loss_iou: 0.4081 d2.loss_cls: 0.2285 d2.loss_bbox: 0.1798 d2.loss_iou: 0.4061 d3.loss_cls: 0.2232 d3.loss_bbox: 0.1782 d3.loss_iou: 0.4093 d4.loss_cls: 0.2157 d4.loss_bbox: 0.1807 d4.loss_iou: 0.4128 enc_loss_cls: 0.2691 enc_loss_bbox: 0.2073 enc_loss_iou: 0.4563 dn_loss_cls: 0.0257 dn_loss_bbox: 0.2296 dn_loss_iou: 0.3396 d0.dn_loss_cls: 0.0609 d0.dn_loss_bbox: 0.3532 d0.dn_loss_iou: 0.4669 d1.dn_loss_cls: 0.0365 d1.dn_loss_bbox: 0.2591 d1.dn_loss_iou: 0.3692 d2.dn_loss_cls: 0.0293 d2.dn_loss_bbox: 0.2378 d2.dn_loss_iou: 0.3490 d3.dn_loss_cls: 0.0272 d3.dn_loss_bbox: 0.2311 d3.dn_loss_iou: 0.3419 d4.dn_loss_cls: 0.0262 d4.dn_loss_bbox: 0.2297 d4.dn_loss_iou: 0.3398 2023/03/01 00:44:18 - mmengine - INFO - Epoch(train) [10][3150/7393] lr: 1.0000e-04 eta: 4:35:13 time: 0.8825 data_time: 0.0061 memory: 25609 grad_norm: 33.4535 loss: 9.5901 loss_cls: 0.2099 loss_bbox: 0.1658 loss_iou: 0.3857 d0.loss_cls: 0.2587 d0.loss_bbox: 0.1689 d0.loss_iou: 0.4001 d1.loss_cls: 0.2325 d1.loss_bbox: 0.1688 d1.loss_iou: 0.3890 d2.loss_cls: 0.2226 d2.loss_bbox: 0.1647 d2.loss_iou: 0.3847 d3.loss_cls: 0.2130 d3.loss_bbox: 0.1665 d3.loss_iou: 0.3865 d4.loss_cls: 0.2101 d4.loss_bbox: 0.1656 d4.loss_iou: 0.3860 enc_loss_cls: 0.2758 enc_loss_bbox: 0.1947 enc_loss_iou: 0.4449 dn_loss_cls: 0.0291 dn_loss_bbox: 0.2141 dn_loss_iou: 0.3563 d0.dn_loss_cls: 0.0606 d0.dn_loss_bbox: 0.3430 d0.dn_loss_iou: 0.4991 d1.dn_loss_cls: 0.0373 d1.dn_loss_bbox: 0.2438 d1.dn_loss_iou: 0.3916 d2.dn_loss_cls: 0.0314 d2.dn_loss_bbox: 0.2207 d2.dn_loss_iou: 0.3648 d3.dn_loss_cls: 0.0300 d3.dn_loss_bbox: 0.2157 d3.dn_loss_iou: 0.3581 d4.dn_loss_cls: 0.0288 d4.dn_loss_bbox: 0.2142 d4.dn_loss_iou: 0.3567 2023/03/01 00:45:01 - mmengine - INFO - Epoch(train) [10][3200/7393] lr: 1.0000e-04 eta: 4:34:30 time: 0.8659 data_time: 0.0061 memory: 27835 grad_norm: 32.2666 loss: 8.6411 loss_cls: 0.1829 loss_bbox: 0.1450 loss_iou: 0.3145 d0.loss_cls: 0.2168 d0.loss_bbox: 0.1586 d0.loss_iou: 0.3301 d1.loss_cls: 0.2006 d1.loss_bbox: 0.1511 d1.loss_iou: 0.3203 d2.loss_cls: 0.1909 d2.loss_bbox: 0.1467 d2.loss_iou: 0.3181 d3.loss_cls: 0.1870 d3.loss_bbox: 0.1446 d3.loss_iou: 0.3150 d4.loss_cls: 0.1855 d4.loss_bbox: 0.1431 d4.loss_iou: 0.3129 enc_loss_cls: 0.2174 enc_loss_bbox: 0.1895 enc_loss_iou: 0.3679 dn_loss_cls: 0.0244 dn_loss_bbox: 0.2266 dn_loss_iou: 0.3423 d0.dn_loss_cls: 0.0568 d0.dn_loss_bbox: 0.3297 d0.dn_loss_iou: 0.4676 d1.dn_loss_cls: 0.0338 d1.dn_loss_bbox: 0.2487 d1.dn_loss_iou: 0.3723 d2.dn_loss_cls: 0.0276 d2.dn_loss_bbox: 0.2320 d2.dn_loss_iou: 0.3509 d3.dn_loss_cls: 0.0261 d3.dn_loss_bbox: 0.2267 d3.dn_loss_iou: 0.3435 d4.dn_loss_cls: 0.0248 d4.dn_loss_bbox: 0.2264 d4.dn_loss_iou: 0.3425 2023/03/01 00:45:45 - mmengine - INFO - Epoch(train) [10][3250/7393] lr: 1.0000e-04 eta: 4:33:47 time: 0.8841 data_time: 0.0062 memory: 30988 grad_norm: 34.1703 loss: 7.4514 loss_cls: 0.1437 loss_bbox: 0.1241 loss_iou: 0.2563 d0.loss_cls: 0.1918 d0.loss_bbox: 0.1366 d0.loss_iou: 0.2712 d1.loss_cls: 0.1635 d1.loss_bbox: 0.1312 d1.loss_iou: 0.2662 d2.loss_cls: 0.1564 d2.loss_bbox: 0.1263 d2.loss_iou: 0.2580 d3.loss_cls: 0.1487 d3.loss_bbox: 0.1241 d3.loss_iou: 0.2574 d4.loss_cls: 0.1456 d4.loss_bbox: 0.1243 d4.loss_iou: 0.2565 enc_loss_cls: 0.1885 enc_loss_bbox: 0.1608 enc_loss_iou: 0.3066 dn_loss_cls: 0.0217 dn_loss_bbox: 0.2182 dn_loss_iou: 0.2749 d0.dn_loss_cls: 0.0542 d0.dn_loss_bbox: 0.3711 d0.dn_loss_iou: 0.4118 d1.dn_loss_cls: 0.0305 d1.dn_loss_bbox: 0.2538 d1.dn_loss_iou: 0.3090 d2.dn_loss_cls: 0.0241 d2.dn_loss_bbox: 0.2266 d2.dn_loss_iou: 0.2835 d3.dn_loss_cls: 0.0227 d3.dn_loss_bbox: 0.2198 d3.dn_loss_iou: 0.2767 d4.dn_loss_cls: 0.0219 d4.dn_loss_bbox: 0.2183 d4.dn_loss_iou: 0.2749 2023/03/01 00:46:28 - mmengine - INFO - Epoch(train) [10][3300/7393] lr: 1.0000e-04 eta: 4:33:03 time: 0.8618 data_time: 0.0062 memory: 26689 grad_norm: 33.2206 loss: 8.7407 loss_cls: 0.1756 loss_bbox: 0.1416 loss_iou: 0.2980 d0.loss_cls: 0.2215 d0.loss_bbox: 0.1515 d0.loss_iou: 0.3128 d1.loss_cls: 0.1927 d1.loss_bbox: 0.1474 d1.loss_iou: 0.3065 d2.loss_cls: 0.1843 d2.loss_bbox: 0.1430 d2.loss_iou: 0.3004 d3.loss_cls: 0.1771 d3.loss_bbox: 0.1431 d3.loss_iou: 0.2997 d4.loss_cls: 0.1753 d4.loss_bbox: 0.1436 d4.loss_iou: 0.3004 enc_loss_cls: 0.2198 enc_loss_bbox: 0.1775 enc_loss_iou: 0.3576 dn_loss_cls: 0.0220 dn_loss_bbox: 0.2708 dn_loss_iou: 0.3426 d0.dn_loss_cls: 0.0548 d0.dn_loss_bbox: 0.3834 d0.dn_loss_iou: 0.4680 d1.dn_loss_cls: 0.0324 d1.dn_loss_bbox: 0.2972 d1.dn_loss_iou: 0.3746 d2.dn_loss_cls: 0.0260 d2.dn_loss_bbox: 0.2745 d2.dn_loss_iou: 0.3505 d3.dn_loss_cls: 0.0233 d3.dn_loss_bbox: 0.2707 d3.dn_loss_iou: 0.3444 d4.dn_loss_cls: 0.0223 d4.dn_loss_bbox: 0.2707 d4.dn_loss_iou: 0.3430 2023/03/01 00:47:13 - mmengine - INFO - Epoch(train) [10][3350/7393] lr: 1.0000e-04 eta: 4:32:20 time: 0.8918 data_time: 0.0063 memory: 28531 grad_norm: 31.6013 loss: 8.2690 loss_cls: 0.1608 loss_bbox: 0.1380 loss_iou: 0.2823 d0.loss_cls: 0.2011 d0.loss_bbox: 0.1488 d0.loss_iou: 0.2961 d1.loss_cls: 0.1776 d1.loss_bbox: 0.1442 d1.loss_iou: 0.2911 d2.loss_cls: 0.1645 d2.loss_bbox: 0.1411 d2.loss_iou: 0.2844 d3.loss_cls: 0.1603 d3.loss_bbox: 0.1416 d3.loss_iou: 0.2846 d4.loss_cls: 0.1583 d4.loss_bbox: 0.1413 d4.loss_iou: 0.2831 enc_loss_cls: 0.2056 enc_loss_bbox: 0.1742 enc_loss_iou: 0.3354 dn_loss_cls: 0.0235 dn_loss_bbox: 0.2670 dn_loss_iou: 0.3020 d0.dn_loss_cls: 0.0583 d0.dn_loss_bbox: 0.4066 d0.dn_loss_iou: 0.4315 d1.dn_loss_cls: 0.0340 d1.dn_loss_bbox: 0.2978 d1.dn_loss_iou: 0.3331 d2.dn_loss_cls: 0.0277 d2.dn_loss_bbox: 0.2729 d2.dn_loss_iou: 0.3099 d3.dn_loss_cls: 0.0252 d3.dn_loss_bbox: 0.2683 d3.dn_loss_iou: 0.3039 d4.dn_loss_cls: 0.0238 d4.dn_loss_bbox: 0.2670 d4.dn_loss_iou: 0.3022 2023/03/01 00:47:58 - mmengine - INFO - Epoch(train) [10][3400/7393] lr: 1.0000e-04 eta: 4:31:37 time: 0.8973 data_time: 0.0063 memory: 28179 grad_norm: 30.7038 loss: 8.7239 loss_cls: 0.1739 loss_bbox: 0.1477 loss_iou: 0.3160 d0.loss_cls: 0.2160 d0.loss_bbox: 0.1505 d0.loss_iou: 0.3313 d1.loss_cls: 0.1950 d1.loss_bbox: 0.1470 d1.loss_iou: 0.3183 d2.loss_cls: 0.1826 d2.loss_bbox: 0.1459 d2.loss_iou: 0.3179 d3.loss_cls: 0.1802 d3.loss_bbox: 0.1439 d3.loss_iou: 0.3141 d4.loss_cls: 0.1787 d4.loss_bbox: 0.1428 d4.loss_iou: 0.3141 enc_loss_cls: 0.2205 enc_loss_bbox: 0.1759 enc_loss_iou: 0.3655 dn_loss_cls: 0.0249 dn_loss_bbox: 0.2469 dn_loss_iou: 0.3316 d0.dn_loss_cls: 0.0577 d0.dn_loss_bbox: 0.3914 d0.dn_loss_iou: 0.4754 d1.dn_loss_cls: 0.0353 d1.dn_loss_bbox: 0.2816 d1.dn_loss_iou: 0.3644 d2.dn_loss_cls: 0.0297 d2.dn_loss_bbox: 0.2547 d2.dn_loss_iou: 0.3404 d3.dn_loss_cls: 0.0269 d3.dn_loss_bbox: 0.2479 d3.dn_loss_iou: 0.3331 d4.dn_loss_cls: 0.0254 d4.dn_loss_bbox: 0.2470 d4.dn_loss_iou: 0.3318 2023/03/01 00:48:42 - mmengine - INFO - Epoch(train) [10][3450/7393] lr: 1.0000e-04 eta: 4:30:54 time: 0.8790 data_time: 0.0061 memory: 26735 grad_norm: 31.8143 loss: 8.1803 loss_cls: 0.1664 loss_bbox: 0.1559 loss_iou: 0.2726 d0.loss_cls: 0.1971 d0.loss_bbox: 0.1599 d0.loss_iou: 0.2859 d1.loss_cls: 0.1859 d1.loss_bbox: 0.1558 d1.loss_iou: 0.2786 d2.loss_cls: 0.1776 d2.loss_bbox: 0.1508 d2.loss_iou: 0.2729 d3.loss_cls: 0.1679 d3.loss_bbox: 0.1567 d3.loss_iou: 0.2762 d4.loss_cls: 0.1653 d4.loss_bbox: 0.1567 d4.loss_iou: 0.2736 enc_loss_cls: 0.2056 enc_loss_bbox: 0.1851 enc_loss_iou: 0.3219 dn_loss_cls: 0.0194 dn_loss_bbox: 0.2606 dn_loss_iou: 0.2918 d0.dn_loss_cls: 0.0513 d0.dn_loss_bbox: 0.3879 d0.dn_loss_iou: 0.4185 d1.dn_loss_cls: 0.0291 d1.dn_loss_bbox: 0.2914 d1.dn_loss_iou: 0.3210 d2.dn_loss_cls: 0.0238 d2.dn_loss_bbox: 0.2674 d2.dn_loss_iou: 0.3002 d3.dn_loss_cls: 0.0212 d3.dn_loss_bbox: 0.2617 d3.dn_loss_iou: 0.2939 d4.dn_loss_cls: 0.0199 d4.dn_loss_bbox: 0.2608 d4.dn_loss_iou: 0.2922 2023/03/01 00:48:53 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 00:49:26 - mmengine - INFO - Epoch(train) [10][3500/7393] lr: 1.0000e-04 eta: 4:30:11 time: 0.8813 data_time: 0.0061 memory: 28179 grad_norm: 31.3753 loss: 7.8945 loss_cls: 0.1460 loss_bbox: 0.1331 loss_iou: 0.3146 d0.loss_cls: 0.1903 d0.loss_bbox: 0.1326 d0.loss_iou: 0.3222 d1.loss_cls: 0.1646 d1.loss_bbox: 0.1367 d1.loss_iou: 0.3193 d2.loss_cls: 0.1565 d2.loss_bbox: 0.1319 d2.loss_iou: 0.3147 d3.loss_cls: 0.1498 d3.loss_bbox: 0.1350 d3.loss_iou: 0.3140 d4.loss_cls: 0.1464 d4.loss_bbox: 0.1334 d4.loss_iou: 0.3159 enc_loss_cls: 0.1965 enc_loss_bbox: 0.1571 enc_loss_iou: 0.3567 dn_loss_cls: 0.0172 dn_loss_bbox: 0.2023 dn_loss_iou: 0.3110 d0.dn_loss_cls: 0.0498 d0.dn_loss_bbox: 0.3133 d0.dn_loss_iou: 0.4364 d1.dn_loss_cls: 0.0268 d1.dn_loss_bbox: 0.2245 d1.dn_loss_iou: 0.3388 d2.dn_loss_cls: 0.0209 d2.dn_loss_bbox: 0.2059 d2.dn_loss_iou: 0.3179 d3.dn_loss_cls: 0.0182 d3.dn_loss_bbox: 0.2021 d3.dn_loss_iou: 0.3118 d4.dn_loss_cls: 0.0173 d4.dn_loss_bbox: 0.2017 d4.dn_loss_iou: 0.3110 2023/03/01 00:50:09 - mmengine - INFO - Epoch(train) [10][3550/7393] lr: 1.0000e-04 eta: 4:29:27 time: 0.8716 data_time: 0.0061 memory: 26645 grad_norm: 30.1887 loss: 7.8651 loss_cls: 0.1598 loss_bbox: 0.1261 loss_iou: 0.2941 d0.loss_cls: 0.1950 d0.loss_bbox: 0.1368 d0.loss_iou: 0.3152 d1.loss_cls: 0.1788 d1.loss_bbox: 0.1328 d1.loss_iou: 0.3018 d2.loss_cls: 0.1699 d2.loss_bbox: 0.1302 d2.loss_iou: 0.2987 d3.loss_cls: 0.1616 d3.loss_bbox: 0.1263 d3.loss_iou: 0.2956 d4.loss_cls: 0.1615 d4.loss_bbox: 0.1252 d4.loss_iou: 0.2941 enc_loss_cls: 0.1964 enc_loss_bbox: 0.1616 enc_loss_iou: 0.3451 dn_loss_cls: 0.0195 dn_loss_bbox: 0.2034 dn_loss_iou: 0.3172 d0.dn_loss_cls: 0.0509 d0.dn_loss_bbox: 0.3058 d0.dn_loss_iou: 0.4315 d1.dn_loss_cls: 0.0284 d1.dn_loss_bbox: 0.2244 d1.dn_loss_iou: 0.3396 d2.dn_loss_cls: 0.0227 d2.dn_loss_bbox: 0.2088 d2.dn_loss_iou: 0.3232 d3.dn_loss_cls: 0.0202 d3.dn_loss_bbox: 0.2042 d3.dn_loss_iou: 0.3182 d4.dn_loss_cls: 0.0195 d4.dn_loss_bbox: 0.2036 d4.dn_loss_iou: 0.3174 2023/03/01 00:50:53 - mmengine - INFO - Epoch(train) [10][3600/7393] lr: 1.0000e-04 eta: 4:28:44 time: 0.8795 data_time: 0.0064 memory: 27361 grad_norm: 30.3862 loss: 8.5994 loss_cls: 0.1744 loss_bbox: 0.1447 loss_iou: 0.3470 d0.loss_cls: 0.2100 d0.loss_bbox: 0.1553 d0.loss_iou: 0.3628 d1.loss_cls: 0.1889 d1.loss_bbox: 0.1497 d1.loss_iou: 0.3531 d2.loss_cls: 0.1814 d2.loss_bbox: 0.1465 d2.loss_iou: 0.3475 d3.loss_cls: 0.1754 d3.loss_bbox: 0.1484 d3.loss_iou: 0.3480 d4.loss_cls: 0.1739 d4.loss_bbox: 0.1461 d4.loss_iou: 0.3488 enc_loss_cls: 0.2124 enc_loss_bbox: 0.1742 enc_loss_iou: 0.3915 dn_loss_cls: 0.0199 dn_loss_bbox: 0.2190 dn_loss_iou: 0.3192 d0.dn_loss_cls: 0.0518 d0.dn_loss_bbox: 0.3354 d0.dn_loss_iou: 0.4500 d1.dn_loss_cls: 0.0290 d1.dn_loss_bbox: 0.2459 d1.dn_loss_iou: 0.3521 d2.dn_loss_cls: 0.0239 d2.dn_loss_bbox: 0.2247 d2.dn_loss_iou: 0.3272 d3.dn_loss_cls: 0.0219 d3.dn_loss_bbox: 0.2199 d3.dn_loss_iou: 0.3205 d4.dn_loss_cls: 0.0204 d4.dn_loss_bbox: 0.2192 d4.dn_loss_iou: 0.3194 2023/03/01 00:51:37 - mmengine - INFO - Epoch(train) [10][3650/7393] lr: 1.0000e-04 eta: 4:28:01 time: 0.8687 data_time: 0.0065 memory: 27184 grad_norm: 35.5485 loss: 9.4398 loss_cls: 0.2131 loss_bbox: 0.1613 loss_iou: 0.3839 d0.loss_cls: 0.2602 d0.loss_bbox: 0.1738 d0.loss_iou: 0.4060 d1.loss_cls: 0.2334 d1.loss_bbox: 0.1659 d1.loss_iou: 0.3870 d2.loss_cls: 0.2284 d2.loss_bbox: 0.1604 d2.loss_iou: 0.3829 d3.loss_cls: 0.2167 d3.loss_bbox: 0.1622 d3.loss_iou: 0.3850 d4.loss_cls: 0.2148 d4.loss_bbox: 0.1612 d4.loss_iou: 0.3840 enc_loss_cls: 0.2669 enc_loss_bbox: 0.1986 enc_loss_iou: 0.4500 dn_loss_cls: 0.0239 dn_loss_bbox: 0.2320 dn_loss_iou: 0.3250 d0.dn_loss_cls: 0.0604 d0.dn_loss_bbox: 0.3389 d0.dn_loss_iou: 0.4504 d1.dn_loss_cls: 0.0368 d1.dn_loss_bbox: 0.2556 d1.dn_loss_iou: 0.3545 d2.dn_loss_cls: 0.0300 d2.dn_loss_bbox: 0.2355 d2.dn_loss_iou: 0.3322 d3.dn_loss_cls: 0.0272 d3.dn_loss_bbox: 0.2331 d3.dn_loss_iou: 0.3266 d4.dn_loss_cls: 0.0248 d4.dn_loss_bbox: 0.2319 d4.dn_loss_iou: 0.3252 2023/03/01 00:52:21 - mmengine - INFO - Epoch(train) [10][3700/7393] lr: 1.0000e-04 eta: 4:27:17 time: 0.8757 data_time: 0.0062 memory: 36947 grad_norm: 34.3109 loss: 8.9184 loss_cls: 0.1907 loss_bbox: 0.1506 loss_iou: 0.3451 d0.loss_cls: 0.2362 d0.loss_bbox: 0.1561 d0.loss_iou: 0.3611 d1.loss_cls: 0.2056 d1.loss_bbox: 0.1604 d1.loss_iou: 0.3579 d2.loss_cls: 0.1959 d2.loss_bbox: 0.1564 d2.loss_iou: 0.3509 d3.loss_cls: 0.1943 d3.loss_bbox: 0.1500 d3.loss_iou: 0.3462 d4.loss_cls: 0.1915 d4.loss_bbox: 0.1503 d4.loss_iou: 0.3453 enc_loss_cls: 0.2285 enc_loss_bbox: 0.1914 enc_loss_iou: 0.4094 dn_loss_cls: 0.0225 dn_loss_bbox: 0.2297 dn_loss_iou: 0.3281 d0.dn_loss_cls: 0.0561 d0.dn_loss_bbox: 0.3461 d0.dn_loss_iou: 0.4487 d1.dn_loss_cls: 0.0319 d1.dn_loss_bbox: 0.2589 d1.dn_loss_iou: 0.3582 d2.dn_loss_cls: 0.0266 d2.dn_loss_bbox: 0.2362 d2.dn_loss_iou: 0.3364 d3.dn_loss_cls: 0.0239 d3.dn_loss_bbox: 0.2308 d3.dn_loss_iou: 0.3299 d4.dn_loss_cls: 0.0228 d4.dn_loss_bbox: 0.2297 d4.dn_loss_iou: 0.3281 2023/03/01 00:53:04 - mmengine - INFO - Epoch(train) [10][3750/7393] lr: 1.0000e-04 eta: 4:26:34 time: 0.8778 data_time: 0.0062 memory: 29091 grad_norm: 34.7746 loss: 8.4973 loss_cls: 0.1919 loss_bbox: 0.1432 loss_iou: 0.2773 d0.loss_cls: 0.2359 d0.loss_bbox: 0.1455 d0.loss_iou: 0.2885 d1.loss_cls: 0.2121 d1.loss_bbox: 0.1456 d1.loss_iou: 0.2853 d2.loss_cls: 0.2060 d2.loss_bbox: 0.1388 d2.loss_iou: 0.2747 d3.loss_cls: 0.1983 d3.loss_bbox: 0.1393 d3.loss_iou: 0.2741 d4.loss_cls: 0.1937 d4.loss_bbox: 0.1407 d4.loss_iou: 0.2751 enc_loss_cls: 0.2304 enc_loss_bbox: 0.1821 enc_loss_iou: 0.3286 dn_loss_cls: 0.0296 dn_loss_bbox: 0.2686 dn_loss_iou: 0.3022 d0.dn_loss_cls: 0.0621 d0.dn_loss_bbox: 0.4049 d0.dn_loss_iou: 0.4320 d1.dn_loss_cls: 0.0394 d1.dn_loss_bbox: 0.2969 d1.dn_loss_iou: 0.3312 d2.dn_loss_cls: 0.0331 d2.dn_loss_bbox: 0.2735 d2.dn_loss_iou: 0.3101 d3.dn_loss_cls: 0.0310 d3.dn_loss_bbox: 0.2703 d3.dn_loss_iou: 0.3048 d4.dn_loss_cls: 0.0301 d4.dn_loss_bbox: 0.2683 d4.dn_loss_iou: 0.3023 2023/03/01 00:53:48 - mmengine - INFO - Epoch(train) [10][3800/7393] lr: 1.0000e-04 eta: 4:25:51 time: 0.8714 data_time: 0.0062 memory: 29861 grad_norm: 34.6704 loss: 7.8198 loss_cls: 0.1609 loss_bbox: 0.1291 loss_iou: 0.2874 d0.loss_cls: 0.1907 d0.loss_bbox: 0.1370 d0.loss_iou: 0.3064 d1.loss_cls: 0.1753 d1.loss_bbox: 0.1327 d1.loss_iou: 0.2958 d2.loss_cls: 0.1703 d2.loss_bbox: 0.1264 d2.loss_iou: 0.2895 d3.loss_cls: 0.1640 d3.loss_bbox: 0.1292 d3.loss_iou: 0.2863 d4.loss_cls: 0.1608 d4.loss_bbox: 0.1296 d4.loss_iou: 0.2881 enc_loss_cls: 0.1914 enc_loss_bbox: 0.1581 enc_loss_iou: 0.3397 dn_loss_cls: 0.0219 dn_loss_bbox: 0.2105 dn_loss_iou: 0.3026 d0.dn_loss_cls: 0.0508 d0.dn_loss_bbox: 0.3256 d0.dn_loss_iou: 0.4387 d1.dn_loss_cls: 0.0286 d1.dn_loss_bbox: 0.2362 d1.dn_loss_iou: 0.3353 d2.dn_loss_cls: 0.0238 d2.dn_loss_bbox: 0.2143 d2.dn_loss_iou: 0.3099 d3.dn_loss_cls: 0.0225 d3.dn_loss_bbox: 0.2111 d3.dn_loss_iou: 0.3041 d4.dn_loss_cls: 0.0220 d4.dn_loss_bbox: 0.2104 d4.dn_loss_iou: 0.3028 2023/03/01 00:54:33 - mmengine - INFO - Epoch(train) [10][3850/7393] lr: 1.0000e-04 eta: 4:25:08 time: 0.8908 data_time: 0.0063 memory: 29235 grad_norm: 37.9649 loss: 8.9719 loss_cls: 0.1766 loss_bbox: 0.1654 loss_iou: 0.3127 d0.loss_cls: 0.2285 d0.loss_bbox: 0.1587 d0.loss_iou: 0.3288 d1.loss_cls: 0.2040 d1.loss_bbox: 0.1601 d1.loss_iou: 0.3155 d2.loss_cls: 0.1922 d2.loss_bbox: 0.1582 d2.loss_iou: 0.3087 d3.loss_cls: 0.1819 d3.loss_bbox: 0.1600 d3.loss_iou: 0.3121 d4.loss_cls: 0.1794 d4.loss_bbox: 0.1604 d4.loss_iou: 0.3122 enc_loss_cls: 0.2262 enc_loss_bbox: 0.1947 enc_loss_iou: 0.3757 dn_loss_cls: 0.0241 dn_loss_bbox: 0.2628 dn_loss_iou: 0.3410 d0.dn_loss_cls: 0.0553 d0.dn_loss_bbox: 0.3925 d0.dn_loss_iou: 0.4789 d1.dn_loss_cls: 0.0328 d1.dn_loss_bbox: 0.2928 d1.dn_loss_iou: 0.3738 d2.dn_loss_cls: 0.0271 d2.dn_loss_bbox: 0.2680 d2.dn_loss_iou: 0.3504 d3.dn_loss_cls: 0.0256 d3.dn_loss_bbox: 0.2629 d3.dn_loss_iou: 0.3427 d4.dn_loss_cls: 0.0242 d4.dn_loss_bbox: 0.2632 d4.dn_loss_iou: 0.3415 2023/03/01 00:55:16 - mmengine - INFO - Epoch(train) [10][3900/7393] lr: 1.0000e-04 eta: 4:24:24 time: 0.8736 data_time: 0.0062 memory: 26767 grad_norm: 36.4506 loss: 8.3181 loss_cls: 0.1728 loss_bbox: 0.1410 loss_iou: 0.3155 d0.loss_cls: 0.2041 d0.loss_bbox: 0.1505 d0.loss_iou: 0.3385 d1.loss_cls: 0.1854 d1.loss_bbox: 0.1449 d1.loss_iou: 0.3238 d2.loss_cls: 0.1786 d2.loss_bbox: 0.1432 d2.loss_iou: 0.3159 d3.loss_cls: 0.1774 d3.loss_bbox: 0.1396 d3.loss_iou: 0.3160 d4.loss_cls: 0.1706 d4.loss_bbox: 0.1416 d4.loss_iou: 0.3173 enc_loss_cls: 0.2039 enc_loss_bbox: 0.1804 enc_loss_iou: 0.3808 dn_loss_cls: 0.0209 dn_loss_bbox: 0.2277 dn_loss_iou: 0.3032 d0.dn_loss_cls: 0.0507 d0.dn_loss_bbox: 0.3481 d0.dn_loss_iou: 0.4312 d1.dn_loss_cls: 0.0287 d1.dn_loss_bbox: 0.2564 d1.dn_loss_iou: 0.3324 d2.dn_loss_cls: 0.0231 d2.dn_loss_bbox: 0.2340 d2.dn_loss_iou: 0.3118 d3.dn_loss_cls: 0.0222 d3.dn_loss_bbox: 0.2286 d3.dn_loss_iou: 0.3051 d4.dn_loss_cls: 0.0208 d4.dn_loss_bbox: 0.2279 d4.dn_loss_iou: 0.3034 2023/03/01 00:56:01 - mmengine - INFO - Epoch(train) [10][3950/7393] lr: 1.0000e-04 eta: 4:23:41 time: 0.8887 data_time: 0.0065 memory: 29002 grad_norm: 32.2970 loss: 8.6609 loss_cls: 0.1753 loss_bbox: 0.1490 loss_iou: 0.3024 d0.loss_cls: 0.2192 d0.loss_bbox: 0.1529 d0.loss_iou: 0.3161 d1.loss_cls: 0.1946 d1.loss_bbox: 0.1516 d1.loss_iou: 0.3055 d2.loss_cls: 0.1835 d2.loss_bbox: 0.1502 d2.loss_iou: 0.3053 d3.loss_cls: 0.1785 d3.loss_bbox: 0.1489 d3.loss_iou: 0.3025 d4.loss_cls: 0.1754 d4.loss_bbox: 0.1484 d4.loss_iou: 0.3028 enc_loss_cls: 0.2142 enc_loss_bbox: 0.1768 enc_loss_iou: 0.3509 dn_loss_cls: 0.0250 dn_loss_bbox: 0.2710 dn_loss_iou: 0.3140 d0.dn_loss_cls: 0.0578 d0.dn_loss_bbox: 0.4029 d0.dn_loss_iou: 0.4411 d1.dn_loss_cls: 0.0353 d1.dn_loss_bbox: 0.3027 d1.dn_loss_iou: 0.3479 d2.dn_loss_cls: 0.0292 d2.dn_loss_bbox: 0.2782 d2.dn_loss_iou: 0.3250 d3.dn_loss_cls: 0.0266 d3.dn_loss_bbox: 0.2724 d3.dn_loss_iou: 0.3172 d4.dn_loss_cls: 0.0253 d4.dn_loss_bbox: 0.2709 d4.dn_loss_iou: 0.3144 2023/03/01 00:56:44 - mmengine - INFO - Epoch(train) [10][4000/7393] lr: 1.0000e-04 eta: 4:22:58 time: 0.8572 data_time: 0.0062 memory: 25246 grad_norm: 44.2428 loss: 8.4729 loss_cls: 0.1642 loss_bbox: 0.1387 loss_iou: 0.3089 d0.loss_cls: 0.2060 d0.loss_bbox: 0.1501 d0.loss_iou: 0.3222 d1.loss_cls: 0.1824 d1.loss_bbox: 0.1441 d1.loss_iou: 0.3182 d2.loss_cls: 0.1745 d2.loss_bbox: 0.1406 d2.loss_iou: 0.3097 d3.loss_cls: 0.1689 d3.loss_bbox: 0.1379 d3.loss_iou: 0.3087 d4.loss_cls: 0.1656 d4.loss_bbox: 0.1386 d4.loss_iou: 0.3086 enc_loss_cls: 0.2111 enc_loss_bbox: 0.1710 enc_loss_iou: 0.3539 dn_loss_cls: 0.0215 dn_loss_bbox: 0.2430 dn_loss_iou: 0.3295 d0.dn_loss_cls: 0.0562 d0.dn_loss_bbox: 0.3674 d0.dn_loss_iou: 0.4619 d1.dn_loss_cls: 0.0302 d1.dn_loss_bbox: 0.2743 d1.dn_loss_iou: 0.3609 d2.dn_loss_cls: 0.0247 d2.dn_loss_bbox: 0.2498 d2.dn_loss_iou: 0.3372 d3.dn_loss_cls: 0.0229 d3.dn_loss_bbox: 0.2447 d3.dn_loss_iou: 0.3308 d4.dn_loss_cls: 0.0218 d4.dn_loss_bbox: 0.2430 d4.dn_loss_iou: 0.3295 2023/03/01 00:57:27 - mmengine - INFO - Epoch(train) [10][4050/7393] lr: 1.0000e-04 eta: 4:22:14 time: 0.8695 data_time: 0.0062 memory: 26104 grad_norm: 31.6845 loss: 9.6414 loss_cls: 0.2058 loss_bbox: 0.1680 loss_iou: 0.3735 d0.loss_cls: 0.2608 d0.loss_bbox: 0.1767 d0.loss_iou: 0.3980 d1.loss_cls: 0.2303 d1.loss_bbox: 0.1692 d1.loss_iou: 0.3802 d2.loss_cls: 0.2199 d2.loss_bbox: 0.1630 d2.loss_iou: 0.3704 d3.loss_cls: 0.2118 d3.loss_bbox: 0.1645 d3.loss_iou: 0.3704 d4.loss_cls: 0.2084 d4.loss_bbox: 0.1652 d4.loss_iou: 0.3699 enc_loss_cls: 0.2593 enc_loss_bbox: 0.2035 enc_loss_iou: 0.4424 dn_loss_cls: 0.0216 dn_loss_bbox: 0.2730 dn_loss_iou: 0.3277 d0.dn_loss_cls: 0.0551 d0.dn_loss_bbox: 0.3923 d0.dn_loss_iou: 0.4637 d1.dn_loss_cls: 0.0315 d1.dn_loss_bbox: 0.3073 d1.dn_loss_iou: 0.3643 d2.dn_loss_cls: 0.0252 d2.dn_loss_bbox: 0.2813 d2.dn_loss_iou: 0.3372 d3.dn_loss_cls: 0.0228 d3.dn_loss_bbox: 0.2741 d3.dn_loss_iou: 0.3296 d4.dn_loss_cls: 0.0221 d4.dn_loss_bbox: 0.2731 d4.dn_loss_iou: 0.3280 2023/03/01 00:58:11 - mmengine - INFO - Epoch(train) [10][4100/7393] lr: 1.0000e-04 eta: 4:21:31 time: 0.8797 data_time: 0.0063 memory: 30034 grad_norm: 32.1839 loss: 9.0959 loss_cls: 0.2017 loss_bbox: 0.1595 loss_iou: 0.3667 d0.loss_cls: 0.2541 d0.loss_bbox: 0.1697 d0.loss_iou: 0.3898 d1.loss_cls: 0.2259 d1.loss_bbox: 0.1624 d1.loss_iou: 0.3752 d2.loss_cls: 0.2123 d2.loss_bbox: 0.1602 d2.loss_iou: 0.3710 d3.loss_cls: 0.2081 d3.loss_bbox: 0.1597 d3.loss_iou: 0.3630 d4.loss_cls: 0.2052 d4.loss_bbox: 0.1587 d4.loss_iou: 0.3654 enc_loss_cls: 0.2566 enc_loss_bbox: 0.1991 enc_loss_iou: 0.4307 dn_loss_cls: 0.0229 dn_loss_bbox: 0.2211 dn_loss_iou: 0.3113 d0.dn_loss_cls: 0.0572 d0.dn_loss_bbox: 0.3387 d0.dn_loss_iou: 0.4391 d1.dn_loss_cls: 0.0332 d1.dn_loss_bbox: 0.2473 d1.dn_loss_iou: 0.3410 d2.dn_loss_cls: 0.0274 d2.dn_loss_bbox: 0.2266 d2.dn_loss_iou: 0.3195 d3.dn_loss_cls: 0.0247 d3.dn_loss_bbox: 0.2217 d3.dn_loss_iou: 0.3126 d4.dn_loss_cls: 0.0235 d4.dn_loss_bbox: 0.2215 d4.dn_loss_iou: 0.3116 2023/03/01 00:58:55 - mmengine - INFO - Epoch(train) [10][4150/7393] lr: 1.0000e-04 eta: 4:20:48 time: 0.8763 data_time: 0.0063 memory: 27470 grad_norm: 29.7649 loss: 8.5368 loss_cls: 0.1739 loss_bbox: 0.1561 loss_iou: 0.3154 d0.loss_cls: 0.2199 d0.loss_bbox: 0.1610 d0.loss_iou: 0.3223 d1.loss_cls: 0.1912 d1.loss_bbox: 0.1606 d1.loss_iou: 0.3214 d2.loss_cls: 0.1856 d2.loss_bbox: 0.1572 d2.loss_iou: 0.3174 d3.loss_cls: 0.1756 d3.loss_bbox: 0.1579 d3.loss_iou: 0.3167 d4.loss_cls: 0.1771 d4.loss_bbox: 0.1547 d4.loss_iou: 0.3130 enc_loss_cls: 0.2217 enc_loss_bbox: 0.1818 enc_loss_iou: 0.3609 dn_loss_cls: 0.0200 dn_loss_bbox: 0.2431 dn_loss_iou: 0.3013 d0.dn_loss_cls: 0.0538 d0.dn_loss_bbox: 0.3793 d0.dn_loss_iou: 0.4343 d1.dn_loss_cls: 0.0302 d1.dn_loss_bbox: 0.2767 d1.dn_loss_iou: 0.3351 d2.dn_loss_cls: 0.0241 d2.dn_loss_bbox: 0.2521 d2.dn_loss_iou: 0.3105 d3.dn_loss_cls: 0.0215 d3.dn_loss_bbox: 0.2445 d3.dn_loss_iou: 0.3035 d4.dn_loss_cls: 0.0205 d4.dn_loss_bbox: 0.2432 d4.dn_loss_iou: 0.3016 2023/03/01 00:59:39 - mmengine - INFO - Epoch(train) [10][4200/7393] lr: 1.0000e-04 eta: 4:20:05 time: 0.8754 data_time: 0.0063 memory: 27242 grad_norm: 33.8321 loss: 9.0211 loss_cls: 0.1880 loss_bbox: 0.1462 loss_iou: 0.3340 d0.loss_cls: 0.2273 d0.loss_bbox: 0.1545 d0.loss_iou: 0.3513 d1.loss_cls: 0.2073 d1.loss_bbox: 0.1507 d1.loss_iou: 0.3381 d2.loss_cls: 0.1970 d2.loss_bbox: 0.1484 d2.loss_iou: 0.3346 d3.loss_cls: 0.1903 d3.loss_bbox: 0.1490 d3.loss_iou: 0.3341 d4.loss_cls: 0.1890 d4.loss_bbox: 0.1465 d4.loss_iou: 0.3332 enc_loss_cls: 0.2321 enc_loss_bbox: 0.1791 enc_loss_iou: 0.3987 dn_loss_cls: 0.0245 dn_loss_bbox: 0.2653 dn_loss_iou: 0.3261 d0.dn_loss_cls: 0.0609 d0.dn_loss_bbox: 0.3938 d0.dn_loss_iou: 0.4613 d1.dn_loss_cls: 0.0355 d1.dn_loss_bbox: 0.2949 d1.dn_loss_iou: 0.3555 d2.dn_loss_cls: 0.0292 d2.dn_loss_bbox: 0.2727 d2.dn_loss_iou: 0.3341 d3.dn_loss_cls: 0.0269 d3.dn_loss_bbox: 0.2668 d3.dn_loss_iou: 0.3277 d4.dn_loss_cls: 0.0255 d4.dn_loss_bbox: 0.2650 d4.dn_loss_iou: 0.3263 2023/03/01 01:00:22 - mmengine - INFO - Epoch(train) [10][4250/7393] lr: 1.0000e-04 eta: 4:19:21 time: 0.8619 data_time: 0.0066 memory: 27526 grad_norm: 33.1385 loss: 9.2643 loss_cls: 0.2079 loss_bbox: 0.1790 loss_iou: 0.3531 d0.loss_cls: 0.2570 d0.loss_bbox: 0.1840 d0.loss_iou: 0.3628 d1.loss_cls: 0.2312 d1.loss_bbox: 0.1778 d1.loss_iou: 0.3543 d2.loss_cls: 0.2158 d2.loss_bbox: 0.1787 d2.loss_iou: 0.3500 d3.loss_cls: 0.2095 d3.loss_bbox: 0.1791 d3.loss_iou: 0.3516 d4.loss_cls: 0.2088 d4.loss_bbox: 0.1788 d4.loss_iou: 0.3522 enc_loss_cls: 0.2647 enc_loss_bbox: 0.2085 enc_loss_iou: 0.4091 dn_loss_cls: 0.0238 dn_loss_bbox: 0.2348 dn_loss_iou: 0.3161 d0.dn_loss_cls: 0.0572 d0.dn_loss_bbox: 0.3600 d0.dn_loss_iou: 0.4503 d1.dn_loss_cls: 0.0336 d1.dn_loss_bbox: 0.2696 d1.dn_loss_iou: 0.3509 d2.dn_loss_cls: 0.0283 d2.dn_loss_bbox: 0.2432 d2.dn_loss_iou: 0.3263 d3.dn_loss_cls: 0.0257 d3.dn_loss_bbox: 0.2358 d3.dn_loss_iou: 0.3188 d4.dn_loss_cls: 0.0239 d4.dn_loss_bbox: 0.2351 d4.dn_loss_iou: 0.3167 2023/03/01 01:01:05 - mmengine - INFO - Epoch(train) [10][4300/7393] lr: 1.0000e-04 eta: 4:18:38 time: 0.8671 data_time: 0.0062 memory: 28179 grad_norm: 34.8810 loss: 9.1543 loss_cls: 0.1910 loss_bbox: 0.1446 loss_iou: 0.3982 d0.loss_cls: 0.2346 d0.loss_bbox: 0.1545 d0.loss_iou: 0.4191 d1.loss_cls: 0.2094 d1.loss_bbox: 0.1497 d1.loss_iou: 0.4027 d2.loss_cls: 0.1940 d2.loss_bbox: 0.1489 d2.loss_iou: 0.4040 d3.loss_cls: 0.1911 d3.loss_bbox: 0.1461 d3.loss_iou: 0.3988 d4.loss_cls: 0.1928 d4.loss_bbox: 0.1455 d4.loss_iou: 0.3987 enc_loss_cls: 0.2381 enc_loss_bbox: 0.1757 enc_loss_iou: 0.4708 dn_loss_cls: 0.0228 dn_loss_bbox: 0.2046 dn_loss_iou: 0.3383 d0.dn_loss_cls: 0.0566 d0.dn_loss_bbox: 0.3143 d0.dn_loss_iou: 0.4659 d1.dn_loss_cls: 0.0323 d1.dn_loss_bbox: 0.2293 d1.dn_loss_iou: 0.3665 d2.dn_loss_cls: 0.0257 d2.dn_loss_bbox: 0.2100 d2.dn_loss_iou: 0.3448 d3.dn_loss_cls: 0.0238 d3.dn_loss_bbox: 0.2052 d3.dn_loss_iou: 0.3393 d4.dn_loss_cls: 0.0229 d4.dn_loss_bbox: 0.2049 d4.dn_loss_iou: 0.3386 2023/03/01 01:01:48 - mmengine - INFO - Epoch(train) [10][4350/7393] lr: 1.0000e-04 eta: 4:17:54 time: 0.8603 data_time: 0.0062 memory: 28179 grad_norm: 36.3107 loss: 8.6774 loss_cls: 0.2024 loss_bbox: 0.1346 loss_iou: 0.3645 d0.loss_cls: 0.2416 d0.loss_bbox: 0.1378 d0.loss_iou: 0.3781 d1.loss_cls: 0.2194 d1.loss_bbox: 0.1355 d1.loss_iou: 0.3705 d2.loss_cls: 0.2094 d2.loss_bbox: 0.1314 d2.loss_iou: 0.3617 d3.loss_cls: 0.2037 d3.loss_bbox: 0.1341 d3.loss_iou: 0.3620 d4.loss_cls: 0.2016 d4.loss_bbox: 0.1342 d4.loss_iou: 0.3638 enc_loss_cls: 0.2436 enc_loss_bbox: 0.1500 enc_loss_iou: 0.4167 dn_loss_cls: 0.0222 dn_loss_bbox: 0.1952 dn_loss_iou: 0.3196 d0.dn_loss_cls: 0.0539 d0.dn_loss_bbox: 0.3094 d0.dn_loss_iou: 0.4515 d1.dn_loss_cls: 0.0313 d1.dn_loss_bbox: 0.2170 d1.dn_loss_iou: 0.3479 d2.dn_loss_cls: 0.0262 d2.dn_loss_bbox: 0.2005 d2.dn_loss_iou: 0.3273 d3.dn_loss_cls: 0.0237 d3.dn_loss_bbox: 0.1959 d3.dn_loss_iou: 0.3216 d4.dn_loss_cls: 0.0223 d4.dn_loss_bbox: 0.1953 d4.dn_loss_iou: 0.3197 2023/03/01 01:02:33 - mmengine - INFO - Epoch(train) [10][4400/7393] lr: 1.0000e-04 eta: 4:17:11 time: 0.8924 data_time: 0.0063 memory: 30389 grad_norm: 34.0212 loss: 8.5541 loss_cls: 0.1708 loss_bbox: 0.1479 loss_iou: 0.2967 d0.loss_cls: 0.2104 d0.loss_bbox: 0.1556 d0.loss_iou: 0.3124 d1.loss_cls: 0.1872 d1.loss_bbox: 0.1544 d1.loss_iou: 0.3055 d2.loss_cls: 0.1776 d2.loss_bbox: 0.1524 d2.loss_iou: 0.3018 d3.loss_cls: 0.1747 d3.loss_bbox: 0.1477 d3.loss_iou: 0.2961 d4.loss_cls: 0.1716 d4.loss_bbox: 0.1479 d4.loss_iou: 0.2968 enc_loss_cls: 0.2146 enc_loss_bbox: 0.1761 enc_loss_iou: 0.3451 dn_loss_cls: 0.0243 dn_loss_bbox: 0.2622 dn_loss_iou: 0.3207 d0.dn_loss_cls: 0.0599 d0.dn_loss_bbox: 0.3787 d0.dn_loss_iou: 0.4450 d1.dn_loss_cls: 0.0350 d1.dn_loss_bbox: 0.2919 d1.dn_loss_iou: 0.3508 d2.dn_loss_cls: 0.0276 d2.dn_loss_bbox: 0.2673 d2.dn_loss_iou: 0.3291 d3.dn_loss_cls: 0.0254 d3.dn_loss_bbox: 0.2631 d3.dn_loss_iou: 0.3219 d4.dn_loss_cls: 0.0248 d4.dn_loss_bbox: 0.2621 d4.dn_loss_iou: 0.3208 2023/03/01 01:03:17 - mmengine - INFO - Epoch(train) [10][4450/7393] lr: 1.0000e-04 eta: 4:16:28 time: 0.8784 data_time: 0.0062 memory: 27663 grad_norm: 33.4114 loss: 9.8228 loss_cls: 0.2182 loss_bbox: 0.1779 loss_iou: 0.4069 d0.loss_cls: 0.2769 d0.loss_bbox: 0.1895 d0.loss_iou: 0.4315 d1.loss_cls: 0.2460 d1.loss_bbox: 0.1830 d1.loss_iou: 0.4169 d2.loss_cls: 0.2318 d2.loss_bbox: 0.1794 d2.loss_iou: 0.4096 d3.loss_cls: 0.2247 d3.loss_bbox: 0.1783 d3.loss_iou: 0.4049 d4.loss_cls: 0.2198 d4.loss_bbox: 0.1786 d4.loss_iou: 0.4081 enc_loss_cls: 0.2781 enc_loss_bbox: 0.2137 enc_loss_iou: 0.4763 dn_loss_cls: 0.0247 dn_loss_bbox: 0.2324 dn_loss_iou: 0.3268 d0.dn_loss_cls: 0.0559 d0.dn_loss_bbox: 0.3517 d0.dn_loss_iou: 0.4525 d1.dn_loss_cls: 0.0333 d1.dn_loss_bbox: 0.2623 d1.dn_loss_iou: 0.3584 d2.dn_loss_cls: 0.0279 d2.dn_loss_bbox: 0.2386 d2.dn_loss_iou: 0.3354 d3.dn_loss_cls: 0.0261 d3.dn_loss_bbox: 0.2335 d3.dn_loss_iou: 0.3286 d4.dn_loss_cls: 0.0249 d4.dn_loss_bbox: 0.2325 d4.dn_loss_iou: 0.3272 2023/03/01 01:03:28 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 01:04:01 - mmengine - INFO - Epoch(train) [10][4500/7393] lr: 1.0000e-04 eta: 4:15:45 time: 0.8790 data_time: 0.0061 memory: 26633 grad_norm: 32.4820 loss: 8.4388 loss_cls: 0.1782 loss_bbox: 0.1252 loss_iou: 0.3650 d0.loss_cls: 0.2206 d0.loss_bbox: 0.1330 d0.loss_iou: 0.3910 d1.loss_cls: 0.1965 d1.loss_bbox: 0.1273 d1.loss_iou: 0.3702 d2.loss_cls: 0.1858 d2.loss_bbox: 0.1280 d2.loss_iou: 0.3662 d3.loss_cls: 0.1810 d3.loss_bbox: 0.1256 d3.loss_iou: 0.3650 d4.loss_cls: 0.1773 d4.loss_bbox: 0.1258 d4.loss_iou: 0.3677 enc_loss_cls: 0.2212 enc_loss_bbox: 0.1595 enc_loss_iou: 0.4338 dn_loss_cls: 0.0182 dn_loss_bbox: 0.1973 dn_loss_iou: 0.3116 d0.dn_loss_cls: 0.0495 d0.dn_loss_bbox: 0.3040 d0.dn_loss_iou: 0.4341 d1.dn_loss_cls: 0.0273 d1.dn_loss_bbox: 0.2161 d1.dn_loss_iou: 0.3375 d2.dn_loss_cls: 0.0222 d2.dn_loss_bbox: 0.2003 d2.dn_loss_iou: 0.3183 d3.dn_loss_cls: 0.0195 d3.dn_loss_bbox: 0.1979 d3.dn_loss_iou: 0.3128 d4.dn_loss_cls: 0.0185 d4.dn_loss_bbox: 0.1978 d4.dn_loss_iou: 0.3119 2023/03/01 01:04:45 - mmengine - INFO - Epoch(train) [10][4550/7393] lr: 1.0000e-04 eta: 4:15:01 time: 0.8902 data_time: 0.0062 memory: 28519 grad_norm: 32.7440 loss: 8.9445 loss_cls: 0.1962 loss_bbox: 0.1403 loss_iou: 0.3456 d0.loss_cls: 0.2515 d0.loss_bbox: 0.1465 d0.loss_iou: 0.3594 d1.loss_cls: 0.2244 d1.loss_bbox: 0.1381 d1.loss_iou: 0.3474 d2.loss_cls: 0.2127 d2.loss_bbox: 0.1363 d2.loss_iou: 0.3425 d3.loss_cls: 0.2031 d3.loss_bbox: 0.1392 d3.loss_iou: 0.3436 d4.loss_cls: 0.2006 d4.loss_bbox: 0.1397 d4.loss_iou: 0.3452 enc_loss_cls: 0.2488 enc_loss_bbox: 0.1739 enc_loss_iou: 0.4078 dn_loss_cls: 0.0205 dn_loss_bbox: 0.2203 dn_loss_iou: 0.3421 d0.dn_loss_cls: 0.0558 d0.dn_loss_bbox: 0.3386 d0.dn_loss_iou: 0.4861 d1.dn_loss_cls: 0.0310 d1.dn_loss_bbox: 0.2520 d1.dn_loss_iou: 0.3794 d2.dn_loss_cls: 0.0255 d2.dn_loss_bbox: 0.2270 d2.dn_loss_iou: 0.3514 d3.dn_loss_cls: 0.0231 d3.dn_loss_bbox: 0.2215 d3.dn_loss_iou: 0.3435 d4.dn_loss_cls: 0.0211 d4.dn_loss_bbox: 0.2204 d4.dn_loss_iou: 0.3421 2023/03/01 01:05:29 - mmengine - INFO - Epoch(train) [10][4600/7393] lr: 1.0000e-04 eta: 4:14:18 time: 0.8695 data_time: 0.0061 memory: 26871 grad_norm: 33.9153 loss: 8.2108 loss_cls: 0.1610 loss_bbox: 0.1395 loss_iou: 0.2968 d0.loss_cls: 0.2054 d0.loss_bbox: 0.1436 d0.loss_iou: 0.3123 d1.loss_cls: 0.1810 d1.loss_bbox: 0.1430 d1.loss_iou: 0.3023 d2.loss_cls: 0.1674 d2.loss_bbox: 0.1389 d2.loss_iou: 0.3034 d3.loss_cls: 0.1639 d3.loss_bbox: 0.1394 d3.loss_iou: 0.2977 d4.loss_cls: 0.1615 d4.loss_bbox: 0.1394 d4.loss_iou: 0.2970 enc_loss_cls: 0.2021 enc_loss_bbox: 0.1688 enc_loss_iou: 0.3484 dn_loss_cls: 0.0198 dn_loss_bbox: 0.2387 dn_loss_iou: 0.3082 d0.dn_loss_cls: 0.0546 d0.dn_loss_bbox: 0.3786 d0.dn_loss_iou: 0.4381 d1.dn_loss_cls: 0.0298 d1.dn_loss_bbox: 0.2706 d1.dn_loss_iou: 0.3383 d2.dn_loss_cls: 0.0234 d2.dn_loss_bbox: 0.2444 d2.dn_loss_iou: 0.3171 d3.dn_loss_cls: 0.0215 d3.dn_loss_bbox: 0.2384 d3.dn_loss_iou: 0.3098 d4.dn_loss_cls: 0.0203 d4.dn_loss_bbox: 0.2382 d4.dn_loss_iou: 0.3084 2023/03/01 01:06:12 - mmengine - INFO - Epoch(train) [10][4650/7393] lr: 1.0000e-04 eta: 4:13:35 time: 0.8742 data_time: 0.0059 memory: 32954 grad_norm: 31.7598 loss: 7.5710 loss_cls: 0.1589 loss_bbox: 0.1239 loss_iou: 0.2778 d0.loss_cls: 0.1887 d0.loss_bbox: 0.1317 d0.loss_iou: 0.3002 d1.loss_cls: 0.1731 d1.loss_bbox: 0.1282 d1.loss_iou: 0.2839 d2.loss_cls: 0.1693 d2.loss_bbox: 0.1246 d2.loss_iou: 0.2759 d3.loss_cls: 0.1631 d3.loss_bbox: 0.1235 d3.loss_iou: 0.2755 d4.loss_cls: 0.1603 d4.loss_bbox: 0.1242 d4.loss_iou: 0.2758 enc_loss_cls: 0.1976 enc_loss_bbox: 0.1474 enc_loss_iou: 0.3262 dn_loss_cls: 0.0181 dn_loss_bbox: 0.1950 dn_loss_iou: 0.3033 d0.dn_loss_cls: 0.0509 d0.dn_loss_bbox: 0.3089 d0.dn_loss_iou: 0.4225 d1.dn_loss_cls: 0.0271 d1.dn_loss_bbox: 0.2201 d1.dn_loss_iou: 0.3288 d2.dn_loss_cls: 0.0218 d2.dn_loss_bbox: 0.2001 d2.dn_loss_iou: 0.3090 d3.dn_loss_cls: 0.0197 d3.dn_loss_bbox: 0.1956 d3.dn_loss_iou: 0.3045 d4.dn_loss_cls: 0.0183 d4.dn_loss_bbox: 0.1946 d4.dn_loss_iou: 0.3032 2023/03/01 01:06:56 - mmengine - INFO - Epoch(train) [10][4700/7393] lr: 1.0000e-04 eta: 4:12:51 time: 0.8816 data_time: 0.0057 memory: 26767 grad_norm: 36.6346 loss: 8.9314 loss_cls: 0.1871 loss_bbox: 0.1462 loss_iou: 0.3768 d0.loss_cls: 0.2309 d0.loss_bbox: 0.1577 d0.loss_iou: 0.4005 d1.loss_cls: 0.2037 d1.loss_bbox: 0.1533 d1.loss_iou: 0.3901 d2.loss_cls: 0.1962 d2.loss_bbox: 0.1484 d2.loss_iou: 0.3793 d3.loss_cls: 0.1928 d3.loss_bbox: 0.1451 d3.loss_iou: 0.3734 d4.loss_cls: 0.1847 d4.loss_bbox: 0.1474 d4.loss_iou: 0.3775 enc_loss_cls: 0.2367 enc_loss_bbox: 0.1777 enc_loss_iou: 0.4395 dn_loss_cls: 0.0239 dn_loss_bbox: 0.2050 dn_loss_iou: 0.3240 d0.dn_loss_cls: 0.0560 d0.dn_loss_bbox: 0.3264 d0.dn_loss_iou: 0.4557 d1.dn_loss_cls: 0.0345 d1.dn_loss_bbox: 0.2305 d1.dn_loss_iou: 0.3546 d2.dn_loss_cls: 0.0277 d2.dn_loss_bbox: 0.2095 d2.dn_loss_iou: 0.3314 d3.dn_loss_cls: 0.0257 d3.dn_loss_bbox: 0.2048 d3.dn_loss_iou: 0.3245 d4.dn_loss_cls: 0.0242 d4.dn_loss_bbox: 0.2046 d4.dn_loss_iou: 0.3236 2023/03/01 01:07:40 - mmengine - INFO - Epoch(train) [10][4750/7393] lr: 1.0000e-04 eta: 4:12:08 time: 0.8652 data_time: 0.0056 memory: 27160 grad_norm: 31.6412 loss: 8.0557 loss_cls: 0.1833 loss_bbox: 0.1366 loss_iou: 0.2993 d0.loss_cls: 0.2184 d0.loss_bbox: 0.1487 d0.loss_iou: 0.3221 d1.loss_cls: 0.1990 d1.loss_bbox: 0.1425 d1.loss_iou: 0.3065 d2.loss_cls: 0.1870 d2.loss_bbox: 0.1435 d2.loss_iou: 0.3050 d3.loss_cls: 0.1829 d3.loss_bbox: 0.1412 d3.loss_iou: 0.3020 d4.loss_cls: 0.1820 d4.loss_bbox: 0.1382 d4.loss_iou: 0.2993 enc_loss_cls: 0.2195 enc_loss_bbox: 0.1714 enc_loss_iou: 0.3623 dn_loss_cls: 0.0215 dn_loss_bbox: 0.2042 dn_loss_iou: 0.2978 d0.dn_loss_cls: 0.0524 d0.dn_loss_bbox: 0.3077 d0.dn_loss_iou: 0.4157 d1.dn_loss_cls: 0.0307 d1.dn_loss_bbox: 0.2252 d1.dn_loss_iou: 0.3234 d2.dn_loss_cls: 0.0249 d2.dn_loss_bbox: 0.2076 d2.dn_loss_iou: 0.3044 d3.dn_loss_cls: 0.0234 d3.dn_loss_bbox: 0.2039 d3.dn_loss_iou: 0.2987 d4.dn_loss_cls: 0.0213 d4.dn_loss_bbox: 0.2042 d4.dn_loss_iou: 0.2979 2023/03/01 01:08:23 - mmengine - INFO - Epoch(train) [10][4800/7393] lr: 1.0000e-04 eta: 4:11:25 time: 0.8729 data_time: 0.0057 memory: 32085 grad_norm: 34.1634 loss: 10.4011 loss_cls: 0.2397 loss_bbox: 0.1831 loss_iou: 0.4394 d0.loss_cls: 0.2991 d0.loss_bbox: 0.1871 d0.loss_iou: 0.4634 d1.loss_cls: 0.2645 d1.loss_bbox: 0.1829 d1.loss_iou: 0.4483 d2.loss_cls: 0.2540 d2.loss_bbox: 0.1799 d2.loss_iou: 0.4412 d3.loss_cls: 0.2441 d3.loss_bbox: 0.1798 d3.loss_iou: 0.4388 d4.loss_cls: 0.2403 d4.loss_bbox: 0.1828 d4.loss_iou: 0.4392 enc_loss_cls: 0.2918 enc_loss_bbox: 0.2148 enc_loss_iou: 0.5079 dn_loss_cls: 0.0274 dn_loss_bbox: 0.2444 dn_loss_iou: 0.3508 d0.dn_loss_cls: 0.0608 d0.dn_loss_bbox: 0.3447 d0.dn_loss_iou: 0.4749 d1.dn_loss_cls: 0.0392 d1.dn_loss_bbox: 0.2653 d1.dn_loss_iou: 0.3797 d2.dn_loss_cls: 0.0323 d2.dn_loss_bbox: 0.2487 d2.dn_loss_iou: 0.3587 d3.dn_loss_cls: 0.0299 d3.dn_loss_bbox: 0.2460 d3.dn_loss_iou: 0.3527 d4.dn_loss_cls: 0.0277 d4.dn_loss_bbox: 0.2445 d4.dn_loss_iou: 0.3512 2023/03/01 01:09:07 - mmengine - INFO - Epoch(train) [10][4850/7393] lr: 1.0000e-04 eta: 4:10:41 time: 0.8819 data_time: 0.0056 memory: 26749 grad_norm: 31.2167 loss: 9.2317 loss_cls: 0.2109 loss_bbox: 0.1532 loss_iou: 0.4162 d0.loss_cls: 0.2503 d0.loss_bbox: 0.1661 d0.loss_iou: 0.4376 d1.loss_cls: 0.2268 d1.loss_bbox: 0.1570 d1.loss_iou: 0.4228 d2.loss_cls: 0.2169 d2.loss_bbox: 0.1588 d2.loss_iou: 0.4242 d3.loss_cls: 0.2144 d3.loss_bbox: 0.1565 d3.loss_iou: 0.4172 d4.loss_cls: 0.2133 d4.loss_bbox: 0.1537 d4.loss_iou: 0.4164 enc_loss_cls: 0.2573 enc_loss_bbox: 0.1825 enc_loss_iou: 0.4717 dn_loss_cls: 0.0237 dn_loss_bbox: 0.1878 dn_loss_iou: 0.3210 d0.dn_loss_cls: 0.0519 d0.dn_loss_bbox: 0.2828 d0.dn_loss_iou: 0.4394 d1.dn_loss_cls: 0.0316 d1.dn_loss_bbox: 0.2071 d1.dn_loss_iou: 0.3476 d2.dn_loss_cls: 0.0263 d2.dn_loss_bbox: 0.1923 d2.dn_loss_iou: 0.3280 d3.dn_loss_cls: 0.0246 d3.dn_loss_bbox: 0.1889 d3.dn_loss_iou: 0.3224 d4.dn_loss_cls: 0.0240 d4.dn_loss_bbox: 0.1876 d4.dn_loss_iou: 0.3210 2023/03/01 01:09:52 - mmengine - INFO - Epoch(train) [10][4900/7393] lr: 1.0000e-04 eta: 4:09:58 time: 0.8829 data_time: 0.0056 memory: 26735 grad_norm: 30.8817 loss: 8.5541 loss_cls: 0.1742 loss_bbox: 0.1429 loss_iou: 0.3164 d0.loss_cls: 0.2079 d0.loss_bbox: 0.1510 d0.loss_iou: 0.3352 d1.loss_cls: 0.1841 d1.loss_bbox: 0.1470 d1.loss_iou: 0.3218 d2.loss_cls: 0.1792 d2.loss_bbox: 0.1442 d2.loss_iou: 0.3163 d3.loss_cls: 0.1779 d3.loss_bbox: 0.1403 d3.loss_iou: 0.3157 d4.loss_cls: 0.1752 d4.loss_bbox: 0.1409 d4.loss_iou: 0.3159 enc_loss_cls: 0.2108 enc_loss_bbox: 0.1666 enc_loss_iou: 0.3667 dn_loss_cls: 0.0241 dn_loss_bbox: 0.2621 dn_loss_iou: 0.3135 d0.dn_loss_cls: 0.0534 d0.dn_loss_bbox: 0.3737 d0.dn_loss_iou: 0.4280 d1.dn_loss_cls: 0.0316 d1.dn_loss_bbox: 0.2854 d1.dn_loss_iou: 0.3373 d2.dn_loss_cls: 0.0273 d2.dn_loss_bbox: 0.2665 d2.dn_loss_iou: 0.3190 d3.dn_loss_cls: 0.0250 d3.dn_loss_bbox: 0.2620 d3.dn_loss_iou: 0.3144 d4.dn_loss_cls: 0.0243 d4.dn_loss_bbox: 0.2624 d4.dn_loss_iou: 0.3138 2023/03/01 01:10:36 - mmengine - INFO - Epoch(train) [10][4950/7393] lr: 1.0000e-04 eta: 4:09:15 time: 0.8884 data_time: 0.0057 memory: 28104 grad_norm: 32.5847 loss: 8.7515 loss_cls: 0.1926 loss_bbox: 0.1508 loss_iou: 0.3068 d0.loss_cls: 0.2224 d0.loss_bbox: 0.1607 d0.loss_iou: 0.3246 d1.loss_cls: 0.2051 d1.loss_bbox: 0.1538 d1.loss_iou: 0.3145 d2.loss_cls: 0.1952 d2.loss_bbox: 0.1506 d2.loss_iou: 0.3139 d3.loss_cls: 0.1937 d3.loss_bbox: 0.1501 d3.loss_iou: 0.3082 d4.loss_cls: 0.1917 d4.loss_bbox: 0.1519 d4.loss_iou: 0.3090 enc_loss_cls: 0.2232 enc_loss_bbox: 0.1852 enc_loss_iou: 0.3662 dn_loss_cls: 0.0272 dn_loss_bbox: 0.2508 dn_loss_iou: 0.3234 d0.dn_loss_cls: 0.0605 d0.dn_loss_bbox: 0.3769 d0.dn_loss_iou: 0.4536 d1.dn_loss_cls: 0.0367 d1.dn_loss_bbox: 0.2780 d1.dn_loss_iou: 0.3533 d2.dn_loss_cls: 0.0304 d2.dn_loss_bbox: 0.2540 d2.dn_loss_iou: 0.3303 d3.dn_loss_cls: 0.0282 d3.dn_loss_bbox: 0.2508 d3.dn_loss_iou: 0.3250 d4.dn_loss_cls: 0.0279 d4.dn_loss_bbox: 0.2506 d4.dn_loss_iou: 0.3237 2023/03/01 01:11:19 - mmengine - INFO - Epoch(train) [10][5000/7393] lr: 1.0000e-04 eta: 4:08:32 time: 0.8690 data_time: 0.0057 memory: 26789 grad_norm: 36.1087 loss: 8.5995 loss_cls: 0.1755 loss_bbox: 0.1335 loss_iou: 0.3157 d0.loss_cls: 0.2234 d0.loss_bbox: 0.1394 d0.loss_iou: 0.3315 d1.loss_cls: 0.1998 d1.loss_bbox: 0.1325 d1.loss_iou: 0.3164 d2.loss_cls: 0.1866 d2.loss_bbox: 0.1327 d2.loss_iou: 0.3155 d3.loss_cls: 0.1830 d3.loss_bbox: 0.1324 d3.loss_iou: 0.3107 d4.loss_cls: 0.1791 d4.loss_bbox: 0.1321 d4.loss_iou: 0.3146 enc_loss_cls: 0.2196 enc_loss_bbox: 0.1685 enc_loss_iou: 0.3730 dn_loss_cls: 0.0275 dn_loss_bbox: 0.2481 dn_loss_iou: 0.3316 d0.dn_loss_cls: 0.0597 d0.dn_loss_bbox: 0.3532 d0.dn_loss_iou: 0.4523 d1.dn_loss_cls: 0.0370 d1.dn_loss_bbox: 0.2715 d1.dn_loss_iou: 0.3603 d2.dn_loss_cls: 0.0310 d2.dn_loss_bbox: 0.2531 d2.dn_loss_iou: 0.3399 d3.dn_loss_cls: 0.0294 d3.dn_loss_bbox: 0.2486 d3.dn_loss_iou: 0.3331 d4.dn_loss_cls: 0.0284 d4.dn_loss_bbox: 0.2479 d4.dn_loss_iou: 0.3316 2023/03/01 01:12:03 - mmengine - INFO - Epoch(train) [10][5050/7393] lr: 1.0000e-04 eta: 4:07:48 time: 0.8791 data_time: 0.0057 memory: 29603 grad_norm: 30.8469 loss: 8.6055 loss_cls: 0.1666 loss_bbox: 0.1568 loss_iou: 0.3207 d0.loss_cls: 0.2200 d0.loss_bbox: 0.1564 d0.loss_iou: 0.3313 d1.loss_cls: 0.1923 d1.loss_bbox: 0.1546 d1.loss_iou: 0.3221 d2.loss_cls: 0.1807 d2.loss_bbox: 0.1531 d2.loss_iou: 0.3190 d3.loss_cls: 0.1756 d3.loss_bbox: 0.1530 d3.loss_iou: 0.3168 d4.loss_cls: 0.1711 d4.loss_bbox: 0.1539 d4.loss_iou: 0.3159 enc_loss_cls: 0.2216 enc_loss_bbox: 0.1829 enc_loss_iou: 0.3630 dn_loss_cls: 0.0226 dn_loss_bbox: 0.2618 dn_loss_iou: 0.3057 d0.dn_loss_cls: 0.0552 d0.dn_loss_bbox: 0.3734 d0.dn_loss_iou: 0.4280 d1.dn_loss_cls: 0.0324 d1.dn_loss_bbox: 0.2793 d1.dn_loss_iou: 0.3316 d2.dn_loss_cls: 0.0269 d2.dn_loss_bbox: 0.2649 d2.dn_loss_iou: 0.3126 d3.dn_loss_cls: 0.0248 d3.dn_loss_bbox: 0.2619 d3.dn_loss_iou: 0.3069 d4.dn_loss_cls: 0.0229 d4.dn_loss_bbox: 0.2616 d4.dn_loss_iou: 0.3057 2023/03/01 01:12:47 - mmengine - INFO - Epoch(train) [10][5100/7393] lr: 1.0000e-04 eta: 4:07:05 time: 0.8725 data_time: 0.0063 memory: 26632 grad_norm: 30.6096 loss: 8.3952 loss_cls: 0.1663 loss_bbox: 0.1334 loss_iou: 0.2689 d0.loss_cls: 0.2003 d0.loss_bbox: 0.1441 d0.loss_iou: 0.2901 d1.loss_cls: 0.1860 d1.loss_bbox: 0.1374 d1.loss_iou: 0.2762 d2.loss_cls: 0.1747 d2.loss_bbox: 0.1350 d2.loss_iou: 0.2728 d3.loss_cls: 0.1693 d3.loss_bbox: 0.1332 d3.loss_iou: 0.2695 d4.loss_cls: 0.1676 d4.loss_bbox: 0.1335 d4.loss_iou: 0.2688 enc_loss_cls: 0.2055 enc_loss_bbox: 0.1686 enc_loss_iou: 0.3162 dn_loss_cls: 0.0247 dn_loss_bbox: 0.2692 dn_loss_iou: 0.3314 d0.dn_loss_cls: 0.0629 d0.dn_loss_bbox: 0.4095 d0.dn_loss_iou: 0.4726 d1.dn_loss_cls: 0.0367 d1.dn_loss_bbox: 0.3004 d1.dn_loss_iou: 0.3650 d2.dn_loss_cls: 0.0297 d2.dn_loss_bbox: 0.2756 d2.dn_loss_iou: 0.3415 d3.dn_loss_cls: 0.0271 d3.dn_loss_bbox: 0.2712 d3.dn_loss_iou: 0.3338 d4.dn_loss_cls: 0.0253 d4.dn_loss_bbox: 0.2693 d4.dn_loss_iou: 0.3318 2023/03/01 01:13:32 - mmengine - INFO - Epoch(train) [10][5150/7393] lr: 1.0000e-04 eta: 4:06:22 time: 0.8921 data_time: 0.0057 memory: 29182 grad_norm: 35.2224 loss: 8.6009 loss_cls: 0.1766 loss_bbox: 0.1507 loss_iou: 0.3137 d0.loss_cls: 0.2122 d0.loss_bbox: 0.1611 d0.loss_iou: 0.3297 d1.loss_cls: 0.1941 d1.loss_bbox: 0.1531 d1.loss_iou: 0.3181 d2.loss_cls: 0.1847 d2.loss_bbox: 0.1501 d2.loss_iou: 0.3154 d3.loss_cls: 0.1779 d3.loss_bbox: 0.1529 d3.loss_iou: 0.3155 d4.loss_cls: 0.1768 d4.loss_bbox: 0.1508 d4.loss_iou: 0.3154 enc_loss_cls: 0.2198 enc_loss_bbox: 0.1815 enc_loss_iou: 0.3661 dn_loss_cls: 0.0224 dn_loss_bbox: 0.2470 dn_loss_iou: 0.3203 d0.dn_loss_cls: 0.0545 d0.dn_loss_bbox: 0.3618 d0.dn_loss_iou: 0.4436 d1.dn_loss_cls: 0.0324 d1.dn_loss_bbox: 0.2699 d1.dn_loss_iou: 0.3453 d2.dn_loss_cls: 0.0266 d2.dn_loss_bbox: 0.2512 d2.dn_loss_iou: 0.3263 d3.dn_loss_cls: 0.0236 d3.dn_loss_bbox: 0.2478 d3.dn_loss_iou: 0.3214 d4.dn_loss_cls: 0.0228 d4.dn_loss_bbox: 0.2472 d4.dn_loss_iou: 0.3206 2023/03/01 01:14:15 - mmengine - INFO - Epoch(train) [10][5200/7393] lr: 1.0000e-04 eta: 4:05:39 time: 0.8658 data_time: 0.0056 memory: 27689 grad_norm: 30.5804 loss: 9.6956 loss_cls: 0.2302 loss_bbox: 0.1682 loss_iou: 0.4076 d0.loss_cls: 0.2780 d0.loss_bbox: 0.1721 d0.loss_iou: 0.4217 d1.loss_cls: 0.2523 d1.loss_bbox: 0.1693 d1.loss_iou: 0.4084 d2.loss_cls: 0.2425 d2.loss_bbox: 0.1642 d2.loss_iou: 0.4030 d3.loss_cls: 0.2362 d3.loss_bbox: 0.1640 d3.loss_iou: 0.4043 d4.loss_cls: 0.2304 d4.loss_bbox: 0.1681 d4.loss_iou: 0.4072 enc_loss_cls: 0.2793 enc_loss_bbox: 0.1997 enc_loss_iou: 0.4632 dn_loss_cls: 0.0251 dn_loss_bbox: 0.2203 dn_loss_iou: 0.3344 d0.dn_loss_cls: 0.0577 d0.dn_loss_bbox: 0.3229 d0.dn_loss_iou: 0.4579 d1.dn_loss_cls: 0.0352 d1.dn_loss_bbox: 0.2473 d1.dn_loss_iou: 0.3645 d2.dn_loss_cls: 0.0286 d2.dn_loss_bbox: 0.2264 d2.dn_loss_iou: 0.3421 d3.dn_loss_cls: 0.0265 d3.dn_loss_bbox: 0.2214 d3.dn_loss_iou: 0.3359 d4.dn_loss_cls: 0.0250 d4.dn_loss_bbox: 0.2200 d4.dn_loss_iou: 0.3344 2023/03/01 01:14:59 - mmengine - INFO - Epoch(train) [10][5250/7393] lr: 1.0000e-04 eta: 4:04:55 time: 0.8731 data_time: 0.0055 memory: 26789 grad_norm: 30.3561 loss: 8.8738 loss_cls: 0.1938 loss_bbox: 0.1489 loss_iou: 0.3497 d0.loss_cls: 0.2373 d0.loss_bbox: 0.1518 d0.loss_iou: 0.3651 d1.loss_cls: 0.2135 d1.loss_bbox: 0.1520 d1.loss_iou: 0.3583 d2.loss_cls: 0.1994 d2.loss_bbox: 0.1517 d2.loss_iou: 0.3537 d3.loss_cls: 0.1965 d3.loss_bbox: 0.1508 d3.loss_iou: 0.3514 d4.loss_cls: 0.1945 d4.loss_bbox: 0.1498 d4.loss_iou: 0.3494 enc_loss_cls: 0.2419 enc_loss_bbox: 0.1822 enc_loss_iou: 0.4086 dn_loss_cls: 0.0271 dn_loss_bbox: 0.2346 dn_loss_iou: 0.3159 d0.dn_loss_cls: 0.0555 d0.dn_loss_bbox: 0.3367 d0.dn_loss_iou: 0.4359 d1.dn_loss_cls: 0.0326 d1.dn_loss_bbox: 0.2531 d1.dn_loss_iou: 0.3411 d2.dn_loss_cls: 0.0277 d2.dn_loss_bbox: 0.2370 d2.dn_loss_iou: 0.3218 d3.dn_loss_cls: 0.0263 d3.dn_loss_bbox: 0.2343 d3.dn_loss_iou: 0.3165 d4.dn_loss_cls: 0.0262 d4.dn_loss_bbox: 0.2349 d4.dn_loss_iou: 0.3162 2023/03/01 01:15:43 - mmengine - INFO - Epoch(train) [10][5300/7393] lr: 1.0000e-04 eta: 4:04:12 time: 0.8785 data_time: 0.0061 memory: 27774 grad_norm: 33.0398 loss: 8.3041 loss_cls: 0.1716 loss_bbox: 0.1385 loss_iou: 0.2985 d0.loss_cls: 0.2130 d0.loss_bbox: 0.1514 d0.loss_iou: 0.3095 d1.loss_cls: 0.1911 d1.loss_bbox: 0.1426 d1.loss_iou: 0.3036 d2.loss_cls: 0.1803 d2.loss_bbox: 0.1388 d2.loss_iou: 0.3006 d3.loss_cls: 0.1775 d3.loss_bbox: 0.1373 d3.loss_iou: 0.2981 d4.loss_cls: 0.1742 d4.loss_bbox: 0.1381 d4.loss_iou: 0.2970 enc_loss_cls: 0.2110 enc_loss_bbox: 0.1816 enc_loss_iou: 0.3566 dn_loss_cls: 0.0225 dn_loss_bbox: 0.2242 dn_loss_iou: 0.3281 d0.dn_loss_cls: 0.0559 d0.dn_loss_bbox: 0.3273 d0.dn_loss_iou: 0.4529 d1.dn_loss_cls: 0.0323 d1.dn_loss_bbox: 0.2457 d1.dn_loss_iou: 0.3565 d2.dn_loss_cls: 0.0264 d2.dn_loss_bbox: 0.2304 d2.dn_loss_iou: 0.3367 d3.dn_loss_cls: 0.0240 d3.dn_loss_bbox: 0.2256 d3.dn_loss_iou: 0.3300 d4.dn_loss_cls: 0.0228 d4.dn_loss_bbox: 0.2238 d4.dn_loss_iou: 0.3282 2023/03/01 01:16:27 - mmengine - INFO - Epoch(train) [10][5350/7393] lr: 1.0000e-04 eta: 4:03:29 time: 0.8893 data_time: 0.0062 memory: 27689 grad_norm: 34.2490 loss: 9.8979 loss_cls: 0.2445 loss_bbox: 0.1613 loss_iou: 0.4549 d0.loss_cls: 0.2939 d0.loss_bbox: 0.1728 d0.loss_iou: 0.4850 d1.loss_cls: 0.2613 d1.loss_bbox: 0.1705 d1.loss_iou: 0.4720 d2.loss_cls: 0.2531 d2.loss_bbox: 0.1659 d2.loss_iou: 0.4669 d3.loss_cls: 0.2479 d3.loss_bbox: 0.1620 d3.loss_iou: 0.4599 d4.loss_cls: 0.2424 d4.loss_bbox: 0.1623 d4.loss_iou: 0.4554 enc_loss_cls: 0.2947 enc_loss_bbox: 0.1925 enc_loss_iou: 0.5315 dn_loss_cls: 0.0238 dn_loss_bbox: 0.1953 dn_loss_iou: 0.3185 d0.dn_loss_cls: 0.0517 d0.dn_loss_bbox: 0.2942 d0.dn_loss_iou: 0.4404 d1.dn_loss_cls: 0.0304 d1.dn_loss_bbox: 0.2164 d1.dn_loss_iou: 0.3457 d2.dn_loss_cls: 0.0256 d2.dn_loss_bbox: 0.2012 d2.dn_loss_iou: 0.3268 d3.dn_loss_cls: 0.0238 d3.dn_loss_bbox: 0.1960 d3.dn_loss_iou: 0.3201 d4.dn_loss_cls: 0.0233 d4.dn_loss_bbox: 0.1954 d4.dn_loss_iou: 0.3187 2023/03/01 01:17:11 - mmengine - INFO - Epoch(train) [10][5400/7393] lr: 1.0000e-04 eta: 4:02:45 time: 0.8810 data_time: 0.0061 memory: 27915 grad_norm: 32.2926 loss: 8.9421 loss_cls: 0.1847 loss_bbox: 0.1403 loss_iou: 0.3658 d0.loss_cls: 0.2246 d0.loss_bbox: 0.1470 d0.loss_iou: 0.3806 d1.loss_cls: 0.2037 d1.loss_bbox: 0.1460 d1.loss_iou: 0.3714 d2.loss_cls: 0.1987 d2.loss_bbox: 0.1417 d2.loss_iou: 0.3646 d3.loss_cls: 0.1927 d3.loss_bbox: 0.1400 d3.loss_iou: 0.3638 d4.loss_cls: 0.1830 d4.loss_bbox: 0.1442 d4.loss_iou: 0.3697 enc_loss_cls: 0.2325 enc_loss_bbox: 0.1714 enc_loss_iou: 0.4222 dn_loss_cls: 0.0209 dn_loss_bbox: 0.2300 dn_loss_iou: 0.3387 d0.dn_loss_cls: 0.0477 d0.dn_loss_bbox: 0.3290 d0.dn_loss_iou: 0.4573 d1.dn_loss_cls: 0.0286 d1.dn_loss_bbox: 0.2511 d1.dn_loss_iou: 0.3652 d2.dn_loss_cls: 0.0235 d2.dn_loss_bbox: 0.2338 d2.dn_loss_iou: 0.3450 d3.dn_loss_cls: 0.0220 d3.dn_loss_bbox: 0.2302 d3.dn_loss_iou: 0.3398 d4.dn_loss_cls: 0.0212 d4.dn_loss_bbox: 0.2304 d4.dn_loss_iou: 0.3389 2023/03/01 01:17:56 - mmengine - INFO - Epoch(train) [10][5450/7393] lr: 1.0000e-04 eta: 4:02:02 time: 0.8934 data_time: 0.0061 memory: 28668 grad_norm: 36.0000 loss: 8.1305 loss_cls: 0.1532 loss_bbox: 0.1377 loss_iou: 0.2928 d0.loss_cls: 0.1950 d0.loss_bbox: 0.1487 d0.loss_iou: 0.3041 d1.loss_cls: 0.1718 d1.loss_bbox: 0.1399 d1.loss_iou: 0.2963 d2.loss_cls: 0.1614 d2.loss_bbox: 0.1377 d2.loss_iou: 0.2923 d3.loss_cls: 0.1587 d3.loss_bbox: 0.1355 d3.loss_iou: 0.2907 d4.loss_cls: 0.1521 d4.loss_bbox: 0.1378 d4.loss_iou: 0.2932 enc_loss_cls: 0.2008 enc_loss_bbox: 0.1637 enc_loss_iou: 0.3345 dn_loss_cls: 0.0270 dn_loss_bbox: 0.2367 dn_loss_iou: 0.3163 d0.dn_loss_cls: 0.0589 d0.dn_loss_bbox: 0.3453 d0.dn_loss_iou: 0.4473 d1.dn_loss_cls: 0.0355 d1.dn_loss_bbox: 0.2622 d1.dn_loss_iou: 0.3458 d2.dn_loss_cls: 0.0302 d2.dn_loss_bbox: 0.2422 d2.dn_loss_iou: 0.3232 d3.dn_loss_cls: 0.0284 d3.dn_loss_bbox: 0.2368 d3.dn_loss_iou: 0.3171 d4.dn_loss_cls: 0.0271 d4.dn_loss_bbox: 0.2364 d4.dn_loss_iou: 0.3162 2023/03/01 01:18:07 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 01:18:40 - mmengine - INFO - Epoch(train) [10][5500/7393] lr: 1.0000e-04 eta: 4:01:19 time: 0.8790 data_time: 0.0061 memory: 29091 grad_norm: 31.3884 loss: 9.8730 loss_cls: 0.2430 loss_bbox: 0.1641 loss_iou: 0.4333 d0.loss_cls: 0.2809 d0.loss_bbox: 0.1745 d0.loss_iou: 0.4481 d1.loss_cls: 0.2629 d1.loss_bbox: 0.1675 d1.loss_iou: 0.4392 d2.loss_cls: 0.2553 d2.loss_bbox: 0.1646 d2.loss_iou: 0.4332 d3.loss_cls: 0.2472 d3.loss_bbox: 0.1649 d3.loss_iou: 0.4370 d4.loss_cls: 0.2424 d4.loss_bbox: 0.1656 d4.loss_iou: 0.4337 enc_loss_cls: 0.2829 enc_loss_bbox: 0.1988 enc_loss_iou: 0.4914 dn_loss_cls: 0.0240 dn_loss_bbox: 0.2050 dn_loss_iou: 0.3276 d0.dn_loss_cls: 0.0575 d0.dn_loss_bbox: 0.3403 d0.dn_loss_iou: 0.4642 d1.dn_loss_cls: 0.0343 d1.dn_loss_bbox: 0.2349 d1.dn_loss_iou: 0.3591 d2.dn_loss_cls: 0.0279 d2.dn_loss_bbox: 0.2115 d2.dn_loss_iou: 0.3358 d3.dn_loss_cls: 0.0260 d3.dn_loss_bbox: 0.2069 d3.dn_loss_iou: 0.3299 d4.dn_loss_cls: 0.0247 d4.dn_loss_bbox: 0.2048 d4.dn_loss_iou: 0.3279 2023/03/01 01:19:24 - mmengine - INFO - Epoch(train) [10][5550/7393] lr: 1.0000e-04 eta: 4:00:36 time: 0.8784 data_time: 0.0061 memory: 29307 grad_norm: 35.7702 loss: 8.6249 loss_cls: 0.1782 loss_bbox: 0.1415 loss_iou: 0.3536 d0.loss_cls: 0.2164 d0.loss_bbox: 0.1506 d0.loss_iou: 0.3676 d1.loss_cls: 0.1976 d1.loss_bbox: 0.1433 d1.loss_iou: 0.3607 d2.loss_cls: 0.1868 d2.loss_bbox: 0.1408 d2.loss_iou: 0.3539 d3.loss_cls: 0.1797 d3.loss_bbox: 0.1430 d3.loss_iou: 0.3546 d4.loss_cls: 0.1767 d4.loss_bbox: 0.1437 d4.loss_iou: 0.3544 enc_loss_cls: 0.2219 enc_loss_bbox: 0.1661 enc_loss_iou: 0.4077 dn_loss_cls: 0.0222 dn_loss_bbox: 0.2113 dn_loss_iou: 0.3186 d0.dn_loss_cls: 0.0533 d0.dn_loss_bbox: 0.3351 d0.dn_loss_iou: 0.4495 d1.dn_loss_cls: 0.0312 d1.dn_loss_bbox: 0.2373 d1.dn_loss_iou: 0.3486 d2.dn_loss_cls: 0.0257 d2.dn_loss_bbox: 0.2174 d2.dn_loss_iou: 0.3267 d3.dn_loss_cls: 0.0236 d3.dn_loss_bbox: 0.2126 d3.dn_loss_iou: 0.3203 d4.dn_loss_cls: 0.0223 d4.dn_loss_bbox: 0.2112 d4.dn_loss_iou: 0.3188 2023/03/01 01:20:07 - mmengine - INFO - Epoch(train) [10][5600/7393] lr: 1.0000e-04 eta: 3:59:52 time: 0.8750 data_time: 0.0061 memory: 28501 grad_norm: 39.3408 loss: 10.4788 loss_cls: 0.2445 loss_bbox: 0.1905 loss_iou: 0.4145 d0.loss_cls: 0.2964 d0.loss_bbox: 0.1954 d0.loss_iou: 0.4265 d1.loss_cls: 0.2679 d1.loss_bbox: 0.1942 d1.loss_iou: 0.4182 d2.loss_cls: 0.2486 d2.loss_bbox: 0.1938 d2.loss_iou: 0.4207 d3.loss_cls: 0.2417 d3.loss_bbox: 0.1946 d3.loss_iou: 0.4214 d4.loss_cls: 0.2410 d4.loss_bbox: 0.1934 d4.loss_iou: 0.4221 enc_loss_cls: 0.2934 enc_loss_bbox: 0.2264 enc_loss_iou: 0.4787 dn_loss_cls: 0.0291 dn_loss_bbox: 0.2785 dn_loss_iou: 0.3412 d0.dn_loss_cls: 0.0610 d0.dn_loss_bbox: 0.3984 d0.dn_loss_iou: 0.4615 d1.dn_loss_cls: 0.0375 d1.dn_loss_bbox: 0.3068 d1.dn_loss_iou: 0.3707 d2.dn_loss_cls: 0.0326 d2.dn_loss_bbox: 0.2852 d2.dn_loss_iou: 0.3495 d3.dn_loss_cls: 0.0311 d3.dn_loss_bbox: 0.2789 d3.dn_loss_iou: 0.3431 d4.dn_loss_cls: 0.0295 d4.dn_loss_bbox: 0.2787 d4.dn_loss_iou: 0.3418 2023/03/01 01:20:51 - mmengine - INFO - Epoch(train) [10][5650/7393] lr: 1.0000e-04 eta: 3:59:09 time: 0.8657 data_time: 0.0061 memory: 30140 grad_norm: 32.2040 loss: 9.4978 loss_cls: 0.2081 loss_bbox: 0.1859 loss_iou: 0.3890 d0.loss_cls: 0.2590 d0.loss_bbox: 0.1920 d0.loss_iou: 0.4019 d1.loss_cls: 0.2329 d1.loss_bbox: 0.1902 d1.loss_iou: 0.3929 d2.loss_cls: 0.2183 d2.loss_bbox: 0.1863 d2.loss_iou: 0.3893 d3.loss_cls: 0.2133 d3.loss_bbox: 0.1856 d3.loss_iou: 0.3918 d4.loss_cls: 0.2104 d4.loss_bbox: 0.1849 d4.loss_iou: 0.3888 enc_loss_cls: 0.2650 enc_loss_bbox: 0.2194 enc_loss_iou: 0.4447 dn_loss_cls: 0.0252 dn_loss_bbox: 0.2326 dn_loss_iou: 0.3077 d0.dn_loss_cls: 0.0562 d0.dn_loss_bbox: 0.3463 d0.dn_loss_iou: 0.4322 d1.dn_loss_cls: 0.0345 d1.dn_loss_bbox: 0.2583 d1.dn_loss_iou: 0.3391 d2.dn_loss_cls: 0.0288 d2.dn_loss_bbox: 0.2368 d2.dn_loss_iou: 0.3150 d3.dn_loss_cls: 0.0271 d3.dn_loss_bbox: 0.2331 d3.dn_loss_iou: 0.3092 d4.dn_loss_cls: 0.0254 d4.dn_loss_bbox: 0.2326 d4.dn_loss_iou: 0.3079 2023/03/01 01:21:34 - mmengine - INFO - Epoch(train) [10][5700/7393] lr: 1.0000e-04 eta: 3:58:26 time: 0.8575 data_time: 0.0064 memory: 27200 grad_norm: 36.0226 loss: 9.1323 loss_cls: 0.2019 loss_bbox: 0.1509 loss_iou: 0.3353 d0.loss_cls: 0.2448 d0.loss_bbox: 0.1630 d0.loss_iou: 0.3642 d1.loss_cls: 0.2272 d1.loss_bbox: 0.1535 d1.loss_iou: 0.3395 d2.loss_cls: 0.2144 d2.loss_bbox: 0.1492 d2.loss_iou: 0.3357 d3.loss_cls: 0.2061 d3.loss_bbox: 0.1504 d3.loss_iou: 0.3356 d4.loss_cls: 0.2019 d4.loss_bbox: 0.1507 d4.loss_iou: 0.3345 enc_loss_cls: 0.2484 enc_loss_bbox: 0.1856 enc_loss_iou: 0.3977 dn_loss_cls: 0.0247 dn_loss_bbox: 0.2502 dn_loss_iou: 0.3347 d0.dn_loss_cls: 0.0569 d0.dn_loss_bbox: 0.3665 d0.dn_loss_iou: 0.4669 d1.dn_loss_cls: 0.0350 d1.dn_loss_bbox: 0.2827 d1.dn_loss_iou: 0.3677 d2.dn_loss_cls: 0.0290 d2.dn_loss_bbox: 0.2594 d2.dn_loss_iou: 0.3436 d3.dn_loss_cls: 0.0261 d3.dn_loss_bbox: 0.2517 d3.dn_loss_iou: 0.3370 d4.dn_loss_cls: 0.0247 d4.dn_loss_bbox: 0.2502 d4.dn_loss_iou: 0.3349 2023/03/01 01:22:19 - mmengine - INFO - Epoch(train) [10][5750/7393] lr: 1.0000e-04 eta: 3:57:42 time: 0.9024 data_time: 0.0062 memory: 28179 grad_norm: 33.2640 loss: 9.3750 loss_cls: 0.2224 loss_bbox: 0.1571 loss_iou: 0.3664 d0.loss_cls: 0.2624 d0.loss_bbox: 0.1591 d0.loss_iou: 0.3872 d1.loss_cls: 0.2413 d1.loss_bbox: 0.1552 d1.loss_iou: 0.3729 d2.loss_cls: 0.2282 d2.loss_bbox: 0.1547 d2.loss_iou: 0.3685 d3.loss_cls: 0.2254 d3.loss_bbox: 0.1574 d3.loss_iou: 0.3685 d4.loss_cls: 0.2217 d4.loss_bbox: 0.1570 d4.loss_iou: 0.3697 enc_loss_cls: 0.2626 enc_loss_bbox: 0.1893 enc_loss_iou: 0.4359 dn_loss_cls: 0.0270 dn_loss_bbox: 0.2313 dn_loss_iou: 0.3337 d0.dn_loss_cls: 0.0624 d0.dn_loss_bbox: 0.3445 d0.dn_loss_iou: 0.4576 d1.dn_loss_cls: 0.0380 d1.dn_loss_bbox: 0.2577 d1.dn_loss_iou: 0.3627 d2.dn_loss_cls: 0.0315 d2.dn_loss_bbox: 0.2365 d2.dn_loss_iou: 0.3411 d3.dn_loss_cls: 0.0290 d3.dn_loss_bbox: 0.2315 d3.dn_loss_iou: 0.3350 d4.dn_loss_cls: 0.0274 d4.dn_loss_bbox: 0.2313 d4.dn_loss_iou: 0.3339 2023/03/01 01:23:02 - mmengine - INFO - Epoch(train) [10][5800/7393] lr: 1.0000e-04 eta: 3:56:59 time: 0.8619 data_time: 0.0062 memory: 26735 grad_norm: 31.8294 loss: 9.6600 loss_cls: 0.2183 loss_bbox: 0.1542 loss_iou: 0.4219 d0.loss_cls: 0.2684 d0.loss_bbox: 0.1565 d0.loss_iou: 0.4331 d1.loss_cls: 0.2434 d1.loss_bbox: 0.1535 d1.loss_iou: 0.4227 d2.loss_cls: 0.2282 d2.loss_bbox: 0.1582 d2.loss_iou: 0.4248 d3.loss_cls: 0.2219 d3.loss_bbox: 0.1559 d3.loss_iou: 0.4214 d4.loss_cls: 0.2167 d4.loss_bbox: 0.1573 d4.loss_iou: 0.4265 enc_loss_cls: 0.2621 enc_loss_bbox: 0.1776 enc_loss_iou: 0.4686 dn_loss_cls: 0.0251 dn_loss_bbox: 0.2153 dn_loss_iou: 0.3523 d0.dn_loss_cls: 0.0595 d0.dn_loss_bbox: 0.3070 d0.dn_loss_iou: 0.4683 d1.dn_loss_cls: 0.0347 d1.dn_loss_bbox: 0.2324 d1.dn_loss_iou: 0.3787 d2.dn_loss_cls: 0.0290 d2.dn_loss_bbox: 0.2186 d2.dn_loss_iou: 0.3589 d3.dn_loss_cls: 0.0265 d3.dn_loss_bbox: 0.2153 d3.dn_loss_iou: 0.3540 d4.dn_loss_cls: 0.0252 d4.dn_loss_bbox: 0.2153 d4.dn_loss_iou: 0.3525 2023/03/01 01:23:45 - mmengine - INFO - Epoch(train) [10][5850/7393] lr: 1.0000e-04 eta: 3:56:15 time: 0.8557 data_time: 0.0060 memory: 26789 grad_norm: 41.1512 loss: 9.6698 loss_cls: 0.2157 loss_bbox: 0.1568 loss_iou: 0.3812 d0.loss_cls: 0.2597 d0.loss_bbox: 0.1701 d0.loss_iou: 0.4034 d1.loss_cls: 0.2329 d1.loss_bbox: 0.1594 d1.loss_iou: 0.3895 d2.loss_cls: 0.2224 d2.loss_bbox: 0.1606 d2.loss_iou: 0.3861 d3.loss_cls: 0.2188 d3.loss_bbox: 0.1589 d3.loss_iou: 0.3796 d4.loss_cls: 0.2156 d4.loss_bbox: 0.1575 d4.loss_iou: 0.3822 enc_loss_cls: 0.2608 enc_loss_bbox: 0.1899 enc_loss_iou: 0.4334 dn_loss_cls: 0.0226 dn_loss_bbox: 0.2544 dn_loss_iou: 0.3449 d0.dn_loss_cls: 0.0561 d0.dn_loss_bbox: 0.3891 d0.dn_loss_iou: 0.4850 d1.dn_loss_cls: 0.0323 d1.dn_loss_bbox: 0.2868 d1.dn_loss_iou: 0.3770 d2.dn_loss_cls: 0.0267 d2.dn_loss_bbox: 0.2601 d2.dn_loss_iou: 0.3530 d3.dn_loss_cls: 0.0235 d3.dn_loss_bbox: 0.2555 d3.dn_loss_iou: 0.3461 d4.dn_loss_cls: 0.0224 d4.dn_loss_bbox: 0.2545 d4.dn_loss_iou: 0.3452 2023/03/01 01:24:28 - mmengine - INFO - Epoch(train) [10][5900/7393] lr: 1.0000e-04 eta: 3:55:32 time: 0.8742 data_time: 0.0063 memory: 31658 grad_norm: 32.1371 loss: 9.8657 loss_cls: 0.2208 loss_bbox: 0.1685 loss_iou: 0.4106 d0.loss_cls: 0.2713 d0.loss_bbox: 0.1819 d0.loss_iou: 0.4325 d1.loss_cls: 0.2497 d1.loss_bbox: 0.1715 d1.loss_iou: 0.4146 d2.loss_cls: 0.2302 d2.loss_bbox: 0.1729 d2.loss_iou: 0.4132 d3.loss_cls: 0.2246 d3.loss_bbox: 0.1706 d3.loss_iou: 0.4107 d4.loss_cls: 0.2214 d4.loss_bbox: 0.1699 d4.loss_iou: 0.4111 enc_loss_cls: 0.2741 enc_loss_bbox: 0.1998 enc_loss_iou: 0.4665 dn_loss_cls: 0.0286 dn_loss_bbox: 0.2325 dn_loss_iou: 0.3457 d0.dn_loss_cls: 0.0591 d0.dn_loss_bbox: 0.3409 d0.dn_loss_iou: 0.4672 d1.dn_loss_cls: 0.0374 d1.dn_loss_bbox: 0.2533 d1.dn_loss_iou: 0.3731 d2.dn_loss_cls: 0.0326 d2.dn_loss_bbox: 0.2374 d2.dn_loss_iou: 0.3535 d3.dn_loss_cls: 0.0300 d3.dn_loss_bbox: 0.2333 d3.dn_loss_iou: 0.3474 d4.dn_loss_cls: 0.0289 d4.dn_loss_bbox: 0.2325 d4.dn_loss_iou: 0.3461 2023/03/01 01:25:12 - mmengine - INFO - Epoch(train) [10][5950/7393] lr: 1.0000e-04 eta: 3:54:49 time: 0.8757 data_time: 0.0063 memory: 27279 grad_norm: 35.3665 loss: 9.7382 loss_cls: 0.2122 loss_bbox: 0.1750 loss_iou: 0.4153 d0.loss_cls: 0.2650 d0.loss_bbox: 0.1823 d0.loss_iou: 0.4318 d1.loss_cls: 0.2330 d1.loss_bbox: 0.1826 d1.loss_iou: 0.4241 d2.loss_cls: 0.2228 d2.loss_bbox: 0.1781 d2.loss_iou: 0.4215 d3.loss_cls: 0.2168 d3.loss_bbox: 0.1745 d3.loss_iou: 0.4170 d4.loss_cls: 0.2121 d4.loss_bbox: 0.1753 d4.loss_iou: 0.4142 enc_loss_cls: 0.2727 enc_loss_bbox: 0.2132 enc_loss_iou: 0.4798 dn_loss_cls: 0.0238 dn_loss_bbox: 0.2124 dn_loss_iou: 0.3460 d0.dn_loss_cls: 0.0564 d0.dn_loss_bbox: 0.3129 d0.dn_loss_iou: 0.4672 d1.dn_loss_cls: 0.0334 d1.dn_loss_bbox: 0.2314 d1.dn_loss_iou: 0.3712 d2.dn_loss_cls: 0.0273 d2.dn_loss_bbox: 0.2161 d2.dn_loss_iou: 0.3518 d3.dn_loss_cls: 0.0254 d3.dn_loss_bbox: 0.2132 d3.dn_loss_iou: 0.3476 d4.dn_loss_cls: 0.0239 d4.dn_loss_bbox: 0.2124 d4.dn_loss_iou: 0.3461 2023/03/01 01:25:56 - mmengine - INFO - Epoch(train) [10][6000/7393] lr: 1.0000e-04 eta: 3:54:05 time: 0.8706 data_time: 0.0066 memory: 27689 grad_norm: 35.7041 loss: 9.4231 loss_cls: 0.2187 loss_bbox: 0.1476 loss_iou: 0.4451 d0.loss_cls: 0.2668 d0.loss_bbox: 0.1528 d0.loss_iou: 0.4624 d1.loss_cls: 0.2381 d1.loss_bbox: 0.1515 d1.loss_iou: 0.4562 d2.loss_cls: 0.2274 d2.loss_bbox: 0.1482 d2.loss_iou: 0.4495 d3.loss_cls: 0.2191 d3.loss_bbox: 0.1493 d3.loss_iou: 0.4485 d4.loss_cls: 0.2192 d4.loss_bbox: 0.1468 d4.loss_iou: 0.4457 enc_loss_cls: 0.2663 enc_loss_bbox: 0.1759 enc_loss_iou: 0.5041 dn_loss_cls: 0.0245 dn_loss_bbox: 0.1679 dn_loss_iou: 0.3357 d0.dn_loss_cls: 0.0540 d0.dn_loss_bbox: 0.2611 d0.dn_loss_iou: 0.4532 d1.dn_loss_cls: 0.0323 d1.dn_loss_bbox: 0.1885 d1.dn_loss_iou: 0.3630 d2.dn_loss_cls: 0.0285 d2.dn_loss_bbox: 0.1723 d2.dn_loss_iou: 0.3425 d3.dn_loss_cls: 0.0260 d3.dn_loss_bbox: 0.1686 d3.dn_loss_iou: 0.3369 d4.dn_loss_cls: 0.0250 d4.dn_loss_bbox: 0.1679 d4.dn_loss_iou: 0.3361 2023/03/01 01:26:40 - mmengine - INFO - Epoch(train) [10][6050/7393] lr: 1.0000e-04 eta: 3:53:22 time: 0.8968 data_time: 0.0063 memory: 28179 grad_norm: 33.7848 loss: 8.1534 loss_cls: 0.1729 loss_bbox: 0.1345 loss_iou: 0.3132 d0.loss_cls: 0.2080 d0.loss_bbox: 0.1470 d0.loss_iou: 0.3331 d1.loss_cls: 0.1890 d1.loss_bbox: 0.1432 d1.loss_iou: 0.3229 d2.loss_cls: 0.1776 d2.loss_bbox: 0.1427 d2.loss_iou: 0.3178 d3.loss_cls: 0.1756 d3.loss_bbox: 0.1375 d3.loss_iou: 0.3129 d4.loss_cls: 0.1710 d4.loss_bbox: 0.1377 d4.loss_iou: 0.3142 enc_loss_cls: 0.2153 enc_loss_bbox: 0.1596 enc_loss_iou: 0.3554 dn_loss_cls: 0.0194 dn_loss_bbox: 0.2140 dn_loss_iou: 0.3071 d0.dn_loss_cls: 0.0517 d0.dn_loss_bbox: 0.3115 d0.dn_loss_iou: 0.4279 d1.dn_loss_cls: 0.0297 d1.dn_loss_bbox: 0.2345 d1.dn_loss_iou: 0.3324 d2.dn_loss_cls: 0.0239 d2.dn_loss_bbox: 0.2205 d2.dn_loss_iou: 0.3145 d3.dn_loss_cls: 0.0208 d3.dn_loss_bbox: 0.2148 d3.dn_loss_iou: 0.3083 d4.dn_loss_cls: 0.0200 d4.dn_loss_bbox: 0.2139 d4.dn_loss_iou: 0.3074 2023/03/01 01:27:24 - mmengine - INFO - Epoch(train) [10][6100/7393] lr: 1.0000e-04 eta: 3:52:39 time: 0.8636 data_time: 0.0062 memory: 30370 grad_norm: 33.5389 loss: 8.4877 loss_cls: 0.1778 loss_bbox: 0.1524 loss_iou: 0.3319 d0.loss_cls: 0.2236 d0.loss_bbox: 0.1539 d0.loss_iou: 0.3411 d1.loss_cls: 0.1982 d1.loss_bbox: 0.1483 d1.loss_iou: 0.3339 d2.loss_cls: 0.1903 d2.loss_bbox: 0.1460 d2.loss_iou: 0.3301 d3.loss_cls: 0.1836 d3.loss_bbox: 0.1506 d3.loss_iou: 0.3287 d4.loss_cls: 0.1804 d4.loss_bbox: 0.1518 d4.loss_iou: 0.3312 enc_loss_cls: 0.2226 enc_loss_bbox: 0.1796 enc_loss_iou: 0.3765 dn_loss_cls: 0.0234 dn_loss_bbox: 0.2160 dn_loss_iou: 0.3163 d0.dn_loss_cls: 0.0519 d0.dn_loss_bbox: 0.3246 d0.dn_loss_iou: 0.4323 d1.dn_loss_cls: 0.0316 d1.dn_loss_bbox: 0.2362 d1.dn_loss_iou: 0.3401 d2.dn_loss_cls: 0.0267 d2.dn_loss_bbox: 0.2194 d2.dn_loss_iou: 0.3220 d3.dn_loss_cls: 0.0247 d3.dn_loss_bbox: 0.2165 d3.dn_loss_iou: 0.3175 d4.dn_loss_cls: 0.0234 d4.dn_loss_bbox: 0.2159 d4.dn_loss_iou: 0.3167 2023/03/01 01:28:07 - mmengine - INFO - Epoch(train) [10][6150/7393] lr: 1.0000e-04 eta: 3:51:56 time: 0.8751 data_time: 0.0062 memory: 26557 grad_norm: 33.4833 loss: 9.3011 loss_cls: 0.1945 loss_bbox: 0.1534 loss_iou: 0.3608 d0.loss_cls: 0.2330 d0.loss_bbox: 0.1485 d0.loss_iou: 0.3698 d1.loss_cls: 0.2144 d1.loss_bbox: 0.1498 d1.loss_iou: 0.3665 d2.loss_cls: 0.2044 d2.loss_bbox: 0.1522 d2.loss_iou: 0.3590 d3.loss_cls: 0.2037 d3.loss_bbox: 0.1488 d3.loss_iou: 0.3573 d4.loss_cls: 0.1984 d4.loss_bbox: 0.1522 d4.loss_iou: 0.3582 enc_loss_cls: 0.2339 enc_loss_bbox: 0.1716 enc_loss_iou: 0.4017 dn_loss_cls: 0.0258 dn_loss_bbox: 0.2481 dn_loss_iou: 0.3654 d0.dn_loss_cls: 0.0574 d0.dn_loss_bbox: 0.3476 d0.dn_loss_iou: 0.4946 d1.dn_loss_cls: 0.0334 d1.dn_loss_bbox: 0.2678 d1.dn_loss_iou: 0.3957 d2.dn_loss_cls: 0.0278 d2.dn_loss_bbox: 0.2513 d2.dn_loss_iou: 0.3737 d3.dn_loss_cls: 0.0263 d3.dn_loss_bbox: 0.2483 d3.dn_loss_iou: 0.3667 d4.dn_loss_cls: 0.0259 d4.dn_loss_bbox: 0.2480 d4.dn_loss_iou: 0.3655 2023/03/01 01:28:50 - mmengine - INFO - Epoch(train) [10][6200/7393] lr: 1.0000e-04 eta: 3:51:12 time: 0.8575 data_time: 0.0062 memory: 27689 grad_norm: 34.1401 loss: 8.1831 loss_cls: 0.1626 loss_bbox: 0.1304 loss_iou: 0.3282 d0.loss_cls: 0.2031 d0.loss_bbox: 0.1444 d0.loss_iou: 0.3520 d1.loss_cls: 0.1776 d1.loss_bbox: 0.1407 d1.loss_iou: 0.3418 d2.loss_cls: 0.1737 d2.loss_bbox: 0.1328 d2.loss_iou: 0.3269 d3.loss_cls: 0.1693 d3.loss_bbox: 0.1291 d3.loss_iou: 0.3260 d4.loss_cls: 0.1648 d4.loss_bbox: 0.1296 d4.loss_iou: 0.3287 enc_loss_cls: 0.2082 enc_loss_bbox: 0.1676 enc_loss_iou: 0.3909 dn_loss_cls: 0.0179 dn_loss_bbox: 0.2090 dn_loss_iou: 0.3011 d0.dn_loss_cls: 0.0492 d0.dn_loss_bbox: 0.3326 d0.dn_loss_iou: 0.4334 d1.dn_loss_cls: 0.0268 d1.dn_loss_bbox: 0.2410 d1.dn_loss_iou: 0.3338 d2.dn_loss_cls: 0.0210 d2.dn_loss_bbox: 0.2178 d2.dn_loss_iou: 0.3104 d3.dn_loss_cls: 0.0190 d3.dn_loss_bbox: 0.2102 d3.dn_loss_iou: 0.3026 d4.dn_loss_cls: 0.0181 d4.dn_loss_bbox: 0.2093 d4.dn_loss_iou: 0.3014 2023/03/01 01:29:34 - mmengine - INFO - Epoch(train) [10][6250/7393] lr: 1.0000e-04 eta: 3:50:29 time: 0.8746 data_time: 0.0063 memory: 27079 grad_norm: 33.5995 loss: 8.6370 loss_cls: 0.1676 loss_bbox: 0.1341 loss_iou: 0.3162 d0.loss_cls: 0.1992 d0.loss_bbox: 0.1482 d0.loss_iou: 0.3297 d1.loss_cls: 0.1843 d1.loss_bbox: 0.1390 d1.loss_iou: 0.3221 d2.loss_cls: 0.1760 d2.loss_bbox: 0.1337 d2.loss_iou: 0.3152 d3.loss_cls: 0.1699 d3.loss_bbox: 0.1338 d3.loss_iou: 0.3164 d4.loss_cls: 0.1668 d4.loss_bbox: 0.1345 d4.loss_iou: 0.3168 enc_loss_cls: 0.2033 enc_loss_bbox: 0.1625 enc_loss_iou: 0.3576 dn_loss_cls: 0.0211 dn_loss_bbox: 0.2553 dn_loss_iou: 0.3476 d0.dn_loss_cls: 0.0518 d0.dn_loss_bbox: 0.3681 d0.dn_loss_iou: 0.4816 d1.dn_loss_cls: 0.0307 d1.dn_loss_bbox: 0.2803 d1.dn_loss_iou: 0.3801 d2.dn_loss_cls: 0.0247 d2.dn_loss_bbox: 0.2595 d2.dn_loss_iou: 0.3568 d3.dn_loss_cls: 0.0222 d3.dn_loss_bbox: 0.2563 d3.dn_loss_iou: 0.3496 d4.dn_loss_cls: 0.0214 d4.dn_loss_bbox: 0.2552 d4.dn_loss_iou: 0.3478 2023/03/01 01:30:17 - mmengine - INFO - Epoch(train) [10][6300/7393] lr: 1.0000e-04 eta: 3:49:45 time: 0.8627 data_time: 0.0063 memory: 28099 grad_norm: 33.4346 loss: 8.0948 loss_cls: 0.1570 loss_bbox: 0.1304 loss_iou: 0.2630 d0.loss_cls: 0.1870 d0.loss_bbox: 0.1430 d0.loss_iou: 0.2802 d1.loss_cls: 0.1723 d1.loss_bbox: 0.1357 d1.loss_iou: 0.2693 d2.loss_cls: 0.1642 d2.loss_bbox: 0.1332 d2.loss_iou: 0.2657 d3.loss_cls: 0.1594 d3.loss_bbox: 0.1331 d3.loss_iou: 0.2649 d4.loss_cls: 0.1583 d4.loss_bbox: 0.1305 d4.loss_iou: 0.2635 enc_loss_cls: 0.1940 enc_loss_bbox: 0.1619 enc_loss_iou: 0.3117 dn_loss_cls: 0.0240 dn_loss_bbox: 0.2735 dn_loss_iou: 0.3030 d0.dn_loss_cls: 0.0598 d0.dn_loss_bbox: 0.4129 d0.dn_loss_iou: 0.4265 d1.dn_loss_cls: 0.0361 d1.dn_loss_bbox: 0.3107 d1.dn_loss_iou: 0.3360 d2.dn_loss_cls: 0.0288 d2.dn_loss_bbox: 0.2849 d2.dn_loss_iou: 0.3126 d3.dn_loss_cls: 0.0258 d3.dn_loss_bbox: 0.2760 d3.dn_loss_iou: 0.3052 d4.dn_loss_cls: 0.0241 d4.dn_loss_bbox: 0.2735 d4.dn_loss_iou: 0.3032 2023/03/01 01:31:01 - mmengine - INFO - Epoch(train) [10][6350/7393] lr: 1.0000e-04 eta: 3:49:02 time: 0.8843 data_time: 0.0062 memory: 26735 grad_norm: 35.2297 loss: 8.6375 loss_cls: 0.1971 loss_bbox: 0.1564 loss_iou: 0.3393 d0.loss_cls: 0.2310 d0.loss_bbox: 0.1649 d0.loss_iou: 0.3620 d1.loss_cls: 0.2059 d1.loss_bbox: 0.1604 d1.loss_iou: 0.3497 d2.loss_cls: 0.2026 d2.loss_bbox: 0.1604 d2.loss_iou: 0.3445 d3.loss_cls: 0.1965 d3.loss_bbox: 0.1621 d3.loss_iou: 0.3429 d4.loss_cls: 0.1973 d4.loss_bbox: 0.1553 d4.loss_iou: 0.3382 enc_loss_cls: 0.2329 enc_loss_bbox: 0.1877 enc_loss_iou: 0.3914 dn_loss_cls: 0.0232 dn_loss_bbox: 0.2084 dn_loss_iou: 0.3041 d0.dn_loss_cls: 0.0526 d0.dn_loss_bbox: 0.3213 d0.dn_loss_iou: 0.4294 d1.dn_loss_cls: 0.0308 d1.dn_loss_bbox: 0.2309 d1.dn_loss_iou: 0.3332 d2.dn_loss_cls: 0.0260 d2.dn_loss_bbox: 0.2125 d2.dn_loss_iou: 0.3122 d3.dn_loss_cls: 0.0235 d3.dn_loss_bbox: 0.2093 d3.dn_loss_iou: 0.3061 d4.dn_loss_cls: 0.0229 d4.dn_loss_bbox: 0.2083 d4.dn_loss_iou: 0.3043 2023/03/01 01:31:45 - mmengine - INFO - Epoch(train) [10][6400/7393] lr: 1.0000e-04 eta: 3:48:19 time: 0.8765 data_time: 0.0062 memory: 25278 grad_norm: 36.6672 loss: 8.0469 loss_cls: 0.1722 loss_bbox: 0.1363 loss_iou: 0.3003 d0.loss_cls: 0.2057 d0.loss_bbox: 0.1495 d0.loss_iou: 0.3152 d1.loss_cls: 0.1914 d1.loss_bbox: 0.1380 d1.loss_iou: 0.3038 d2.loss_cls: 0.1806 d2.loss_bbox: 0.1373 d2.loss_iou: 0.2995 d3.loss_cls: 0.1732 d3.loss_bbox: 0.1397 d3.loss_iou: 0.3005 d4.loss_cls: 0.1726 d4.loss_bbox: 0.1363 d4.loss_iou: 0.2999 enc_loss_cls: 0.2117 enc_loss_bbox: 0.1769 enc_loss_iou: 0.3637 dn_loss_cls: 0.0226 dn_loss_bbox: 0.2072 dn_loss_iou: 0.2983 d0.dn_loss_cls: 0.0547 d0.dn_loss_bbox: 0.3313 d0.dn_loss_iou: 0.4265 d1.dn_loss_cls: 0.0320 d1.dn_loss_bbox: 0.2364 d1.dn_loss_iou: 0.3257 d2.dn_loss_cls: 0.0262 d2.dn_loss_bbox: 0.2137 d2.dn_loss_iou: 0.3060 d3.dn_loss_cls: 0.0243 d3.dn_loss_bbox: 0.2078 d3.dn_loss_iou: 0.3004 d4.dn_loss_cls: 0.0231 d4.dn_loss_bbox: 0.2071 d4.dn_loss_iou: 0.2992 2023/03/01 01:32:29 - mmengine - INFO - Epoch(train) [10][6450/7393] lr: 1.0000e-04 eta: 3:47:35 time: 0.8780 data_time: 0.0063 memory: 29898 grad_norm: 35.3102 loss: 9.1900 loss_cls: 0.2037 loss_bbox: 0.1416 loss_iou: 0.3907 d0.loss_cls: 0.2431 d0.loss_bbox: 0.1565 d0.loss_iou: 0.4234 d1.loss_cls: 0.2166 d1.loss_bbox: 0.1524 d1.loss_iou: 0.4022 d2.loss_cls: 0.2073 d2.loss_bbox: 0.1465 d2.loss_iou: 0.4002 d3.loss_cls: 0.2049 d3.loss_bbox: 0.1433 d3.loss_iou: 0.3937 d4.loss_cls: 0.2036 d4.loss_bbox: 0.1424 d4.loss_iou: 0.3927 enc_loss_cls: 0.2446 enc_loss_bbox: 0.1803 enc_loss_iou: 0.4666 dn_loss_cls: 0.0181 dn_loss_bbox: 0.2052 dn_loss_iou: 0.3410 d0.dn_loss_cls: 0.0503 d0.dn_loss_bbox: 0.3066 d0.dn_loss_iou: 0.4717 d1.dn_loss_cls: 0.0280 d1.dn_loss_bbox: 0.2266 d1.dn_loss_iou: 0.3708 d2.dn_loss_cls: 0.0223 d2.dn_loss_bbox: 0.2101 d2.dn_loss_iou: 0.3490 d3.dn_loss_cls: 0.0201 d3.dn_loss_bbox: 0.2062 d3.dn_loss_iou: 0.3425 d4.dn_loss_cls: 0.0187 d4.dn_loss_bbox: 0.2051 d4.dn_loss_iou: 0.3413 2023/03/01 01:32:41 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 01:33:12 - mmengine - INFO - Epoch(train) [10][6500/7393] lr: 1.0000e-04 eta: 3:46:52 time: 0.8579 data_time: 0.0063 memory: 26708 grad_norm: 31.4622 loss: 9.5380 loss_cls: 0.2104 loss_bbox: 0.1537 loss_iou: 0.3740 d0.loss_cls: 0.2572 d0.loss_bbox: 0.1519 d0.loss_iou: 0.3905 d1.loss_cls: 0.2284 d1.loss_bbox: 0.1583 d1.loss_iou: 0.3810 d2.loss_cls: 0.2204 d2.loss_bbox: 0.1558 d2.loss_iou: 0.3788 d3.loss_cls: 0.2174 d3.loss_bbox: 0.1515 d3.loss_iou: 0.3705 d4.loss_cls: 0.2128 d4.loss_bbox: 0.1530 d4.loss_iou: 0.3710 enc_loss_cls: 0.2492 enc_loss_bbox: 0.1838 enc_loss_iou: 0.4379 dn_loss_cls: 0.0271 dn_loss_bbox: 0.2532 dn_loss_iou: 0.3469 d0.dn_loss_cls: 0.0624 d0.dn_loss_bbox: 0.3635 d0.dn_loss_iou: 0.4831 d1.dn_loss_cls: 0.0380 d1.dn_loss_bbox: 0.2739 d1.dn_loss_iou: 0.3777 d2.dn_loss_cls: 0.0320 d2.dn_loss_bbox: 0.2582 d2.dn_loss_iou: 0.3553 d3.dn_loss_cls: 0.0295 d3.dn_loss_bbox: 0.2537 d3.dn_loss_iou: 0.3484 d4.dn_loss_cls: 0.0275 d4.dn_loss_bbox: 0.2532 d4.dn_loss_iou: 0.3470 2023/03/01 01:33:55 - mmengine - INFO - Epoch(train) [10][6550/7393] lr: 1.0000e-04 eta: 3:46:08 time: 0.8592 data_time: 0.0064 memory: 29956 grad_norm: 31.3553 loss: 8.4778 loss_cls: 0.1871 loss_bbox: 0.1339 loss_iou: 0.3240 d0.loss_cls: 0.2247 d0.loss_bbox: 0.1426 d0.loss_iou: 0.3458 d1.loss_cls: 0.1995 d1.loss_bbox: 0.1397 d1.loss_iou: 0.3349 d2.loss_cls: 0.1921 d2.loss_bbox: 0.1375 d2.loss_iou: 0.3283 d3.loss_cls: 0.1884 d3.loss_bbox: 0.1368 d3.loss_iou: 0.3276 d4.loss_cls: 0.1871 d4.loss_bbox: 0.1345 d4.loss_iou: 0.3245 enc_loss_cls: 0.2344 enc_loss_bbox: 0.1677 enc_loss_iou: 0.3769 dn_loss_cls: 0.0215 dn_loss_bbox: 0.2173 dn_loss_iou: 0.3128 d0.dn_loss_cls: 0.0527 d0.dn_loss_bbox: 0.3525 d0.dn_loss_iou: 0.4463 d1.dn_loss_cls: 0.0295 d1.dn_loss_bbox: 0.2520 d1.dn_loss_iou: 0.3461 d2.dn_loss_cls: 0.0245 d2.dn_loss_bbox: 0.2257 d2.dn_loss_iou: 0.3209 d3.dn_loss_cls: 0.0229 d3.dn_loss_bbox: 0.2186 d3.dn_loss_iou: 0.3143 d4.dn_loss_cls: 0.0216 d4.dn_loss_bbox: 0.2175 d4.dn_loss_iou: 0.3130 2023/03/01 01:34:39 - mmengine - INFO - Epoch(train) [10][6600/7393] lr: 1.0000e-04 eta: 3:45:25 time: 0.8908 data_time: 0.0061 memory: 27555 grad_norm: 35.9765 loss: 8.6982 loss_cls: 0.1911 loss_bbox: 0.1441 loss_iou: 0.3420 d0.loss_cls: 0.2419 d0.loss_bbox: 0.1506 d0.loss_iou: 0.3587 d1.loss_cls: 0.2133 d1.loss_bbox: 0.1486 d1.loss_iou: 0.3493 d2.loss_cls: 0.2064 d2.loss_bbox: 0.1455 d2.loss_iou: 0.3394 d3.loss_cls: 0.1955 d3.loss_bbox: 0.1467 d3.loss_iou: 0.3419 d4.loss_cls: 0.1949 d4.loss_bbox: 0.1440 d4.loss_iou: 0.3408 enc_loss_cls: 0.2452 enc_loss_bbox: 0.1737 enc_loss_iou: 0.3986 dn_loss_cls: 0.0241 dn_loss_bbox: 0.2070 dn_loss_iou: 0.3190 d0.dn_loss_cls: 0.0554 d0.dn_loss_bbox: 0.3335 d0.dn_loss_iou: 0.4566 d1.dn_loss_cls: 0.0328 d1.dn_loss_bbox: 0.2340 d1.dn_loss_iou: 0.3497 d2.dn_loss_cls: 0.0276 d2.dn_loss_bbox: 0.2132 d2.dn_loss_iou: 0.3276 d3.dn_loss_cls: 0.0254 d3.dn_loss_bbox: 0.2084 d3.dn_loss_iou: 0.3210 d4.dn_loss_cls: 0.0242 d4.dn_loss_bbox: 0.2071 d4.dn_loss_iou: 0.3194 2023/03/01 01:35:23 - mmengine - INFO - Epoch(train) [10][6650/7393] lr: 1.0000e-04 eta: 3:44:42 time: 0.8616 data_time: 0.0062 memory: 28179 grad_norm: 32.8629 loss: 8.5743 loss_cls: 0.1743 loss_bbox: 0.1414 loss_iou: 0.2754 d0.loss_cls: 0.2097 d0.loss_bbox: 0.1566 d0.loss_iou: 0.2990 d1.loss_cls: 0.1900 d1.loss_bbox: 0.1522 d1.loss_iou: 0.2872 d2.loss_cls: 0.1812 d2.loss_bbox: 0.1487 d2.loss_iou: 0.2812 d3.loss_cls: 0.1793 d3.loss_bbox: 0.1414 d3.loss_iou: 0.2759 d4.loss_cls: 0.1771 d4.loss_bbox: 0.1398 d4.loss_iou: 0.2761 enc_loss_cls: 0.2062 enc_loss_bbox: 0.1854 enc_loss_iou: 0.3393 dn_loss_cls: 0.0239 dn_loss_bbox: 0.2757 dn_loss_iou: 0.3230 d0.dn_loss_cls: 0.0599 d0.dn_loss_bbox: 0.4150 d0.dn_loss_iou: 0.4631 d1.dn_loss_cls: 0.0349 d1.dn_loss_bbox: 0.3110 d1.dn_loss_iou: 0.3571 d2.dn_loss_cls: 0.0274 d2.dn_loss_bbox: 0.2840 d2.dn_loss_iou: 0.3334 d3.dn_loss_cls: 0.0252 d3.dn_loss_bbox: 0.2766 d3.dn_loss_iou: 0.3240 d4.dn_loss_cls: 0.0241 d4.dn_loss_bbox: 0.2758 d4.dn_loss_iou: 0.3230 2023/03/01 01:36:07 - mmengine - INFO - Epoch(train) [10][6700/7393] lr: 1.0000e-04 eta: 3:43:58 time: 0.8804 data_time: 0.0063 memory: 28088 grad_norm: 35.5399 loss: 9.7708 loss_cls: 0.2232 loss_bbox: 0.1768 loss_iou: 0.4186 d0.loss_cls: 0.2638 d0.loss_bbox: 0.1858 d0.loss_iou: 0.4341 d1.loss_cls: 0.2477 d1.loss_bbox: 0.1795 d1.loss_iou: 0.4178 d2.loss_cls: 0.2380 d2.loss_bbox: 0.1766 d2.loss_iou: 0.4187 d3.loss_cls: 0.2285 d3.loss_bbox: 0.1754 d3.loss_iou: 0.4187 d4.loss_cls: 0.2229 d4.loss_bbox: 0.1795 d4.loss_iou: 0.4188 enc_loss_cls: 0.2729 enc_loss_bbox: 0.1981 enc_loss_iou: 0.4653 dn_loss_cls: 0.0266 dn_loss_bbox: 0.2249 dn_loss_iou: 0.3315 d0.dn_loss_cls: 0.0549 d0.dn_loss_bbox: 0.3196 d0.dn_loss_iou: 0.4469 d1.dn_loss_cls: 0.0332 d1.dn_loss_bbox: 0.2471 d1.dn_loss_iou: 0.3592 d2.dn_loss_cls: 0.0294 d2.dn_loss_bbox: 0.2289 d2.dn_loss_iou: 0.3382 d3.dn_loss_cls: 0.0280 d3.dn_loss_bbox: 0.2259 d3.dn_loss_iou: 0.3324 d4.dn_loss_cls: 0.0271 d4.dn_loss_bbox: 0.2250 d4.dn_loss_iou: 0.3315 2023/03/01 01:36:50 - mmengine - INFO - Epoch(train) [10][6750/7393] lr: 1.0000e-04 eta: 3:43:15 time: 0.8605 data_time: 0.0062 memory: 28428 grad_norm: 32.7119 loss: 8.1204 loss_cls: 0.1736 loss_bbox: 0.1440 loss_iou: 0.3068 d0.loss_cls: 0.2165 d0.loss_bbox: 0.1515 d0.loss_iou: 0.3164 d1.loss_cls: 0.1930 d1.loss_bbox: 0.1460 d1.loss_iou: 0.3101 d2.loss_cls: 0.1836 d2.loss_bbox: 0.1434 d2.loss_iou: 0.3087 d3.loss_cls: 0.1775 d3.loss_bbox: 0.1422 d3.loss_iou: 0.3061 d4.loss_cls: 0.1746 d4.loss_bbox: 0.1424 d4.loss_iou: 0.3064 enc_loss_cls: 0.2258 enc_loss_bbox: 0.1679 enc_loss_iou: 0.3549 dn_loss_cls: 0.0209 dn_loss_bbox: 0.1981 dn_loss_iou: 0.3019 d0.dn_loss_cls: 0.0525 d0.dn_loss_bbox: 0.3289 d0.dn_loss_iou: 0.4405 d1.dn_loss_cls: 0.0302 d1.dn_loss_bbox: 0.2299 d1.dn_loss_iou: 0.3365 d2.dn_loss_cls: 0.0246 d2.dn_loss_bbox: 0.2065 d2.dn_loss_iou: 0.3115 d3.dn_loss_cls: 0.0223 d3.dn_loss_bbox: 0.1990 d3.dn_loss_iou: 0.3038 d4.dn_loss_cls: 0.0214 d4.dn_loss_bbox: 0.1982 d4.dn_loss_iou: 0.3020 2023/03/01 01:37:33 - mmengine - INFO - Epoch(train) [10][6800/7393] lr: 1.0000e-04 eta: 3:42:32 time: 0.8728 data_time: 0.0062 memory: 28406 grad_norm: 35.3376 loss: 8.9067 loss_cls: 0.1911 loss_bbox: 0.1484 loss_iou: 0.3459 d0.loss_cls: 0.2365 d0.loss_bbox: 0.1549 d0.loss_iou: 0.3627 d1.loss_cls: 0.2178 d1.loss_bbox: 0.1504 d1.loss_iou: 0.3497 d2.loss_cls: 0.2013 d2.loss_bbox: 0.1502 d2.loss_iou: 0.3471 d3.loss_cls: 0.1956 d3.loss_bbox: 0.1499 d3.loss_iou: 0.3477 d4.loss_cls: 0.1927 d4.loss_bbox: 0.1479 d4.loss_iou: 0.3449 enc_loss_cls: 0.2436 enc_loss_bbox: 0.1801 enc_loss_iou: 0.3964 dn_loss_cls: 0.0238 dn_loss_bbox: 0.2358 dn_loss_iou: 0.3194 d0.dn_loss_cls: 0.0577 d0.dn_loss_bbox: 0.3592 d0.dn_loss_iou: 0.4482 d1.dn_loss_cls: 0.0343 d1.dn_loss_bbox: 0.2649 d1.dn_loss_iou: 0.3495 d2.dn_loss_cls: 0.0281 d2.dn_loss_bbox: 0.2430 d2.dn_loss_iou: 0.3271 d3.dn_loss_cls: 0.0255 d3.dn_loss_bbox: 0.2359 d3.dn_loss_iou: 0.3200 d4.dn_loss_cls: 0.0243 d4.dn_loss_bbox: 0.2358 d4.dn_loss_iou: 0.3193 2023/03/01 01:38:17 - mmengine - INFO - Epoch(train) [10][6850/7393] lr: 1.0000e-04 eta: 3:41:48 time: 0.8676 data_time: 0.0063 memory: 26767 grad_norm: 32.8861 loss: 9.6180 loss_cls: 0.2007 loss_bbox: 0.1762 loss_iou: 0.3665 d0.loss_cls: 0.2391 d0.loss_bbox: 0.1854 d0.loss_iou: 0.3818 d1.loss_cls: 0.2165 d1.loss_bbox: 0.1834 d1.loss_iou: 0.3760 d2.loss_cls: 0.2054 d2.loss_bbox: 0.1800 d2.loss_iou: 0.3717 d3.loss_cls: 0.2055 d3.loss_bbox: 0.1778 d3.loss_iou: 0.3638 d4.loss_cls: 0.2016 d4.loss_bbox: 0.1772 d4.loss_iou: 0.3667 enc_loss_cls: 0.2383 enc_loss_bbox: 0.2092 enc_loss_iou: 0.4209 dn_loss_cls: 0.0309 dn_loss_bbox: 0.2489 dn_loss_iou: 0.3539 d0.dn_loss_cls: 0.0645 d0.dn_loss_bbox: 0.3668 d0.dn_loss_iou: 0.4852 d1.dn_loss_cls: 0.0412 d1.dn_loss_bbox: 0.2738 d1.dn_loss_iou: 0.3834 d2.dn_loss_cls: 0.0360 d2.dn_loss_bbox: 0.2545 d2.dn_loss_iou: 0.3617 d3.dn_loss_cls: 0.0337 d3.dn_loss_bbox: 0.2498 d3.dn_loss_iou: 0.3554 d4.dn_loss_cls: 0.0319 d4.dn_loss_bbox: 0.2489 d4.dn_loss_iou: 0.3539 2023/03/01 01:39:00 - mmengine - INFO - Epoch(train) [10][6900/7393] lr: 1.0000e-04 eta: 3:41:05 time: 0.8695 data_time: 0.0062 memory: 30614 grad_norm: 33.2249 loss: 8.2520 loss_cls: 0.1656 loss_bbox: 0.1341 loss_iou: 0.3103 d0.loss_cls: 0.2023 d0.loss_bbox: 0.1490 d0.loss_iou: 0.3383 d1.loss_cls: 0.1818 d1.loss_bbox: 0.1391 d1.loss_iou: 0.3265 d2.loss_cls: 0.1724 d2.loss_bbox: 0.1350 d2.loss_iou: 0.3160 d3.loss_cls: 0.1695 d3.loss_bbox: 0.1344 d3.loss_iou: 0.3106 d4.loss_cls: 0.1692 d4.loss_bbox: 0.1324 d4.loss_iou: 0.3088 enc_loss_cls: 0.2030 enc_loss_bbox: 0.1720 enc_loss_iou: 0.3780 dn_loss_cls: 0.0213 dn_loss_bbox: 0.2274 dn_loss_iou: 0.3009 d0.dn_loss_cls: 0.0577 d0.dn_loss_bbox: 0.3584 d0.dn_loss_iou: 0.4291 d1.dn_loss_cls: 0.0326 d1.dn_loss_bbox: 0.2622 d1.dn_loss_iou: 0.3344 d2.dn_loss_cls: 0.0257 d2.dn_loss_bbox: 0.2377 d2.dn_loss_iou: 0.3110 d3.dn_loss_cls: 0.0235 d3.dn_loss_bbox: 0.2294 d3.dn_loss_iou: 0.3025 d4.dn_loss_cls: 0.0220 d4.dn_loss_bbox: 0.2273 d4.dn_loss_iou: 0.3008 2023/03/01 01:39:44 - mmengine - INFO - Epoch(train) [10][6950/7393] lr: 1.0000e-04 eta: 3:40:21 time: 0.8738 data_time: 0.0054 memory: 27093 grad_norm: 32.9807 loss: 8.3428 loss_cls: 0.1728 loss_bbox: 0.1384 loss_iou: 0.3013 d0.loss_cls: 0.2087 d0.loss_bbox: 0.1464 d0.loss_iou: 0.3234 d1.loss_cls: 0.1886 d1.loss_bbox: 0.1452 d1.loss_iou: 0.3139 d2.loss_cls: 0.1804 d2.loss_bbox: 0.1415 d2.loss_iou: 0.3081 d3.loss_cls: 0.1759 d3.loss_bbox: 0.1409 d3.loss_iou: 0.3037 d4.loss_cls: 0.1747 d4.loss_bbox: 0.1390 d4.loss_iou: 0.3008 enc_loss_cls: 0.2176 enc_loss_bbox: 0.1716 enc_loss_iou: 0.3563 dn_loss_cls: 0.0215 dn_loss_bbox: 0.2458 dn_loss_iou: 0.3038 d0.dn_loss_cls: 0.0516 d0.dn_loss_bbox: 0.3682 d0.dn_loss_iou: 0.4285 d1.dn_loss_cls: 0.0298 d1.dn_loss_bbox: 0.2727 d1.dn_loss_iou: 0.3342 d2.dn_loss_cls: 0.0256 d2.dn_loss_bbox: 0.2518 d2.dn_loss_iou: 0.3114 d3.dn_loss_cls: 0.0234 d3.dn_loss_bbox: 0.2475 d3.dn_loss_iou: 0.3059 d4.dn_loss_cls: 0.0221 d4.dn_loss_bbox: 0.2457 d4.dn_loss_iou: 0.3041 2023/03/01 01:40:27 - mmengine - INFO - Epoch(train) [10][7000/7393] lr: 1.0000e-04 eta: 3:39:38 time: 0.8714 data_time: 0.0055 memory: 27691 grad_norm: 30.1744 loss: 8.3721 loss_cls: 0.1635 loss_bbox: 0.1367 loss_iou: 0.3224 d0.loss_cls: 0.2073 d0.loss_bbox: 0.1456 d0.loss_iou: 0.3387 d1.loss_cls: 0.1875 d1.loss_bbox: 0.1431 d1.loss_iou: 0.3300 d2.loss_cls: 0.1786 d2.loss_bbox: 0.1358 d2.loss_iou: 0.3227 d3.loss_cls: 0.1667 d3.loss_bbox: 0.1384 d3.loss_iou: 0.3244 d4.loss_cls: 0.1647 d4.loss_bbox: 0.1379 d4.loss_iou: 0.3235 enc_loss_cls: 0.2078 enc_loss_bbox: 0.1653 enc_loss_iou: 0.3761 dn_loss_cls: 0.0194 dn_loss_bbox: 0.2286 dn_loss_iou: 0.3075 d0.dn_loss_cls: 0.0516 d0.dn_loss_bbox: 0.3751 d0.dn_loss_iou: 0.4476 d1.dn_loss_cls: 0.0299 d1.dn_loss_bbox: 0.2595 d1.dn_loss_iou: 0.3394 d2.dn_loss_cls: 0.0239 d2.dn_loss_bbox: 0.2380 d2.dn_loss_iou: 0.3164 d3.dn_loss_cls: 0.0214 d3.dn_loss_bbox: 0.2307 d3.dn_loss_iou: 0.3097 d4.dn_loss_cls: 0.0204 d4.dn_loss_bbox: 0.2286 d4.dn_loss_iou: 0.3078 2023/03/01 01:41:12 - mmengine - INFO - Epoch(train) [10][7050/7393] lr: 1.0000e-04 eta: 3:38:55 time: 0.8869 data_time: 0.0055 memory: 27689 grad_norm: 35.6455 loss: 7.5587 loss_cls: 0.1449 loss_bbox: 0.1232 loss_iou: 0.2724 d0.loss_cls: 0.1786 d0.loss_bbox: 0.1338 d0.loss_iou: 0.2894 d1.loss_cls: 0.1586 d1.loss_bbox: 0.1286 d1.loss_iou: 0.2773 d2.loss_cls: 0.1506 d2.loss_bbox: 0.1240 d2.loss_iou: 0.2724 d3.loss_cls: 0.1486 d3.loss_bbox: 0.1218 d3.loss_iou: 0.2699 d4.loss_cls: 0.1453 d4.loss_bbox: 0.1233 d4.loss_iou: 0.2725 enc_loss_cls: 0.1793 enc_loss_bbox: 0.1595 enc_loss_iou: 0.3341 dn_loss_cls: 0.0194 dn_loss_bbox: 0.2075 dn_loss_iou: 0.3033 d0.dn_loss_cls: 0.0496 d0.dn_loss_bbox: 0.3236 d0.dn_loss_iou: 0.4399 d1.dn_loss_cls: 0.0275 d1.dn_loss_bbox: 0.2328 d1.dn_loss_iou: 0.3358 d2.dn_loss_cls: 0.0228 d2.dn_loss_bbox: 0.2129 d2.dn_loss_iou: 0.3118 d3.dn_loss_cls: 0.0203 d3.dn_loss_bbox: 0.2080 d3.dn_loss_iou: 0.3050 d4.dn_loss_cls: 0.0194 d4.dn_loss_bbox: 0.2073 d4.dn_loss_iou: 0.3036 2023/03/01 01:41:56 - mmengine - INFO - Epoch(train) [10][7100/7393] lr: 1.0000e-04 eta: 3:38:12 time: 0.8872 data_time: 0.0057 memory: 27211 grad_norm: 34.2339 loss: 9.4725 loss_cls: 0.1927 loss_bbox: 0.1390 loss_iou: 0.3957 d0.loss_cls: 0.2364 d0.loss_bbox: 0.1458 d0.loss_iou: 0.4173 d1.loss_cls: 0.2131 d1.loss_bbox: 0.1412 d1.loss_iou: 0.4058 d2.loss_cls: 0.2039 d2.loss_bbox: 0.1382 d2.loss_iou: 0.3983 d3.loss_cls: 0.1969 d3.loss_bbox: 0.1376 d3.loss_iou: 0.3931 d4.loss_cls: 0.1932 d4.loss_bbox: 0.1392 d4.loss_iou: 0.3967 enc_loss_cls: 0.2395 enc_loss_bbox: 0.1708 enc_loss_iou: 0.4642 dn_loss_cls: 0.0243 dn_loss_bbox: 0.2271 dn_loss_iou: 0.3667 d0.dn_loss_cls: 0.0616 d0.dn_loss_bbox: 0.3526 d0.dn_loss_iou: 0.5048 d1.dn_loss_cls: 0.0346 d1.dn_loss_bbox: 0.2616 d1.dn_loss_iou: 0.4010 d2.dn_loss_cls: 0.0290 d2.dn_loss_bbox: 0.2349 d2.dn_loss_iou: 0.3749 d3.dn_loss_cls: 0.0261 d3.dn_loss_bbox: 0.2279 d3.dn_loss_iou: 0.3681 d4.dn_loss_cls: 0.0246 d4.dn_loss_bbox: 0.2273 d4.dn_loss_iou: 0.3669 2023/03/01 01:42:40 - mmengine - INFO - Epoch(train) [10][7150/7393] lr: 1.0000e-04 eta: 3:37:28 time: 0.8806 data_time: 0.0061 memory: 28153 grad_norm: 29.1342 loss: 8.1501 loss_cls: 0.1683 loss_bbox: 0.1388 loss_iou: 0.3074 d0.loss_cls: 0.2087 d0.loss_bbox: 0.1499 d0.loss_iou: 0.3238 d1.loss_cls: 0.1858 d1.loss_bbox: 0.1472 d1.loss_iou: 0.3195 d2.loss_cls: 0.1725 d2.loss_bbox: 0.1442 d2.loss_iou: 0.3158 d3.loss_cls: 0.1719 d3.loss_bbox: 0.1394 d3.loss_iou: 0.3086 d4.loss_cls: 0.1700 d4.loss_bbox: 0.1388 d4.loss_iou: 0.3073 enc_loss_cls: 0.2123 enc_loss_bbox: 0.1712 enc_loss_iou: 0.3601 dn_loss_cls: 0.0201 dn_loss_bbox: 0.2110 dn_loss_iou: 0.3069 d0.dn_loss_cls: 0.0488 d0.dn_loss_bbox: 0.3326 d0.dn_loss_iou: 0.4378 d1.dn_loss_cls: 0.0271 d1.dn_loss_bbox: 0.2370 d1.dn_loss_iou: 0.3368 d2.dn_loss_cls: 0.0221 d2.dn_loss_bbox: 0.2156 d2.dn_loss_iou: 0.3135 d3.dn_loss_cls: 0.0208 d3.dn_loss_bbox: 0.2122 d3.dn_loss_iou: 0.3086 d4.dn_loss_cls: 0.0200 d4.dn_loss_bbox: 0.2109 d4.dn_loss_iou: 0.3070 2023/03/01 01:43:23 - mmengine - INFO - Epoch(train) [10][7200/7393] lr: 1.0000e-04 eta: 3:36:45 time: 0.8665 data_time: 0.0060 memory: 27689 grad_norm: 35.4332 loss: 8.3975 loss_cls: 0.1749 loss_bbox: 0.1579 loss_iou: 0.3058 d0.loss_cls: 0.2151 d0.loss_bbox: 0.1568 d0.loss_iou: 0.3167 d1.loss_cls: 0.1942 d1.loss_bbox: 0.1545 d1.loss_iou: 0.3115 d2.loss_cls: 0.1880 d2.loss_bbox: 0.1508 d2.loss_iou: 0.3022 d3.loss_cls: 0.1862 d3.loss_bbox: 0.1471 d3.loss_iou: 0.2987 d4.loss_cls: 0.1747 d4.loss_bbox: 0.1584 d4.loss_iou: 0.3069 enc_loss_cls: 0.2190 enc_loss_bbox: 0.1801 enc_loss_iou: 0.3519 dn_loss_cls: 0.0206 dn_loss_bbox: 0.2283 dn_loss_iou: 0.3179 d0.dn_loss_cls: 0.0510 d0.dn_loss_bbox: 0.3387 d0.dn_loss_iou: 0.4464 d1.dn_loss_cls: 0.0289 d1.dn_loss_bbox: 0.2485 d1.dn_loss_iou: 0.3475 d2.dn_loss_cls: 0.0239 d2.dn_loss_bbox: 0.2318 d2.dn_loss_iou: 0.3253 d3.dn_loss_cls: 0.0221 d3.dn_loss_bbox: 0.2289 d3.dn_loss_iou: 0.3191 d4.dn_loss_cls: 0.0211 d4.dn_loss_bbox: 0.2278 d4.dn_loss_iou: 0.3179 2023/03/01 01:44:07 - mmengine - INFO - Epoch(train) [10][7250/7393] lr: 1.0000e-04 eta: 3:36:02 time: 0.8789 data_time: 0.0061 memory: 26735 grad_norm: 31.3888 loss: 8.3733 loss_cls: 0.1827 loss_bbox: 0.1326 loss_iou: 0.3137 d0.loss_cls: 0.2245 d0.loss_bbox: 0.1436 d0.loss_iou: 0.3247 d1.loss_cls: 0.2058 d1.loss_bbox: 0.1342 d1.loss_iou: 0.3163 d2.loss_cls: 0.1923 d2.loss_bbox: 0.1331 d2.loss_iou: 0.3158 d3.loss_cls: 0.1853 d3.loss_bbox: 0.1309 d3.loss_iou: 0.3133 d4.loss_cls: 0.1836 d4.loss_bbox: 0.1316 d4.loss_iou: 0.3130 enc_loss_cls: 0.2291 enc_loss_bbox: 0.1607 enc_loss_iou: 0.3611 dn_loss_cls: 0.0218 dn_loss_bbox: 0.2327 dn_loss_iou: 0.3105 d0.dn_loss_cls: 0.0548 d0.dn_loss_bbox: 0.3518 d0.dn_loss_iou: 0.4338 d1.dn_loss_cls: 0.0302 d1.dn_loss_bbox: 0.2582 d1.dn_loss_iou: 0.3372 d2.dn_loss_cls: 0.0261 d2.dn_loss_bbox: 0.2377 d2.dn_loss_iou: 0.3178 d3.dn_loss_cls: 0.0231 d3.dn_loss_bbox: 0.2327 d3.dn_loss_iou: 0.3119 d4.dn_loss_cls: 0.0219 d4.dn_loss_bbox: 0.2327 d4.dn_loss_iou: 0.3106 2023/03/01 01:44:51 - mmengine - INFO - Epoch(train) [10][7300/7393] lr: 1.0000e-04 eta: 3:35:18 time: 0.8689 data_time: 0.0061 memory: 25654 grad_norm: 33.0510 loss: 8.7480 loss_cls: 0.1775 loss_bbox: 0.1371 loss_iou: 0.3487 d0.loss_cls: 0.2111 d0.loss_bbox: 0.1497 d0.loss_iou: 0.3686 d1.loss_cls: 0.1927 d1.loss_bbox: 0.1400 d1.loss_iou: 0.3558 d2.loss_cls: 0.1823 d2.loss_bbox: 0.1405 d2.loss_iou: 0.3541 d3.loss_cls: 0.1803 d3.loss_bbox: 0.1382 d3.loss_iou: 0.3494 d4.loss_cls: 0.1776 d4.loss_bbox: 0.1378 d4.loss_iou: 0.3500 enc_loss_cls: 0.2236 enc_loss_bbox: 0.1664 enc_loss_iou: 0.3945 dn_loss_cls: 0.0208 dn_loss_bbox: 0.2381 dn_loss_iou: 0.3285 d0.dn_loss_cls: 0.0512 d0.dn_loss_bbox: 0.3552 d0.dn_loss_iou: 0.4481 d1.dn_loss_cls: 0.0300 d1.dn_loss_bbox: 0.2624 d1.dn_loss_iou: 0.3569 d2.dn_loss_cls: 0.0239 d2.dn_loss_bbox: 0.2436 d2.dn_loss_iou: 0.3353 d3.dn_loss_cls: 0.0222 d3.dn_loss_bbox: 0.2381 d3.dn_loss_iou: 0.3297 d4.dn_loss_cls: 0.0211 d4.dn_loss_bbox: 0.2382 d4.dn_loss_iou: 0.3288 2023/03/01 01:45:34 - mmengine - INFO - Epoch(train) [10][7350/7393] lr: 1.0000e-04 eta: 3:34:35 time: 0.8703 data_time: 0.0061 memory: 32907 grad_norm: 38.0386 loss: 9.6903 loss_cls: 0.2242 loss_bbox: 0.1711 loss_iou: 0.4455 d0.loss_cls: 0.2650 d0.loss_bbox: 0.1854 d0.loss_iou: 0.4660 d1.loss_cls: 0.2473 d1.loss_bbox: 0.1770 d1.loss_iou: 0.4460 d2.loss_cls: 0.2362 d2.loss_bbox: 0.1727 d2.loss_iou: 0.4422 d3.loss_cls: 0.2323 d3.loss_bbox: 0.1723 d3.loss_iou: 0.4436 d4.loss_cls: 0.2269 d4.loss_bbox: 0.1711 d4.loss_iou: 0.4456 enc_loss_cls: 0.2713 enc_loss_bbox: 0.2066 enc_loss_iou: 0.5021 dn_loss_cls: 0.0240 dn_loss_bbox: 0.1870 dn_loss_iou: 0.3230 d0.dn_loss_cls: 0.0548 d0.dn_loss_bbox: 0.2886 d0.dn_loss_iou: 0.4454 d1.dn_loss_cls: 0.0327 d1.dn_loss_bbox: 0.2118 d1.dn_loss_iou: 0.3509 d2.dn_loss_cls: 0.0274 d2.dn_loss_bbox: 0.1928 d2.dn_loss_iou: 0.3300 d3.dn_loss_cls: 0.0248 d3.dn_loss_bbox: 0.1880 d3.dn_loss_iou: 0.3244 d4.dn_loss_cls: 0.0241 d4.dn_loss_bbox: 0.1869 d4.dn_loss_iou: 0.3234 2023/03/01 01:46:12 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 01:46:12 - mmengine - INFO - Saving checkpoint at 10 epochs 2023/03/01 01:46:24 - mmengine - INFO - Epoch(val) [10][ 50/625] eta: 0:01:02 time: 0.1083 data_time: 0.0018 memory: 27532 2023/03/01 01:46:29 - mmengine - INFO - Epoch(val) [10][100/625] eta: 0:00:56 time: 0.1058 data_time: 0.0015 memory: 5417 2023/03/01 01:46:34 - mmengine - INFO - Epoch(val) [10][150/625] eta: 0:00:50 time: 0.1062 data_time: 0.0015 memory: 5361 2023/03/01 01:46:40 - mmengine - INFO - Epoch(val) [10][200/625] eta: 0:00:45 time: 0.1078 data_time: 0.0016 memory: 5382 2023/03/01 01:46:45 - mmengine - INFO - Epoch(val) [10][250/625] eta: 0:00:40 time: 0.1063 data_time: 0.0016 memory: 5432 2023/03/01 01:46:50 - mmengine - INFO - Epoch(val) [10][300/625] eta: 0:00:34 time: 0.1048 data_time: 0.0018 memory: 5361 2023/03/01 01:46:56 - mmengine - INFO - Epoch(val) [10][350/625] eta: 0:00:29 time: 0.1077 data_time: 0.0018 memory: 5375 2023/03/01 01:47:01 - mmengine - INFO - Epoch(val) [10][400/625] eta: 0:00:24 time: 0.1068 data_time: 0.0018 memory: 5417 2023/03/01 01:47:06 - mmengine - INFO - Epoch(val) [10][450/625] eta: 0:00:18 time: 0.1066 data_time: 0.0018 memory: 5431 2023/03/01 01:47:12 - mmengine - INFO - Epoch(val) [10][500/625] eta: 0:00:13 time: 0.1059 data_time: 0.0018 memory: 5361 2023/03/01 01:47:17 - mmengine - INFO - Epoch(val) [10][550/625] eta: 0:00:08 time: 0.1078 data_time: 0.0018 memory: 5418 2023/03/01 01:47:22 - mmengine - INFO - Epoch(val) [10][600/625] eta: 0:00:02 time: 0.1048 data_time: 0.0016 memory: 5382 2023/03/01 01:47:41 - mmengine - INFO - Evaluating bbox... 2023/03/01 01:49:08 - mmengine - INFO - bbox_mAP_copypaste: 0.547 0.738 0.603 0.375 0.583 0.709 2023/03/01 01:49:10 - mmengine - INFO - Epoch(val) [10][625/625] coco/bbox_mAP: 0.5470 coco/bbox_mAP_50: 0.7380 coco/bbox_mAP_75: 0.6030 coco/bbox_mAP_s: 0.3750 coco/bbox_mAP_m: 0.5830 coco/bbox_mAP_l: 0.7090 2023/03/01 01:49:53 - mmengine - INFO - Epoch(train) [11][ 50/7393] lr: 1.0000e-04 eta: 3:33:14 time: 0.8729 data_time: 0.0063 memory: 25891 grad_norm: 39.2197 loss: 9.6877 loss_cls: 0.2108 loss_bbox: 0.1790 loss_iou: 0.3956 d0.loss_cls: 0.2608 d0.loss_bbox: 0.1866 d0.loss_iou: 0.4114 d1.loss_cls: 0.2346 d1.loss_bbox: 0.1844 d1.loss_iou: 0.3980 d2.loss_cls: 0.2230 d2.loss_bbox: 0.1777 d2.loss_iou: 0.3958 d3.loss_cls: 0.2198 d3.loss_bbox: 0.1759 d3.loss_iou: 0.3925 d4.loss_cls: 0.2139 d4.loss_bbox: 0.1779 d4.loss_iou: 0.3953 enc_loss_cls: 0.2687 enc_loss_bbox: 0.2023 enc_loss_iou: 0.4483 dn_loss_cls: 0.0226 dn_loss_bbox: 0.2356 dn_loss_iou: 0.3367 d0.dn_loss_cls: 0.0577 d0.dn_loss_bbox: 0.3458 d0.dn_loss_iou: 0.4627 d1.dn_loss_cls: 0.0333 d1.dn_loss_bbox: 0.2614 d1.dn_loss_iou: 0.3677 d2.dn_loss_cls: 0.0274 d2.dn_loss_bbox: 0.2429 d2.dn_loss_iou: 0.3463 d3.dn_loss_cls: 0.0245 d3.dn_loss_bbox: 0.2371 d3.dn_loss_iou: 0.3381 d4.dn_loss_cls: 0.0228 d4.dn_loss_bbox: 0.2358 d4.dn_loss_iou: 0.3370 2023/03/01 01:50:11 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 01:50:37 - mmengine - INFO - Epoch(train) [11][ 100/7393] lr: 1.0000e-04 eta: 3:32:31 time: 0.8818 data_time: 0.0056 memory: 27828 grad_norm: 31.2965 loss: 9.3108 loss_cls: 0.2156 loss_bbox: 0.1380 loss_iou: 0.3632 d0.loss_cls: 0.2501 d0.loss_bbox: 0.1503 d0.loss_iou: 0.3932 d1.loss_cls: 0.2287 d1.loss_bbox: 0.1455 d1.loss_iou: 0.3731 d2.loss_cls: 0.2213 d2.loss_bbox: 0.1428 d2.loss_iou: 0.3688 d3.loss_cls: 0.2196 d3.loss_bbox: 0.1401 d3.loss_iou: 0.3639 d4.loss_cls: 0.2156 d4.loss_bbox: 0.1387 d4.loss_iou: 0.3635 enc_loss_cls: 0.2573 enc_loss_bbox: 0.1661 enc_loss_iou: 0.4282 dn_loss_cls: 0.0254 dn_loss_bbox: 0.2400 dn_loss_iou: 0.3483 d0.dn_loss_cls: 0.0575 d0.dn_loss_bbox: 0.3483 d0.dn_loss_iou: 0.4703 d1.dn_loss_cls: 0.0355 d1.dn_loss_bbox: 0.2635 d1.dn_loss_iou: 0.3739 d2.dn_loss_cls: 0.0299 d2.dn_loss_bbox: 0.2438 d2.dn_loss_iou: 0.3562 d3.dn_loss_cls: 0.0281 d3.dn_loss_bbox: 0.2414 d3.dn_loss_iou: 0.3499 d4.dn_loss_cls: 0.0265 d4.dn_loss_bbox: 0.2401 d4.dn_loss_iou: 0.3486 2023/03/01 01:51:21 - mmengine - INFO - Epoch(train) [11][ 150/7393] lr: 1.0000e-04 eta: 3:31:47 time: 0.8721 data_time: 0.0054 memory: 26735 grad_norm: 46.2096 loss: 7.8742 loss_cls: 0.1593 loss_bbox: 0.1380 loss_iou: 0.2497 d0.loss_cls: 0.2007 d0.loss_bbox: 0.1493 d0.loss_iou: 0.2636 d1.loss_cls: 0.1791 d1.loss_bbox: 0.1446 d1.loss_iou: 0.2618 d2.loss_cls: 0.1669 d2.loss_bbox: 0.1377 d2.loss_iou: 0.2554 d3.loss_cls: 0.1630 d3.loss_bbox: 0.1355 d3.loss_iou: 0.2502 d4.loss_cls: 0.1583 d4.loss_bbox: 0.1386 d4.loss_iou: 0.2525 enc_loss_cls: 0.1990 enc_loss_bbox: 0.1815 enc_loss_iou: 0.3089 dn_loss_cls: 0.0202 dn_loss_bbox: 0.2504 dn_loss_iou: 0.2937 d0.dn_loss_cls: 0.0528 d0.dn_loss_bbox: 0.3878 d0.dn_loss_iou: 0.4224 d1.dn_loss_cls: 0.0297 d1.dn_loss_bbox: 0.2798 d1.dn_loss_iou: 0.3241 d2.dn_loss_cls: 0.0242 d2.dn_loss_bbox: 0.2583 d2.dn_loss_iou: 0.3039 d3.dn_loss_cls: 0.0219 d3.dn_loss_bbox: 0.2512 d3.dn_loss_iou: 0.2951 d4.dn_loss_cls: 0.0208 d4.dn_loss_bbox: 0.2505 d4.dn_loss_iou: 0.2940 2023/03/01 01:52:05 - mmengine - INFO - Epoch(train) [11][ 200/7393] lr: 1.0000e-04 eta: 3:31:04 time: 0.8812 data_time: 0.0057 memory: 26789 grad_norm: 31.4469 loss: 9.1214 loss_cls: 0.2111 loss_bbox: 0.1504 loss_iou: 0.3934 d0.loss_cls: 0.2642 d0.loss_bbox: 0.1552 d0.loss_iou: 0.4102 d1.loss_cls: 0.2336 d1.loss_bbox: 0.1508 d1.loss_iou: 0.3993 d2.loss_cls: 0.2240 d2.loss_bbox: 0.1486 d2.loss_iou: 0.3937 d3.loss_cls: 0.2135 d3.loss_bbox: 0.1503 d3.loss_iou: 0.3962 d4.loss_cls: 0.2111 d4.loss_bbox: 0.1503 d4.loss_iou: 0.3940 enc_loss_cls: 0.2632 enc_loss_bbox: 0.1781 enc_loss_iou: 0.4471 dn_loss_cls: 0.0227 dn_loss_bbox: 0.1822 dn_loss_iou: 0.3302 d0.dn_loss_cls: 0.0585 d0.dn_loss_bbox: 0.2983 d0.dn_loss_iou: 0.4617 d1.dn_loss_cls: 0.0338 d1.dn_loss_bbox: 0.2073 d1.dn_loss_iou: 0.3593 d2.dn_loss_cls: 0.0275 d2.dn_loss_bbox: 0.1890 d2.dn_loss_iou: 0.3377 d3.dn_loss_cls: 0.0243 d3.dn_loss_bbox: 0.1834 d3.dn_loss_iou: 0.3314 d4.dn_loss_cls: 0.0230 d4.dn_loss_bbox: 0.1823 d4.dn_loss_iou: 0.3302 2023/03/01 01:52:50 - mmengine - INFO - Epoch(train) [11][ 250/7393] lr: 1.0000e-04 eta: 3:30:21 time: 0.8925 data_time: 0.0066 memory: 27234 grad_norm: 32.5044 loss: 8.9135 loss_cls: 0.1781 loss_bbox: 0.1513 loss_iou: 0.3357 d0.loss_cls: 0.2309 d0.loss_bbox: 0.1584 d0.loss_iou: 0.3488 d1.loss_cls: 0.2052 d1.loss_bbox: 0.1536 d1.loss_iou: 0.3366 d2.loss_cls: 0.1894 d2.loss_bbox: 0.1505 d2.loss_iou: 0.3357 d3.loss_cls: 0.1836 d3.loss_bbox: 0.1499 d3.loss_iou: 0.3348 d4.loss_cls: 0.1804 d4.loss_bbox: 0.1517 d4.loss_iou: 0.3340 enc_loss_cls: 0.2303 enc_loss_bbox: 0.1793 enc_loss_iou: 0.3851 dn_loss_cls: 0.0219 dn_loss_bbox: 0.2588 dn_loss_iou: 0.3260 d0.dn_loss_cls: 0.0571 d0.dn_loss_bbox: 0.3815 d0.dn_loss_iou: 0.4581 d1.dn_loss_cls: 0.0333 d1.dn_loss_bbox: 0.2810 d1.dn_loss_iou: 0.3535 d2.dn_loss_cls: 0.0270 d2.dn_loss_bbox: 0.2624 d2.dn_loss_iou: 0.3317 d3.dn_loss_cls: 0.0238 d3.dn_loss_bbox: 0.2595 d3.dn_loss_iou: 0.3271 d4.dn_loss_cls: 0.0224 d4.dn_loss_bbox: 0.2589 d4.dn_loss_iou: 0.3261 2023/03/01 01:53:34 - mmengine - INFO - Epoch(train) [11][ 300/7393] lr: 1.0000e-04 eta: 3:29:38 time: 0.8849 data_time: 0.0063 memory: 28644 grad_norm: 41.1618 loss: 7.8776 loss_cls: 0.1517 loss_bbox: 0.1305 loss_iou: 0.2967 d0.loss_cls: 0.1914 d0.loss_bbox: 0.1413 d0.loss_iou: 0.3075 d1.loss_cls: 0.1676 d1.loss_bbox: 0.1354 d1.loss_iou: 0.3031 d2.loss_cls: 0.1570 d2.loss_bbox: 0.1310 d2.loss_iou: 0.2985 d3.loss_cls: 0.1528 d3.loss_bbox: 0.1300 d3.loss_iou: 0.2970 d4.loss_cls: 0.1531 d4.loss_bbox: 0.1296 d4.loss_iou: 0.2950 enc_loss_cls: 0.1951 enc_loss_bbox: 0.1628 enc_loss_iou: 0.3416 dn_loss_cls: 0.0216 dn_loss_bbox: 0.2062 dn_loss_iou: 0.3066 d0.dn_loss_cls: 0.0554 d0.dn_loss_bbox: 0.3448 d0.dn_loss_iou: 0.4468 d1.dn_loss_cls: 0.0314 d1.dn_loss_bbox: 0.2342 d1.dn_loss_iou: 0.3376 d2.dn_loss_cls: 0.0252 d2.dn_loss_bbox: 0.2117 d2.dn_loss_iou: 0.3145 d3.dn_loss_cls: 0.0231 d3.dn_loss_bbox: 0.2066 d3.dn_loss_iou: 0.3080 d4.dn_loss_cls: 0.0221 d4.dn_loss_bbox: 0.2061 d4.dn_loss_iou: 0.3067 2023/03/01 01:54:17 - mmengine - INFO - Epoch(train) [11][ 350/7393] lr: 1.0000e-04 eta: 3:28:54 time: 0.8668 data_time: 0.0064 memory: 26735 grad_norm: 36.0355 loss: 6.8222 loss_cls: 0.1166 loss_bbox: 0.1141 loss_iou: 0.2304 d0.loss_cls: 0.1560 d0.loss_bbox: 0.1193 d0.loss_iou: 0.2382 d1.loss_cls: 0.1320 d1.loss_bbox: 0.1187 d1.loss_iou: 0.2378 d2.loss_cls: 0.1261 d2.loss_bbox: 0.1167 d2.loss_iou: 0.2295 d3.loss_cls: 0.1209 d3.loss_bbox: 0.1165 d3.loss_iou: 0.2287 d4.loss_cls: 0.1195 d4.loss_bbox: 0.1125 d4.loss_iou: 0.2269 enc_loss_cls: 0.1608 enc_loss_bbox: 0.1370 enc_loss_iou: 0.2638 dn_loss_cls: 0.0183 dn_loss_bbox: 0.2042 dn_loss_iou: 0.2820 d0.dn_loss_cls: 0.0509 d0.dn_loss_bbox: 0.3338 d0.dn_loss_iou: 0.4078 d1.dn_loss_cls: 0.0278 d1.dn_loss_bbox: 0.2298 d1.dn_loss_iou: 0.3082 d2.dn_loss_cls: 0.0221 d2.dn_loss_bbox: 0.2101 d2.dn_loss_iou: 0.2897 d3.dn_loss_cls: 0.0200 d3.dn_loss_bbox: 0.2058 d3.dn_loss_iou: 0.2841 d4.dn_loss_cls: 0.0186 d4.dn_loss_bbox: 0.2041 d4.dn_loss_iou: 0.2825 2023/03/01 01:55:01 - mmengine - INFO - Epoch(train) [11][ 400/7393] lr: 1.0000e-04 eta: 3:28:11 time: 0.8734 data_time: 0.0065 memory: 26735 grad_norm: 34.3361 loss: 9.5057 loss_cls: 0.1917 loss_bbox: 0.1720 loss_iou: 0.3400 d0.loss_cls: 0.2389 d0.loss_bbox: 0.1817 d0.loss_iou: 0.3650 d1.loss_cls: 0.2142 d1.loss_bbox: 0.1720 d1.loss_iou: 0.3428 d2.loss_cls: 0.2032 d2.loss_bbox: 0.1731 d2.loss_iou: 0.3374 d3.loss_cls: 0.1978 d3.loss_bbox: 0.1713 d3.loss_iou: 0.3379 d4.loss_cls: 0.1931 d4.loss_bbox: 0.1724 d4.loss_iou: 0.3401 enc_loss_cls: 0.2448 enc_loss_bbox: 0.2078 enc_loss_iou: 0.4062 dn_loss_cls: 0.0270 dn_loss_bbox: 0.2732 dn_loss_iou: 0.3446 d0.dn_loss_cls: 0.0631 d0.dn_loss_bbox: 0.4202 d0.dn_loss_iou: 0.4865 d1.dn_loss_cls: 0.0378 d1.dn_loss_bbox: 0.3103 d1.dn_loss_iou: 0.3789 d2.dn_loss_cls: 0.0308 d2.dn_loss_bbox: 0.2828 d2.dn_loss_iou: 0.3534 d3.dn_loss_cls: 0.0281 d3.dn_loss_bbox: 0.2743 d3.dn_loss_iou: 0.3457 d4.dn_loss_cls: 0.0276 d4.dn_loss_bbox: 0.2735 d4.dn_loss_iou: 0.3444 2023/03/01 01:55:45 - mmengine - INFO - Epoch(train) [11][ 450/7393] lr: 1.0000e-04 eta: 3:27:28 time: 0.8780 data_time: 0.0066 memory: 26633 grad_norm: 30.5769 loss: 8.5450 loss_cls: 0.1855 loss_bbox: 0.1338 loss_iou: 0.3371 d0.loss_cls: 0.2212 d0.loss_bbox: 0.1422 d0.loss_iou: 0.3651 d1.loss_cls: 0.1983 d1.loss_bbox: 0.1382 d1.loss_iou: 0.3518 d2.loss_cls: 0.1922 d2.loss_bbox: 0.1339 d2.loss_iou: 0.3398 d3.loss_cls: 0.1884 d3.loss_bbox: 0.1346 d3.loss_iou: 0.3379 d4.loss_cls: 0.1862 d4.loss_bbox: 0.1337 d4.loss_iou: 0.3359 enc_loss_cls: 0.2303 enc_loss_bbox: 0.1555 enc_loss_iou: 0.3945 dn_loss_cls: 0.0247 dn_loss_bbox: 0.2100 dn_loss_iou: 0.3247 d0.dn_loss_cls: 0.0551 d0.dn_loss_bbox: 0.3181 d0.dn_loss_iou: 0.4578 d1.dn_loss_cls: 0.0340 d1.dn_loss_bbox: 0.2336 d1.dn_loss_iou: 0.3552 d2.dn_loss_cls: 0.0274 d2.dn_loss_bbox: 0.2148 d2.dn_loss_iou: 0.3322 d3.dn_loss_cls: 0.0255 d3.dn_loss_bbox: 0.2107 d3.dn_loss_iou: 0.3257 d4.dn_loss_cls: 0.0244 d4.dn_loss_bbox: 0.2103 d4.dn_loss_iou: 0.3248 2023/03/01 01:56:29 - mmengine - INFO - Epoch(train) [11][ 500/7393] lr: 1.0000e-04 eta: 3:26:44 time: 0.8737 data_time: 0.0063 memory: 27689 grad_norm: 33.9454 loss: 7.9385 loss_cls: 0.1440 loss_bbox: 0.1298 loss_iou: 0.3055 d0.loss_cls: 0.1832 d0.loss_bbox: 0.1393 d0.loss_iou: 0.3278 d1.loss_cls: 0.1587 d1.loss_bbox: 0.1365 d1.loss_iou: 0.3208 d2.loss_cls: 0.1526 d2.loss_bbox: 0.1335 d2.loss_iou: 0.3110 d3.loss_cls: 0.1461 d3.loss_bbox: 0.1303 d3.loss_iou: 0.3073 d4.loss_cls: 0.1437 d4.loss_bbox: 0.1306 d4.loss_iou: 0.3069 enc_loss_cls: 0.1873 enc_loss_bbox: 0.1624 enc_loss_iou: 0.3668 dn_loss_cls: 0.0196 dn_loss_bbox: 0.2292 dn_loss_iou: 0.2936 d0.dn_loss_cls: 0.0509 d0.dn_loss_bbox: 0.3419 d0.dn_loss_iou: 0.4167 d1.dn_loss_cls: 0.0305 d1.dn_loss_bbox: 0.2519 d1.dn_loss_iou: 0.3240 d2.dn_loss_cls: 0.0246 d2.dn_loss_bbox: 0.2378 d2.dn_loss_iou: 0.3024 d3.dn_loss_cls: 0.0221 d3.dn_loss_bbox: 0.2304 d3.dn_loss_iou: 0.2953 d4.dn_loss_cls: 0.0202 d4.dn_loss_bbox: 0.2291 d4.dn_loss_iou: 0.2940 2023/03/01 01:57:12 - mmengine - INFO - Epoch(train) [11][ 550/7393] lr: 1.0000e-04 eta: 3:26:01 time: 0.8615 data_time: 0.0064 memory: 26789 grad_norm: 32.7642 loss: 9.1240 loss_cls: 0.1980 loss_bbox: 0.1554 loss_iou: 0.3895 d0.loss_cls: 0.2404 d0.loss_bbox: 0.1600 d0.loss_iou: 0.3994 d1.loss_cls: 0.2163 d1.loss_bbox: 0.1599 d1.loss_iou: 0.3968 d2.loss_cls: 0.2069 d2.loss_bbox: 0.1559 d2.loss_iou: 0.3918 d3.loss_cls: 0.2024 d3.loss_bbox: 0.1560 d3.loss_iou: 0.3896 d4.loss_cls: 0.1975 d4.loss_bbox: 0.1556 d4.loss_iou: 0.3911 enc_loss_cls: 0.2407 enc_loss_bbox: 0.1843 enc_loss_iou: 0.4465 dn_loss_cls: 0.0232 dn_loss_bbox: 0.2144 dn_loss_iou: 0.3276 d0.dn_loss_cls: 0.0531 d0.dn_loss_bbox: 0.3048 d0.dn_loss_iou: 0.4374 d1.dn_loss_cls: 0.0326 d1.dn_loss_bbox: 0.2324 d1.dn_loss_iou: 0.3518 d2.dn_loss_cls: 0.0273 d2.dn_loss_bbox: 0.2176 d2.dn_loss_iou: 0.3347 d3.dn_loss_cls: 0.0242 d3.dn_loss_bbox: 0.2147 d3.dn_loss_iou: 0.3287 d4.dn_loss_cls: 0.0230 d4.dn_loss_bbox: 0.2146 d4.dn_loss_iou: 0.3279 2023/03/01 01:57:56 - mmengine - INFO - Epoch(train) [11][ 600/7393] lr: 1.0000e-04 eta: 3:25:18 time: 0.8838 data_time: 0.0064 memory: 28179 grad_norm: 31.8348 loss: 8.7447 loss_cls: 0.1882 loss_bbox: 0.1474 loss_iou: 0.3500 d0.loss_cls: 0.2298 d0.loss_bbox: 0.1622 d0.loss_iou: 0.3785 d1.loss_cls: 0.2041 d1.loss_bbox: 0.1533 d1.loss_iou: 0.3644 d2.loss_cls: 0.2018 d2.loss_bbox: 0.1457 d2.loss_iou: 0.3472 d3.loss_cls: 0.1958 d3.loss_bbox: 0.1447 d3.loss_iou: 0.3495 d4.loss_cls: 0.1922 d4.loss_bbox: 0.1458 d4.loss_iou: 0.3471 enc_loss_cls: 0.2390 enc_loss_bbox: 0.1758 enc_loss_iou: 0.4067 dn_loss_cls: 0.0229 dn_loss_bbox: 0.2086 dn_loss_iou: 0.3198 d0.dn_loss_cls: 0.0538 d0.dn_loss_bbox: 0.3213 d0.dn_loss_iou: 0.4427 d1.dn_loss_cls: 0.0328 d1.dn_loss_bbox: 0.2406 d1.dn_loss_iou: 0.3533 d2.dn_loss_cls: 0.0268 d2.dn_loss_bbox: 0.2162 d2.dn_loss_iou: 0.3278 d3.dn_loss_cls: 0.0250 d3.dn_loss_bbox: 0.2098 d3.dn_loss_iou: 0.3217 d4.dn_loss_cls: 0.0236 d4.dn_loss_bbox: 0.2087 d4.dn_loss_iou: 0.3199 2023/03/01 01:58:40 - mmengine - INFO - Epoch(train) [11][ 650/7393] lr: 1.0000e-04 eta: 3:24:34 time: 0.8729 data_time: 0.0062 memory: 26735 grad_norm: 37.1143 loss: 9.6016 loss_cls: 0.2141 loss_bbox: 0.1623 loss_iou: 0.3595 d0.loss_cls: 0.2677 d0.loss_bbox: 0.1727 d0.loss_iou: 0.3758 d1.loss_cls: 0.2360 d1.loss_bbox: 0.1706 d1.loss_iou: 0.3668 d2.loss_cls: 0.2261 d2.loss_bbox: 0.1628 d2.loss_iou: 0.3591 d3.loss_cls: 0.2177 d3.loss_bbox: 0.1630 d3.loss_iou: 0.3591 d4.loss_cls: 0.2142 d4.loss_bbox: 0.1620 d4.loss_iou: 0.3586 enc_loss_cls: 0.2577 enc_loss_bbox: 0.2045 enc_loss_iou: 0.4231 dn_loss_cls: 0.0271 dn_loss_bbox: 0.2782 dn_loss_iou: 0.3214 d0.dn_loss_cls: 0.0624 d0.dn_loss_bbox: 0.4233 d0.dn_loss_iou: 0.4529 d1.dn_loss_cls: 0.0382 d1.dn_loss_bbox: 0.3094 d1.dn_loss_iou: 0.3536 d2.dn_loss_cls: 0.0311 d2.dn_loss_bbox: 0.2836 d2.dn_loss_iou: 0.3288 d3.dn_loss_cls: 0.0288 d3.dn_loss_bbox: 0.2790 d3.dn_loss_iou: 0.3233 d4.dn_loss_cls: 0.0275 d4.dn_loss_bbox: 0.2782 d4.dn_loss_iou: 0.3218 2023/03/01 01:59:24 - mmengine - INFO - Epoch(train) [11][ 700/7393] lr: 1.0000e-04 eta: 3:23:51 time: 0.8801 data_time: 0.0066 memory: 26871 grad_norm: 29.6448 loss: 9.0914 loss_cls: 0.1787 loss_bbox: 0.1617 loss_iou: 0.3576 d0.loss_cls: 0.2268 d0.loss_bbox: 0.1658 d0.loss_iou: 0.3725 d1.loss_cls: 0.2013 d1.loss_bbox: 0.1627 d1.loss_iou: 0.3590 d2.loss_cls: 0.1919 d2.loss_bbox: 0.1598 d2.loss_iou: 0.3554 d3.loss_cls: 0.1849 d3.loss_bbox: 0.1593 d3.loss_iou: 0.3545 d4.loss_cls: 0.1815 d4.loss_bbox: 0.1593 d4.loss_iou: 0.3562 enc_loss_cls: 0.2343 enc_loss_bbox: 0.1819 enc_loss_iou: 0.4046 dn_loss_cls: 0.0235 dn_loss_bbox: 0.2414 dn_loss_iou: 0.3347 d0.dn_loss_cls: 0.0574 d0.dn_loss_bbox: 0.3661 d0.dn_loss_iou: 0.4638 d1.dn_loss_cls: 0.0338 d1.dn_loss_bbox: 0.2714 d1.dn_loss_iou: 0.3649 d2.dn_loss_cls: 0.0279 d2.dn_loss_bbox: 0.2482 d2.dn_loss_iou: 0.3433 d3.dn_loss_cls: 0.0258 d3.dn_loss_bbox: 0.2424 d3.dn_loss_iou: 0.3366 d4.dn_loss_cls: 0.0240 d4.dn_loss_bbox: 0.2415 d4.dn_loss_iou: 0.3347 2023/03/01 02:00:08 - mmengine - INFO - Epoch(train) [11][ 750/7393] lr: 1.0000e-04 eta: 3:23:08 time: 0.8921 data_time: 0.0063 memory: 29182 grad_norm: 34.4574 loss: 8.4659 loss_cls: 0.1574 loss_bbox: 0.1569 loss_iou: 0.3363 d0.loss_cls: 0.1872 d0.loss_bbox: 0.1605 d0.loss_iou: 0.3531 d1.loss_cls: 0.1660 d1.loss_bbox: 0.1632 d1.loss_iou: 0.3429 d2.loss_cls: 0.1651 d2.loss_bbox: 0.1578 d2.loss_iou: 0.3355 d3.loss_cls: 0.1608 d3.loss_bbox: 0.1585 d3.loss_iou: 0.3355 d4.loss_cls: 0.1561 d4.loss_bbox: 0.1592 d4.loss_iou: 0.3382 enc_loss_cls: 0.1910 enc_loss_bbox: 0.1855 enc_loss_iou: 0.3829 dn_loss_cls: 0.0188 dn_loss_bbox: 0.2199 dn_loss_iou: 0.3216 d0.dn_loss_cls: 0.0532 d0.dn_loss_bbox: 0.3277 d0.dn_loss_iou: 0.4488 d1.dn_loss_cls: 0.0298 d1.dn_loss_bbox: 0.2445 d1.dn_loss_iou: 0.3504 d2.dn_loss_cls: 0.0235 d2.dn_loss_bbox: 0.2249 d2.dn_loss_iou: 0.3276 d3.dn_loss_cls: 0.0210 d3.dn_loss_bbox: 0.2203 d3.dn_loss_iou: 0.3232 d4.dn_loss_cls: 0.0193 d4.dn_loss_bbox: 0.2200 d4.dn_loss_iou: 0.3220 2023/03/01 02:00:52 - mmengine - INFO - Epoch(train) [11][ 800/7393] lr: 1.0000e-04 eta: 3:22:24 time: 0.8834 data_time: 0.0062 memory: 29182 grad_norm: 34.5870 loss: 9.7879 loss_cls: 0.2193 loss_bbox: 0.1572 loss_iou: 0.4504 d0.loss_cls: 0.2667 d0.loss_bbox: 0.1725 d0.loss_iou: 0.4820 d1.loss_cls: 0.2383 d1.loss_bbox: 0.1652 d1.loss_iou: 0.4637 d2.loss_cls: 0.2265 d2.loss_bbox: 0.1625 d2.loss_iou: 0.4543 d3.loss_cls: 0.2244 d3.loss_bbox: 0.1569 d3.loss_iou: 0.4507 d4.loss_cls: 0.2203 d4.loss_bbox: 0.1554 d4.loss_iou: 0.4505 enc_loss_cls: 0.2717 enc_loss_bbox: 0.1911 enc_loss_iou: 0.5120 dn_loss_cls: 0.0264 dn_loss_bbox: 0.1814 dn_loss_iou: 0.3520 d0.dn_loss_cls: 0.0573 d0.dn_loss_bbox: 0.2837 d0.dn_loss_iou: 0.4744 d1.dn_loss_cls: 0.0358 d1.dn_loss_bbox: 0.2055 d1.dn_loss_iou: 0.3812 d2.dn_loss_cls: 0.0298 d2.dn_loss_bbox: 0.1866 d2.dn_loss_iou: 0.3584 d3.dn_loss_cls: 0.0277 d3.dn_loss_bbox: 0.1827 d3.dn_loss_iou: 0.3536 d4.dn_loss_cls: 0.0265 d4.dn_loss_bbox: 0.1811 d4.dn_loss_iou: 0.3521 2023/03/01 02:01:36 - mmengine - INFO - Epoch(train) [11][ 850/7393] lr: 1.0000e-04 eta: 3:21:41 time: 0.8737 data_time: 0.0063 memory: 26759 grad_norm: 31.2702 loss: 9.1057 loss_cls: 0.2157 loss_bbox: 0.1465 loss_iou: 0.3860 d0.loss_cls: 0.2600 d0.loss_bbox: 0.1518 d0.loss_iou: 0.4108 d1.loss_cls: 0.2341 d1.loss_bbox: 0.1501 d1.loss_iou: 0.3927 d2.loss_cls: 0.2220 d2.loss_bbox: 0.1516 d2.loss_iou: 0.3901 d3.loss_cls: 0.2174 d3.loss_bbox: 0.1504 d3.loss_iou: 0.3884 d4.loss_cls: 0.2129 d4.loss_bbox: 0.1515 d4.loss_iou: 0.3887 enc_loss_cls: 0.2600 enc_loss_bbox: 0.1748 enc_loss_iou: 0.4465 dn_loss_cls: 0.0219 dn_loss_bbox: 0.2026 dn_loss_iou: 0.3223 d0.dn_loss_cls: 0.0514 d0.dn_loss_bbox: 0.3034 d0.dn_loss_iou: 0.4404 d1.dn_loss_cls: 0.0302 d1.dn_loss_bbox: 0.2235 d1.dn_loss_iou: 0.3478 d2.dn_loss_cls: 0.0249 d2.dn_loss_bbox: 0.2082 d2.dn_loss_iou: 0.3291 d3.dn_loss_cls: 0.0231 d3.dn_loss_bbox: 0.2039 d3.dn_loss_iou: 0.3238 d4.dn_loss_cls: 0.0222 d4.dn_loss_bbox: 0.2025 d4.dn_loss_iou: 0.3223 2023/03/01 02:02:20 - mmengine - INFO - Epoch(train) [11][ 900/7393] lr: 1.0000e-04 eta: 3:20:58 time: 0.8714 data_time: 0.0064 memory: 26735 grad_norm: 36.8341 loss: 9.6681 loss_cls: 0.1983 loss_bbox: 0.1662 loss_iou: 0.3838 d0.loss_cls: 0.2409 d0.loss_bbox: 0.1716 d0.loss_iou: 0.4046 d1.loss_cls: 0.2119 d1.loss_bbox: 0.1734 d1.loss_iou: 0.3935 d2.loss_cls: 0.2063 d2.loss_bbox: 0.1695 d2.loss_iou: 0.3857 d3.loss_cls: 0.2042 d3.loss_bbox: 0.1642 d3.loss_iou: 0.3851 d4.loss_cls: 0.2009 d4.loss_bbox: 0.1642 d4.loss_iou: 0.3829 enc_loss_cls: 0.2428 enc_loss_bbox: 0.2065 enc_loss_iou: 0.4500 dn_loss_cls: 0.0267 dn_loss_bbox: 0.2448 dn_loss_iou: 0.3565 d0.dn_loss_cls: 0.0641 d0.dn_loss_bbox: 0.3692 d0.dn_loss_iou: 0.4939 d1.dn_loss_cls: 0.0393 d1.dn_loss_bbox: 0.2727 d1.dn_loss_iou: 0.3884 d2.dn_loss_cls: 0.0319 d2.dn_loss_bbox: 0.2485 d2.dn_loss_iou: 0.3638 d3.dn_loss_cls: 0.0292 d3.dn_loss_bbox: 0.2454 d3.dn_loss_iou: 0.3585 d4.dn_loss_cls: 0.0274 d4.dn_loss_bbox: 0.2448 d4.dn_loss_iou: 0.3566 2023/03/01 02:03:03 - mmengine - INFO - Epoch(train) [11][ 950/7393] lr: 1.0000e-04 eta: 3:20:14 time: 0.8660 data_time: 0.0065 memory: 26735 grad_norm: 33.6124 loss: 8.9365 loss_cls: 0.1944 loss_bbox: 0.1568 loss_iou: 0.3476 d0.loss_cls: 0.2283 d0.loss_bbox: 0.1632 d0.loss_iou: 0.3690 d1.loss_cls: 0.2086 d1.loss_bbox: 0.1606 d1.loss_iou: 0.3577 d2.loss_cls: 0.2034 d2.loss_bbox: 0.1558 d2.loss_iou: 0.3517 d3.loss_cls: 0.1944 d3.loss_bbox: 0.1601 d3.loss_iou: 0.3527 d4.loss_cls: 0.1918 d4.loss_bbox: 0.1585 d4.loss_iou: 0.3505 enc_loss_cls: 0.2282 enc_loss_bbox: 0.1847 enc_loss_iou: 0.3993 dn_loss_cls: 0.0216 dn_loss_bbox: 0.2222 dn_loss_iou: 0.3302 d0.dn_loss_cls: 0.0601 d0.dn_loss_bbox: 0.3379 d0.dn_loss_iou: 0.4611 d1.dn_loss_cls: 0.0329 d1.dn_loss_bbox: 0.2456 d1.dn_loss_iou: 0.3613 d2.dn_loss_cls: 0.0260 d2.dn_loss_bbox: 0.2267 d2.dn_loss_iou: 0.3387 d3.dn_loss_cls: 0.0236 d3.dn_loss_bbox: 0.2236 d3.dn_loss_iou: 0.3326 d4.dn_loss_cls: 0.0218 d4.dn_loss_bbox: 0.2224 d4.dn_loss_iou: 0.3307 2023/03/01 02:03:46 - mmengine - INFO - Epoch(train) [11][1000/7393] lr: 1.0000e-04 eta: 3:19:31 time: 0.8647 data_time: 0.0063 memory: 27093 grad_norm: 30.7233 loss: 8.5493 loss_cls: 0.1922 loss_bbox: 0.1371 loss_iou: 0.3167 d0.loss_cls: 0.2441 d0.loss_bbox: 0.1390 d0.loss_iou: 0.3267 d1.loss_cls: 0.2134 d1.loss_bbox: 0.1438 d1.loss_iou: 0.3198 d2.loss_cls: 0.1999 d2.loss_bbox: 0.1407 d2.loss_iou: 0.3212 d3.loss_cls: 0.1931 d3.loss_bbox: 0.1424 d3.loss_iou: 0.3211 d4.loss_cls: 0.1922 d4.loss_bbox: 0.1379 d4.loss_iou: 0.3182 enc_loss_cls: 0.2397 enc_loss_bbox: 0.1724 enc_loss_iou: 0.3769 dn_loss_cls: 0.0231 dn_loss_bbox: 0.2117 dn_loss_iou: 0.3250 d0.dn_loss_cls: 0.0562 d0.dn_loss_bbox: 0.3436 d0.dn_loss_iou: 0.4675 d1.dn_loss_cls: 0.0332 d1.dn_loss_bbox: 0.2403 d1.dn_loss_iou: 0.3579 d2.dn_loss_cls: 0.0271 d2.dn_loss_bbox: 0.2177 d2.dn_loss_iou: 0.3343 d3.dn_loss_cls: 0.0244 d3.dn_loss_bbox: 0.2126 d3.dn_loss_iou: 0.3268 d4.dn_loss_cls: 0.0230 d4.dn_loss_bbox: 0.2115 d4.dn_loss_iou: 0.3251 2023/03/01 02:04:29 - mmengine - INFO - Epoch(train) [11][1050/7393] lr: 1.0000e-04 eta: 3:18:47 time: 0.8609 data_time: 0.0063 memory: 26789 grad_norm: 36.2598 loss: 7.5995 loss_cls: 0.1513 loss_bbox: 0.1142 loss_iou: 0.2981 d0.loss_cls: 0.1861 d0.loss_bbox: 0.1267 d0.loss_iou: 0.3161 d1.loss_cls: 0.1649 d1.loss_bbox: 0.1213 d1.loss_iou: 0.3045 d2.loss_cls: 0.1544 d2.loss_bbox: 0.1184 d2.loss_iou: 0.3049 d3.loss_cls: 0.1506 d3.loss_bbox: 0.1170 d3.loss_iou: 0.3021 d4.loss_cls: 0.1506 d4.loss_bbox: 0.1146 d4.loss_iou: 0.2993 enc_loss_cls: 0.1916 enc_loss_bbox: 0.1471 enc_loss_iou: 0.3562 dn_loss_cls: 0.0209 dn_loss_bbox: 0.1864 dn_loss_iou: 0.3017 d0.dn_loss_cls: 0.0510 d0.dn_loss_bbox: 0.2961 d0.dn_loss_iou: 0.4352 d1.dn_loss_cls: 0.0300 d1.dn_loss_bbox: 0.2070 d1.dn_loss_iou: 0.3335 d2.dn_loss_cls: 0.0244 d2.dn_loss_bbox: 0.1900 d2.dn_loss_iou: 0.3109 d3.dn_loss_cls: 0.0224 d3.dn_loss_bbox: 0.1870 d3.dn_loss_iou: 0.3033 d4.dn_loss_cls: 0.0211 d4.dn_loss_bbox: 0.1864 d4.dn_loss_iou: 0.3021 2023/03/01 02:04:48 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 02:05:15 - mmengine - INFO - Epoch(train) [11][1100/7393] lr: 1.0000e-04 eta: 3:18:04 time: 0.9094 data_time: 0.0062 memory: 29386 grad_norm: 32.4807 loss: 9.0773 loss_cls: 0.1970 loss_bbox: 0.1488 loss_iou: 0.3416 d0.loss_cls: 0.2540 d0.loss_bbox: 0.1568 d0.loss_iou: 0.3534 d1.loss_cls: 0.2189 d1.loss_bbox: 0.1566 d1.loss_iou: 0.3520 d2.loss_cls: 0.2069 d2.loss_bbox: 0.1526 d2.loss_iou: 0.3476 d3.loss_cls: 0.1985 d3.loss_bbox: 0.1519 d3.loss_iou: 0.3435 d4.loss_cls: 0.1953 d4.loss_bbox: 0.1503 d4.loss_iou: 0.3438 enc_loss_cls: 0.2435 enc_loss_bbox: 0.1992 enc_loss_iou: 0.4093 dn_loss_cls: 0.0236 dn_loss_bbox: 0.2411 dn_loss_iou: 0.3303 d0.dn_loss_cls: 0.0582 d0.dn_loss_bbox: 0.3669 d0.dn_loss_iou: 0.4633 d1.dn_loss_cls: 0.0327 d1.dn_loss_bbox: 0.2693 d1.dn_loss_iou: 0.3635 d2.dn_loss_cls: 0.0266 d2.dn_loss_bbox: 0.2462 d2.dn_loss_iou: 0.3395 d3.dn_loss_cls: 0.0245 d3.dn_loss_bbox: 0.2424 d3.dn_loss_iou: 0.3325 d4.dn_loss_cls: 0.0232 d4.dn_loss_bbox: 0.2414 d4.dn_loss_iou: 0.3307 2023/03/01 02:05:59 - mmengine - INFO - Epoch(train) [11][1150/7393] lr: 1.0000e-04 eta: 3:17:21 time: 0.8867 data_time: 0.0063 memory: 27689 grad_norm: 28.2790 loss: 8.2792 loss_cls: 0.1763 loss_bbox: 0.1203 loss_iou: 0.3265 d0.loss_cls: 0.2162 d0.loss_bbox: 0.1309 d0.loss_iou: 0.3388 d1.loss_cls: 0.1906 d1.loss_bbox: 0.1262 d1.loss_iou: 0.3356 d2.loss_cls: 0.1834 d2.loss_bbox: 0.1218 d2.loss_iou: 0.3293 d3.loss_cls: 0.1767 d3.loss_bbox: 0.1221 d3.loss_iou: 0.3289 d4.loss_cls: 0.1741 d4.loss_bbox: 0.1207 d4.loss_iou: 0.3285 enc_loss_cls: 0.2130 enc_loss_bbox: 0.1554 enc_loss_iou: 0.3779 dn_loss_cls: 0.0236 dn_loss_bbox: 0.2073 dn_loss_iou: 0.3272 d0.dn_loss_cls: 0.0546 d0.dn_loss_bbox: 0.3146 d0.dn_loss_iou: 0.4485 d1.dn_loss_cls: 0.0311 d1.dn_loss_bbox: 0.2313 d1.dn_loss_iou: 0.3553 d2.dn_loss_cls: 0.0255 d2.dn_loss_bbox: 0.2120 d2.dn_loss_iou: 0.3345 d3.dn_loss_cls: 0.0242 d3.dn_loss_bbox: 0.2085 d3.dn_loss_iou: 0.3297 d4.dn_loss_cls: 0.0230 d4.dn_loss_bbox: 0.2072 d4.dn_loss_iou: 0.3278 2023/03/01 02:06:43 - mmengine - INFO - Epoch(train) [11][1200/7393] lr: 1.0000e-04 eta: 3:16:38 time: 0.8852 data_time: 0.0063 memory: 27689 grad_norm: 34.8705 loss: 9.6824 loss_cls: 0.1950 loss_bbox: 0.1562 loss_iou: 0.3900 d0.loss_cls: 0.2446 d0.loss_bbox: 0.1688 d0.loss_iou: 0.4087 d1.loss_cls: 0.2190 d1.loss_bbox: 0.1625 d1.loss_iou: 0.3988 d2.loss_cls: 0.2080 d2.loss_bbox: 0.1591 d2.loss_iou: 0.3902 d3.loss_cls: 0.2036 d3.loss_bbox: 0.1546 d3.loss_iou: 0.3885 d4.loss_cls: 0.1997 d4.loss_bbox: 0.1540 d4.loss_iou: 0.3877 enc_loss_cls: 0.2505 enc_loss_bbox: 0.1852 enc_loss_iou: 0.4496 dn_loss_cls: 0.0283 dn_loss_bbox: 0.2433 dn_loss_iou: 0.3654 d0.dn_loss_cls: 0.0623 d0.dn_loss_bbox: 0.3657 d0.dn_loss_iou: 0.4981 d1.dn_loss_cls: 0.0392 d1.dn_loss_bbox: 0.2735 d1.dn_loss_iou: 0.3994 d2.dn_loss_cls: 0.0315 d2.dn_loss_bbox: 0.2489 d2.dn_loss_iou: 0.3745 d3.dn_loss_cls: 0.0290 d3.dn_loss_bbox: 0.2440 d3.dn_loss_iou: 0.3674 d4.dn_loss_cls: 0.0286 d4.dn_loss_bbox: 0.2435 d4.dn_loss_iou: 0.3656 2023/03/01 02:07:27 - mmengine - INFO - Epoch(train) [11][1250/7393] lr: 1.0000e-04 eta: 3:15:54 time: 0.8797 data_time: 0.0064 memory: 26557 grad_norm: 36.1605 loss: 9.2789 loss_cls: 0.1918 loss_bbox: 0.1589 loss_iou: 0.3712 d0.loss_cls: 0.2303 d0.loss_bbox: 0.1686 d0.loss_iou: 0.3926 d1.loss_cls: 0.2092 d1.loss_bbox: 0.1592 d1.loss_iou: 0.3749 d2.loss_cls: 0.1989 d2.loss_bbox: 0.1591 d2.loss_iou: 0.3725 d3.loss_cls: 0.1929 d3.loss_bbox: 0.1595 d3.loss_iou: 0.3720 d4.loss_cls: 0.1914 d4.loss_bbox: 0.1594 d4.loss_iou: 0.3715 enc_loss_cls: 0.2441 enc_loss_bbox: 0.1844 enc_loss_iou: 0.4217 dn_loss_cls: 0.0281 dn_loss_bbox: 0.2285 dn_loss_iou: 0.3464 d0.dn_loss_cls: 0.0664 d0.dn_loss_bbox: 0.3510 d0.dn_loss_iou: 0.4761 d1.dn_loss_cls: 0.0404 d1.dn_loss_bbox: 0.2536 d1.dn_loss_iou: 0.3758 d2.dn_loss_cls: 0.0325 d2.dn_loss_bbox: 0.2325 d2.dn_loss_iou: 0.3542 d3.dn_loss_cls: 0.0298 d3.dn_loss_bbox: 0.2278 d3.dn_loss_iou: 0.3481 d4.dn_loss_cls: 0.0284 d4.dn_loss_bbox: 0.2282 d4.dn_loss_iou: 0.3470 2023/03/01 02:08:11 - mmengine - INFO - Epoch(train) [11][1300/7393] lr: 1.0000e-04 eta: 3:15:11 time: 0.8831 data_time: 0.0065 memory: 27689 grad_norm: 41.7769 loss: 8.1995 loss_cls: 0.1736 loss_bbox: 0.1386 loss_iou: 0.3132 d0.loss_cls: 0.2126 d0.loss_bbox: 0.1363 d0.loss_iou: 0.3286 d1.loss_cls: 0.1914 d1.loss_bbox: 0.1329 d1.loss_iou: 0.3180 d2.loss_cls: 0.1825 d2.loss_bbox: 0.1342 d2.loss_iou: 0.3139 d3.loss_cls: 0.1796 d3.loss_bbox: 0.1340 d3.loss_iou: 0.3116 d4.loss_cls: 0.1740 d4.loss_bbox: 0.1391 d4.loss_iou: 0.3152 enc_loss_cls: 0.2135 enc_loss_bbox: 0.1634 enc_loss_iou: 0.3679 dn_loss_cls: 0.0248 dn_loss_bbox: 0.1996 dn_loss_iou: 0.3188 d0.dn_loss_cls: 0.0574 d0.dn_loss_bbox: 0.3167 d0.dn_loss_iou: 0.4494 d1.dn_loss_cls: 0.0341 d1.dn_loss_bbox: 0.2239 d1.dn_loss_iou: 0.3473 d2.dn_loss_cls: 0.0289 d2.dn_loss_bbox: 0.2054 d2.dn_loss_iou: 0.3273 d3.dn_loss_cls: 0.0263 d3.dn_loss_bbox: 0.2011 d3.dn_loss_iou: 0.3205 d4.dn_loss_cls: 0.0252 d4.dn_loss_bbox: 0.1996 d4.dn_loss_iou: 0.3189 2023/03/01 02:08:55 - mmengine - INFO - Epoch(train) [11][1350/7393] lr: 1.0000e-04 eta: 3:14:28 time: 0.8761 data_time: 0.0064 memory: 26015 grad_norm: 34.6972 loss: 8.4967 loss_cls: 0.1791 loss_bbox: 0.1542 loss_iou: 0.3373 d0.loss_cls: 0.2242 d0.loss_bbox: 0.1580 d0.loss_iou: 0.3454 d1.loss_cls: 0.1929 d1.loss_bbox: 0.1558 d1.loss_iou: 0.3415 d2.loss_cls: 0.1897 d2.loss_bbox: 0.1502 d2.loss_iou: 0.3352 d3.loss_cls: 0.1837 d3.loss_bbox: 0.1507 d3.loss_iou: 0.3361 d4.loss_cls: 0.1804 d4.loss_bbox: 0.1542 d4.loss_iou: 0.3363 enc_loss_cls: 0.2294 enc_loss_bbox: 0.1819 enc_loss_iou: 0.3882 dn_loss_cls: 0.0185 dn_loss_bbox: 0.2133 dn_loss_iou: 0.3119 d0.dn_loss_cls: 0.0502 d0.dn_loss_bbox: 0.3161 d0.dn_loss_iou: 0.4294 d1.dn_loss_cls: 0.0276 d1.dn_loss_bbox: 0.2347 d1.dn_loss_iou: 0.3391 d2.dn_loss_cls: 0.0219 d2.dn_loss_bbox: 0.2193 d2.dn_loss_iou: 0.3186 d3.dn_loss_cls: 0.0201 d3.dn_loss_bbox: 0.2138 d3.dn_loss_iou: 0.3133 d4.dn_loss_cls: 0.0190 d4.dn_loss_bbox: 0.2134 d4.dn_loss_iou: 0.3121 2023/03/01 02:09:39 - mmengine - INFO - Epoch(train) [11][1400/7393] lr: 1.0000e-04 eta: 3:13:44 time: 0.8825 data_time: 0.0066 memory: 27184 grad_norm: 33.5484 loss: 8.0932 loss_cls: 0.1713 loss_bbox: 0.1245 loss_iou: 0.3307 d0.loss_cls: 0.2039 d0.loss_bbox: 0.1326 d0.loss_iou: 0.3424 d1.loss_cls: 0.1917 d1.loss_bbox: 0.1260 d1.loss_iou: 0.3321 d2.loss_cls: 0.1788 d2.loss_bbox: 0.1250 d2.loss_iou: 0.3321 d3.loss_cls: 0.1741 d3.loss_bbox: 0.1256 d3.loss_iou: 0.3337 d4.loss_cls: 0.1712 d4.loss_bbox: 0.1255 d4.loss_iou: 0.3341 enc_loss_cls: 0.2097 enc_loss_bbox: 0.1492 enc_loss_iou: 0.3724 dn_loss_cls: 0.0184 dn_loss_bbox: 0.2018 dn_loss_iou: 0.3019 d0.dn_loss_cls: 0.0495 d0.dn_loss_bbox: 0.3230 d0.dn_loss_iou: 0.4276 d1.dn_loss_cls: 0.0276 d1.dn_loss_bbox: 0.2325 d1.dn_loss_iou: 0.3347 d2.dn_loss_cls: 0.0216 d2.dn_loss_bbox: 0.2087 d2.dn_loss_iou: 0.3098 d3.dn_loss_cls: 0.0194 d3.dn_loss_bbox: 0.2034 d3.dn_loss_iou: 0.3040 d4.dn_loss_cls: 0.0185 d4.dn_loss_bbox: 0.2020 d4.dn_loss_iou: 0.3021 2023/03/01 02:10:23 - mmengine - INFO - Epoch(train) [11][1450/7393] lr: 1.0000e-04 eta: 3:13:01 time: 0.8739 data_time: 0.0064 memory: 29368 grad_norm: 32.4746 loss: 9.2214 loss_cls: 0.2094 loss_bbox: 0.1492 loss_iou: 0.3766 d0.loss_cls: 0.2443 d0.loss_bbox: 0.1582 d0.loss_iou: 0.3928 d1.loss_cls: 0.2243 d1.loss_bbox: 0.1521 d1.loss_iou: 0.3815 d2.loss_cls: 0.2150 d2.loss_bbox: 0.1508 d2.loss_iou: 0.3793 d3.loss_cls: 0.2117 d3.loss_bbox: 0.1498 d3.loss_iou: 0.3777 d4.loss_cls: 0.2093 d4.loss_bbox: 0.1487 d4.loss_iou: 0.3769 enc_loss_cls: 0.2499 enc_loss_bbox: 0.1710 enc_loss_iou: 0.4282 dn_loss_cls: 0.0284 dn_loss_bbox: 0.2112 dn_loss_iou: 0.3498 d0.dn_loss_cls: 0.0596 d0.dn_loss_bbox: 0.3183 d0.dn_loss_iou: 0.4679 d1.dn_loss_cls: 0.0377 d1.dn_loss_bbox: 0.2326 d1.dn_loss_iou: 0.3767 d2.dn_loss_cls: 0.0314 d2.dn_loss_bbox: 0.2146 d2.dn_loss_iou: 0.3560 d3.dn_loss_cls: 0.0292 d3.dn_loss_bbox: 0.2114 d3.dn_loss_iou: 0.3510 d4.dn_loss_cls: 0.0282 d4.dn_loss_bbox: 0.2110 d4.dn_loss_iou: 0.3498 2023/03/01 02:11:07 - mmengine - INFO - Epoch(train) [11][1500/7393] lr: 1.0000e-04 eta: 3:12:18 time: 0.8835 data_time: 0.0065 memory: 30396 grad_norm: 29.2996 loss: 9.7216 loss_cls: 0.2047 loss_bbox: 0.1792 loss_iou: 0.4345 d0.loss_cls: 0.2559 d0.loss_bbox: 0.1853 d0.loss_iou: 0.4512 d1.loss_cls: 0.2198 d1.loss_bbox: 0.1881 d1.loss_iou: 0.4483 d2.loss_cls: 0.2148 d2.loss_bbox: 0.1785 d2.loss_iou: 0.4392 d3.loss_cls: 0.2077 d3.loss_bbox: 0.1795 d3.loss_iou: 0.4372 d4.loss_cls: 0.2053 d4.loss_bbox: 0.1799 d4.loss_iou: 0.4361 enc_loss_cls: 0.2586 enc_loss_bbox: 0.2115 enc_loss_iou: 0.4918 dn_loss_cls: 0.0228 dn_loss_bbox: 0.2109 dn_loss_iou: 0.3341 d0.dn_loss_cls: 0.0505 d0.dn_loss_bbox: 0.2992 d0.dn_loss_iou: 0.4501 d1.dn_loss_cls: 0.0303 d1.dn_loss_bbox: 0.2327 d1.dn_loss_iou: 0.3615 d2.dn_loss_cls: 0.0252 d2.dn_loss_bbox: 0.2159 d2.dn_loss_iou: 0.3416 d3.dn_loss_cls: 0.0235 d3.dn_loss_bbox: 0.2121 d3.dn_loss_iou: 0.3357 d4.dn_loss_cls: 0.0228 d4.dn_loss_bbox: 0.2111 d4.dn_loss_iou: 0.3344 2023/03/01 02:11:51 - mmengine - INFO - Epoch(train) [11][1550/7393] lr: 1.0000e-04 eta: 3:11:34 time: 0.8757 data_time: 0.0063 memory: 30035 grad_norm: 29.4842 loss: 10.4378 loss_cls: 0.2522 loss_bbox: 0.1905 loss_iou: 0.4807 d0.loss_cls: 0.3001 d0.loss_bbox: 0.1984 d0.loss_iou: 0.5014 d1.loss_cls: 0.2738 d1.loss_bbox: 0.1907 d1.loss_iou: 0.4911 d2.loss_cls: 0.2668 d2.loss_bbox: 0.1874 d2.loss_iou: 0.4826 d3.loss_cls: 0.2588 d3.loss_bbox: 0.1887 d3.loss_iou: 0.4777 d4.loss_cls: 0.2532 d4.loss_bbox: 0.1915 d4.loss_iou: 0.4799 enc_loss_cls: 0.2977 enc_loss_bbox: 0.2243 enc_loss_iou: 0.5483 dn_loss_cls: 0.0231 dn_loss_bbox: 0.2019 dn_loss_iou: 0.3400 d0.dn_loss_cls: 0.0562 d0.dn_loss_bbox: 0.2907 d0.dn_loss_iou: 0.4577 d1.dn_loss_cls: 0.0331 d1.dn_loss_bbox: 0.2210 d1.dn_loss_iou: 0.3674 d2.dn_loss_cls: 0.0270 d2.dn_loss_bbox: 0.2045 d2.dn_loss_iou: 0.3466 d3.dn_loss_cls: 0.0247 d3.dn_loss_bbox: 0.2021 d3.dn_loss_iou: 0.3410 d4.dn_loss_cls: 0.0233 d4.dn_loss_bbox: 0.2020 d4.dn_loss_iou: 0.3400 2023/03/01 02:12:35 - mmengine - INFO - Epoch(train) [11][1600/7393] lr: 1.0000e-04 eta: 3:10:51 time: 0.8792 data_time: 0.0063 memory: 30675 grad_norm: 31.9364 loss: 8.6606 loss_cls: 0.1674 loss_bbox: 0.1370 loss_iou: 0.3041 d0.loss_cls: 0.2079 d0.loss_bbox: 0.1500 d0.loss_iou: 0.3243 d1.loss_cls: 0.1883 d1.loss_bbox: 0.1372 d1.loss_iou: 0.3106 d2.loss_cls: 0.1768 d2.loss_bbox: 0.1419 d2.loss_iou: 0.3076 d3.loss_cls: 0.1704 d3.loss_bbox: 0.1389 d3.loss_iou: 0.3068 d4.loss_cls: 0.1672 d4.loss_bbox: 0.1392 d4.loss_iou: 0.3044 enc_loss_cls: 0.2101 enc_loss_bbox: 0.1721 enc_loss_iou: 0.3605 dn_loss_cls: 0.0214 dn_loss_bbox: 0.2785 dn_loss_iou: 0.3230 d0.dn_loss_cls: 0.0557 d0.dn_loss_bbox: 0.4141 d0.dn_loss_iou: 0.4638 d1.dn_loss_cls: 0.0306 d1.dn_loss_bbox: 0.3084 d1.dn_loss_iou: 0.3564 d2.dn_loss_cls: 0.0241 d2.dn_loss_bbox: 0.2824 d2.dn_loss_iou: 0.3313 d3.dn_loss_cls: 0.0222 d3.dn_loss_bbox: 0.2783 d3.dn_loss_iou: 0.3244 d4.dn_loss_cls: 0.0214 d4.dn_loss_bbox: 0.2784 d4.dn_loss_iou: 0.3233 2023/03/01 02:13:19 - mmengine - INFO - Epoch(train) [11][1650/7393] lr: 1.0000e-04 eta: 3:10:08 time: 0.8736 data_time: 0.0064 memory: 27689 grad_norm: 30.3966 loss: 9.6807 loss_cls: 0.2014 loss_bbox: 0.1682 loss_iou: 0.4110 d0.loss_cls: 0.2316 d0.loss_bbox: 0.1856 d0.loss_iou: 0.4375 d1.loss_cls: 0.2148 d1.loss_bbox: 0.1786 d1.loss_iou: 0.4221 d2.loss_cls: 0.2038 d2.loss_bbox: 0.1722 d2.loss_iou: 0.4177 d3.loss_cls: 0.1997 d3.loss_bbox: 0.1707 d3.loss_iou: 0.4124 d4.loss_cls: 0.2009 d4.loss_bbox: 0.1665 d4.loss_iou: 0.4129 enc_loss_cls: 0.2397 enc_loss_bbox: 0.2061 enc_loss_iou: 0.4711 dn_loss_cls: 0.0210 dn_loss_bbox: 0.2337 dn_loss_iou: 0.3387 d0.dn_loss_cls: 0.0517 d0.dn_loss_bbox: 0.3594 d0.dn_loss_iou: 0.4741 d1.dn_loss_cls: 0.0309 d1.dn_loss_bbox: 0.2653 d1.dn_loss_iou: 0.3722 d2.dn_loss_cls: 0.0252 d2.dn_loss_bbox: 0.2416 d2.dn_loss_iou: 0.3492 d3.dn_loss_cls: 0.0227 d3.dn_loss_bbox: 0.2351 d3.dn_loss_iou: 0.3406 d4.dn_loss_cls: 0.0217 d4.dn_loss_bbox: 0.2340 d4.dn_loss_iou: 0.3390 2023/03/01 02:14:02 - mmengine - INFO - Epoch(train) [11][1700/7393] lr: 1.0000e-04 eta: 3:09:24 time: 0.8739 data_time: 0.0063 memory: 30049 grad_norm: 33.1263 loss: 8.8018 loss_cls: 0.1771 loss_bbox: 0.1576 loss_iou: 0.3289 d0.loss_cls: 0.2222 d0.loss_bbox: 0.1594 d0.loss_iou: 0.3362 d1.loss_cls: 0.2002 d1.loss_bbox: 0.1530 d1.loss_iou: 0.3328 d2.loss_cls: 0.1854 d2.loss_bbox: 0.1558 d2.loss_iou: 0.3326 d3.loss_cls: 0.1781 d3.loss_bbox: 0.1593 d3.loss_iou: 0.3323 d4.loss_cls: 0.1783 d4.loss_bbox: 0.1576 d4.loss_iou: 0.3290 enc_loss_cls: 0.2183 enc_loss_bbox: 0.1848 enc_loss_iou: 0.3774 dn_loss_cls: 0.0298 dn_loss_bbox: 0.2288 dn_loss_iou: 0.3364 d0.dn_loss_cls: 0.0651 d0.dn_loss_bbox: 0.3519 d0.dn_loss_iou: 0.4656 d1.dn_loss_cls: 0.0385 d1.dn_loss_bbox: 0.2599 d1.dn_loss_iou: 0.3670 d2.dn_loss_cls: 0.0317 d2.dn_loss_bbox: 0.2357 d2.dn_loss_iou: 0.3431 d3.dn_loss_cls: 0.0293 d3.dn_loss_bbox: 0.2301 d3.dn_loss_iou: 0.3377 d4.dn_loss_cls: 0.0295 d4.dn_loss_bbox: 0.2287 d4.dn_loss_iou: 0.3366 2023/03/01 02:14:47 - mmengine - INFO - Epoch(train) [11][1750/7393] lr: 1.0000e-04 eta: 3:08:41 time: 0.8827 data_time: 0.0058 memory: 28691 grad_norm: 32.3488 loss: 9.1457 loss_cls: 0.1943 loss_bbox: 0.1497 loss_iou: 0.3849 d0.loss_cls: 0.2441 d0.loss_bbox: 0.1545 d0.loss_iou: 0.4013 d1.loss_cls: 0.2203 d1.loss_bbox: 0.1545 d1.loss_iou: 0.3925 d2.loss_cls: 0.2046 d2.loss_bbox: 0.1497 d2.loss_iou: 0.3893 d3.loss_cls: 0.1971 d3.loss_bbox: 0.1515 d3.loss_iou: 0.3870 d4.loss_cls: 0.1942 d4.loss_bbox: 0.1492 d4.loss_iou: 0.3846 enc_loss_cls: 0.2545 enc_loss_bbox: 0.1796 enc_loss_iou: 0.4396 dn_loss_cls: 0.0218 dn_loss_bbox: 0.2211 dn_loss_iou: 0.3261 d0.dn_loss_cls: 0.0517 d0.dn_loss_bbox: 0.3354 d0.dn_loss_iou: 0.4485 d1.dn_loss_cls: 0.0301 d1.dn_loss_bbox: 0.2482 d1.dn_loss_iou: 0.3554 d2.dn_loss_cls: 0.0259 d2.dn_loss_bbox: 0.2276 d2.dn_loss_iou: 0.3336 d3.dn_loss_cls: 0.0233 d3.dn_loss_bbox: 0.2222 d3.dn_loss_iou: 0.3283 d4.dn_loss_cls: 0.0221 d4.dn_loss_bbox: 0.2212 d4.dn_loss_iou: 0.3263 2023/03/01 02:15:31 - mmengine - INFO - Epoch(train) [11][1800/7393] lr: 1.0000e-04 eta: 3:07:58 time: 0.8841 data_time: 0.0056 memory: 29313 grad_norm: 29.8497 loss: 9.1926 loss_cls: 0.2178 loss_bbox: 0.1436 loss_iou: 0.4190 d0.loss_cls: 0.2714 d0.loss_bbox: 0.1435 d0.loss_iou: 0.4307 d1.loss_cls: 0.2410 d1.loss_bbox: 0.1430 d1.loss_iou: 0.4202 d2.loss_cls: 0.2282 d2.loss_bbox: 0.1412 d2.loss_iou: 0.4210 d3.loss_cls: 0.2203 d3.loss_bbox: 0.1445 d3.loss_iou: 0.4217 d4.loss_cls: 0.2166 d4.loss_bbox: 0.1442 d4.loss_iou: 0.4206 enc_loss_cls: 0.2721 enc_loss_bbox: 0.1700 enc_loss_iou: 0.4763 dn_loss_cls: 0.0242 dn_loss_bbox: 0.1751 dn_loss_iou: 0.3272 d0.dn_loss_cls: 0.0530 d0.dn_loss_bbox: 0.2651 d0.dn_loss_iou: 0.4554 d1.dn_loss_cls: 0.0331 d1.dn_loss_bbox: 0.1930 d1.dn_loss_iou: 0.3578 d2.dn_loss_cls: 0.0271 d2.dn_loss_bbox: 0.1796 d2.dn_loss_iou: 0.3360 d3.dn_loss_cls: 0.0256 d3.dn_loss_bbox: 0.1759 d3.dn_loss_iou: 0.3298 d4.dn_loss_cls: 0.0244 d4.dn_loss_bbox: 0.1751 d4.dn_loss_iou: 0.3282 2023/03/01 02:16:15 - mmengine - INFO - Epoch(train) [11][1850/7393] lr: 1.0000e-04 eta: 3:07:14 time: 0.8859 data_time: 0.0057 memory: 26632 grad_norm: 30.5741 loss: 8.8132 loss_cls: 0.1926 loss_bbox: 0.1404 loss_iou: 0.3457 d0.loss_cls: 0.2332 d0.loss_bbox: 0.1497 d0.loss_iou: 0.3556 d1.loss_cls: 0.2132 d1.loss_bbox: 0.1428 d1.loss_iou: 0.3485 d2.loss_cls: 0.2026 d2.loss_bbox: 0.1396 d2.loss_iou: 0.3473 d3.loss_cls: 0.1974 d3.loss_bbox: 0.1404 d3.loss_iou: 0.3442 d4.loss_cls: 0.1933 d4.loss_bbox: 0.1408 d4.loss_iou: 0.3465 enc_loss_cls: 0.2343 enc_loss_bbox: 0.1737 enc_loss_iou: 0.3929 dn_loss_cls: 0.0223 dn_loss_bbox: 0.2309 dn_loss_iou: 0.3171 d0.dn_loss_cls: 0.0567 d0.dn_loss_bbox: 0.3783 d0.dn_loss_iou: 0.4513 d1.dn_loss_cls: 0.0316 d1.dn_loss_bbox: 0.2631 d1.dn_loss_iou: 0.3524 d2.dn_loss_cls: 0.0259 d2.dn_loss_bbox: 0.2382 d2.dn_loss_iou: 0.3264 d3.dn_loss_cls: 0.0239 d3.dn_loss_bbox: 0.2312 d3.dn_loss_iou: 0.3185 d4.dn_loss_cls: 0.0222 d4.dn_loss_bbox: 0.2310 d4.dn_loss_iou: 0.3173 2023/03/01 02:16:59 - mmengine - INFO - Epoch(train) [11][1900/7393] lr: 1.0000e-04 eta: 3:06:31 time: 0.8757 data_time: 0.0055 memory: 32180 grad_norm: 37.2965 loss: 7.4732 loss_cls: 0.1458 loss_bbox: 0.1090 loss_iou: 0.2705 d0.loss_cls: 0.1860 d0.loss_bbox: 0.1196 d0.loss_iou: 0.2848 d1.loss_cls: 0.1570 d1.loss_bbox: 0.1194 d1.loss_iou: 0.2801 d2.loss_cls: 0.1523 d2.loss_bbox: 0.1107 d2.loss_iou: 0.2711 d3.loss_cls: 0.1477 d3.loss_bbox: 0.1093 d3.loss_iou: 0.2713 d4.loss_cls: 0.1468 d4.loss_bbox: 0.1088 d4.loss_iou: 0.2704 enc_loss_cls: 0.1871 enc_loss_bbox: 0.1426 enc_loss_iou: 0.3243 dn_loss_cls: 0.0208 dn_loss_bbox: 0.2284 dn_loss_iou: 0.2819 d0.dn_loss_cls: 0.0548 d0.dn_loss_bbox: 0.3528 d0.dn_loss_iou: 0.4059 d1.dn_loss_cls: 0.0304 d1.dn_loss_bbox: 0.2577 d1.dn_loss_iou: 0.3125 d2.dn_loss_cls: 0.0245 d2.dn_loss_bbox: 0.2329 d2.dn_loss_iou: 0.2892 d3.dn_loss_cls: 0.0222 d3.dn_loss_bbox: 0.2291 d3.dn_loss_iou: 0.2834 d4.dn_loss_cls: 0.0214 d4.dn_loss_bbox: 0.2284 d4.dn_loss_iou: 0.2820 2023/03/01 02:17:42 - mmengine - INFO - Epoch(train) [11][1950/7393] lr: 1.0000e-04 eta: 3:05:48 time: 0.8712 data_time: 0.0057 memory: 25846 grad_norm: 29.5936 loss: 8.0168 loss_cls: 0.1736 loss_bbox: 0.1262 loss_iou: 0.3024 d0.loss_cls: 0.2045 d0.loss_bbox: 0.1355 d0.loss_iou: 0.3213 d1.loss_cls: 0.1899 d1.loss_bbox: 0.1284 d1.loss_iou: 0.3080 d2.loss_cls: 0.1791 d2.loss_bbox: 0.1277 d2.loss_iou: 0.3038 d3.loss_cls: 0.1723 d3.loss_bbox: 0.1277 d3.loss_iou: 0.3039 d4.loss_cls: 0.1725 d4.loss_bbox: 0.1262 d4.loss_iou: 0.3039 enc_loss_cls: 0.2120 enc_loss_bbox: 0.1518 enc_loss_iou: 0.3532 dn_loss_cls: 0.0253 dn_loss_bbox: 0.2096 dn_loss_iou: 0.3036 d0.dn_loss_cls: 0.0558 d0.dn_loss_bbox: 0.3331 d0.dn_loss_iou: 0.4280 d1.dn_loss_cls: 0.0346 d1.dn_loss_bbox: 0.2337 d1.dn_loss_iou: 0.3329 d2.dn_loss_cls: 0.0291 d2.dn_loss_bbox: 0.2145 d2.dn_loss_iou: 0.3115 d3.dn_loss_cls: 0.0267 d3.dn_loss_bbox: 0.2104 d3.dn_loss_iou: 0.3048 d4.dn_loss_cls: 0.0263 d4.dn_loss_bbox: 0.2094 d4.dn_loss_iou: 0.3038 2023/03/01 02:18:26 - mmengine - INFO - Epoch(train) [11][2000/7393] lr: 1.0000e-04 eta: 3:05:04 time: 0.8697 data_time: 0.0057 memory: 26735 grad_norm: 31.5458 loss: 8.4058 loss_cls: 0.1819 loss_bbox: 0.1422 loss_iou: 0.3133 d0.loss_cls: 0.2196 d0.loss_bbox: 0.1444 d0.loss_iou: 0.3231 d1.loss_cls: 0.1936 d1.loss_bbox: 0.1453 d1.loss_iou: 0.3208 d2.loss_cls: 0.1876 d2.loss_bbox: 0.1394 d2.loss_iou: 0.3108 d3.loss_cls: 0.1880 d3.loss_bbox: 0.1382 d3.loss_iou: 0.3083 d4.loss_cls: 0.1807 d4.loss_bbox: 0.1429 d4.loss_iou: 0.3131 enc_loss_cls: 0.2272 enc_loss_bbox: 0.1663 enc_loss_iou: 0.3578 dn_loss_cls: 0.0217 dn_loss_bbox: 0.2303 dn_loss_iou: 0.3140 d0.dn_loss_cls: 0.0529 d0.dn_loss_bbox: 0.3583 d0.dn_loss_iou: 0.4385 d1.dn_loss_cls: 0.0308 d1.dn_loss_bbox: 0.2558 d1.dn_loss_iou: 0.3406 d2.dn_loss_cls: 0.0258 d2.dn_loss_bbox: 0.2351 d2.dn_loss_iou: 0.3205 d3.dn_loss_cls: 0.0231 d3.dn_loss_bbox: 0.2318 d3.dn_loss_iou: 0.3156 d4.dn_loss_cls: 0.0221 d4.dn_loss_bbox: 0.2302 d4.dn_loss_iou: 0.3141 2023/03/01 02:19:09 - mmengine - INFO - Epoch(train) [11][2050/7393] lr: 1.0000e-04 eta: 3:04:21 time: 0.8670 data_time: 0.0056 memory: 28809 grad_norm: 30.7213 loss: 9.0321 loss_cls: 0.2019 loss_bbox: 0.1594 loss_iou: 0.3693 d0.loss_cls: 0.2378 d0.loss_bbox: 0.1688 d0.loss_iou: 0.3943 d1.loss_cls: 0.2167 d1.loss_bbox: 0.1645 d1.loss_iou: 0.3794 d2.loss_cls: 0.2095 d2.loss_bbox: 0.1583 d2.loss_iou: 0.3738 d3.loss_cls: 0.2042 d3.loss_bbox: 0.1584 d3.loss_iou: 0.3703 d4.loss_cls: 0.2015 d4.loss_bbox: 0.1601 d4.loss_iou: 0.3712 enc_loss_cls: 0.2468 enc_loss_bbox: 0.1805 enc_loss_iou: 0.4172 dn_loss_cls: 0.0253 dn_loss_bbox: 0.2072 dn_loss_iou: 0.3310 d0.dn_loss_cls: 0.0518 d0.dn_loss_bbox: 0.3062 d0.dn_loss_iou: 0.4432 d1.dn_loss_cls: 0.0326 d1.dn_loss_bbox: 0.2279 d1.dn_loss_iou: 0.3565 d2.dn_loss_cls: 0.0283 d2.dn_loss_bbox: 0.2116 d2.dn_loss_iou: 0.3370 d3.dn_loss_cls: 0.0265 d3.dn_loss_bbox: 0.2077 d3.dn_loss_iou: 0.3319 d4.dn_loss_cls: 0.0254 d4.dn_loss_bbox: 0.2071 d4.dn_loss_iou: 0.3312 2023/03/01 02:19:27 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 02:19:53 - mmengine - INFO - Epoch(train) [11][2100/7393] lr: 1.0000e-04 eta: 3:03:37 time: 0.8774 data_time: 0.0056 memory: 28907 grad_norm: 32.3043 loss: 8.5047 loss_cls: 0.1843 loss_bbox: 0.1363 loss_iou: 0.3726 d0.loss_cls: 0.2216 d0.loss_bbox: 0.1445 d0.loss_iou: 0.3946 d1.loss_cls: 0.2008 d1.loss_bbox: 0.1339 d1.loss_iou: 0.3809 d2.loss_cls: 0.1843 d2.loss_bbox: 0.1403 d2.loss_iou: 0.3853 d3.loss_cls: 0.1863 d3.loss_bbox: 0.1359 d3.loss_iou: 0.3730 d4.loss_cls: 0.1850 d4.loss_bbox: 0.1349 d4.loss_iou: 0.3706 enc_loss_cls: 0.2238 enc_loss_bbox: 0.1725 enc_loss_iou: 0.4288 dn_loss_cls: 0.0165 dn_loss_bbox: 0.1893 dn_loss_iou: 0.3086 d0.dn_loss_cls: 0.0447 d0.dn_loss_bbox: 0.2903 d0.dn_loss_iou: 0.4274 d1.dn_loss_cls: 0.0246 d1.dn_loss_bbox: 0.2139 d1.dn_loss_iou: 0.3362 d2.dn_loss_cls: 0.0191 d2.dn_loss_bbox: 0.1945 d2.dn_loss_iou: 0.3160 d3.dn_loss_cls: 0.0174 d3.dn_loss_bbox: 0.1902 d3.dn_loss_iou: 0.3104 d4.dn_loss_cls: 0.0167 d4.dn_loss_bbox: 0.1896 d4.dn_loss_iou: 0.3090 2023/03/01 02:20:37 - mmengine - INFO - Epoch(train) [11][2150/7393] lr: 1.0000e-04 eta: 3:02:54 time: 0.8859 data_time: 0.0057 memory: 28088 grad_norm: 33.1695 loss: 9.1584 loss_cls: 0.2088 loss_bbox: 0.1567 loss_iou: 0.4038 d0.loss_cls: 0.2495 d0.loss_bbox: 0.1674 d0.loss_iou: 0.4335 d1.loss_cls: 0.2232 d1.loss_bbox: 0.1619 d1.loss_iou: 0.4161 d2.loss_cls: 0.2160 d2.loss_bbox: 0.1579 d2.loss_iou: 0.4081 d3.loss_cls: 0.2139 d3.loss_bbox: 0.1543 d3.loss_iou: 0.4016 d4.loss_cls: 0.2111 d4.loss_bbox: 0.1556 d4.loss_iou: 0.4035 enc_loss_cls: 0.2470 enc_loss_bbox: 0.1903 enc_loss_iou: 0.4744 dn_loss_cls: 0.0206 dn_loss_bbox: 0.1756 dn_loss_iou: 0.3216 d0.dn_loss_cls: 0.0561 d0.dn_loss_bbox: 0.3019 d0.dn_loss_iou: 0.4602 d1.dn_loss_cls: 0.0317 d1.dn_loss_bbox: 0.2053 d1.dn_loss_iou: 0.3504 d2.dn_loss_cls: 0.0250 d2.dn_loss_bbox: 0.1826 d2.dn_loss_iou: 0.3296 d3.dn_loss_cls: 0.0231 d3.dn_loss_bbox: 0.1777 d3.dn_loss_iou: 0.3235 d4.dn_loss_cls: 0.0213 d4.dn_loss_bbox: 0.1758 d4.dn_loss_iou: 0.3218 2023/03/01 02:21:21 - mmengine - INFO - Epoch(train) [11][2200/7393] lr: 1.0000e-04 eta: 3:02:11 time: 0.8645 data_time: 0.0055 memory: 26711 grad_norm: 30.6642 loss: 7.7557 loss_cls: 0.1687 loss_bbox: 0.1164 loss_iou: 0.3091 d0.loss_cls: 0.2038 d0.loss_bbox: 0.1304 d0.loss_iou: 0.3229 d1.loss_cls: 0.1856 d1.loss_bbox: 0.1194 d1.loss_iou: 0.3105 d2.loss_cls: 0.1807 d2.loss_bbox: 0.1156 d2.loss_iou: 0.3033 d3.loss_cls: 0.1722 d3.loss_bbox: 0.1195 d3.loss_iou: 0.3078 d4.loss_cls: 0.1707 d4.loss_bbox: 0.1162 d4.loss_iou: 0.3084 enc_loss_cls: 0.2114 enc_loss_bbox: 0.1504 enc_loss_iou: 0.3538 dn_loss_cls: 0.0244 dn_loss_bbox: 0.1824 dn_loss_iou: 0.2966 d0.dn_loss_cls: 0.0536 d0.dn_loss_bbox: 0.3002 d0.dn_loss_iou: 0.4173 d1.dn_loss_cls: 0.0333 d1.dn_loss_bbox: 0.2117 d1.dn_loss_iou: 0.3237 d2.dn_loss_cls: 0.0276 d2.dn_loss_bbox: 0.1907 d2.dn_loss_iou: 0.3037 d3.dn_loss_cls: 0.0264 d3.dn_loss_bbox: 0.1846 d3.dn_loss_iou: 0.2984 d4.dn_loss_cls: 0.0248 d4.dn_loss_bbox: 0.1827 d4.dn_loss_iou: 0.2968 2023/03/01 02:22:05 - mmengine - INFO - Epoch(train) [11][2250/7393] lr: 1.0000e-04 eta: 3:01:27 time: 0.8776 data_time: 0.0056 memory: 28011 grad_norm: 32.7679 loss: 7.8628 loss_cls: 0.1484 loss_bbox: 0.1357 loss_iou: 0.2637 d0.loss_cls: 0.1770 d0.loss_bbox: 0.1469 d0.loss_iou: 0.2813 d1.loss_cls: 0.1603 d1.loss_bbox: 0.1423 d1.loss_iou: 0.2743 d2.loss_cls: 0.1565 d2.loss_bbox: 0.1365 d2.loss_iou: 0.2661 d3.loss_cls: 0.1519 d3.loss_bbox: 0.1354 d3.loss_iou: 0.2652 d4.loss_cls: 0.1491 d4.loss_bbox: 0.1370 d4.loss_iou: 0.2655 enc_loss_cls: 0.1854 enc_loss_bbox: 0.1699 enc_loss_iou: 0.3136 dn_loss_cls: 0.0193 dn_loss_bbox: 0.2487 dn_loss_iou: 0.2948 d0.dn_loss_cls: 0.0496 d0.dn_loss_bbox: 0.3988 d0.dn_loss_iou: 0.4380 d1.dn_loss_cls: 0.0269 d1.dn_loss_bbox: 0.2824 d1.dn_loss_iou: 0.3284 d2.dn_loss_cls: 0.0217 d2.dn_loss_bbox: 0.2579 d2.dn_loss_iou: 0.3046 d3.dn_loss_cls: 0.0200 d3.dn_loss_bbox: 0.2503 d3.dn_loss_iou: 0.2968 d4.dn_loss_cls: 0.0191 d4.dn_loss_bbox: 0.2486 d4.dn_loss_iou: 0.2950 2023/03/01 02:22:48 - mmengine - INFO - Epoch(train) [11][2300/7393] lr: 1.0000e-04 eta: 3:00:44 time: 0.8757 data_time: 0.0056 memory: 29182 grad_norm: 30.8046 loss: 7.9931 loss_cls: 0.1705 loss_bbox: 0.1498 loss_iou: 0.3265 d0.loss_cls: 0.2112 d0.loss_bbox: 0.1528 d0.loss_iou: 0.3364 d1.loss_cls: 0.1863 d1.loss_bbox: 0.1483 d1.loss_iou: 0.3353 d2.loss_cls: 0.1797 d2.loss_bbox: 0.1510 d2.loss_iou: 0.3276 d3.loss_cls: 0.1737 d3.loss_bbox: 0.1490 d3.loss_iou: 0.3266 d4.loss_cls: 0.1715 d4.loss_bbox: 0.1492 d4.loss_iou: 0.3261 enc_loss_cls: 0.2162 enc_loss_bbox: 0.1655 enc_loss_iou: 0.3715 dn_loss_cls: 0.0186 dn_loss_bbox: 0.1971 dn_loss_iou: 0.2734 d0.dn_loss_cls: 0.0479 d0.dn_loss_bbox: 0.3085 d0.dn_loss_iou: 0.3913 d1.dn_loss_cls: 0.0274 d1.dn_loss_bbox: 0.2180 d1.dn_loss_iou: 0.2991 d2.dn_loss_cls: 0.0222 d2.dn_loss_bbox: 0.2025 d2.dn_loss_iou: 0.2797 d3.dn_loss_cls: 0.0203 d3.dn_loss_bbox: 0.1975 d3.dn_loss_iou: 0.2748 d4.dn_loss_cls: 0.0192 d4.dn_loss_bbox: 0.1971 d4.dn_loss_iou: 0.2735 2023/03/01 02:23:32 - mmengine - INFO - Epoch(train) [11][2350/7393] lr: 1.0000e-04 eta: 3:00:01 time: 0.8759 data_time: 0.0056 memory: 26850 grad_norm: 33.2713 loss: 8.0694 loss_cls: 0.1687 loss_bbox: 0.1446 loss_iou: 0.3248 d0.loss_cls: 0.2061 d0.loss_bbox: 0.1516 d0.loss_iou: 0.3389 d1.loss_cls: 0.1859 d1.loss_bbox: 0.1510 d1.loss_iou: 0.3332 d2.loss_cls: 0.1740 d2.loss_bbox: 0.1487 d2.loss_iou: 0.3290 d3.loss_cls: 0.1738 d3.loss_bbox: 0.1453 d3.loss_iou: 0.3246 d4.loss_cls: 0.1698 d4.loss_bbox: 0.1453 d4.loss_iou: 0.3245 enc_loss_cls: 0.2146 enc_loss_bbox: 0.1719 enc_loss_iou: 0.3710 dn_loss_cls: 0.0186 dn_loss_bbox: 0.1880 dn_loss_iou: 0.2985 d0.dn_loss_cls: 0.0476 d0.dn_loss_bbox: 0.3013 d0.dn_loss_iou: 0.4199 d1.dn_loss_cls: 0.0257 d1.dn_loss_bbox: 0.2128 d1.dn_loss_iou: 0.3282 d2.dn_loss_cls: 0.0208 d2.dn_loss_bbox: 0.1924 d2.dn_loss_iou: 0.3054 d3.dn_loss_cls: 0.0191 d3.dn_loss_bbox: 0.1886 d3.dn_loss_iou: 0.3002 d4.dn_loss_cls: 0.0183 d4.dn_loss_bbox: 0.1879 d4.dn_loss_iou: 0.2986 2023/03/01 02:24:16 - mmengine - INFO - Epoch(train) [11][2400/7393] lr: 1.0000e-04 eta: 2:59:17 time: 0.8858 data_time: 0.0057 memory: 28847 grad_norm: 33.5925 loss: 8.2561 loss_cls: 0.1820 loss_bbox: 0.1219 loss_iou: 0.3167 d0.loss_cls: 0.2167 d0.loss_bbox: 0.1373 d0.loss_iou: 0.3464 d1.loss_cls: 0.1983 d1.loss_bbox: 0.1277 d1.loss_iou: 0.3281 d2.loss_cls: 0.1886 d2.loss_bbox: 0.1241 d2.loss_iou: 0.3223 d3.loss_cls: 0.1842 d3.loss_bbox: 0.1246 d3.loss_iou: 0.3221 d4.loss_cls: 0.1833 d4.loss_bbox: 0.1218 d4.loss_iou: 0.3163 enc_loss_cls: 0.2214 enc_loss_bbox: 0.1554 enc_loss_iou: 0.3808 dn_loss_cls: 0.0229 dn_loss_bbox: 0.2186 dn_loss_iou: 0.3167 d0.dn_loss_cls: 0.0488 d0.dn_loss_bbox: 0.3039 d0.dn_loss_iou: 0.4306 d1.dn_loss_cls: 0.0292 d1.dn_loss_bbox: 0.2351 d1.dn_loss_iou: 0.3408 d2.dn_loss_cls: 0.0252 d2.dn_loss_bbox: 0.2230 d2.dn_loss_iou: 0.3225 d3.dn_loss_cls: 0.0236 d3.dn_loss_bbox: 0.2195 d3.dn_loss_iou: 0.3176 d4.dn_loss_cls: 0.0230 d4.dn_loss_bbox: 0.2184 d4.dn_loss_iou: 0.3169 2023/03/01 02:24:59 - mmengine - INFO - Epoch(train) [11][2450/7393] lr: 1.0000e-04 eta: 2:58:34 time: 0.8488 data_time: 0.0057 memory: 24866 grad_norm: 30.3242 loss: 9.4815 loss_cls: 0.2121 loss_bbox: 0.1677 loss_iou: 0.4120 d0.loss_cls: 0.2556 d0.loss_bbox: 0.1768 d0.loss_iou: 0.4435 d1.loss_cls: 0.2303 d1.loss_bbox: 0.1727 d1.loss_iou: 0.4224 d2.loss_cls: 0.2182 d2.loss_bbox: 0.1697 d2.loss_iou: 0.4164 d3.loss_cls: 0.2160 d3.loss_bbox: 0.1670 d3.loss_iou: 0.4116 d4.loss_cls: 0.2114 d4.loss_bbox: 0.1669 d4.loss_iou: 0.4142 enc_loss_cls: 0.2633 enc_loss_bbox: 0.1995 enc_loss_iou: 0.4822 dn_loss_cls: 0.0269 dn_loss_bbox: 0.1964 dn_loss_iou: 0.3285 d0.dn_loss_cls: 0.0564 d0.dn_loss_bbox: 0.2986 d0.dn_loss_iou: 0.4528 d1.dn_loss_cls: 0.0371 d1.dn_loss_bbox: 0.2205 d1.dn_loss_iou: 0.3565 d2.dn_loss_cls: 0.0313 d2.dn_loss_bbox: 0.2026 d2.dn_loss_iou: 0.3363 d3.dn_loss_cls: 0.0289 d3.dn_loss_bbox: 0.1972 d3.dn_loss_iou: 0.3299 d4.dn_loss_cls: 0.0271 d4.dn_loss_bbox: 0.1965 d4.dn_loss_iou: 0.3286 2023/03/01 02:25:42 - mmengine - INFO - Epoch(train) [11][2500/7393] lr: 1.0000e-04 eta: 2:57:50 time: 0.8710 data_time: 0.0055 memory: 24866 grad_norm: 28.7239 loss: 9.5053 loss_cls: 0.1954 loss_bbox: 0.1646 loss_iou: 0.3436 d0.loss_cls: 0.2402 d0.loss_bbox: 0.1777 d0.loss_iou: 0.3652 d1.loss_cls: 0.2139 d1.loss_bbox: 0.1689 d1.loss_iou: 0.3536 d2.loss_cls: 0.2042 d2.loss_bbox: 0.1659 d2.loss_iou: 0.3445 d3.loss_cls: 0.1995 d3.loss_bbox: 0.1627 d3.loss_iou: 0.3431 d4.loss_cls: 0.1954 d4.loss_bbox: 0.1636 d4.loss_iou: 0.3442 enc_loss_cls: 0.2378 enc_loss_bbox: 0.2069 enc_loss_iou: 0.4057 dn_loss_cls: 0.0245 dn_loss_bbox: 0.2908 dn_loss_iou: 0.3348 d0.dn_loss_cls: 0.0585 d0.dn_loss_bbox: 0.4241 d0.dn_loss_iou: 0.4641 d1.dn_loss_cls: 0.0351 d1.dn_loss_bbox: 0.3280 d1.dn_loss_iou: 0.3696 d2.dn_loss_cls: 0.0281 d2.dn_loss_bbox: 0.2996 d2.dn_loss_iou: 0.3445 d3.dn_loss_cls: 0.0265 d3.dn_loss_bbox: 0.2920 d3.dn_loss_iou: 0.3368 d4.dn_loss_cls: 0.0254 d4.dn_loss_bbox: 0.2912 d4.dn_loss_iou: 0.3351 2023/03/01 02:26:26 - mmengine - INFO - Epoch(train) [11][2550/7393] lr: 1.0000e-04 eta: 2:57:07 time: 0.8778 data_time: 0.0058 memory: 27339 grad_norm: 31.2599 loss: 8.1612 loss_cls: 0.1655 loss_bbox: 0.1380 loss_iou: 0.2840 d0.loss_cls: 0.1978 d0.loss_bbox: 0.1432 d0.loss_iou: 0.2968 d1.loss_cls: 0.1762 d1.loss_bbox: 0.1450 d1.loss_iou: 0.2915 d2.loss_cls: 0.1732 d2.loss_bbox: 0.1385 d2.loss_iou: 0.2802 d3.loss_cls: 0.1671 d3.loss_bbox: 0.1387 d3.loss_iou: 0.2866 d4.loss_cls: 0.1668 d4.loss_bbox: 0.1375 d4.loss_iou: 0.2841 enc_loss_cls: 0.2012 enc_loss_bbox: 0.1566 enc_loss_iou: 0.3283 dn_loss_cls: 0.0199 dn_loss_bbox: 0.2541 dn_loss_iou: 0.3106 d0.dn_loss_cls: 0.0499 d0.dn_loss_bbox: 0.3837 d0.dn_loss_iou: 0.4358 d1.dn_loss_cls: 0.0277 d1.dn_loss_bbox: 0.2770 d1.dn_loss_iou: 0.3374 d2.dn_loss_cls: 0.0221 d2.dn_loss_bbox: 0.2576 d2.dn_loss_iou: 0.3164 d3.dn_loss_cls: 0.0206 d3.dn_loss_bbox: 0.2543 d3.dn_loss_iou: 0.3120 d4.dn_loss_cls: 0.0202 d4.dn_loss_bbox: 0.2543 d4.dn_loss_iou: 0.3109 2023/03/01 02:27:11 - mmengine - INFO - Epoch(train) [11][2600/7393] lr: 1.0000e-04 eta: 2:56:24 time: 0.8833 data_time: 0.0056 memory: 26789 grad_norm: 32.5040 loss: 8.6189 loss_cls: 0.1768 loss_bbox: 0.1433 loss_iou: 0.3348 d0.loss_cls: 0.2183 d0.loss_bbox: 0.1472 d0.loss_iou: 0.3401 d1.loss_cls: 0.1989 d1.loss_bbox: 0.1452 d1.loss_iou: 0.3335 d2.loss_cls: 0.1877 d2.loss_bbox: 0.1396 d2.loss_iou: 0.3315 d3.loss_cls: 0.1805 d3.loss_bbox: 0.1422 d3.loss_iou: 0.3337 d4.loss_cls: 0.1762 d4.loss_bbox: 0.1427 d4.loss_iou: 0.3348 enc_loss_cls: 0.2213 enc_loss_bbox: 0.1704 enc_loss_iou: 0.3752 dn_loss_cls: 0.0209 dn_loss_bbox: 0.2332 dn_loss_iou: 0.3318 d0.dn_loss_cls: 0.0545 d0.dn_loss_bbox: 0.3450 d0.dn_loss_iou: 0.4420 d1.dn_loss_cls: 0.0306 d1.dn_loss_bbox: 0.2540 d1.dn_loss_iou: 0.3570 d2.dn_loss_cls: 0.0241 d2.dn_loss_bbox: 0.2364 d2.dn_loss_iou: 0.3397 d3.dn_loss_cls: 0.0219 d3.dn_loss_bbox: 0.2341 d3.dn_loss_iou: 0.3338 d4.dn_loss_cls: 0.0210 d4.dn_loss_bbox: 0.2332 d4.dn_loss_iou: 0.3320 2023/03/01 02:27:54 - mmengine - INFO - Epoch(train) [11][2650/7393] lr: 1.0000e-04 eta: 2:55:40 time: 0.8707 data_time: 0.0056 memory: 27689 grad_norm: 30.6229 loss: 8.5565 loss_cls: 0.1621 loss_bbox: 0.1550 loss_iou: 0.2930 d0.loss_cls: 0.2004 d0.loss_bbox: 0.1608 d0.loss_iou: 0.3109 d1.loss_cls: 0.1820 d1.loss_bbox: 0.1549 d1.loss_iou: 0.2979 d2.loss_cls: 0.1716 d2.loss_bbox: 0.1548 d2.loss_iou: 0.2921 d3.loss_cls: 0.1644 d3.loss_bbox: 0.1565 d3.loss_iou: 0.2921 d4.loss_cls: 0.1645 d4.loss_bbox: 0.1552 d4.loss_iou: 0.2929 enc_loss_cls: 0.2066 enc_loss_bbox: 0.1833 enc_loss_iou: 0.3427 dn_loss_cls: 0.0247 dn_loss_bbox: 0.2482 dn_loss_iou: 0.3467 d0.dn_loss_cls: 0.0577 d0.dn_loss_bbox: 0.3541 d0.dn_loss_iou: 0.4766 d1.dn_loss_cls: 0.0354 d1.dn_loss_bbox: 0.2662 d1.dn_loss_iou: 0.3751 d2.dn_loss_cls: 0.0290 d2.dn_loss_bbox: 0.2503 d2.dn_loss_iou: 0.3547 d3.dn_loss_cls: 0.0264 d3.dn_loss_bbox: 0.2479 d3.dn_loss_iou: 0.3486 d4.dn_loss_cls: 0.0256 d4.dn_loss_bbox: 0.2481 d4.dn_loss_iou: 0.3471 2023/03/01 02:28:37 - mmengine - INFO - Epoch(train) [11][2700/7393] lr: 1.0000e-04 eta: 2:54:57 time: 0.8687 data_time: 0.0057 memory: 28585 grad_norm: 31.6959 loss: 9.7090 loss_cls: 0.2056 loss_bbox: 0.1745 loss_iou: 0.4299 d0.loss_cls: 0.2428 d0.loss_bbox: 0.1820 d0.loss_iou: 0.4514 d1.loss_cls: 0.2226 d1.loss_bbox: 0.1790 d1.loss_iou: 0.4451 d2.loss_cls: 0.2171 d2.loss_bbox: 0.1715 d2.loss_iou: 0.4317 d3.loss_cls: 0.2121 d3.loss_bbox: 0.1725 d3.loss_iou: 0.4286 d4.loss_cls: 0.2099 d4.loss_bbox: 0.1722 d4.loss_iou: 0.4270 enc_loss_cls: 0.2471 enc_loss_bbox: 0.2120 enc_loss_iou: 0.4980 dn_loss_cls: 0.0206 dn_loss_bbox: 0.2155 dn_loss_iou: 0.3358 d0.dn_loss_cls: 0.0525 d0.dn_loss_bbox: 0.3316 d0.dn_loss_iou: 0.4574 d1.dn_loss_cls: 0.0292 d1.dn_loss_bbox: 0.2393 d1.dn_loss_iou: 0.3629 d2.dn_loss_cls: 0.0232 d2.dn_loss_bbox: 0.2190 d2.dn_loss_iou: 0.3418 d3.dn_loss_cls: 0.0216 d3.dn_loss_bbox: 0.2165 d3.dn_loss_iou: 0.3375 d4.dn_loss_cls: 0.0207 d4.dn_loss_bbox: 0.2156 d4.dn_loss_iou: 0.3358 2023/03/01 02:29:21 - mmengine - INFO - Epoch(train) [11][2750/7393] lr: 1.0000e-04 eta: 2:54:13 time: 0.8636 data_time: 0.0061 memory: 27951 grad_norm: 32.8151 loss: 7.6308 loss_cls: 0.1437 loss_bbox: 0.1237 loss_iou: 0.2733 d0.loss_cls: 0.1794 d0.loss_bbox: 0.1301 d0.loss_iou: 0.2975 d1.loss_cls: 0.1583 d1.loss_bbox: 0.1236 d1.loss_iou: 0.2773 d2.loss_cls: 0.1536 d2.loss_bbox: 0.1211 d2.loss_iou: 0.2710 d3.loss_cls: 0.1459 d3.loss_bbox: 0.1239 d3.loss_iou: 0.2735 d4.loss_cls: 0.1439 d4.loss_bbox: 0.1244 d4.loss_iou: 0.2735 enc_loss_cls: 0.1822 enc_loss_bbox: 0.1501 enc_loss_iou: 0.3318 dn_loss_cls: 0.0177 dn_loss_bbox: 0.2165 dn_loss_iou: 0.3101 d0.dn_loss_cls: 0.0517 d0.dn_loss_bbox: 0.3343 d0.dn_loss_iou: 0.4437 d1.dn_loss_cls: 0.0281 d1.dn_loss_bbox: 0.2395 d1.dn_loss_iou: 0.3369 d2.dn_loss_cls: 0.0217 d2.dn_loss_bbox: 0.2213 d2.dn_loss_iou: 0.3169 d3.dn_loss_cls: 0.0189 d3.dn_loss_bbox: 0.2166 d3.dn_loss_iou: 0.3109 d4.dn_loss_cls: 0.0177 d4.dn_loss_bbox: 0.2162 d4.dn_loss_iou: 0.3101 2023/03/01 02:30:04 - mmengine - INFO - Epoch(train) [11][2800/7393] lr: 1.0000e-04 eta: 2:53:30 time: 0.8670 data_time: 0.0057 memory: 28463 grad_norm: 35.4238 loss: 9.6918 loss_cls: 0.2308 loss_bbox: 0.1755 loss_iou: 0.3682 d0.loss_cls: 0.2791 d0.loss_bbox: 0.1863 d0.loss_iou: 0.3844 d1.loss_cls: 0.2598 d1.loss_bbox: 0.1801 d1.loss_iou: 0.3742 d2.loss_cls: 0.2455 d2.loss_bbox: 0.1711 d2.loss_iou: 0.3680 d3.loss_cls: 0.2409 d3.loss_bbox: 0.1734 d3.loss_iou: 0.3654 d4.loss_cls: 0.2327 d4.loss_bbox: 0.1753 d4.loss_iou: 0.3675 enc_loss_cls: 0.2848 enc_loss_bbox: 0.2187 enc_loss_iou: 0.4379 dn_loss_cls: 0.0234 dn_loss_bbox: 0.2569 dn_loss_iou: 0.3114 d0.dn_loss_cls: 0.0569 d0.dn_loss_bbox: 0.4048 d0.dn_loss_iou: 0.4537 d1.dn_loss_cls: 0.0332 d1.dn_loss_bbox: 0.2905 d1.dn_loss_iou: 0.3463 d2.dn_loss_cls: 0.0271 d2.dn_loss_bbox: 0.2622 d2.dn_loss_iou: 0.3190 d3.dn_loss_cls: 0.0251 d3.dn_loss_bbox: 0.2568 d3.dn_loss_iou: 0.3126 d4.dn_loss_cls: 0.0239 d4.dn_loss_bbox: 0.2567 d4.dn_loss_iou: 0.3115 2023/03/01 02:30:48 - mmengine - INFO - Epoch(train) [11][2850/7393] lr: 1.0000e-04 eta: 2:52:47 time: 0.8736 data_time: 0.0056 memory: 26708 grad_norm: 29.2355 loss: 9.3007 loss_cls: 0.2185 loss_bbox: 0.1702 loss_iou: 0.4196 d0.loss_cls: 0.2572 d0.loss_bbox: 0.1845 d0.loss_iou: 0.4312 d1.loss_cls: 0.2398 d1.loss_bbox: 0.1780 d1.loss_iou: 0.4266 d2.loss_cls: 0.2373 d2.loss_bbox: 0.1702 d2.loss_iou: 0.4194 d3.loss_cls: 0.2267 d3.loss_bbox: 0.1708 d3.loss_iou: 0.4193 d4.loss_cls: 0.2215 d4.loss_bbox: 0.1699 d4.loss_iou: 0.4191 enc_loss_cls: 0.2704 enc_loss_bbox: 0.2005 enc_loss_iou: 0.4673 dn_loss_cls: 0.0200 dn_loss_bbox: 0.1826 dn_loss_iou: 0.3047 d0.dn_loss_cls: 0.0489 d0.dn_loss_bbox: 0.2894 d0.dn_loss_iou: 0.4244 d1.dn_loss_cls: 0.0285 d1.dn_loss_bbox: 0.2061 d1.dn_loss_iou: 0.3340 d2.dn_loss_cls: 0.0230 d2.dn_loss_bbox: 0.1882 d2.dn_loss_iou: 0.3124 d3.dn_loss_cls: 0.0213 d3.dn_loss_bbox: 0.1844 d3.dn_loss_iou: 0.3066 d4.dn_loss_cls: 0.0203 d4.dn_loss_bbox: 0.1831 d4.dn_loss_iou: 0.3049 2023/03/01 02:31:32 - mmengine - INFO - Epoch(train) [11][2900/7393] lr: 1.0000e-04 eta: 2:52:03 time: 0.8852 data_time: 0.0057 memory: 30512 grad_norm: 32.7099 loss: 7.0013 loss_cls: 0.1309 loss_bbox: 0.1109 loss_iou: 0.2289 d0.loss_cls: 0.1614 d0.loss_bbox: 0.1199 d0.loss_iou: 0.2442 d1.loss_cls: 0.1487 d1.loss_bbox: 0.1127 d1.loss_iou: 0.2310 d2.loss_cls: 0.1407 d2.loss_bbox: 0.1112 d2.loss_iou: 0.2285 d3.loss_cls: 0.1338 d3.loss_bbox: 0.1132 d3.loss_iou: 0.2296 d4.loss_cls: 0.1306 d4.loss_bbox: 0.1117 d4.loss_iou: 0.2307 enc_loss_cls: 0.1680 enc_loss_bbox: 0.1391 enc_loss_iou: 0.2734 dn_loss_cls: 0.0201 dn_loss_bbox: 0.2244 dn_loss_iou: 0.2767 d0.dn_loss_cls: 0.0494 d0.dn_loss_bbox: 0.3579 d0.dn_loss_iou: 0.4083 d1.dn_loss_cls: 0.0276 d1.dn_loss_bbox: 0.2493 d1.dn_loss_iou: 0.3053 d2.dn_loss_cls: 0.0229 d2.dn_loss_bbox: 0.2292 d2.dn_loss_iou: 0.2845 d3.dn_loss_cls: 0.0213 d3.dn_loss_bbox: 0.2251 d3.dn_loss_iou: 0.2786 d4.dn_loss_cls: 0.0199 d4.dn_loss_bbox: 0.2246 d4.dn_loss_iou: 0.2771 2023/03/01 02:32:15 - mmengine - INFO - Epoch(train) [11][2950/7393] lr: 1.0000e-04 eta: 2:51:20 time: 0.8697 data_time: 0.0055 memory: 26735 grad_norm: 33.4208 loss: 9.2078 loss_cls: 0.2098 loss_bbox: 0.1512 loss_iou: 0.4033 d0.loss_cls: 0.2497 d0.loss_bbox: 0.1612 d0.loss_iou: 0.4184 d1.loss_cls: 0.2260 d1.loss_bbox: 0.1560 d1.loss_iou: 0.4104 d2.loss_cls: 0.2223 d2.loss_bbox: 0.1499 d2.loss_iou: 0.3998 d3.loss_cls: 0.2145 d3.loss_bbox: 0.1499 d3.loss_iou: 0.4008 d4.loss_cls: 0.2105 d4.loss_bbox: 0.1521 d4.loss_iou: 0.4042 enc_loss_cls: 0.2549 enc_loss_bbox: 0.1796 enc_loss_iou: 0.4480 dn_loss_cls: 0.0225 dn_loss_bbox: 0.2012 dn_loss_iou: 0.3208 d0.dn_loss_cls: 0.0539 d0.dn_loss_bbox: 0.3171 d0.dn_loss_iou: 0.4478 d1.dn_loss_cls: 0.0319 d1.dn_loss_bbox: 0.2286 d1.dn_loss_iou: 0.3512 d2.dn_loss_cls: 0.0261 d2.dn_loss_bbox: 0.2096 d2.dn_loss_iou: 0.3302 d3.dn_loss_cls: 0.0243 d3.dn_loss_bbox: 0.2026 d3.dn_loss_iou: 0.3224 d4.dn_loss_cls: 0.0232 d4.dn_loss_bbox: 0.2011 d4.dn_loss_iou: 0.3209 2023/03/01 02:33:00 - mmengine - INFO - Epoch(train) [11][3000/7393] lr: 1.0000e-04 eta: 2:50:37 time: 0.8980 data_time: 0.0055 memory: 28404 grad_norm: 33.2303 loss: 8.2922 loss_cls: 0.1739 loss_bbox: 0.1516 loss_iou: 0.3048 d0.loss_cls: 0.2158 d0.loss_bbox: 0.1661 d0.loss_iou: 0.3294 d1.loss_cls: 0.1932 d1.loss_bbox: 0.1541 d1.loss_iou: 0.3140 d2.loss_cls: 0.1827 d2.loss_bbox: 0.1515 d2.loss_iou: 0.3071 d3.loss_cls: 0.1759 d3.loss_bbox: 0.1508 d3.loss_iou: 0.3057 d4.loss_cls: 0.1734 d4.loss_bbox: 0.1519 d4.loss_iou: 0.3047 enc_loss_cls: 0.2149 enc_loss_bbox: 0.1918 enc_loss_iou: 0.3700 dn_loss_cls: 0.0221 dn_loss_bbox: 0.2258 dn_loss_iou: 0.2886 d0.dn_loss_cls: 0.0523 d0.dn_loss_bbox: 0.3565 d0.dn_loss_iou: 0.4190 d1.dn_loss_cls: 0.0305 d1.dn_loss_bbox: 0.2534 d1.dn_loss_iou: 0.3212 d2.dn_loss_cls: 0.0259 d2.dn_loss_bbox: 0.2345 d2.dn_loss_iou: 0.2996 d3.dn_loss_cls: 0.0235 d3.dn_loss_bbox: 0.2277 d3.dn_loss_iou: 0.2908 d4.dn_loss_cls: 0.0229 d4.dn_loss_bbox: 0.2259 d4.dn_loss_iou: 0.2888 2023/03/01 02:33:44 - mmengine - INFO - Epoch(train) [11][3050/7393] lr: 1.0000e-04 eta: 2:49:53 time: 0.8761 data_time: 0.0056 memory: 26633 grad_norm: 32.4267 loss: 9.2357 loss_cls: 0.1914 loss_bbox: 0.1637 loss_iou: 0.3422 d0.loss_cls: 0.2330 d0.loss_bbox: 0.1701 d0.loss_iou: 0.3573 d1.loss_cls: 0.2148 d1.loss_bbox: 0.1626 d1.loss_iou: 0.3533 d2.loss_cls: 0.2017 d2.loss_bbox: 0.1621 d2.loss_iou: 0.3443 d3.loss_cls: 0.1968 d3.loss_bbox: 0.1615 d3.loss_iou: 0.3413 d4.loss_cls: 0.1935 d4.loss_bbox: 0.1620 d4.loss_iou: 0.3428 enc_loss_cls: 0.2383 enc_loss_bbox: 0.2032 enc_loss_iou: 0.4073 dn_loss_cls: 0.0297 dn_loss_bbox: 0.2414 dn_loss_iou: 0.3492 d0.dn_loss_cls: 0.0606 d0.dn_loss_bbox: 0.3606 d0.dn_loss_iou: 0.4846 d1.dn_loss_cls: 0.0370 d1.dn_loss_bbox: 0.2653 d1.dn_loss_iou: 0.3808 d2.dn_loss_cls: 0.0310 d2.dn_loss_bbox: 0.2486 d2.dn_loss_iou: 0.3593 d3.dn_loss_cls: 0.0300 d3.dn_loss_bbox: 0.2427 d3.dn_loss_iou: 0.3511 d4.dn_loss_cls: 0.0290 d4.dn_loss_bbox: 0.2417 d4.dn_loss_iou: 0.3496 2023/03/01 02:34:01 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 02:34:28 - mmengine - INFO - Epoch(train) [11][3100/7393] lr: 1.0000e-04 eta: 2:49:10 time: 0.8734 data_time: 0.0055 memory: 25151 grad_norm: 31.1871 loss: 8.7908 loss_cls: 0.1864 loss_bbox: 0.1691 loss_iou: 0.3462 d0.loss_cls: 0.2299 d0.loss_bbox: 0.1741 d0.loss_iou: 0.3610 d1.loss_cls: 0.2088 d1.loss_bbox: 0.1700 d1.loss_iou: 0.3528 d2.loss_cls: 0.1958 d2.loss_bbox: 0.1677 d2.loss_iou: 0.3438 d3.loss_cls: 0.1899 d3.loss_bbox: 0.1680 d3.loss_iou: 0.3463 d4.loss_cls: 0.1884 d4.loss_bbox: 0.1680 d4.loss_iou: 0.3453 enc_loss_cls: 0.2398 enc_loss_bbox: 0.1970 enc_loss_iou: 0.3914 dn_loss_cls: 0.0234 dn_loss_bbox: 0.2150 dn_loss_iou: 0.3045 d0.dn_loss_cls: 0.0560 d0.dn_loss_bbox: 0.3435 d0.dn_loss_iou: 0.4415 d1.dn_loss_cls: 0.0324 d1.dn_loss_bbox: 0.2454 d1.dn_loss_iou: 0.3372 d2.dn_loss_cls: 0.0267 d2.dn_loss_bbox: 0.2217 d2.dn_loss_iou: 0.3130 d3.dn_loss_cls: 0.0245 d3.dn_loss_bbox: 0.2160 d3.dn_loss_iou: 0.3063 d4.dn_loss_cls: 0.0240 d4.dn_loss_bbox: 0.2152 d4.dn_loss_iou: 0.3049 2023/03/01 02:35:12 - mmengine - INFO - Epoch(train) [11][3150/7393] lr: 1.0000e-04 eta: 2:48:27 time: 0.8782 data_time: 0.0057 memory: 29182 grad_norm: 29.3936 loss: 8.8531 loss_cls: 0.1860 loss_bbox: 0.1751 loss_iou: 0.3590 d0.loss_cls: 0.2325 d0.loss_bbox: 0.1853 d0.loss_iou: 0.3794 d1.loss_cls: 0.2023 d1.loss_bbox: 0.1802 d1.loss_iou: 0.3673 d2.loss_cls: 0.1973 d2.loss_bbox: 0.1760 d2.loss_iou: 0.3566 d3.loss_cls: 0.1907 d3.loss_bbox: 0.1754 d3.loss_iou: 0.3578 d4.loss_cls: 0.1861 d4.loss_bbox: 0.1747 d4.loss_iou: 0.3587 enc_loss_cls: 0.2359 enc_loss_bbox: 0.2064 enc_loss_iou: 0.4210 dn_loss_cls: 0.0212 dn_loss_bbox: 0.1990 dn_loss_iou: 0.3100 d0.dn_loss_cls: 0.0492 d0.dn_loss_bbox: 0.3229 d0.dn_loss_iou: 0.4393 d1.dn_loss_cls: 0.0291 d1.dn_loss_bbox: 0.2262 d1.dn_loss_iou: 0.3395 d2.dn_loss_cls: 0.0243 d2.dn_loss_bbox: 0.2069 d2.dn_loss_iou: 0.3190 d3.dn_loss_cls: 0.0222 d3.dn_loss_bbox: 0.1993 d3.dn_loss_iou: 0.3114 d4.dn_loss_cls: 0.0214 d4.dn_loss_bbox: 0.1986 d4.dn_loss_iou: 0.3103 2023/03/01 02:35:56 - mmengine - INFO - Epoch(train) [11][3200/7393] lr: 1.0000e-04 eta: 2:47:43 time: 0.8843 data_time: 0.0056 memory: 27598 grad_norm: 30.5189 loss: 8.6976 loss_cls: 0.1642 loss_bbox: 0.1327 loss_iou: 0.2954 d0.loss_cls: 0.2026 d0.loss_bbox: 0.1462 d0.loss_iou: 0.3125 d1.loss_cls: 0.1829 d1.loss_bbox: 0.1382 d1.loss_iou: 0.3023 d2.loss_cls: 0.1742 d2.loss_bbox: 0.1328 d2.loss_iou: 0.2942 d3.loss_cls: 0.1673 d3.loss_bbox: 0.1327 d3.loss_iou: 0.2952 d4.loss_cls: 0.1645 d4.loss_bbox: 0.1342 d4.loss_iou: 0.2965 enc_loss_cls: 0.2052 enc_loss_bbox: 0.1694 enc_loss_iou: 0.3471 dn_loss_cls: 0.0220 dn_loss_bbox: 0.2890 dn_loss_iou: 0.3475 d0.dn_loss_cls: 0.0582 d0.dn_loss_bbox: 0.4058 d0.dn_loss_iou: 0.4645 d1.dn_loss_cls: 0.0327 d1.dn_loss_bbox: 0.3162 d1.dn_loss_iou: 0.3745 d2.dn_loss_cls: 0.0261 d2.dn_loss_bbox: 0.2949 d2.dn_loss_iou: 0.3547 d3.dn_loss_cls: 0.0236 d3.dn_loss_bbox: 0.2897 d3.dn_loss_iou: 0.3487 d4.dn_loss_cls: 0.0222 d4.dn_loss_bbox: 0.2891 d4.dn_loss_iou: 0.3478 2023/03/01 02:36:40 - mmengine - INFO - Epoch(train) [11][3250/7393] lr: 1.0000e-04 eta: 2:47:00 time: 0.8795 data_time: 0.0057 memory: 33085 grad_norm: 44.9224 loss: 8.6853 loss_cls: 0.2012 loss_bbox: 0.1504 loss_iou: 0.3513 d0.loss_cls: 0.2481 d0.loss_bbox: 0.1604 d0.loss_iou: 0.3615 d1.loss_cls: 0.2219 d1.loss_bbox: 0.1575 d1.loss_iou: 0.3553 d2.loss_cls: 0.2105 d2.loss_bbox: 0.1534 d2.loss_iou: 0.3537 d3.loss_cls: 0.2045 d3.loss_bbox: 0.1533 d3.loss_iou: 0.3548 d4.loss_cls: 0.2026 d4.loss_bbox: 0.1502 d4.loss_iou: 0.3506 enc_loss_cls: 0.2548 enc_loss_bbox: 0.1817 enc_loss_iou: 0.3961 dn_loss_cls: 0.0238 dn_loss_bbox: 0.1971 dn_loss_iou: 0.3060 d0.dn_loss_cls: 0.0548 d0.dn_loss_bbox: 0.3111 d0.dn_loss_iou: 0.4282 d1.dn_loss_cls: 0.0319 d1.dn_loss_bbox: 0.2254 d1.dn_loss_iou: 0.3358 d2.dn_loss_cls: 0.0269 d2.dn_loss_bbox: 0.2021 d2.dn_loss_iou: 0.3125 d3.dn_loss_cls: 0.0250 d3.dn_loss_bbox: 0.1971 d3.dn_loss_iou: 0.3067 d4.dn_loss_cls: 0.0238 d4.dn_loss_bbox: 0.1971 d4.dn_loss_iou: 0.3061 2023/03/01 02:37:24 - mmengine - INFO - Epoch(train) [11][3300/7393] lr: 1.0000e-04 eta: 2:46:16 time: 0.8708 data_time: 0.0055 memory: 26735 grad_norm: 30.9242 loss: 7.8691 loss_cls: 0.1685 loss_bbox: 0.1306 loss_iou: 0.3109 d0.loss_cls: 0.1996 d0.loss_bbox: 0.1351 d0.loss_iou: 0.3250 d1.loss_cls: 0.1826 d1.loss_bbox: 0.1347 d1.loss_iou: 0.3164 d2.loss_cls: 0.1724 d2.loss_bbox: 0.1290 d2.loss_iou: 0.3144 d3.loss_cls: 0.1694 d3.loss_bbox: 0.1309 d3.loss_iou: 0.3130 d4.loss_cls: 0.1687 d4.loss_bbox: 0.1295 d4.loss_iou: 0.3107 enc_loss_cls: 0.2110 enc_loss_bbox: 0.1566 enc_loss_iou: 0.3594 dn_loss_cls: 0.0157 dn_loss_bbox: 0.2003 dn_loss_iou: 0.2939 d0.dn_loss_cls: 0.0489 d0.dn_loss_bbox: 0.3034 d0.dn_loss_iou: 0.4153 d1.dn_loss_cls: 0.0257 d1.dn_loss_bbox: 0.2239 d1.dn_loss_iou: 0.3222 d2.dn_loss_cls: 0.0191 d2.dn_loss_bbox: 0.2057 d2.dn_loss_iou: 0.3015 d3.dn_loss_cls: 0.0173 d3.dn_loss_bbox: 0.2016 d3.dn_loss_iou: 0.2957 d4.dn_loss_cls: 0.0161 d4.dn_loss_bbox: 0.2003 d4.dn_loss_iou: 0.2940 2023/03/01 02:38:07 - mmengine - INFO - Epoch(train) [11][3350/7393] lr: 1.0000e-04 eta: 2:45:33 time: 0.8689 data_time: 0.0057 memory: 28179 grad_norm: 34.6626 loss: 8.5823 loss_cls: 0.1703 loss_bbox: 0.1494 loss_iou: 0.3456 d0.loss_cls: 0.2095 d0.loss_bbox: 0.1622 d0.loss_iou: 0.3633 d1.loss_cls: 0.1847 d1.loss_bbox: 0.1585 d1.loss_iou: 0.3550 d2.loss_cls: 0.1739 d2.loss_bbox: 0.1564 d2.loss_iou: 0.3534 d3.loss_cls: 0.1740 d3.loss_bbox: 0.1492 d3.loss_iou: 0.3451 d4.loss_cls: 0.1714 d4.loss_bbox: 0.1490 d4.loss_iou: 0.3444 enc_loss_cls: 0.2103 enc_loss_bbox: 0.1886 enc_loss_iou: 0.4121 dn_loss_cls: 0.0160 dn_loss_bbox: 0.2287 dn_loss_iou: 0.3059 d0.dn_loss_cls: 0.0474 d0.dn_loss_bbox: 0.3408 d0.dn_loss_iou: 0.4333 d1.dn_loss_cls: 0.0252 d1.dn_loss_bbox: 0.2511 d1.dn_loss_iou: 0.3344 d2.dn_loss_cls: 0.0199 d2.dn_loss_bbox: 0.2342 d2.dn_loss_iou: 0.3144 d3.dn_loss_cls: 0.0180 d3.dn_loss_bbox: 0.2284 d3.dn_loss_iou: 0.3067 d4.dn_loss_cls: 0.0167 d4.dn_loss_bbox: 0.2289 d4.dn_loss_iou: 0.3063 2023/03/01 02:38:50 - mmengine - INFO - Epoch(train) [11][3400/7393] lr: 1.0000e-04 eta: 2:44:49 time: 0.8542 data_time: 0.0055 memory: 29024 grad_norm: 31.5630 loss: 8.6445 loss_cls: 0.1787 loss_bbox: 0.1532 loss_iou: 0.3465 d0.loss_cls: 0.2133 d0.loss_bbox: 0.1659 d0.loss_iou: 0.3642 d1.loss_cls: 0.1950 d1.loss_bbox: 0.1602 d1.loss_iou: 0.3541 d2.loss_cls: 0.1903 d2.loss_bbox: 0.1499 d2.loss_iou: 0.3458 d3.loss_cls: 0.1840 d3.loss_bbox: 0.1491 d3.loss_iou: 0.3464 d4.loss_cls: 0.1779 d4.loss_bbox: 0.1540 d4.loss_iou: 0.3470 enc_loss_cls: 0.2223 enc_loss_bbox: 0.1845 enc_loss_iou: 0.4025 dn_loss_cls: 0.0205 dn_loss_bbox: 0.2191 dn_loss_iou: 0.3122 d0.dn_loss_cls: 0.0525 d0.dn_loss_bbox: 0.3332 d0.dn_loss_iou: 0.4375 d1.dn_loss_cls: 0.0301 d1.dn_loss_bbox: 0.2396 d1.dn_loss_iou: 0.3409 d2.dn_loss_cls: 0.0244 d2.dn_loss_bbox: 0.2232 d2.dn_loss_iou: 0.3195 d3.dn_loss_cls: 0.0220 d3.dn_loss_bbox: 0.2191 d3.dn_loss_iou: 0.3133 d4.dn_loss_cls: 0.0209 d4.dn_loss_bbox: 0.2192 d4.dn_loss_iou: 0.3124 2023/03/01 02:39:33 - mmengine - INFO - Epoch(train) [11][3450/7393] lr: 1.0000e-04 eta: 2:44:06 time: 0.8565 data_time: 0.0057 memory: 26632 grad_norm: 34.8875 loss: 7.8981 loss_cls: 0.1634 loss_bbox: 0.1249 loss_iou: 0.3025 d0.loss_cls: 0.1900 d0.loss_bbox: 0.1400 d0.loss_iou: 0.3240 d1.loss_cls: 0.1712 d1.loss_bbox: 0.1315 d1.loss_iou: 0.3111 d2.loss_cls: 0.1681 d2.loss_bbox: 0.1294 d2.loss_iou: 0.3052 d3.loss_cls: 0.1646 d3.loss_bbox: 0.1282 d3.loss_iou: 0.3051 d4.loss_cls: 0.1631 d4.loss_bbox: 0.1250 d4.loss_iou: 0.3036 enc_loss_cls: 0.1941 enc_loss_bbox: 0.1626 enc_loss_iou: 0.3478 dn_loss_cls: 0.0192 dn_loss_bbox: 0.2092 dn_loss_iou: 0.3032 d0.dn_loss_cls: 0.0484 d0.dn_loss_bbox: 0.3229 d0.dn_loss_iou: 0.4315 d1.dn_loss_cls: 0.0268 d1.dn_loss_bbox: 0.2357 d1.dn_loss_iou: 0.3331 d2.dn_loss_cls: 0.0219 d2.dn_loss_bbox: 0.2143 d2.dn_loss_iou: 0.3096 d3.dn_loss_cls: 0.0202 d3.dn_loss_bbox: 0.2103 d3.dn_loss_iou: 0.3043 d4.dn_loss_cls: 0.0194 d4.dn_loss_bbox: 0.2094 d4.dn_loss_iou: 0.3032 2023/03/01 02:40:17 - mmengine - INFO - Epoch(train) [11][3500/7393] lr: 1.0000e-04 eta: 2:43:23 time: 0.8886 data_time: 0.0056 memory: 26182 grad_norm: 31.1226 loss: 8.7854 loss_cls: 0.1929 loss_bbox: 0.1394 loss_iou: 0.3474 d0.loss_cls: 0.2380 d0.loss_bbox: 0.1538 d0.loss_iou: 0.3739 d1.loss_cls: 0.2118 d1.loss_bbox: 0.1501 d1.loss_iou: 0.3620 d2.loss_cls: 0.2000 d2.loss_bbox: 0.1428 d2.loss_iou: 0.3528 d3.loss_cls: 0.1960 d3.loss_bbox: 0.1385 d3.loss_iou: 0.3500 d4.loss_cls: 0.1918 d4.loss_bbox: 0.1403 d4.loss_iou: 0.3511 enc_loss_cls: 0.2414 enc_loss_bbox: 0.1826 enc_loss_iou: 0.4071 dn_loss_cls: 0.0219 dn_loss_bbox: 0.2142 dn_loss_iou: 0.3177 d0.dn_loss_cls: 0.0539 d0.dn_loss_bbox: 0.3443 d0.dn_loss_iou: 0.4480 d1.dn_loss_cls: 0.0313 d1.dn_loss_bbox: 0.2503 d1.dn_loss_iou: 0.3499 d2.dn_loss_cls: 0.0251 d2.dn_loss_bbox: 0.2240 d2.dn_loss_iou: 0.3272 d3.dn_loss_cls: 0.0239 d3.dn_loss_bbox: 0.2161 d3.dn_loss_iou: 0.3198 d4.dn_loss_cls: 0.0223 d4.dn_loss_bbox: 0.2143 d4.dn_loss_iou: 0.3176 2023/03/01 02:41:00 - mmengine - INFO - Epoch(train) [11][3550/7393] lr: 1.0000e-04 eta: 2:42:39 time: 0.8629 data_time: 0.0056 memory: 27930 grad_norm: 31.9291 loss: 9.3009 loss_cls: 0.1877 loss_bbox: 0.1570 loss_iou: 0.3831 d0.loss_cls: 0.2382 d0.loss_bbox: 0.1632 d0.loss_iou: 0.3908 d1.loss_cls: 0.2088 d1.loss_bbox: 0.1587 d1.loss_iou: 0.3860 d2.loss_cls: 0.1968 d2.loss_bbox: 0.1565 d2.loss_iou: 0.3818 d3.loss_cls: 0.1910 d3.loss_bbox: 0.1569 d3.loss_iou: 0.3798 d4.loss_cls: 0.1867 d4.loss_bbox: 0.1561 d4.loss_iou: 0.3848 enc_loss_cls: 0.2419 enc_loss_bbox: 0.1825 enc_loss_iou: 0.4209 dn_loss_cls: 0.0204 dn_loss_bbox: 0.2564 dn_loss_iou: 0.3292 d0.dn_loss_cls: 0.0524 d0.dn_loss_bbox: 0.3609 d0.dn_loss_iou: 0.4555 d1.dn_loss_cls: 0.0291 d1.dn_loss_bbox: 0.2836 d1.dn_loss_iou: 0.3603 d2.dn_loss_cls: 0.0243 d2.dn_loss_bbox: 0.2638 d2.dn_loss_iou: 0.3374 d3.dn_loss_cls: 0.0220 d3.dn_loss_bbox: 0.2583 d3.dn_loss_iou: 0.3313 d4.dn_loss_cls: 0.0206 d4.dn_loss_bbox: 0.2568 d4.dn_loss_iou: 0.3295 2023/03/01 02:41:44 - mmengine - INFO - Epoch(train) [11][3600/7393] lr: 1.0000e-04 eta: 2:41:56 time: 0.8831 data_time: 0.0056 memory: 24220 grad_norm: 32.7165 loss: 8.6871 loss_cls: 0.1913 loss_bbox: 0.1506 loss_iou: 0.3882 d0.loss_cls: 0.2286 d0.loss_bbox: 0.1585 d0.loss_iou: 0.4037 d1.loss_cls: 0.2072 d1.loss_bbox: 0.1548 d1.loss_iou: 0.3939 d2.loss_cls: 0.1985 d2.loss_bbox: 0.1544 d2.loss_iou: 0.3923 d3.loss_cls: 0.1930 d3.loss_bbox: 0.1527 d3.loss_iou: 0.3901 d4.loss_cls: 0.1911 d4.loss_bbox: 0.1508 d4.loss_iou: 0.3884 enc_loss_cls: 0.2415 enc_loss_bbox: 0.1697 enc_loss_iou: 0.4340 dn_loss_cls: 0.0205 dn_loss_bbox: 0.1683 dn_loss_iou: 0.3144 d0.dn_loss_cls: 0.0507 d0.dn_loss_bbox: 0.2669 d0.dn_loss_iou: 0.4403 d1.dn_loss_cls: 0.0297 d1.dn_loss_bbox: 0.1902 d1.dn_loss_iou: 0.3432 d2.dn_loss_cls: 0.0241 d2.dn_loss_bbox: 0.1733 d2.dn_loss_iou: 0.3216 d3.dn_loss_cls: 0.0217 d3.dn_loss_bbox: 0.1691 d3.dn_loss_iou: 0.3161 d4.dn_loss_cls: 0.0206 d4.dn_loss_bbox: 0.1683 d4.dn_loss_iou: 0.3148 2023/03/01 02:42:28 - mmengine - INFO - Epoch(train) [11][3650/7393] lr: 1.0000e-04 eta: 2:41:13 time: 0.8791 data_time: 0.0056 memory: 29182 grad_norm: 30.4856 loss: 9.0126 loss_cls: 0.1957 loss_bbox: 0.1375 loss_iou: 0.3936 d0.loss_cls: 0.2420 d0.loss_bbox: 0.1482 d0.loss_iou: 0.4206 d1.loss_cls: 0.2190 d1.loss_bbox: 0.1387 d1.loss_iou: 0.4041 d2.loss_cls: 0.2081 d2.loss_bbox: 0.1373 d2.loss_iou: 0.3964 d3.loss_cls: 0.2018 d3.loss_bbox: 0.1375 d3.loss_iou: 0.3948 d4.loss_cls: 0.1961 d4.loss_bbox: 0.1378 d4.loss_iou: 0.3949 enc_loss_cls: 0.2449 enc_loss_bbox: 0.1679 enc_loss_iou: 0.4550 dn_loss_cls: 0.0226 dn_loss_bbox: 0.1913 dn_loss_iou: 0.3263 d0.dn_loss_cls: 0.0561 d0.dn_loss_bbox: 0.3181 d0.dn_loss_iou: 0.4683 d1.dn_loss_cls: 0.0324 d1.dn_loss_bbox: 0.2199 d1.dn_loss_iou: 0.3606 d2.dn_loss_cls: 0.0270 d2.dn_loss_bbox: 0.1978 d2.dn_loss_iou: 0.3345 d3.dn_loss_cls: 0.0242 d3.dn_loss_bbox: 0.1928 d3.dn_loss_iou: 0.3282 d4.dn_loss_cls: 0.0226 d4.dn_loss_bbox: 0.1915 d4.dn_loss_iou: 0.3263 2023/03/01 02:43:13 - mmengine - INFO - Epoch(train) [11][3700/7393] lr: 1.0000e-04 eta: 2:40:29 time: 0.8870 data_time: 0.0056 memory: 29459 grad_norm: 38.6295 loss: 8.4820 loss_cls: 0.1789 loss_bbox: 0.1409 loss_iou: 0.3609 d0.loss_cls: 0.2162 d0.loss_bbox: 0.1449 d0.loss_iou: 0.3746 d1.loss_cls: 0.1984 d1.loss_bbox: 0.1410 d1.loss_iou: 0.3682 d2.loss_cls: 0.1886 d2.loss_bbox: 0.1379 d2.loss_iou: 0.3617 d3.loss_cls: 0.1824 d3.loss_bbox: 0.1386 d3.loss_iou: 0.3615 d4.loss_cls: 0.1797 d4.loss_bbox: 0.1390 d4.loss_iou: 0.3606 enc_loss_cls: 0.2224 enc_loss_bbox: 0.1639 enc_loss_iou: 0.4087 dn_loss_cls: 0.0189 dn_loss_bbox: 0.1992 dn_loss_iou: 0.3072 d0.dn_loss_cls: 0.0491 d0.dn_loss_bbox: 0.3140 d0.dn_loss_iou: 0.4305 d1.dn_loss_cls: 0.0271 d1.dn_loss_bbox: 0.2289 d1.dn_loss_iou: 0.3376 d2.dn_loss_cls: 0.0212 d2.dn_loss_bbox: 0.2077 d2.dn_loss_iou: 0.3163 d3.dn_loss_cls: 0.0197 d3.dn_loss_bbox: 0.2003 d3.dn_loss_iou: 0.3091 d4.dn_loss_cls: 0.0191 d4.dn_loss_bbox: 0.1993 d4.dn_loss_iou: 0.3074 2023/03/01 02:43:57 - mmengine - INFO - Epoch(train) [11][3750/7393] lr: 1.0000e-04 eta: 2:39:46 time: 0.8871 data_time: 0.0057 memory: 29182 grad_norm: 30.2457 loss: 8.8680 loss_cls: 0.1866 loss_bbox: 0.1598 loss_iou: 0.3383 d0.loss_cls: 0.2370 d0.loss_bbox: 0.1624 d0.loss_iou: 0.3458 d1.loss_cls: 0.2096 d1.loss_bbox: 0.1609 d1.loss_iou: 0.3400 d2.loss_cls: 0.1983 d2.loss_bbox: 0.1579 d2.loss_iou: 0.3389 d3.loss_cls: 0.1882 d3.loss_bbox: 0.1600 d3.loss_iou: 0.3389 d4.loss_cls: 0.1866 d4.loss_bbox: 0.1593 d4.loss_iou: 0.3373 enc_loss_cls: 0.2402 enc_loss_bbox: 0.1748 enc_loss_iou: 0.3803 dn_loss_cls: 0.0262 dn_loss_bbox: 0.2212 dn_loss_iou: 0.3349 d0.dn_loss_cls: 0.0578 d0.dn_loss_bbox: 0.3412 d0.dn_loss_iou: 0.4635 d1.dn_loss_cls: 0.0338 d1.dn_loss_bbox: 0.2553 d1.dn_loss_iou: 0.3656 d2.dn_loss_cls: 0.0288 d2.dn_loss_bbox: 0.2293 d2.dn_loss_iou: 0.3421 d3.dn_loss_cls: 0.0268 d3.dn_loss_bbox: 0.2222 d3.dn_loss_iou: 0.3360 d4.dn_loss_cls: 0.0258 d4.dn_loss_bbox: 0.2215 d4.dn_loss_iou: 0.3348 2023/03/01 02:44:41 - mmengine - INFO - Epoch(train) [11][3800/7393] lr: 1.0000e-04 eta: 2:39:03 time: 0.8718 data_time: 0.0055 memory: 29027 grad_norm: 32.5665 loss: 8.2003 loss_cls: 0.1719 loss_bbox: 0.1471 loss_iou: 0.2940 d0.loss_cls: 0.2030 d0.loss_bbox: 0.1497 d0.loss_iou: 0.3042 d1.loss_cls: 0.1878 d1.loss_bbox: 0.1483 d1.loss_iou: 0.3001 d2.loss_cls: 0.1778 d2.loss_bbox: 0.1485 d2.loss_iou: 0.2973 d3.loss_cls: 0.1730 d3.loss_bbox: 0.1471 d3.loss_iou: 0.2949 d4.loss_cls: 0.1715 d4.loss_bbox: 0.1467 d4.loss_iou: 0.2947 enc_loss_cls: 0.2073 enc_loss_bbox: 0.1733 enc_loss_iou: 0.3437 dn_loss_cls: 0.0226 dn_loss_bbox: 0.2317 dn_loss_iou: 0.3126 d0.dn_loss_cls: 0.0548 d0.dn_loss_bbox: 0.3319 d0.dn_loss_iou: 0.4268 d1.dn_loss_cls: 0.0301 d1.dn_loss_bbox: 0.2511 d1.dn_loss_iou: 0.3358 d2.dn_loss_cls: 0.0259 d2.dn_loss_bbox: 0.2375 d2.dn_loss_iou: 0.3196 d3.dn_loss_cls: 0.0236 d3.dn_loss_bbox: 0.2323 d3.dn_loss_iou: 0.3140 d4.dn_loss_cls: 0.0233 d4.dn_loss_bbox: 0.2319 d4.dn_loss_iou: 0.3127 2023/03/01 02:45:25 - mmengine - INFO - Epoch(train) [11][3850/7393] lr: 1.0000e-04 eta: 2:38:19 time: 0.8946 data_time: 0.0061 memory: 27589 grad_norm: 31.4411 loss: 9.0977 loss_cls: 0.1998 loss_bbox: 0.1526 loss_iou: 0.3708 d0.loss_cls: 0.2387 d0.loss_bbox: 0.1603 d0.loss_iou: 0.3812 d1.loss_cls: 0.2166 d1.loss_bbox: 0.1570 d1.loss_iou: 0.3717 d2.loss_cls: 0.2057 d2.loss_bbox: 0.1543 d2.loss_iou: 0.3749 d3.loss_cls: 0.1987 d3.loss_bbox: 0.1549 d3.loss_iou: 0.3752 d4.loss_cls: 0.1972 d4.loss_bbox: 0.1548 d4.loss_iou: 0.3736 enc_loss_cls: 0.2414 enc_loss_bbox: 0.1841 enc_loss_iou: 0.4331 dn_loss_cls: 0.0244 dn_loss_bbox: 0.2266 dn_loss_iou: 0.3246 d0.dn_loss_cls: 0.0597 d0.dn_loss_bbox: 0.3383 d0.dn_loss_iou: 0.4435 d1.dn_loss_cls: 0.0353 d1.dn_loss_bbox: 0.2504 d1.dn_loss_iou: 0.3530 d2.dn_loss_cls: 0.0288 d2.dn_loss_bbox: 0.2298 d2.dn_loss_iou: 0.3301 d3.dn_loss_cls: 0.0269 d3.dn_loss_bbox: 0.2271 d3.dn_loss_iou: 0.3263 d4.dn_loss_cls: 0.0252 d4.dn_loss_bbox: 0.2264 d4.dn_loss_iou: 0.3247 2023/03/01 02:46:10 - mmengine - INFO - Epoch(train) [11][3900/7393] lr: 1.0000e-04 eta: 2:37:36 time: 0.8944 data_time: 0.0057 memory: 27313 grad_norm: 33.1317 loss: 8.1560 loss_cls: 0.1623 loss_bbox: 0.1282 loss_iou: 0.3343 d0.loss_cls: 0.2104 d0.loss_bbox: 0.1350 d0.loss_iou: 0.3509 d1.loss_cls: 0.1826 d1.loss_bbox: 0.1336 d1.loss_iou: 0.3427 d2.loss_cls: 0.1759 d2.loss_bbox: 0.1269 d2.loss_iou: 0.3337 d3.loss_cls: 0.1700 d3.loss_bbox: 0.1277 d3.loss_iou: 0.3339 d4.loss_cls: 0.1656 d4.loss_bbox: 0.1276 d4.loss_iou: 0.3329 enc_loss_cls: 0.2160 enc_loss_bbox: 0.1577 enc_loss_iou: 0.3868 dn_loss_cls: 0.0190 dn_loss_bbox: 0.1971 dn_loss_iou: 0.3153 d0.dn_loss_cls: 0.0477 d0.dn_loss_bbox: 0.2965 d0.dn_loss_iou: 0.4399 d1.dn_loss_cls: 0.0261 d1.dn_loss_bbox: 0.2214 d1.dn_loss_iou: 0.3438 d2.dn_loss_cls: 0.0222 d2.dn_loss_bbox: 0.2019 d2.dn_loss_iou: 0.3223 d3.dn_loss_cls: 0.0208 d3.dn_loss_bbox: 0.1983 d3.dn_loss_iou: 0.3167 d4.dn_loss_cls: 0.0193 d4.dn_loss_bbox: 0.1973 d4.dn_loss_iou: 0.3157 2023/03/01 02:46:53 - mmengine - INFO - Epoch(train) [11][3950/7393] lr: 1.0000e-04 eta: 2:36:52 time: 0.8548 data_time: 0.0055 memory: 27598 grad_norm: 46.7116 loss: 8.2876 loss_cls: 0.1738 loss_bbox: 0.1338 loss_iou: 0.2828 d0.loss_cls: 0.2082 d0.loss_bbox: 0.1454 d0.loss_iou: 0.3025 d1.loss_cls: 0.1869 d1.loss_bbox: 0.1445 d1.loss_iou: 0.2976 d2.loss_cls: 0.1806 d2.loss_bbox: 0.1368 d2.loss_iou: 0.2886 d3.loss_cls: 0.1780 d3.loss_bbox: 0.1342 d3.loss_iou: 0.2853 d4.loss_cls: 0.1757 d4.loss_bbox: 0.1332 d4.loss_iou: 0.2821 enc_loss_cls: 0.2081 enc_loss_bbox: 0.1778 enc_loss_iou: 0.3431 dn_loss_cls: 0.0221 dn_loss_bbox: 0.2491 dn_loss_iou: 0.3136 d0.dn_loss_cls: 0.0574 d0.dn_loss_bbox: 0.3798 d0.dn_loss_iou: 0.4411 d1.dn_loss_cls: 0.0316 d1.dn_loss_bbox: 0.2757 d1.dn_loss_iou: 0.3422 d2.dn_loss_cls: 0.0258 d2.dn_loss_bbox: 0.2553 d2.dn_loss_iou: 0.3213 d3.dn_loss_cls: 0.0235 d3.dn_loss_bbox: 0.2500 d3.dn_loss_iou: 0.3151 d4.dn_loss_cls: 0.0225 d4.dn_loss_bbox: 0.2490 d4.dn_loss_iou: 0.3137 2023/03/01 02:47:37 - mmengine - INFO - Epoch(train) [11][4000/7393] lr: 1.0000e-04 eta: 2:36:09 time: 0.8807 data_time: 0.0055 memory: 29182 grad_norm: 28.9824 loss: 9.1781 loss_cls: 0.2105 loss_bbox: 0.1423 loss_iou: 0.3918 d0.loss_cls: 0.2501 d0.loss_bbox: 0.1561 d0.loss_iou: 0.4121 d1.loss_cls: 0.2274 d1.loss_bbox: 0.1532 d1.loss_iou: 0.4043 d2.loss_cls: 0.2182 d2.loss_bbox: 0.1468 d2.loss_iou: 0.3955 d3.loss_cls: 0.2141 d3.loss_bbox: 0.1420 d3.loss_iou: 0.3911 d4.loss_cls: 0.2102 d4.loss_bbox: 0.1425 d4.loss_iou: 0.3922 enc_loss_cls: 0.2516 enc_loss_bbox: 0.1852 enc_loss_iou: 0.4551 dn_loss_cls: 0.0221 dn_loss_bbox: 0.2051 dn_loss_iou: 0.3361 d0.dn_loss_cls: 0.0510 d0.dn_loss_bbox: 0.3013 d0.dn_loss_iou: 0.4468 d1.dn_loss_cls: 0.0306 d1.dn_loss_bbox: 0.2261 d1.dn_loss_iou: 0.3602 d2.dn_loss_cls: 0.0260 d2.dn_loss_bbox: 0.2093 d2.dn_loss_iou: 0.3412 d3.dn_loss_cls: 0.0233 d3.dn_loss_bbox: 0.2055 d3.dn_loss_iou: 0.3372 d4.dn_loss_cls: 0.0226 d4.dn_loss_bbox: 0.2052 d4.dn_loss_iou: 0.3363 2023/03/01 02:48:21 - mmengine - INFO - Epoch(train) [11][4050/7393] lr: 1.0000e-04 eta: 2:35:26 time: 0.8868 data_time: 0.0057 memory: 26767 grad_norm: 44.3056 loss: 8.6329 loss_cls: 0.1688 loss_bbox: 0.1426 loss_iou: 0.3051 d0.loss_cls: 0.2124 d0.loss_bbox: 0.1579 d0.loss_iou: 0.3270 d1.loss_cls: 0.1924 d1.loss_bbox: 0.1465 d1.loss_iou: 0.3130 d2.loss_cls: 0.1733 d2.loss_bbox: 0.1454 d2.loss_iou: 0.3134 d3.loss_cls: 0.1706 d3.loss_bbox: 0.1439 d3.loss_iou: 0.3081 d4.loss_cls: 0.1702 d4.loss_bbox: 0.1424 d4.loss_iou: 0.3059 enc_loss_cls: 0.2164 enc_loss_bbox: 0.1766 enc_loss_iou: 0.3558 dn_loss_cls: 0.0239 dn_loss_bbox: 0.2547 dn_loss_iou: 0.3321 d0.dn_loss_cls: 0.0554 d0.dn_loss_bbox: 0.3750 d0.dn_loss_iou: 0.4607 d1.dn_loss_cls: 0.0344 d1.dn_loss_bbox: 0.2839 d1.dn_loss_iou: 0.3639 d2.dn_loss_cls: 0.0285 d2.dn_loss_bbox: 0.2621 d2.dn_loss_iou: 0.3423 d3.dn_loss_cls: 0.0260 d3.dn_loss_bbox: 0.2563 d3.dn_loss_iou: 0.3343 d4.dn_loss_cls: 0.0246 d4.dn_loss_bbox: 0.2548 d4.dn_loss_iou: 0.3322 2023/03/01 02:48:39 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 02:49:05 - mmengine - INFO - Epoch(train) [11][4100/7393] lr: 1.0000e-04 eta: 2:34:43 time: 0.8865 data_time: 0.0056 memory: 27180 grad_norm: 34.3126 loss: 9.1838 loss_cls: 0.1960 loss_bbox: 0.1649 loss_iou: 0.3626 d0.loss_cls: 0.2389 d0.loss_bbox: 0.1666 d0.loss_iou: 0.3762 d1.loss_cls: 0.2133 d1.loss_bbox: 0.1671 d1.loss_iou: 0.3705 d2.loss_cls: 0.2045 d2.loss_bbox: 0.1648 d2.loss_iou: 0.3642 d3.loss_cls: 0.2001 d3.loss_bbox: 0.1627 d3.loss_iou: 0.3609 d4.loss_cls: 0.1949 d4.loss_bbox: 0.1660 d4.loss_iou: 0.3621 enc_loss_cls: 0.2437 enc_loss_bbox: 0.1844 enc_loss_iou: 0.4085 dn_loss_cls: 0.0230 dn_loss_bbox: 0.2495 dn_loss_iou: 0.3197 d0.dn_loss_cls: 0.0563 d0.dn_loss_bbox: 0.3671 d0.dn_loss_iou: 0.4423 d1.dn_loss_cls: 0.0338 d1.dn_loss_bbox: 0.2761 d1.dn_loss_iou: 0.3480 d2.dn_loss_cls: 0.0271 d2.dn_loss_bbox: 0.2534 d2.dn_loss_iou: 0.3261 d3.dn_loss_cls: 0.0251 d3.dn_loss_bbox: 0.2499 d3.dn_loss_iou: 0.3212 d4.dn_loss_cls: 0.0231 d4.dn_loss_bbox: 0.2495 d4.dn_loss_iou: 0.3199 2023/03/01 02:49:50 - mmengine - INFO - Epoch(train) [11][4150/7393] lr: 1.0000e-04 eta: 2:33:59 time: 0.8862 data_time: 0.0063 memory: 29182 grad_norm: 31.3056 loss: 8.0398 loss_cls: 0.1587 loss_bbox: 0.1354 loss_iou: 0.2933 d0.loss_cls: 0.1970 d0.loss_bbox: 0.1380 d0.loss_iou: 0.2966 d1.loss_cls: 0.1773 d1.loss_bbox: 0.1359 d1.loss_iou: 0.2907 d2.loss_cls: 0.1711 d2.loss_bbox: 0.1321 d2.loss_iou: 0.2896 d3.loss_cls: 0.1637 d3.loss_bbox: 0.1353 d3.loss_iou: 0.2888 d4.loss_cls: 0.1621 d4.loss_bbox: 0.1335 d4.loss_iou: 0.2908 enc_loss_cls: 0.2028 enc_loss_bbox: 0.1626 enc_loss_iou: 0.3363 dn_loss_cls: 0.0246 dn_loss_bbox: 0.2343 dn_loss_iou: 0.3022 d0.dn_loss_cls: 0.0578 d0.dn_loss_bbox: 0.3622 d0.dn_loss_iou: 0.4241 d1.dn_loss_cls: 0.0352 d1.dn_loss_bbox: 0.2650 d1.dn_loss_iou: 0.3332 d2.dn_loss_cls: 0.0287 d2.dn_loss_bbox: 0.2413 d2.dn_loss_iou: 0.3109 d3.dn_loss_cls: 0.0262 d3.dn_loss_bbox: 0.2359 d3.dn_loss_iou: 0.3044 d4.dn_loss_cls: 0.0248 d4.dn_loss_bbox: 0.2341 d4.dn_loss_iou: 0.3033 2023/03/01 02:50:34 - mmengine - INFO - Epoch(train) [11][4200/7393] lr: 1.0000e-04 eta: 2:33:16 time: 0.8802 data_time: 0.0062 memory: 29554 grad_norm: 31.6326 loss: 8.0822 loss_cls: 0.1670 loss_bbox: 0.1245 loss_iou: 0.3039 d0.loss_cls: 0.1998 d0.loss_bbox: 0.1437 d0.loss_iou: 0.3229 d1.loss_cls: 0.1814 d1.loss_bbox: 0.1315 d1.loss_iou: 0.3141 d2.loss_cls: 0.1791 d2.loss_bbox: 0.1284 d2.loss_iou: 0.3091 d3.loss_cls: 0.1745 d3.loss_bbox: 0.1245 d3.loss_iou: 0.3018 d4.loss_cls: 0.1702 d4.loss_bbox: 0.1232 d4.loss_iou: 0.3006 enc_loss_cls: 0.2094 enc_loss_bbox: 0.1585 enc_loss_iou: 0.3467 dn_loss_cls: 0.0219 dn_loss_bbox: 0.2158 dn_loss_iou: 0.3037 d0.dn_loss_cls: 0.0542 d0.dn_loss_bbox: 0.3551 d0.dn_loss_iou: 0.4426 d1.dn_loss_cls: 0.0304 d1.dn_loss_bbox: 0.2529 d1.dn_loss_iou: 0.3392 d2.dn_loss_cls: 0.0251 d2.dn_loss_bbox: 0.2244 d2.dn_loss_iou: 0.3125 d3.dn_loss_cls: 0.0234 d3.dn_loss_bbox: 0.2180 d3.dn_loss_iou: 0.3058 d4.dn_loss_cls: 0.0224 d4.dn_loss_bbox: 0.2161 d4.dn_loss_iou: 0.3039 2023/03/01 02:51:18 - mmengine - INFO - Epoch(train) [11][4250/7393] lr: 1.0000e-04 eta: 2:32:32 time: 0.8824 data_time: 0.0062 memory: 26865 grad_norm: 39.4748 loss: 9.2585 loss_cls: 0.1962 loss_bbox: 0.1511 loss_iou: 0.3349 d0.loss_cls: 0.2337 d0.loss_bbox: 0.1607 d0.loss_iou: 0.3482 d1.loss_cls: 0.2140 d1.loss_bbox: 0.1522 d1.loss_iou: 0.3386 d2.loss_cls: 0.2016 d2.loss_bbox: 0.1530 d2.loss_iou: 0.3334 d3.loss_cls: 0.2003 d3.loss_bbox: 0.1500 d3.loss_iou: 0.3335 d4.loss_cls: 0.1959 d4.loss_bbox: 0.1498 d4.loss_iou: 0.3353 enc_loss_cls: 0.2334 enc_loss_bbox: 0.1830 enc_loss_iou: 0.3849 dn_loss_cls: 0.0238 dn_loss_bbox: 0.2813 dn_loss_iou: 0.3367 d0.dn_loss_cls: 0.0597 d0.dn_loss_bbox: 0.4216 d0.dn_loss_iou: 0.4776 d1.dn_loss_cls: 0.0346 d1.dn_loss_bbox: 0.3161 d1.dn_loss_iou: 0.3724 d2.dn_loss_cls: 0.0282 d2.dn_loss_bbox: 0.2882 d2.dn_loss_iou: 0.3458 d3.dn_loss_cls: 0.0256 d3.dn_loss_bbox: 0.2820 d3.dn_loss_iou: 0.3384 d4.dn_loss_cls: 0.0243 d4.dn_loss_bbox: 0.2816 d4.dn_loss_iou: 0.3369 2023/03/01 02:52:02 - mmengine - INFO - Epoch(train) [11][4300/7393] lr: 1.0000e-04 eta: 2:31:49 time: 0.8793 data_time: 0.0061 memory: 26767 grad_norm: 33.1769 loss: 8.1882 loss_cls: 0.1641 loss_bbox: 0.1313 loss_iou: 0.3113 d0.loss_cls: 0.2041 d0.loss_bbox: 0.1331 d0.loss_iou: 0.3271 d1.loss_cls: 0.1820 d1.loss_bbox: 0.1312 d1.loss_iou: 0.3156 d2.loss_cls: 0.1716 d2.loss_bbox: 0.1296 d2.loss_iou: 0.3119 d3.loss_cls: 0.1667 d3.loss_bbox: 0.1305 d3.loss_iou: 0.3104 d4.loss_cls: 0.1635 d4.loss_bbox: 0.1319 d4.loss_iou: 0.3109 enc_loss_cls: 0.2067 enc_loss_bbox: 0.1531 enc_loss_iou: 0.3615 dn_loss_cls: 0.0192 dn_loss_bbox: 0.2489 dn_loss_iou: 0.2946 d0.dn_loss_cls: 0.0516 d0.dn_loss_bbox: 0.3749 d0.dn_loss_iou: 0.4198 d1.dn_loss_cls: 0.0279 d1.dn_loss_bbox: 0.2754 d1.dn_loss_iou: 0.3233 d2.dn_loss_cls: 0.0226 d2.dn_loss_bbox: 0.2533 d2.dn_loss_iou: 0.3013 d3.dn_loss_cls: 0.0202 d3.dn_loss_bbox: 0.2489 d3.dn_loss_iou: 0.2959 d4.dn_loss_cls: 0.0191 d4.dn_loss_bbox: 0.2488 d4.dn_loss_iou: 0.2947 2023/03/01 02:52:46 - mmengine - INFO - Epoch(train) [11][4350/7393] lr: 1.0000e-04 eta: 2:31:06 time: 0.8786 data_time: 0.0061 memory: 29182 grad_norm: 51.4931 loss: 8.1979 loss_cls: 0.1718 loss_bbox: 0.1523 loss_iou: 0.3000 d0.loss_cls: 0.2086 d0.loss_bbox: 0.1608 d0.loss_iou: 0.3152 d1.loss_cls: 0.1875 d1.loss_bbox: 0.1528 d1.loss_iou: 0.3123 d2.loss_cls: 0.1825 d2.loss_bbox: 0.1460 d2.loss_iou: 0.3022 d3.loss_cls: 0.1790 d3.loss_bbox: 0.1456 d3.loss_iou: 0.2976 d4.loss_cls: 0.1734 d4.loss_bbox: 0.1514 d4.loss_iou: 0.3011 enc_loss_cls: 0.2160 enc_loss_bbox: 0.1674 enc_loss_iou: 0.3396 dn_loss_cls: 0.0207 dn_loss_bbox: 0.2229 dn_loss_iou: 0.3019 d0.dn_loss_cls: 0.0485 d0.dn_loss_bbox: 0.3458 d0.dn_loss_iou: 0.4317 d1.dn_loss_cls: 0.0277 d1.dn_loss_bbox: 0.2485 d1.dn_loss_iou: 0.3329 d2.dn_loss_cls: 0.0227 d2.dn_loss_bbox: 0.2278 d2.dn_loss_iou: 0.3093 d3.dn_loss_cls: 0.0212 d3.dn_loss_bbox: 0.2238 d3.dn_loss_iou: 0.3037 d4.dn_loss_cls: 0.0207 d4.dn_loss_bbox: 0.2230 d4.dn_loss_iou: 0.3020 2023/03/01 02:53:29 - mmengine - INFO - Epoch(train) [11][4400/7393] lr: 1.0000e-04 eta: 2:30:22 time: 0.8699 data_time: 0.0060 memory: 24866 grad_norm: 30.2264 loss: 8.0785 loss_cls: 0.1509 loss_bbox: 0.1287 loss_iou: 0.3034 d0.loss_cls: 0.1878 d0.loss_bbox: 0.1320 d0.loss_iou: 0.3190 d1.loss_cls: 0.1631 d1.loss_bbox: 0.1316 d1.loss_iou: 0.3144 d2.loss_cls: 0.1570 d2.loss_bbox: 0.1296 d2.loss_iou: 0.3085 d3.loss_cls: 0.1524 d3.loss_bbox: 0.1273 d3.loss_iou: 0.3042 d4.loss_cls: 0.1525 d4.loss_bbox: 0.1275 d4.loss_iou: 0.3034 enc_loss_cls: 0.1965 enc_loss_bbox: 0.1495 enc_loss_iou: 0.3425 dn_loss_cls: 0.0210 dn_loss_bbox: 0.2206 dn_loss_iou: 0.3316 d0.dn_loss_cls: 0.0523 d0.dn_loss_bbox: 0.3415 d0.dn_loss_iou: 0.4573 d1.dn_loss_cls: 0.0293 d1.dn_loss_bbox: 0.2466 d1.dn_loss_iou: 0.3593 d2.dn_loss_cls: 0.0232 d2.dn_loss_bbox: 0.2266 d2.dn_loss_iou: 0.3382 d3.dn_loss_cls: 0.0216 d3.dn_loss_bbox: 0.2219 d3.dn_loss_iou: 0.3329 d4.dn_loss_cls: 0.0207 d4.dn_loss_bbox: 0.2206 d4.dn_loss_iou: 0.3317 2023/03/01 02:54:13 - mmengine - INFO - Epoch(train) [11][4450/7393] lr: 1.0000e-04 eta: 2:29:39 time: 0.8774 data_time: 0.0061 memory: 29097 grad_norm: 31.8356 loss: 8.8430 loss_cls: 0.1993 loss_bbox: 0.1563 loss_iou: 0.3536 d0.loss_cls: 0.2442 d0.loss_bbox: 0.1646 d0.loss_iou: 0.3695 d1.loss_cls: 0.2193 d1.loss_bbox: 0.1626 d1.loss_iou: 0.3589 d2.loss_cls: 0.2105 d2.loss_bbox: 0.1553 d2.loss_iou: 0.3517 d3.loss_cls: 0.2048 d3.loss_bbox: 0.1545 d3.loss_iou: 0.3523 d4.loss_cls: 0.2022 d4.loss_bbox: 0.1547 d4.loss_iou: 0.3528 enc_loss_cls: 0.2431 enc_loss_bbox: 0.1962 enc_loss_iou: 0.4218 dn_loss_cls: 0.0179 dn_loss_bbox: 0.2120 dn_loss_iou: 0.3169 d0.dn_loss_cls: 0.0483 d0.dn_loss_bbox: 0.3129 d0.dn_loss_iou: 0.4390 d1.dn_loss_cls: 0.0261 d1.dn_loss_bbox: 0.2326 d1.dn_loss_iou: 0.3477 d2.dn_loss_cls: 0.0210 d2.dn_loss_bbox: 0.2165 d2.dn_loss_iou: 0.3259 d3.dn_loss_cls: 0.0193 d3.dn_loss_bbox: 0.2124 d3.dn_loss_iou: 0.3188 d4.dn_loss_cls: 0.0182 d4.dn_loss_bbox: 0.2121 d4.dn_loss_iou: 0.3173 2023/03/01 02:54:56 - mmengine - INFO - Epoch(train) [11][4500/7393] lr: 1.0000e-04 eta: 2:28:55 time: 0.8585 data_time: 0.0061 memory: 27805 grad_norm: 31.5194 loss: 8.9321 loss_cls: 0.1951 loss_bbox: 0.1487 loss_iou: 0.3345 d0.loss_cls: 0.2350 d0.loss_bbox: 0.1573 d0.loss_iou: 0.3454 d1.loss_cls: 0.2129 d1.loss_bbox: 0.1567 d1.loss_iou: 0.3428 d2.loss_cls: 0.2053 d2.loss_bbox: 0.1502 d2.loss_iou: 0.3365 d3.loss_cls: 0.1968 d3.loss_bbox: 0.1507 d3.loss_iou: 0.3355 d4.loss_cls: 0.1947 d4.loss_bbox: 0.1481 d4.loss_iou: 0.3367 enc_loss_cls: 0.2329 enc_loss_bbox: 0.1803 enc_loss_iou: 0.3819 dn_loss_cls: 0.0246 dn_loss_bbox: 0.2354 dn_loss_iou: 0.3464 d0.dn_loss_cls: 0.0561 d0.dn_loss_bbox: 0.3277 d0.dn_loss_iou: 0.4596 d1.dn_loss_cls: 0.0344 d1.dn_loss_bbox: 0.2555 d1.dn_loss_iou: 0.3722 d2.dn_loss_cls: 0.0292 d2.dn_loss_bbox: 0.2415 d2.dn_loss_iou: 0.3536 d3.dn_loss_cls: 0.0266 d3.dn_loss_bbox: 0.2366 d3.dn_loss_iou: 0.3477 d4.dn_loss_cls: 0.0253 d4.dn_loss_bbox: 0.2355 d4.dn_loss_iou: 0.3465 2023/03/01 02:55:39 - mmengine - INFO - Epoch(train) [11][4550/7393] lr: 1.0000e-04 eta: 2:28:12 time: 0.8655 data_time: 0.0062 memory: 30398 grad_norm: 33.6031 loss: 8.9271 loss_cls: 0.2112 loss_bbox: 0.1434 loss_iou: 0.3637 d0.loss_cls: 0.2615 d0.loss_bbox: 0.1541 d0.loss_iou: 0.3850 d1.loss_cls: 0.2309 d1.loss_bbox: 0.1510 d1.loss_iou: 0.3745 d2.loss_cls: 0.2201 d2.loss_bbox: 0.1480 d2.loss_iou: 0.3693 d3.loss_cls: 0.2149 d3.loss_bbox: 0.1454 d3.loss_iou: 0.3665 d4.loss_cls: 0.2106 d4.loss_bbox: 0.1440 d4.loss_iou: 0.3644 enc_loss_cls: 0.2664 enc_loss_bbox: 0.1779 enc_loss_iou: 0.4259 dn_loss_cls: 0.0246 dn_loss_bbox: 0.1884 dn_loss_iou: 0.3271 d0.dn_loss_cls: 0.0552 d0.dn_loss_bbox: 0.2950 d0.dn_loss_iou: 0.4580 d1.dn_loss_cls: 0.0327 d1.dn_loss_bbox: 0.2164 d1.dn_loss_iou: 0.3600 d2.dn_loss_cls: 0.0275 d2.dn_loss_bbox: 0.1944 d2.dn_loss_iou: 0.3349 d3.dn_loss_cls: 0.0258 d3.dn_loss_bbox: 0.1892 d3.dn_loss_iou: 0.3290 d4.dn_loss_cls: 0.0247 d4.dn_loss_bbox: 0.1886 d4.dn_loss_iou: 0.3273 2023/03/01 02:56:23 - mmengine - INFO - Epoch(train) [11][4600/7393] lr: 1.0000e-04 eta: 2:27:29 time: 0.8773 data_time: 0.0060 memory: 31972 grad_norm: 33.5585 loss: 8.6735 loss_cls: 0.1921 loss_bbox: 0.1373 loss_iou: 0.3498 d0.loss_cls: 0.2329 d0.loss_bbox: 0.1419 d0.loss_iou: 0.3592 d1.loss_cls: 0.2122 d1.loss_bbox: 0.1382 d1.loss_iou: 0.3457 d2.loss_cls: 0.2021 d2.loss_bbox: 0.1361 d2.loss_iou: 0.3450 d3.loss_cls: 0.1957 d3.loss_bbox: 0.1351 d3.loss_iou: 0.3473 d4.loss_cls: 0.1939 d4.loss_bbox: 0.1372 d4.loss_iou: 0.3501 enc_loss_cls: 0.2405 enc_loss_bbox: 0.1660 enc_loss_iou: 0.3925 dn_loss_cls: 0.0220 dn_loss_bbox: 0.2066 dn_loss_iou: 0.3226 d0.dn_loss_cls: 0.0545 d0.dn_loss_bbox: 0.3463 d0.dn_loss_iou: 0.4574 d1.dn_loss_cls: 0.0317 d1.dn_loss_bbox: 0.2473 d1.dn_loss_iou: 0.3546 d2.dn_loss_cls: 0.0256 d2.dn_loss_bbox: 0.2160 d2.dn_loss_iou: 0.3311 d3.dn_loss_cls: 0.0239 d3.dn_loss_bbox: 0.2079 d3.dn_loss_iou: 0.3239 d4.dn_loss_cls: 0.0222 d4.dn_loss_bbox: 0.2067 d4.dn_loss_iou: 0.3227 2023/03/01 02:57:06 - mmengine - INFO - Epoch(train) [11][4650/7393] lr: 1.0000e-04 eta: 2:26:45 time: 0.8571 data_time: 0.0061 memory: 27598 grad_norm: 33.2849 loss: 8.5867 loss_cls: 0.1816 loss_bbox: 0.1437 loss_iou: 0.3156 d0.loss_cls: 0.2222 d0.loss_bbox: 0.1504 d0.loss_iou: 0.3247 d1.loss_cls: 0.2016 d1.loss_bbox: 0.1520 d1.loss_iou: 0.3196 d2.loss_cls: 0.1923 d2.loss_bbox: 0.1438 d2.loss_iou: 0.3145 d3.loss_cls: 0.1837 d3.loss_bbox: 0.1458 d3.loss_iou: 0.3172 d4.loss_cls: 0.1813 d4.loss_bbox: 0.1446 d4.loss_iou: 0.3179 enc_loss_cls: 0.2202 enc_loss_bbox: 0.1834 enc_loss_iou: 0.3669 dn_loss_cls: 0.0201 dn_loss_bbox: 0.2359 dn_loss_iou: 0.3289 d0.dn_loss_cls: 0.0507 d0.dn_loss_bbox: 0.3508 d0.dn_loss_iou: 0.4536 d1.dn_loss_cls: 0.0291 d1.dn_loss_bbox: 0.2625 d1.dn_loss_iou: 0.3588 d2.dn_loss_cls: 0.0232 d2.dn_loss_bbox: 0.2407 d2.dn_loss_iou: 0.3360 d3.dn_loss_cls: 0.0211 d3.dn_loss_bbox: 0.2368 d3.dn_loss_iou: 0.3304 d4.dn_loss_cls: 0.0202 d4.dn_loss_bbox: 0.2359 d4.dn_loss_iou: 0.3292 2023/03/01 02:57:50 - mmengine - INFO - Epoch(train) [11][4700/7393] lr: 1.0000e-04 eta: 2:26:02 time: 0.8745 data_time: 0.0060 memory: 28179 grad_norm: 33.7180 loss: 8.3449 loss_cls: 0.1747 loss_bbox: 0.1268 loss_iou: 0.3345 d0.loss_cls: 0.2100 d0.loss_bbox: 0.1386 d0.loss_iou: 0.3569 d1.loss_cls: 0.1887 d1.loss_bbox: 0.1359 d1.loss_iou: 0.3491 d2.loss_cls: 0.1821 d2.loss_bbox: 0.1299 d2.loss_iou: 0.3405 d3.loss_cls: 0.1763 d3.loss_bbox: 0.1285 d3.loss_iou: 0.3378 d4.loss_cls: 0.1759 d4.loss_bbox: 0.1264 d4.loss_iou: 0.3308 enc_loss_cls: 0.2173 enc_loss_bbox: 0.1630 enc_loss_iou: 0.3953 dn_loss_cls: 0.0211 dn_loss_bbox: 0.2086 dn_loss_iou: 0.3069 d0.dn_loss_cls: 0.0517 d0.dn_loss_bbox: 0.3391 d0.dn_loss_iou: 0.4434 d1.dn_loss_cls: 0.0305 d1.dn_loss_bbox: 0.2430 d1.dn_loss_iou: 0.3430 d2.dn_loss_cls: 0.0252 d2.dn_loss_bbox: 0.2174 d2.dn_loss_iou: 0.3161 d3.dn_loss_cls: 0.0231 d3.dn_loss_bbox: 0.2103 d3.dn_loss_iou: 0.3093 d4.dn_loss_cls: 0.0210 d4.dn_loss_bbox: 0.2090 d4.dn_loss_iou: 0.3073 2023/03/01 02:58:33 - mmengine - INFO - Epoch(train) [11][4750/7393] lr: 1.0000e-04 eta: 2:25:18 time: 0.8688 data_time: 0.0063 memory: 29748 grad_norm: 35.1059 loss: 9.7999 loss_cls: 0.2249 loss_bbox: 0.1658 loss_iou: 0.3927 d0.loss_cls: 0.2670 d0.loss_bbox: 0.1774 d0.loss_iou: 0.4149 d1.loss_cls: 0.2462 d1.loss_bbox: 0.1692 d1.loss_iou: 0.4001 d2.loss_cls: 0.2365 d2.loss_bbox: 0.1658 d2.loss_iou: 0.3974 d3.loss_cls: 0.2289 d3.loss_bbox: 0.1654 d3.loss_iou: 0.3905 d4.loss_cls: 0.2230 d4.loss_bbox: 0.1668 d4.loss_iou: 0.3966 enc_loss_cls: 0.2683 enc_loss_bbox: 0.1975 enc_loss_iou: 0.4557 dn_loss_cls: 0.0243 dn_loss_bbox: 0.2373 dn_loss_iou: 0.3494 d0.dn_loss_cls: 0.0583 d0.dn_loss_bbox: 0.3530 d0.dn_loss_iou: 0.4865 d1.dn_loss_cls: 0.0350 d1.dn_loss_bbox: 0.2641 d1.dn_loss_iou: 0.3838 d2.dn_loss_cls: 0.0285 d2.dn_loss_bbox: 0.2427 d2.dn_loss_iou: 0.3590 d3.dn_loss_cls: 0.0260 d3.dn_loss_bbox: 0.2385 d3.dn_loss_iou: 0.3514 d4.dn_loss_cls: 0.0247 d4.dn_loss_bbox: 0.2373 d4.dn_loss_iou: 0.3496 2023/03/01 02:59:17 - mmengine - INFO - Epoch(train) [11][4800/7393] lr: 1.0000e-04 eta: 2:24:35 time: 0.8772 data_time: 0.0062 memory: 28691 grad_norm: 38.6325 loss: 8.6493 loss_cls: 0.1834 loss_bbox: 0.1405 loss_iou: 0.3473 d0.loss_cls: 0.2183 d0.loss_bbox: 0.1419 d0.loss_iou: 0.3648 d1.loss_cls: 0.2011 d1.loss_bbox: 0.1410 d1.loss_iou: 0.3503 d2.loss_cls: 0.1918 d2.loss_bbox: 0.1383 d2.loss_iou: 0.3470 d3.loss_cls: 0.1855 d3.loss_bbox: 0.1412 d3.loss_iou: 0.3498 d4.loss_cls: 0.1833 d4.loss_bbox: 0.1398 d4.loss_iou: 0.3488 enc_loss_cls: 0.2285 enc_loss_bbox: 0.1612 enc_loss_iou: 0.3958 dn_loss_cls: 0.0269 dn_loss_bbox: 0.2213 dn_loss_iou: 0.3184 d0.dn_loss_cls: 0.0594 d0.dn_loss_bbox: 0.3327 d0.dn_loss_iou: 0.4375 d1.dn_loss_cls: 0.0368 d1.dn_loss_bbox: 0.2482 d1.dn_loss_iou: 0.3462 d2.dn_loss_cls: 0.0304 d2.dn_loss_bbox: 0.2285 d2.dn_loss_iou: 0.3258 d3.dn_loss_cls: 0.0280 d3.dn_loss_bbox: 0.2223 d3.dn_loss_iou: 0.3205 d4.dn_loss_cls: 0.0268 d4.dn_loss_bbox: 0.2214 d4.dn_loss_iou: 0.3188 2023/03/01 03:00:01 - mmengine - INFO - Epoch(train) [11][4850/7393] lr: 1.0000e-04 eta: 2:23:52 time: 0.8848 data_time: 0.0061 memory: 27253 grad_norm: 36.9383 loss: 8.5490 loss_cls: 0.1749 loss_bbox: 0.1420 loss_iou: 0.3201 d0.loss_cls: 0.2154 d0.loss_bbox: 0.1511 d0.loss_iou: 0.3434 d1.loss_cls: 0.1909 d1.loss_bbox: 0.1529 d1.loss_iou: 0.3364 d2.loss_cls: 0.1828 d2.loss_bbox: 0.1466 d2.loss_iou: 0.3251 d3.loss_cls: 0.1798 d3.loss_bbox: 0.1431 d3.loss_iou: 0.3201 d4.loss_cls: 0.1759 d4.loss_bbox: 0.1430 d4.loss_iou: 0.3207 enc_loss_cls: 0.2208 enc_loss_bbox: 0.1871 enc_loss_iou: 0.3825 dn_loss_cls: 0.0194 dn_loss_bbox: 0.2241 dn_loss_iou: 0.3173 d0.dn_loss_cls: 0.0510 d0.dn_loss_bbox: 0.3705 d0.dn_loss_iou: 0.4565 d1.dn_loss_cls: 0.0281 d1.dn_loss_bbox: 0.2626 d1.dn_loss_iou: 0.3526 d2.dn_loss_cls: 0.0227 d2.dn_loss_bbox: 0.2338 d2.dn_loss_iou: 0.3274 d3.dn_loss_cls: 0.0210 d3.dn_loss_bbox: 0.2260 d3.dn_loss_iou: 0.3194 d4.dn_loss_cls: 0.0199 d4.dn_loss_bbox: 0.2244 d4.dn_loss_iou: 0.3177 2023/03/01 03:00:45 - mmengine - INFO - Epoch(train) [11][4900/7393] lr: 1.0000e-04 eta: 2:23:08 time: 0.8674 data_time: 0.0056 memory: 27279 grad_norm: 31.7194 loss: 9.2761 loss_cls: 0.1985 loss_bbox: 0.1558 loss_iou: 0.3614 d0.loss_cls: 0.2382 d0.loss_bbox: 0.1627 d0.loss_iou: 0.3832 d1.loss_cls: 0.2167 d1.loss_bbox: 0.1565 d1.loss_iou: 0.3730 d2.loss_cls: 0.2087 d2.loss_bbox: 0.1518 d2.loss_iou: 0.3628 d3.loss_cls: 0.2054 d3.loss_bbox: 0.1502 d3.loss_iou: 0.3604 d4.loss_cls: 0.2032 d4.loss_bbox: 0.1506 d4.loss_iou: 0.3600 enc_loss_cls: 0.2447 enc_loss_bbox: 0.1788 enc_loss_iou: 0.4125 dn_loss_cls: 0.0238 dn_loss_bbox: 0.2543 dn_loss_iou: 0.3309 d0.dn_loss_cls: 0.0586 d0.dn_loss_bbox: 0.3781 d0.dn_loss_iou: 0.4625 d1.dn_loss_cls: 0.0337 d1.dn_loss_bbox: 0.2842 d1.dn_loss_iou: 0.3636 d2.dn_loss_cls: 0.0273 d2.dn_loss_bbox: 0.2611 d2.dn_loss_iou: 0.3393 d3.dn_loss_cls: 0.0257 d3.dn_loss_bbox: 0.2557 d3.dn_loss_iou: 0.3327 d4.dn_loss_cls: 0.0243 d4.dn_loss_bbox: 0.2545 d4.dn_loss_iou: 0.3311 2023/03/01 03:01:28 - mmengine - INFO - Epoch(train) [11][4950/7393] lr: 1.0000e-04 eta: 2:22:25 time: 0.8611 data_time: 0.0054 memory: 26872 grad_norm: 34.7231 loss: 8.4889 loss_cls: 0.1688 loss_bbox: 0.1457 loss_iou: 0.3420 d0.loss_cls: 0.2023 d0.loss_bbox: 0.1524 d0.loss_iou: 0.3572 d1.loss_cls: 0.1869 d1.loss_bbox: 0.1476 d1.loss_iou: 0.3441 d2.loss_cls: 0.1765 d2.loss_bbox: 0.1443 d2.loss_iou: 0.3405 d3.loss_cls: 0.1724 d3.loss_bbox: 0.1437 d3.loss_iou: 0.3415 d4.loss_cls: 0.1683 d4.loss_bbox: 0.1469 d4.loss_iou: 0.3418 enc_loss_cls: 0.2118 enc_loss_bbox: 0.1710 enc_loss_iou: 0.3930 dn_loss_cls: 0.0246 dn_loss_bbox: 0.2143 dn_loss_iou: 0.3085 d0.dn_loss_cls: 0.0562 d0.dn_loss_bbox: 0.3493 d0.dn_loss_iou: 0.4480 d1.dn_loss_cls: 0.0337 d1.dn_loss_bbox: 0.2466 d1.dn_loss_iou: 0.3425 d2.dn_loss_cls: 0.0268 d2.dn_loss_bbox: 0.2220 d2.dn_loss_iou: 0.3188 d3.dn_loss_cls: 0.0251 d3.dn_loss_bbox: 0.2154 d3.dn_loss_iou: 0.3104 d4.dn_loss_cls: 0.0243 d4.dn_loss_bbox: 0.2143 d4.dn_loss_iou: 0.3092 2023/03/01 03:02:12 - mmengine - INFO - Epoch(train) [11][5000/7393] lr: 1.0000e-04 eta: 2:21:41 time: 0.8889 data_time: 0.0058 memory: 29279 grad_norm: 36.9112 loss: 8.0708 loss_cls: 0.1704 loss_bbox: 0.1494 loss_iou: 0.3122 d0.loss_cls: 0.2098 d0.loss_bbox: 0.1551 d0.loss_iou: 0.3238 d1.loss_cls: 0.1904 d1.loss_bbox: 0.1517 d1.loss_iou: 0.3199 d2.loss_cls: 0.1799 d2.loss_bbox: 0.1506 d2.loss_iou: 0.3148 d3.loss_cls: 0.1745 d3.loss_bbox: 0.1487 d3.loss_iou: 0.3125 d4.loss_cls: 0.1701 d4.loss_bbox: 0.1515 d4.loss_iou: 0.3127 enc_loss_cls: 0.2138 enc_loss_bbox: 0.1788 enc_loss_iou: 0.3603 dn_loss_cls: 0.0229 dn_loss_bbox: 0.1984 dn_loss_iou: 0.2939 d0.dn_loss_cls: 0.0549 d0.dn_loss_bbox: 0.3014 d0.dn_loss_iou: 0.4090 d1.dn_loss_cls: 0.0315 d1.dn_loss_bbox: 0.2220 d1.dn_loss_iou: 0.3202 d2.dn_loss_cls: 0.0267 d2.dn_loss_bbox: 0.2037 d2.dn_loss_iou: 0.3006 d3.dn_loss_cls: 0.0244 d3.dn_loss_bbox: 0.1995 d3.dn_loss_iou: 0.2950 d4.dn_loss_cls: 0.0232 d4.dn_loss_bbox: 0.1984 d4.dn_loss_iou: 0.2941 2023/03/01 03:02:56 - mmengine - INFO - Epoch(train) [11][5050/7393] lr: 1.0000e-04 eta: 2:20:58 time: 0.8761 data_time: 0.0057 memory: 27184 grad_norm: 47.1590 loss: 8.0302 loss_cls: 0.1661 loss_bbox: 0.1382 loss_iou: 0.3349 d0.loss_cls: 0.2082 d0.loss_bbox: 0.1419 d0.loss_iou: 0.3505 d1.loss_cls: 0.1820 d1.loss_bbox: 0.1394 d1.loss_iou: 0.3383 d2.loss_cls: 0.1734 d2.loss_bbox: 0.1359 d2.loss_iou: 0.3337 d3.loss_cls: 0.1663 d3.loss_bbox: 0.1378 d3.loss_iou: 0.3345 d4.loss_cls: 0.1649 d4.loss_bbox: 0.1376 d4.loss_iou: 0.3343 enc_loss_cls: 0.2076 enc_loss_bbox: 0.1643 enc_loss_iou: 0.3908 dn_loss_cls: 0.0201 dn_loss_bbox: 0.1893 dn_loss_iou: 0.2867 d0.dn_loss_cls: 0.0518 d0.dn_loss_bbox: 0.3075 d0.dn_loss_iou: 0.4169 d1.dn_loss_cls: 0.0297 d1.dn_loss_bbox: 0.2172 d1.dn_loss_iou: 0.3169 d2.dn_loss_cls: 0.0241 d2.dn_loss_bbox: 0.1950 d2.dn_loss_iou: 0.2946 d3.dn_loss_cls: 0.0220 d3.dn_loss_bbox: 0.1910 d3.dn_loss_iou: 0.2891 d4.dn_loss_cls: 0.0209 d4.dn_loss_bbox: 0.1895 d4.dn_loss_iou: 0.2869 2023/03/01 03:03:14 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 03:03:40 - mmengine - INFO - Epoch(train) [11][5100/7393] lr: 1.0000e-04 eta: 2:20:14 time: 0.8734 data_time: 0.0055 memory: 27985 grad_norm: 38.9922 loss: 8.8540 loss_cls: 0.1831 loss_bbox: 0.1568 loss_iou: 0.3491 d0.loss_cls: 0.2269 d0.loss_bbox: 0.1628 d0.loss_iou: 0.3618 d1.loss_cls: 0.2045 d1.loss_bbox: 0.1565 d1.loss_iou: 0.3514 d2.loss_cls: 0.1903 d2.loss_bbox: 0.1605 d2.loss_iou: 0.3531 d3.loss_cls: 0.1828 d3.loss_bbox: 0.1595 d3.loss_iou: 0.3526 d4.loss_cls: 0.1814 d4.loss_bbox: 0.1592 d4.loss_iou: 0.3515 enc_loss_cls: 0.2297 enc_loss_bbox: 0.1907 enc_loss_iou: 0.4041 dn_loss_cls: 0.0238 dn_loss_bbox: 0.2283 dn_loss_iou: 0.3058 d0.dn_loss_cls: 0.0574 d0.dn_loss_bbox: 0.3779 d0.dn_loss_iou: 0.4479 d1.dn_loss_cls: 0.0350 d1.dn_loss_bbox: 0.2620 d1.dn_loss_iou: 0.3430 d2.dn_loss_cls: 0.0282 d2.dn_loss_bbox: 0.2379 d2.dn_loss_iou: 0.3174 d3.dn_loss_cls: 0.0255 d3.dn_loss_bbox: 0.2298 d3.dn_loss_iou: 0.3079 d4.dn_loss_cls: 0.0237 d4.dn_loss_bbox: 0.2286 d4.dn_loss_iou: 0.3060 2023/03/01 03:04:23 - mmengine - INFO - Epoch(train) [11][5150/7393] lr: 1.0000e-04 eta: 2:19:31 time: 0.8728 data_time: 0.0059 memory: 27598 grad_norm: 38.4207 loss: 9.0864 loss_cls: 0.1984 loss_bbox: 0.1523 loss_iou: 0.3678 d0.loss_cls: 0.2551 d0.loss_bbox: 0.1558 d0.loss_iou: 0.3825 d1.loss_cls: 0.2277 d1.loss_bbox: 0.1557 d1.loss_iou: 0.3745 d2.loss_cls: 0.2133 d2.loss_bbox: 0.1526 d2.loss_iou: 0.3696 d3.loss_cls: 0.2072 d3.loss_bbox: 0.1514 d3.loss_iou: 0.3664 d4.loss_cls: 0.1999 d4.loss_bbox: 0.1527 d4.loss_iou: 0.3686 enc_loss_cls: 0.2469 enc_loss_bbox: 0.1828 enc_loss_iou: 0.4272 dn_loss_cls: 0.0223 dn_loss_bbox: 0.2303 dn_loss_iou: 0.3153 d0.dn_loss_cls: 0.0573 d0.dn_loss_bbox: 0.3473 d0.dn_loss_iou: 0.4423 d1.dn_loss_cls: 0.0329 d1.dn_loss_bbox: 0.2579 d1.dn_loss_iou: 0.3462 d2.dn_loss_cls: 0.0266 d2.dn_loss_bbox: 0.2356 d2.dn_loss_iou: 0.3234 d3.dn_loss_cls: 0.0241 d3.dn_loss_bbox: 0.2312 d3.dn_loss_iou: 0.3172 d4.dn_loss_cls: 0.0228 d4.dn_loss_bbox: 0.2301 d4.dn_loss_iou: 0.3154 2023/03/01 03:05:07 - mmengine - INFO - Epoch(train) [11][5200/7393] lr: 1.0000e-04 eta: 2:18:48 time: 0.8793 data_time: 0.0060 memory: 27184 grad_norm: 38.1538 loss: 8.0778 loss_cls: 0.1685 loss_bbox: 0.1388 loss_iou: 0.2833 d0.loss_cls: 0.1969 d0.loss_bbox: 0.1529 d0.loss_iou: 0.3061 d1.loss_cls: 0.1791 d1.loss_bbox: 0.1478 d1.loss_iou: 0.2901 d2.loss_cls: 0.1705 d2.loss_bbox: 0.1456 d2.loss_iou: 0.2846 d3.loss_cls: 0.1704 d3.loss_bbox: 0.1390 d3.loss_iou: 0.2830 d4.loss_cls: 0.1679 d4.loss_bbox: 0.1403 d4.loss_iou: 0.2841 enc_loss_cls: 0.1941 enc_loss_bbox: 0.1777 enc_loss_iou: 0.3436 dn_loss_cls: 0.0215 dn_loss_bbox: 0.2364 dn_loss_iou: 0.2940 d0.dn_loss_cls: 0.0570 d0.dn_loss_bbox: 0.3777 d0.dn_loss_iou: 0.4246 d1.dn_loss_cls: 0.0322 d1.dn_loss_bbox: 0.2658 d1.dn_loss_iou: 0.3228 d2.dn_loss_cls: 0.0260 d2.dn_loss_bbox: 0.2435 d2.dn_loss_iou: 0.3026 d3.dn_loss_cls: 0.0234 d3.dn_loss_bbox: 0.2375 d3.dn_loss_iou: 0.2957 d4.dn_loss_cls: 0.0219 d4.dn_loss_bbox: 0.2366 d4.dn_loss_iou: 0.2942 2023/03/01 03:05:52 - mmengine - INFO - Epoch(train) [11][5250/7393] lr: 1.0000e-04 eta: 2:18:04 time: 0.8919 data_time: 0.0061 memory: 27369 grad_norm: 32.4061 loss: 8.6788 loss_cls: 0.1876 loss_bbox: 0.1459 loss_iou: 0.3376 d0.loss_cls: 0.2359 d0.loss_bbox: 0.1524 d0.loss_iou: 0.3615 d1.loss_cls: 0.2108 d1.loss_bbox: 0.1492 d1.loss_iou: 0.3450 d2.loss_cls: 0.1952 d2.loss_bbox: 0.1462 d2.loss_iou: 0.3453 d3.loss_cls: 0.1895 d3.loss_bbox: 0.1469 d3.loss_iou: 0.3399 d4.loss_cls: 0.1877 d4.loss_bbox: 0.1462 d4.loss_iou: 0.3390 enc_loss_cls: 0.2375 enc_loss_bbox: 0.1751 enc_loss_iou: 0.4021 dn_loss_cls: 0.0262 dn_loss_bbox: 0.2033 dn_loss_iou: 0.3286 d0.dn_loss_cls: 0.0584 d0.dn_loss_bbox: 0.3135 d0.dn_loss_iou: 0.4540 d1.dn_loss_cls: 0.0384 d1.dn_loss_bbox: 0.2304 d1.dn_loss_iou: 0.3572 d2.dn_loss_cls: 0.0310 d2.dn_loss_bbox: 0.2079 d2.dn_loss_iou: 0.3345 d3.dn_loss_cls: 0.0275 d3.dn_loss_bbox: 0.2036 d3.dn_loss_iou: 0.3297 d4.dn_loss_cls: 0.0264 d4.dn_loss_bbox: 0.2031 d4.dn_loss_iou: 0.3287 2023/03/01 03:06:35 - mmengine - INFO - Epoch(train) [11][5300/7393] lr: 1.0000e-04 eta: 2:17:21 time: 0.8600 data_time: 0.0060 memory: 26871 grad_norm: 34.8350 loss: 8.9258 loss_cls: 0.1969 loss_bbox: 0.1463 loss_iou: 0.3737 d0.loss_cls: 0.2410 d0.loss_bbox: 0.1571 d0.loss_iou: 0.3919 d1.loss_cls: 0.2119 d1.loss_bbox: 0.1558 d1.loss_iou: 0.3842 d2.loss_cls: 0.1999 d2.loss_bbox: 0.1512 d2.loss_iou: 0.3814 d3.loss_cls: 0.1945 d3.loss_bbox: 0.1549 d3.loss_iou: 0.3779 d4.loss_cls: 0.1930 d4.loss_bbox: 0.1524 d4.loss_iou: 0.3766 enc_loss_cls: 0.2438 enc_loss_bbox: 0.1807 enc_loss_iou: 0.4314 dn_loss_cls: 0.0232 dn_loss_bbox: 0.1991 dn_loss_iou: 0.3250 d0.dn_loss_cls: 0.0531 d0.dn_loss_bbox: 0.3104 d0.dn_loss_iou: 0.4512 d1.dn_loss_cls: 0.0317 d1.dn_loss_bbox: 0.2230 d1.dn_loss_iou: 0.3540 d2.dn_loss_cls: 0.0260 d2.dn_loss_bbox: 0.2034 d2.dn_loss_iou: 0.3316 d3.dn_loss_cls: 0.0243 d3.dn_loss_bbox: 0.1999 d3.dn_loss_iou: 0.3261 d4.dn_loss_cls: 0.0232 d4.dn_loss_bbox: 0.1992 d4.dn_loss_iou: 0.3249 2023/03/01 03:07:19 - mmengine - INFO - Epoch(train) [11][5350/7393] lr: 1.0000e-04 eta: 2:16:37 time: 0.8710 data_time: 0.0060 memory: 27905 grad_norm: 34.5332 loss: 8.2992 loss_cls: 0.1561 loss_bbox: 0.1576 loss_iou: 0.3229 d0.loss_cls: 0.2017 d0.loss_bbox: 0.1597 d0.loss_iou: 0.3280 d1.loss_cls: 0.1783 d1.loss_bbox: 0.1579 d1.loss_iou: 0.3237 d2.loss_cls: 0.1638 d2.loss_bbox: 0.1593 d2.loss_iou: 0.3258 d3.loss_cls: 0.1601 d3.loss_bbox: 0.1574 d3.loss_iou: 0.3229 d4.loss_cls: 0.1579 d4.loss_bbox: 0.1575 d4.loss_iou: 0.3214 enc_loss_cls: 0.2139 enc_loss_bbox: 0.1817 enc_loss_iou: 0.3580 dn_loss_cls: 0.0209 dn_loss_bbox: 0.2174 dn_loss_iou: 0.3102 d0.dn_loss_cls: 0.0520 d0.dn_loss_bbox: 0.3350 d0.dn_loss_iou: 0.4285 d1.dn_loss_cls: 0.0303 d1.dn_loss_bbox: 0.2425 d1.dn_loss_iou: 0.3341 d2.dn_loss_cls: 0.0242 d2.dn_loss_bbox: 0.2227 d2.dn_loss_iou: 0.3154 d3.dn_loss_cls: 0.0221 d3.dn_loss_bbox: 0.2187 d3.dn_loss_iou: 0.3110 d4.dn_loss_cls: 0.0208 d4.dn_loss_bbox: 0.2174 d4.dn_loss_iou: 0.3102 2023/03/01 03:08:01 - mmengine - INFO - Epoch(train) [11][5400/7393] lr: 1.0000e-04 eta: 2:15:54 time: 0.8473 data_time: 0.0061 memory: 26633 grad_norm: 36.4276 loss: 9.6769 loss_cls: 0.2257 loss_bbox: 0.1474 loss_iou: 0.3968 d0.loss_cls: 0.2721 d0.loss_bbox: 0.1609 d0.loss_iou: 0.4163 d1.loss_cls: 0.2517 d1.loss_bbox: 0.1500 d1.loss_iou: 0.4005 d2.loss_cls: 0.2419 d2.loss_bbox: 0.1460 d2.loss_iou: 0.3943 d3.loss_cls: 0.2305 d3.loss_bbox: 0.1463 d3.loss_iou: 0.3960 d4.loss_cls: 0.2286 d4.loss_bbox: 0.1470 d4.loss_iou: 0.3962 enc_loss_cls: 0.2741 enc_loss_bbox: 0.1825 enc_loss_iou: 0.4479 dn_loss_cls: 0.0247 dn_loss_bbox: 0.2418 dn_loss_iou: 0.3350 d0.dn_loss_cls: 0.0602 d0.dn_loss_bbox: 0.3731 d0.dn_loss_iou: 0.4730 d1.dn_loss_cls: 0.0382 d1.dn_loss_bbox: 0.2738 d1.dn_loss_iou: 0.3703 d2.dn_loss_cls: 0.0307 d2.dn_loss_bbox: 0.2498 d2.dn_loss_iou: 0.3440 d3.dn_loss_cls: 0.0268 d3.dn_loss_bbox: 0.2431 d3.dn_loss_iou: 0.3367 d4.dn_loss_cls: 0.0253 d4.dn_loss_bbox: 0.2421 d4.dn_loss_iou: 0.3353 2023/03/01 03:08:45 - mmengine - INFO - Epoch(train) [11][5450/7393] lr: 1.0000e-04 eta: 2:15:11 time: 0.8753 data_time: 0.0061 memory: 27279 grad_norm: 37.7590 loss: 9.6650 loss_cls: 0.2241 loss_bbox: 0.1766 loss_iou: 0.4129 d0.loss_cls: 0.2687 d0.loss_bbox: 0.1804 d0.loss_iou: 0.4246 d1.loss_cls: 0.2432 d1.loss_bbox: 0.1762 d1.loss_iou: 0.4135 d2.loss_cls: 0.2346 d2.loss_bbox: 0.1733 d2.loss_iou: 0.4083 d3.loss_cls: 0.2286 d3.loss_bbox: 0.1750 d3.loss_iou: 0.4121 d4.loss_cls: 0.2251 d4.loss_bbox: 0.1767 d4.loss_iou: 0.4132 enc_loss_cls: 0.2766 enc_loss_bbox: 0.1979 enc_loss_iou: 0.4589 dn_loss_cls: 0.0252 dn_loss_bbox: 0.2090 dn_loss_iou: 0.3399 d0.dn_loss_cls: 0.0564 d0.dn_loss_bbox: 0.3065 d0.dn_loss_iou: 0.4516 d1.dn_loss_cls: 0.0347 d1.dn_loss_bbox: 0.2329 d1.dn_loss_iou: 0.3682 d2.dn_loss_cls: 0.0281 d2.dn_loss_bbox: 0.2129 d2.dn_loss_iou: 0.3468 d3.dn_loss_cls: 0.0262 d3.dn_loss_bbox: 0.2098 d3.dn_loss_iou: 0.3416 d4.dn_loss_cls: 0.0254 d4.dn_loss_bbox: 0.2090 d4.dn_loss_iou: 0.3402 2023/03/01 03:09:28 - mmengine - INFO - Epoch(train) [11][5500/7393] lr: 1.0000e-04 eta: 2:14:27 time: 0.8686 data_time: 0.0062 memory: 26735 grad_norm: 54.8414 loss: 10.5395 loss_cls: 0.2574 loss_bbox: 0.1734 loss_iou: 0.4494 d0.loss_cls: 0.3046 d0.loss_bbox: 0.1910 d0.loss_iou: 0.4783 d1.loss_cls: 0.2785 d1.loss_bbox: 0.1811 d1.loss_iou: 0.4622 d2.loss_cls: 0.2644 d2.loss_bbox: 0.1759 d2.loss_iou: 0.4533 d3.loss_cls: 0.2584 d3.loss_bbox: 0.1745 d3.loss_iou: 0.4501 d4.loss_cls: 0.2575 d4.loss_bbox: 0.1730 d4.loss_iou: 0.4498 enc_loss_cls: 0.3040 enc_loss_bbox: 0.2182 enc_loss_iou: 0.5238 dn_loss_cls: 0.0241 dn_loss_bbox: 0.2323 dn_loss_iou: 0.3625 d0.dn_loss_cls: 0.0560 d0.dn_loss_bbox: 0.3359 d0.dn_loss_iou: 0.4909 d1.dn_loss_cls: 0.0343 d1.dn_loss_bbox: 0.2545 d1.dn_loss_iou: 0.3938 d2.dn_loss_cls: 0.0280 d2.dn_loss_bbox: 0.2361 d2.dn_loss_iou: 0.3709 d3.dn_loss_cls: 0.0249 d3.dn_loss_bbox: 0.2326 d3.dn_loss_iou: 0.3642 d4.dn_loss_cls: 0.0243 d4.dn_loss_bbox: 0.2323 d4.dn_loss_iou: 0.3628 2023/03/01 03:10:13 - mmengine - INFO - Epoch(train) [11][5550/7393] lr: 1.0000e-04 eta: 2:13:44 time: 0.8916 data_time: 0.0064 memory: 28371 grad_norm: 33.7339 loss: 9.2216 loss_cls: 0.1922 loss_bbox: 0.1666 loss_iou: 0.3503 d0.loss_cls: 0.2457 d0.loss_bbox: 0.1641 d0.loss_iou: 0.3630 d1.loss_cls: 0.2212 d1.loss_bbox: 0.1615 d1.loss_iou: 0.3576 d2.loss_cls: 0.2085 d2.loss_bbox: 0.1592 d2.loss_iou: 0.3487 d3.loss_cls: 0.2002 d3.loss_bbox: 0.1608 d3.loss_iou: 0.3475 d4.loss_cls: 0.1914 d4.loss_bbox: 0.1669 d4.loss_iou: 0.3501 enc_loss_cls: 0.2425 enc_loss_bbox: 0.1957 enc_loss_iou: 0.4062 dn_loss_cls: 0.0226 dn_loss_bbox: 0.2522 dn_loss_iou: 0.3392 d0.dn_loss_cls: 0.0552 d0.dn_loss_bbox: 0.3569 d0.dn_loss_iou: 0.4573 d1.dn_loss_cls: 0.0323 d1.dn_loss_bbox: 0.2733 d1.dn_loss_iou: 0.3677 d2.dn_loss_cls: 0.0263 d2.dn_loss_bbox: 0.2578 d2.dn_loss_iou: 0.3478 d3.dn_loss_cls: 0.0242 d3.dn_loss_bbox: 0.2534 d3.dn_loss_iou: 0.3404 d4.dn_loss_cls: 0.0228 d4.dn_loss_bbox: 0.2527 d4.dn_loss_iou: 0.3396 2023/03/01 03:10:56 - mmengine - INFO - Epoch(train) [11][5600/7393] lr: 1.0000e-04 eta: 2:13:00 time: 0.8711 data_time: 0.0061 memory: 32176 grad_norm: 38.3233 loss: 8.5713 loss_cls: 0.1746 loss_bbox: 0.1536 loss_iou: 0.3303 d0.loss_cls: 0.2052 d0.loss_bbox: 0.1702 d0.loss_iou: 0.3543 d1.loss_cls: 0.1900 d1.loss_bbox: 0.1586 d1.loss_iou: 0.3375 d2.loss_cls: 0.1810 d2.loss_bbox: 0.1558 d2.loss_iou: 0.3347 d3.loss_cls: 0.1731 d3.loss_bbox: 0.1587 d3.loss_iou: 0.3334 d4.loss_cls: 0.1765 d4.loss_bbox: 0.1547 d4.loss_iou: 0.3314 enc_loss_cls: 0.2098 enc_loss_bbox: 0.1873 enc_loss_iou: 0.3866 dn_loss_cls: 0.0171 dn_loss_bbox: 0.2318 dn_loss_iou: 0.3141 d0.dn_loss_cls: 0.0470 d0.dn_loss_bbox: 0.3369 d0.dn_loss_iou: 0.4329 d1.dn_loss_cls: 0.0254 d1.dn_loss_bbox: 0.2552 d1.dn_loss_iou: 0.3422 d2.dn_loss_cls: 0.0195 d2.dn_loss_bbox: 0.2380 d2.dn_loss_iou: 0.3221 d3.dn_loss_cls: 0.0181 d3.dn_loss_bbox: 0.2334 d3.dn_loss_iou: 0.3161 d4.dn_loss_cls: 0.0178 d4.dn_loss_bbox: 0.2320 d4.dn_loss_iou: 0.3144 2023/03/01 03:11:41 - mmengine - INFO - Epoch(train) [11][5650/7393] lr: 1.0000e-04 eta: 2:12:17 time: 0.8883 data_time: 0.0061 memory: 28722 grad_norm: 31.9551 loss: 9.1752 loss_cls: 0.2063 loss_bbox: 0.1572 loss_iou: 0.3864 d0.loss_cls: 0.2441 d0.loss_bbox: 0.1713 d0.loss_iou: 0.4109 d1.loss_cls: 0.2232 d1.loss_bbox: 0.1650 d1.loss_iou: 0.3944 d2.loss_cls: 0.2118 d2.loss_bbox: 0.1625 d2.loss_iou: 0.3900 d3.loss_cls: 0.2095 d3.loss_bbox: 0.1585 d3.loss_iou: 0.3863 d4.loss_cls: 0.2089 d4.loss_bbox: 0.1556 d4.loss_iou: 0.3855 enc_loss_cls: 0.2457 enc_loss_bbox: 0.1907 enc_loss_iou: 0.4468 dn_loss_cls: 0.0182 dn_loss_bbox: 0.2095 dn_loss_iou: 0.3268 d0.dn_loss_cls: 0.0487 d0.dn_loss_bbox: 0.3129 d0.dn_loss_iou: 0.4526 d1.dn_loss_cls: 0.0277 d1.dn_loss_bbox: 0.2326 d1.dn_loss_iou: 0.3561 d2.dn_loss_cls: 0.0216 d2.dn_loss_bbox: 0.2123 d2.dn_loss_iou: 0.3337 d3.dn_loss_cls: 0.0199 d3.dn_loss_bbox: 0.2092 d3.dn_loss_iou: 0.3280 d4.dn_loss_cls: 0.0185 d4.dn_loss_bbox: 0.2094 d4.dn_loss_iou: 0.3270 2023/03/01 03:12:24 - mmengine - INFO - Epoch(train) [11][5700/7393] lr: 1.0000e-04 eta: 2:11:34 time: 0.8702 data_time: 0.0061 memory: 26632 grad_norm: 36.2647 loss: 8.1551 loss_cls: 0.1705 loss_bbox: 0.1469 loss_iou: 0.2996 d0.loss_cls: 0.2113 d0.loss_bbox: 0.1495 d0.loss_iou: 0.3192 d1.loss_cls: 0.1850 d1.loss_bbox: 0.1522 d1.loss_iou: 0.3128 d2.loss_cls: 0.1796 d2.loss_bbox: 0.1494 d2.loss_iou: 0.3043 d3.loss_cls: 0.1740 d3.loss_bbox: 0.1474 d3.loss_iou: 0.3018 d4.loss_cls: 0.1722 d4.loss_bbox: 0.1466 d4.loss_iou: 0.2987 enc_loss_cls: 0.2073 enc_loss_bbox: 0.1752 enc_loss_iou: 0.3586 dn_loss_cls: 0.0219 dn_loss_bbox: 0.2203 dn_loss_iou: 0.2964 d0.dn_loss_cls: 0.0517 d0.dn_loss_bbox: 0.3383 d0.dn_loss_iou: 0.4247 d1.dn_loss_cls: 0.0303 d1.dn_loss_bbox: 0.2466 d1.dn_loss_iou: 0.3255 d2.dn_loss_cls: 0.0243 d2.dn_loss_bbox: 0.2266 d2.dn_loss_iou: 0.3045 d3.dn_loss_cls: 0.0225 d3.dn_loss_bbox: 0.2216 d3.dn_loss_iou: 0.2984 d4.dn_loss_cls: 0.0222 d4.dn_loss_bbox: 0.2204 d4.dn_loss_iou: 0.2967 2023/03/01 03:13:09 - mmengine - INFO - Epoch(train) [11][5750/7393] lr: 1.0000e-04 eta: 2:10:50 time: 0.8877 data_time: 0.0061 memory: 29438 grad_norm: 34.7234 loss: 8.9393 loss_cls: 0.2097 loss_bbox: 0.1603 loss_iou: 0.3560 d0.loss_cls: 0.2514 d0.loss_bbox: 0.1698 d0.loss_iou: 0.3748 d1.loss_cls: 0.2338 d1.loss_bbox: 0.1624 d1.loss_iou: 0.3588 d2.loss_cls: 0.2217 d2.loss_bbox: 0.1625 d2.loss_iou: 0.3564 d3.loss_cls: 0.2144 d3.loss_bbox: 0.1637 d3.loss_iou: 0.3560 d4.loss_cls: 0.2125 d4.loss_bbox: 0.1602 d4.loss_iou: 0.3543 enc_loss_cls: 0.2603 enc_loss_bbox: 0.1963 enc_loss_iou: 0.4130 dn_loss_cls: 0.0247 dn_loss_bbox: 0.2065 dn_loss_iou: 0.3072 d0.dn_loss_cls: 0.0584 d0.dn_loss_bbox: 0.3164 d0.dn_loss_iou: 0.4319 d1.dn_loss_cls: 0.0353 d1.dn_loss_bbox: 0.2333 d1.dn_loss_iou: 0.3390 d2.dn_loss_cls: 0.0292 d2.dn_loss_bbox: 0.2119 d2.dn_loss_iou: 0.3153 d3.dn_loss_cls: 0.0266 d3.dn_loss_bbox: 0.2074 d3.dn_loss_iou: 0.3088 d4.dn_loss_cls: 0.0251 d4.dn_loss_bbox: 0.2065 d4.dn_loss_iou: 0.3075 2023/03/01 03:13:52 - mmengine - INFO - Epoch(train) [11][5800/7393] lr: 1.0000e-04 eta: 2:10:07 time: 0.8640 data_time: 0.0056 memory: 30181 grad_norm: 35.7778 loss: 9.2725 loss_cls: 0.2201 loss_bbox: 0.1663 loss_iou: 0.4089 d0.loss_cls: 0.2635 d0.loss_bbox: 0.1781 d0.loss_iou: 0.4352 d1.loss_cls: 0.2356 d1.loss_bbox: 0.1676 d1.loss_iou: 0.4161 d2.loss_cls: 0.2277 d2.loss_bbox: 0.1683 d2.loss_iou: 0.4073 d3.loss_cls: 0.2203 d3.loss_bbox: 0.1674 d3.loss_iou: 0.4114 d4.loss_cls: 0.2184 d4.loss_bbox: 0.1696 d4.loss_iou: 0.4093 enc_loss_cls: 0.2601 enc_loss_bbox: 0.2000 enc_loss_iou: 0.4711 dn_loss_cls: 0.0201 dn_loss_bbox: 0.1881 dn_loss_iou: 0.3106 d0.dn_loss_cls: 0.0520 d0.dn_loss_bbox: 0.2963 d0.dn_loss_iou: 0.4331 d1.dn_loss_cls: 0.0289 d1.dn_loss_bbox: 0.2101 d1.dn_loss_iou: 0.3371 d2.dn_loss_cls: 0.0234 d2.dn_loss_bbox: 0.1921 d2.dn_loss_iou: 0.3172 d3.dn_loss_cls: 0.0214 d3.dn_loss_bbox: 0.1887 d3.dn_loss_iou: 0.3118 d4.dn_loss_cls: 0.0200 d4.dn_loss_bbox: 0.1885 d4.dn_loss_iou: 0.3108 2023/03/01 03:14:35 - mmengine - INFO - Epoch(train) [11][5850/7393] lr: 1.0000e-04 eta: 2:09:23 time: 0.8680 data_time: 0.0062 memory: 26789 grad_norm: 30.3595 loss: 8.4999 loss_cls: 0.1803 loss_bbox: 0.1412 loss_iou: 0.3385 d0.loss_cls: 0.2191 d0.loss_bbox: 0.1484 d0.loss_iou: 0.3544 d1.loss_cls: 0.1946 d1.loss_bbox: 0.1436 d1.loss_iou: 0.3472 d2.loss_cls: 0.1895 d2.loss_bbox: 0.1394 d2.loss_iou: 0.3385 d3.loss_cls: 0.1829 d3.loss_bbox: 0.1412 d3.loss_iou: 0.3388 d4.loss_cls: 0.1809 d4.loss_bbox: 0.1418 d4.loss_iou: 0.3403 enc_loss_cls: 0.2250 enc_loss_bbox: 0.1655 enc_loss_iou: 0.3856 dn_loss_cls: 0.0220 dn_loss_bbox: 0.2126 dn_loss_iou: 0.3137 d0.dn_loss_cls: 0.0512 d0.dn_loss_bbox: 0.3311 d0.dn_loss_iou: 0.4490 d1.dn_loss_cls: 0.0294 d1.dn_loss_bbox: 0.2399 d1.dn_loss_iou: 0.3477 d2.dn_loss_cls: 0.0239 d2.dn_loss_bbox: 0.2177 d2.dn_loss_iou: 0.3239 d3.dn_loss_cls: 0.0228 d3.dn_loss_bbox: 0.2136 d3.dn_loss_iou: 0.3158 d4.dn_loss_cls: 0.0222 d4.dn_loss_bbox: 0.2128 d4.dn_loss_iou: 0.3140 2023/03/01 03:15:19 - mmengine - INFO - Epoch(train) [11][5900/7393] lr: 1.0000e-04 eta: 2:08:40 time: 0.8794 data_time: 0.0062 memory: 30790 grad_norm: 32.3318 loss: 8.3938 loss_cls: 0.1705 loss_bbox: 0.1391 loss_iou: 0.3580 d0.loss_cls: 0.2145 d0.loss_bbox: 0.1468 d0.loss_iou: 0.3773 d1.loss_cls: 0.1894 d1.loss_bbox: 0.1448 d1.loss_iou: 0.3683 d2.loss_cls: 0.1834 d2.loss_bbox: 0.1389 d2.loss_iou: 0.3584 d3.loss_cls: 0.1752 d3.loss_bbox: 0.1409 d3.loss_iou: 0.3612 d4.loss_cls: 0.1711 d4.loss_bbox: 0.1388 d4.loss_iou: 0.3592 enc_loss_cls: 0.2180 enc_loss_bbox: 0.1710 enc_loss_iou: 0.4225 dn_loss_cls: 0.0199 dn_loss_bbox: 0.1894 dn_loss_iou: 0.3085 d0.dn_loss_cls: 0.0526 d0.dn_loss_bbox: 0.2945 d0.dn_loss_iou: 0.4285 d1.dn_loss_cls: 0.0303 d1.dn_loss_bbox: 0.2117 d1.dn_loss_iou: 0.3354 d2.dn_loss_cls: 0.0240 d2.dn_loss_bbox: 0.1949 d2.dn_loss_iou: 0.3162 d3.dn_loss_cls: 0.0215 d3.dn_loss_bbox: 0.1897 d3.dn_loss_iou: 0.3102 d4.dn_loss_cls: 0.0203 d4.dn_loss_bbox: 0.1896 d4.dn_loss_iou: 0.3095 2023/03/01 03:16:03 - mmengine - INFO - Epoch(train) [11][5950/7393] lr: 1.0000e-04 eta: 2:07:57 time: 0.8770 data_time: 0.0058 memory: 26636 grad_norm: 31.7529 loss: 8.3271 loss_cls: 0.1737 loss_bbox: 0.1330 loss_iou: 0.3413 d0.loss_cls: 0.2167 d0.loss_bbox: 0.1369 d0.loss_iou: 0.3614 d1.loss_cls: 0.1905 d1.loss_bbox: 0.1351 d1.loss_iou: 0.3443 d2.loss_cls: 0.1839 d2.loss_bbox: 0.1311 d2.loss_iou: 0.3370 d3.loss_cls: 0.1785 d3.loss_bbox: 0.1308 d3.loss_iou: 0.3389 d4.loss_cls: 0.1750 d4.loss_bbox: 0.1325 d4.loss_iou: 0.3410 enc_loss_cls: 0.2197 enc_loss_bbox: 0.1583 enc_loss_iou: 0.3946 dn_loss_cls: 0.0197 dn_loss_bbox: 0.1961 dn_loss_iou: 0.3179 d0.dn_loss_cls: 0.0483 d0.dn_loss_bbox: 0.3152 d0.dn_loss_iou: 0.4505 d1.dn_loss_cls: 0.0286 d1.dn_loss_bbox: 0.2229 d1.dn_loss_iou: 0.3490 d2.dn_loss_cls: 0.0230 d2.dn_loss_bbox: 0.2032 d2.dn_loss_iou: 0.3262 d3.dn_loss_cls: 0.0212 d3.dn_loss_bbox: 0.1975 d3.dn_loss_iou: 0.3197 d4.dn_loss_cls: 0.0200 d4.dn_loss_bbox: 0.1959 d4.dn_loss_iou: 0.3180 2023/03/01 03:16:46 - mmengine - INFO - Epoch(train) [11][6000/7393] lr: 1.0000e-04 eta: 2:07:13 time: 0.8522 data_time: 0.0057 memory: 28179 grad_norm: 32.1051 loss: 8.8541 loss_cls: 0.1864 loss_bbox: 0.1591 loss_iou: 0.3545 d0.loss_cls: 0.2251 d0.loss_bbox: 0.1642 d0.loss_iou: 0.3721 d1.loss_cls: 0.2054 d1.loss_bbox: 0.1599 d1.loss_iou: 0.3569 d2.loss_cls: 0.1959 d2.loss_bbox: 0.1590 d2.loss_iou: 0.3561 d3.loss_cls: 0.1912 d3.loss_bbox: 0.1609 d3.loss_iou: 0.3558 d4.loss_cls: 0.1880 d4.loss_bbox: 0.1588 d4.loss_iou: 0.3553 enc_loss_cls: 0.2370 enc_loss_bbox: 0.1941 enc_loss_iou: 0.4067 dn_loss_cls: 0.0207 dn_loss_bbox: 0.2149 dn_loss_iou: 0.3230 d0.dn_loss_cls: 0.0538 d0.dn_loss_bbox: 0.3246 d0.dn_loss_iou: 0.4547 d1.dn_loss_cls: 0.0305 d1.dn_loss_bbox: 0.2368 d1.dn_loss_iou: 0.3558 d2.dn_loss_cls: 0.0246 d2.dn_loss_bbox: 0.2189 d2.dn_loss_iou: 0.3321 d3.dn_loss_cls: 0.0225 d3.dn_loss_bbox: 0.2152 d3.dn_loss_iou: 0.3248 d4.dn_loss_cls: 0.0210 d4.dn_loss_bbox: 0.2149 d4.dn_loss_iou: 0.3233 2023/03/01 03:17:30 - mmengine - INFO - Epoch(train) [11][6050/7393] lr: 1.0000e-04 eta: 2:06:30 time: 0.8911 data_time: 0.0056 memory: 28974 grad_norm: 26.6419 loss: 8.8767 loss_cls: 0.1947 loss_bbox: 0.1390 loss_iou: 0.3506 d0.loss_cls: 0.2374 d0.loss_bbox: 0.1463 d0.loss_iou: 0.3676 d1.loss_cls: 0.2104 d1.loss_bbox: 0.1433 d1.loss_iou: 0.3577 d2.loss_cls: 0.2007 d2.loss_bbox: 0.1392 d2.loss_iou: 0.3527 d3.loss_cls: 0.1975 d3.loss_bbox: 0.1370 d3.loss_iou: 0.3514 d4.loss_cls: 0.1962 d4.loss_bbox: 0.1368 d4.loss_iou: 0.3491 enc_loss_cls: 0.2437 enc_loss_bbox: 0.1633 enc_loss_iou: 0.3978 dn_loss_cls: 0.0215 dn_loss_bbox: 0.2262 dn_loss_iou: 0.3351 d0.dn_loss_cls: 0.0548 d0.dn_loss_bbox: 0.3455 d0.dn_loss_iou: 0.4598 d1.dn_loss_cls: 0.0308 d1.dn_loss_bbox: 0.2557 d1.dn_loss_iou: 0.3638 d2.dn_loss_cls: 0.0250 d2.dn_loss_bbox: 0.2331 d2.dn_loss_iou: 0.3428 d3.dn_loss_cls: 0.0231 d3.dn_loss_bbox: 0.2275 d3.dn_loss_iou: 0.3367 d4.dn_loss_cls: 0.0216 d4.dn_loss_bbox: 0.2261 d4.dn_loss_iou: 0.3350 2023/03/01 03:17:48 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 03:18:15 - mmengine - INFO - Epoch(train) [11][6100/7393] lr: 1.0000e-04 eta: 2:05:46 time: 0.8939 data_time: 0.0055 memory: 27184 grad_norm: 29.9261 loss: 9.0812 loss_cls: 0.1751 loss_bbox: 0.1381 loss_iou: 0.3594 d0.loss_cls: 0.2071 d0.loss_bbox: 0.1476 d0.loss_iou: 0.3744 d1.loss_cls: 0.1884 d1.loss_bbox: 0.1451 d1.loss_iou: 0.3692 d2.loss_cls: 0.1808 d2.loss_bbox: 0.1406 d2.loss_iou: 0.3677 d3.loss_cls: 0.1737 d3.loss_bbox: 0.1420 d3.loss_iou: 0.3645 d4.loss_cls: 0.1751 d4.loss_bbox: 0.1388 d4.loss_iou: 0.3597 enc_loss_cls: 0.2095 enc_loss_bbox: 0.1674 enc_loss_iou: 0.4146 dn_loss_cls: 0.0178 dn_loss_bbox: 0.2686 dn_loss_iou: 0.3403 d0.dn_loss_cls: 0.0498 d0.dn_loss_bbox: 0.3955 d0.dn_loss_iou: 0.4698 d1.dn_loss_cls: 0.0283 d1.dn_loss_bbox: 0.2979 d1.dn_loss_iou: 0.3720 d2.dn_loss_cls: 0.0222 d2.dn_loss_bbox: 0.2746 d2.dn_loss_iou: 0.3469 d3.dn_loss_cls: 0.0198 d3.dn_loss_bbox: 0.2701 d3.dn_loss_iou: 0.3419 d4.dn_loss_cls: 0.0184 d4.dn_loss_bbox: 0.2685 d4.dn_loss_iou: 0.3401 2023/03/01 03:18:58 - mmengine - INFO - Epoch(train) [11][6150/7393] lr: 1.0000e-04 eta: 2:05:03 time: 0.8630 data_time: 0.0056 memory: 28318 grad_norm: 29.7534 loss: 8.2967 loss_cls: 0.1681 loss_bbox: 0.1323 loss_iou: 0.3123 d0.loss_cls: 0.2029 d0.loss_bbox: 0.1424 d0.loss_iou: 0.3238 d1.loss_cls: 0.1819 d1.loss_bbox: 0.1392 d1.loss_iou: 0.3170 d2.loss_cls: 0.1741 d2.loss_bbox: 0.1351 d2.loss_iou: 0.3143 d3.loss_cls: 0.1709 d3.loss_bbox: 0.1335 d3.loss_iou: 0.3106 d4.loss_cls: 0.1678 d4.loss_bbox: 0.1328 d4.loss_iou: 0.3113 enc_loss_cls: 0.2138 enc_loss_bbox: 0.1616 enc_loss_iou: 0.3582 dn_loss_cls: 0.0235 dn_loss_bbox: 0.2296 dn_loss_iou: 0.3145 d0.dn_loss_cls: 0.0576 d0.dn_loss_bbox: 0.3529 d0.dn_loss_iou: 0.4470 d1.dn_loss_cls: 0.0329 d1.dn_loss_bbox: 0.2614 d1.dn_loss_iou: 0.3474 d2.dn_loss_cls: 0.0265 d2.dn_loss_bbox: 0.2369 d2.dn_loss_iou: 0.3231 d3.dn_loss_cls: 0.0241 d3.dn_loss_bbox: 0.2309 d3.dn_loss_iou: 0.3165 d4.dn_loss_cls: 0.0236 d4.dn_loss_bbox: 0.2297 d4.dn_loss_iou: 0.3148 2023/03/01 03:19:43 - mmengine - INFO - Epoch(train) [11][6200/7393] lr: 1.0000e-04 eta: 2:04:20 time: 0.8924 data_time: 0.0056 memory: 27689 grad_norm: 31.3583 loss: 8.8556 loss_cls: 0.1823 loss_bbox: 0.1597 loss_iou: 0.3775 d0.loss_cls: 0.2224 d0.loss_bbox: 0.1656 d0.loss_iou: 0.3952 d1.loss_cls: 0.1991 d1.loss_bbox: 0.1614 d1.loss_iou: 0.3857 d2.loss_cls: 0.1888 d2.loss_bbox: 0.1589 d2.loss_iou: 0.3799 d3.loss_cls: 0.1831 d3.loss_bbox: 0.1584 d3.loss_iou: 0.3787 d4.loss_cls: 0.1834 d4.loss_bbox: 0.1556 d4.loss_iou: 0.3774 enc_loss_cls: 0.2297 enc_loss_bbox: 0.1852 enc_loss_iou: 0.4266 dn_loss_cls: 0.0179 dn_loss_bbox: 0.1970 dn_loss_iou: 0.3227 d0.dn_loss_cls: 0.0492 d0.dn_loss_bbox: 0.3201 d0.dn_loss_iou: 0.4551 d1.dn_loss_cls: 0.0275 d1.dn_loss_bbox: 0.2236 d1.dn_loss_iou: 0.3537 d2.dn_loss_cls: 0.0210 d2.dn_loss_bbox: 0.2032 d2.dn_loss_iou: 0.3302 d3.dn_loss_cls: 0.0190 d3.dn_loss_bbox: 0.1985 d3.dn_loss_iou: 0.3245 d4.dn_loss_cls: 0.0175 d4.dn_loss_bbox: 0.1969 d4.dn_loss_iou: 0.3229 2023/03/01 03:20:27 - mmengine - INFO - Epoch(train) [11][6250/7393] lr: 1.0000e-04 eta: 2:03:36 time: 0.8895 data_time: 0.0056 memory: 26633 grad_norm: 29.3758 loss: 8.4282 loss_cls: 0.1790 loss_bbox: 0.1449 loss_iou: 0.3259 d0.loss_cls: 0.2156 d0.loss_bbox: 0.1515 d0.loss_iou: 0.3441 d1.loss_cls: 0.2032 d1.loss_bbox: 0.1426 d1.loss_iou: 0.3246 d2.loss_cls: 0.1909 d2.loss_bbox: 0.1443 d2.loss_iou: 0.3241 d3.loss_cls: 0.1825 d3.loss_bbox: 0.1458 d3.loss_iou: 0.3261 d4.loss_cls: 0.1805 d4.loss_bbox: 0.1435 d4.loss_iou: 0.3250 enc_loss_cls: 0.2174 enc_loss_bbox: 0.1758 enc_loss_iou: 0.3797 dn_loss_cls: 0.0171 dn_loss_bbox: 0.2264 dn_loss_iou: 0.3116 d0.dn_loss_cls: 0.0455 d0.dn_loss_bbox: 0.3337 d0.dn_loss_iou: 0.4290 d1.dn_loss_cls: 0.0256 d1.dn_loss_bbox: 0.2485 d1.dn_loss_iou: 0.3401 d2.dn_loss_cls: 0.0204 d2.dn_loss_bbox: 0.2297 d2.dn_loss_iou: 0.3184 d3.dn_loss_cls: 0.0190 d3.dn_loss_bbox: 0.2273 d3.dn_loss_iou: 0.3129 d4.dn_loss_cls: 0.0176 d4.dn_loss_bbox: 0.2266 d4.dn_loss_iou: 0.3119 2023/03/01 03:21:12 - mmengine - INFO - Epoch(train) [11][6300/7393] lr: 1.0000e-04 eta: 2:02:53 time: 0.8880 data_time: 0.0059 memory: 26767 grad_norm: 29.6395 loss: 7.9254 loss_cls: 0.1748 loss_bbox: 0.1303 loss_iou: 0.3057 d0.loss_cls: 0.2095 d0.loss_bbox: 0.1342 d0.loss_iou: 0.3150 d1.loss_cls: 0.1879 d1.loss_bbox: 0.1343 d1.loss_iou: 0.3092 d2.loss_cls: 0.1808 d2.loss_bbox: 0.1275 d2.loss_iou: 0.3051 d3.loss_cls: 0.1762 d3.loss_bbox: 0.1317 d3.loss_iou: 0.3064 d4.loss_cls: 0.1743 d4.loss_bbox: 0.1309 d4.loss_iou: 0.3065 enc_loss_cls: 0.2082 enc_loss_bbox: 0.1575 enc_loss_iou: 0.3498 dn_loss_cls: 0.0204 dn_loss_bbox: 0.1907 dn_loss_iou: 0.3127 d0.dn_loss_cls: 0.0525 d0.dn_loss_bbox: 0.2885 d0.dn_loss_iou: 0.4399 d1.dn_loss_cls: 0.0294 d1.dn_loss_bbox: 0.2091 d1.dn_loss_iou: 0.3365 d2.dn_loss_cls: 0.0236 d2.dn_loss_bbox: 0.1953 d2.dn_loss_iou: 0.3186 d3.dn_loss_cls: 0.0221 d3.dn_loss_bbox: 0.1914 d3.dn_loss_iou: 0.3139 d4.dn_loss_cls: 0.0209 d4.dn_loss_bbox: 0.1911 d4.dn_loss_iou: 0.3130 2023/03/01 03:21:55 - mmengine - INFO - Epoch(train) [11][6350/7393] lr: 1.0000e-04 eta: 2:02:09 time: 0.8659 data_time: 0.0064 memory: 30886 grad_norm: 32.4471 loss: 9.3208 loss_cls: 0.2092 loss_bbox: 0.1579 loss_iou: 0.3503 d0.loss_cls: 0.2556 d0.loss_bbox: 0.1577 d0.loss_iou: 0.3587 d1.loss_cls: 0.2342 d1.loss_bbox: 0.1563 d1.loss_iou: 0.3488 d2.loss_cls: 0.2240 d2.loss_bbox: 0.1548 d2.loss_iou: 0.3473 d3.loss_cls: 0.2134 d3.loss_bbox: 0.1572 d3.loss_iou: 0.3484 d4.loss_cls: 0.2106 d4.loss_bbox: 0.1577 d4.loss_iou: 0.3500 enc_loss_cls: 0.2568 enc_loss_bbox: 0.1900 enc_loss_iou: 0.4089 dn_loss_cls: 0.0280 dn_loss_bbox: 0.2530 dn_loss_iou: 0.3358 d0.dn_loss_cls: 0.0599 d0.dn_loss_bbox: 0.3756 d0.dn_loss_iou: 0.4625 d1.dn_loss_cls: 0.0379 d1.dn_loss_bbox: 0.2818 d1.dn_loss_iou: 0.3681 d2.dn_loss_cls: 0.0314 d2.dn_loss_bbox: 0.2580 d2.dn_loss_iou: 0.3434 d3.dn_loss_cls: 0.0297 d3.dn_loss_bbox: 0.2537 d3.dn_loss_iou: 0.3375 d4.dn_loss_cls: 0.0282 d4.dn_loss_bbox: 0.2527 d4.dn_loss_iou: 0.3358 2023/03/01 03:22:38 - mmengine - INFO - Epoch(train) [11][6400/7393] lr: 1.0000e-04 eta: 2:01:26 time: 0.8630 data_time: 0.0062 memory: 27925 grad_norm: 30.9240 loss: 9.0481 loss_cls: 0.1922 loss_bbox: 0.1512 loss_iou: 0.3471 d0.loss_cls: 0.2372 d0.loss_bbox: 0.1567 d0.loss_iou: 0.3571 d1.loss_cls: 0.2183 d1.loss_bbox: 0.1501 d1.loss_iou: 0.3459 d2.loss_cls: 0.1984 d2.loss_bbox: 0.1530 d2.loss_iou: 0.3490 d3.loss_cls: 0.1942 d3.loss_bbox: 0.1517 d3.loss_iou: 0.3483 d4.loss_cls: 0.1915 d4.loss_bbox: 0.1514 d4.loss_iou: 0.3479 enc_loss_cls: 0.2343 enc_loss_bbox: 0.1896 enc_loss_iou: 0.4034 dn_loss_cls: 0.0223 dn_loss_bbox: 0.2436 dn_loss_iou: 0.3270 d0.dn_loss_cls: 0.0548 d0.dn_loss_bbox: 0.3820 d0.dn_loss_iou: 0.4679 d1.dn_loss_cls: 0.0326 d1.dn_loss_bbox: 0.2767 d1.dn_loss_iou: 0.3613 d2.dn_loss_cls: 0.0268 d2.dn_loss_bbox: 0.2533 d2.dn_loss_iou: 0.3376 d3.dn_loss_cls: 0.0240 d3.dn_loss_bbox: 0.2462 d3.dn_loss_iou: 0.3298 d4.dn_loss_cls: 0.0225 d4.dn_loss_bbox: 0.2439 d4.dn_loss_iou: 0.3274 2023/03/01 03:23:21 - mmengine - INFO - Epoch(train) [11][6450/7393] lr: 1.0000e-04 eta: 2:00:43 time: 0.8622 data_time: 0.0062 memory: 28088 grad_norm: 29.9222 loss: 8.5526 loss_cls: 0.1982 loss_bbox: 0.1413 loss_iou: 0.3424 d0.loss_cls: 0.2421 d0.loss_bbox: 0.1467 d0.loss_iou: 0.3495 d1.loss_cls: 0.2119 d1.loss_bbox: 0.1468 d1.loss_iou: 0.3479 d2.loss_cls: 0.2047 d2.loss_bbox: 0.1415 d2.loss_iou: 0.3391 d3.loss_cls: 0.1977 d3.loss_bbox: 0.1424 d3.loss_iou: 0.3420 d4.loss_cls: 0.1971 d4.loss_bbox: 0.1425 d4.loss_iou: 0.3413 enc_loss_cls: 0.2471 enc_loss_bbox: 0.1780 enc_loss_iou: 0.3927 dn_loss_cls: 0.0254 dn_loss_bbox: 0.2103 dn_loss_iou: 0.2959 d0.dn_loss_cls: 0.0585 d0.dn_loss_bbox: 0.3296 d0.dn_loss_iou: 0.4209 d1.dn_loss_cls: 0.0343 d1.dn_loss_bbox: 0.2392 d1.dn_loss_iou: 0.3268 d2.dn_loss_cls: 0.0280 d2.dn_loss_bbox: 0.2169 d2.dn_loss_iou: 0.3052 d3.dn_loss_cls: 0.0260 d3.dn_loss_bbox: 0.2121 d3.dn_loss_iou: 0.2985 d4.dn_loss_cls: 0.0255 d4.dn_loss_bbox: 0.2105 d4.dn_loss_iou: 0.2962 2023/03/01 03:24:05 - mmengine - INFO - Epoch(train) [11][6500/7393] lr: 1.0000e-04 eta: 1:59:59 time: 0.8705 data_time: 0.0061 memory: 34622 grad_norm: 34.3277 loss: 8.2207 loss_cls: 0.1682 loss_bbox: 0.1474 loss_iou: 0.3419 d0.loss_cls: 0.2125 d0.loss_bbox: 0.1483 d0.loss_iou: 0.3493 d1.loss_cls: 0.1879 d1.loss_bbox: 0.1486 d1.loss_iou: 0.3449 d2.loss_cls: 0.1792 d2.loss_bbox: 0.1480 d2.loss_iou: 0.3401 d3.loss_cls: 0.1732 d3.loss_bbox: 0.1458 d3.loss_iou: 0.3401 d4.loss_cls: 0.1687 d4.loss_bbox: 0.1467 d4.loss_iou: 0.3424 enc_loss_cls: 0.2183 enc_loss_bbox: 0.1662 enc_loss_iou: 0.3856 dn_loss_cls: 0.0193 dn_loss_bbox: 0.1787 dn_loss_iou: 0.3096 d0.dn_loss_cls: 0.0509 d0.dn_loss_bbox: 0.2859 d0.dn_loss_iou: 0.4426 d1.dn_loss_cls: 0.0295 d1.dn_loss_bbox: 0.2080 d1.dn_loss_iou: 0.3431 d2.dn_loss_cls: 0.0238 d2.dn_loss_bbox: 0.1853 d2.dn_loss_iou: 0.3179 d3.dn_loss_cls: 0.0213 d3.dn_loss_bbox: 0.1808 d3.dn_loss_iou: 0.3121 d4.dn_loss_cls: 0.0197 d4.dn_loss_bbox: 0.1789 d4.dn_loss_iou: 0.3097 2023/03/01 03:24:48 - mmengine - INFO - Epoch(train) [11][6550/7393] lr: 1.0000e-04 eta: 1:59:16 time: 0.8761 data_time: 0.0061 memory: 26735 grad_norm: 36.0686 loss: 8.6016 loss_cls: 0.1774 loss_bbox: 0.1493 loss_iou: 0.3275 d0.loss_cls: 0.2335 d0.loss_bbox: 0.1557 d0.loss_iou: 0.3315 d1.loss_cls: 0.2060 d1.loss_bbox: 0.1547 d1.loss_iou: 0.3286 d2.loss_cls: 0.1929 d2.loss_bbox: 0.1498 d2.loss_iou: 0.3250 d3.loss_cls: 0.1848 d3.loss_bbox: 0.1490 d3.loss_iou: 0.3278 d4.loss_cls: 0.1802 d4.loss_bbox: 0.1508 d4.loss_iou: 0.3261 enc_loss_cls: 0.2232 enc_loss_bbox: 0.1757 enc_loss_iou: 0.3717 dn_loss_cls: 0.0189 dn_loss_bbox: 0.2243 dn_loss_iou: 0.3225 d0.dn_loss_cls: 0.0520 d0.dn_loss_bbox: 0.3597 d0.dn_loss_iou: 0.4526 d1.dn_loss_cls: 0.0278 d1.dn_loss_bbox: 0.2553 d1.dn_loss_iou: 0.3486 d2.dn_loss_cls: 0.0233 d2.dn_loss_bbox: 0.2308 d2.dn_loss_iou: 0.3286 d3.dn_loss_cls: 0.0206 d3.dn_loss_bbox: 0.2253 d3.dn_loss_iou: 0.3236 d4.dn_loss_cls: 0.0196 d4.dn_loss_bbox: 0.2243 d4.dn_loss_iou: 0.3226 2023/03/01 03:25:32 - mmengine - INFO - Epoch(train) [11][6600/7393] lr: 1.0000e-04 eta: 1:58:32 time: 0.8706 data_time: 0.0062 memory: 32367 grad_norm: 32.7699 loss: 10.1189 loss_cls: 0.2491 loss_bbox: 0.1667 loss_iou: 0.4246 d0.loss_cls: 0.2831 d0.loss_bbox: 0.1765 d0.loss_iou: 0.4518 d1.loss_cls: 0.2669 d1.loss_bbox: 0.1726 d1.loss_iou: 0.4355 d2.loss_cls: 0.2550 d2.loss_bbox: 0.1666 d2.loss_iou: 0.4286 d3.loss_cls: 0.2516 d3.loss_bbox: 0.1669 d3.loss_iou: 0.4263 d4.loss_cls: 0.2485 d4.loss_bbox: 0.1682 d4.loss_iou: 0.4261 enc_loss_cls: 0.2864 enc_loss_bbox: 0.2021 enc_loss_iou: 0.4861 dn_loss_cls: 0.0287 dn_loss_bbox: 0.2106 dn_loss_iou: 0.3660 d0.dn_loss_cls: 0.0625 d0.dn_loss_bbox: 0.3222 d0.dn_loss_iou: 0.4895 d1.dn_loss_cls: 0.0366 d1.dn_loss_bbox: 0.2353 d1.dn_loss_iou: 0.3978 d2.dn_loss_cls: 0.0300 d2.dn_loss_bbox: 0.2148 d2.dn_loss_iou: 0.3738 d3.dn_loss_cls: 0.0287 d3.dn_loss_bbox: 0.2106 d3.dn_loss_iou: 0.3670 d4.dn_loss_cls: 0.0285 d4.dn_loss_bbox: 0.2108 d4.dn_loss_iou: 0.3661 2023/03/01 03:26:16 - mmengine - INFO - Epoch(train) [11][6650/7393] lr: 1.0000e-04 eta: 1:57:49 time: 0.8888 data_time: 0.0062 memory: 28863 grad_norm: 31.2863 loss: 9.4693 loss_cls: 0.2220 loss_bbox: 0.1782 loss_iou: 0.3746 d0.loss_cls: 0.2668 d0.loss_bbox: 0.1837 d0.loss_iou: 0.3947 d1.loss_cls: 0.2367 d1.loss_bbox: 0.1827 d1.loss_iou: 0.3853 d2.loss_cls: 0.2269 d2.loss_bbox: 0.1820 d2.loss_iou: 0.3806 d3.loss_cls: 0.2221 d3.loss_bbox: 0.1797 d3.loss_iou: 0.3769 d4.loss_cls: 0.2220 d4.loss_bbox: 0.1789 d4.loss_iou: 0.3756 enc_loss_cls: 0.2756 enc_loss_bbox: 0.2053 enc_loss_iou: 0.4380 dn_loss_cls: 0.0256 dn_loss_bbox: 0.2183 dn_loss_iou: 0.3255 d0.dn_loss_cls: 0.0604 d0.dn_loss_bbox: 0.3341 d0.dn_loss_iou: 0.4569 d1.dn_loss_cls: 0.0340 d1.dn_loss_bbox: 0.2433 d1.dn_loss_iou: 0.3566 d2.dn_loss_cls: 0.0277 d2.dn_loss_bbox: 0.2235 d2.dn_loss_iou: 0.3336 d3.dn_loss_cls: 0.0263 d3.dn_loss_bbox: 0.2190 d3.dn_loss_iou: 0.3269 d4.dn_loss_cls: 0.0259 d4.dn_loss_bbox: 0.2180 d4.dn_loss_iou: 0.3254 2023/03/01 03:27:00 - mmengine - INFO - Epoch(train) [11][6700/7393] lr: 1.0000e-04 eta: 1:57:05 time: 0.8721 data_time: 0.0061 memory: 26872 grad_norm: 31.0063 loss: 8.5022 loss_cls: 0.1737 loss_bbox: 0.1447 loss_iou: 0.3000 d0.loss_cls: 0.2028 d0.loss_bbox: 0.1604 d0.loss_iou: 0.3191 d1.loss_cls: 0.1888 d1.loss_bbox: 0.1530 d1.loss_iou: 0.3081 d2.loss_cls: 0.1770 d2.loss_bbox: 0.1474 d2.loss_iou: 0.3032 d3.loss_cls: 0.1740 d3.loss_bbox: 0.1464 d3.loss_iou: 0.2999 d4.loss_cls: 0.1725 d4.loss_bbox: 0.1463 d4.loss_iou: 0.3016 enc_loss_cls: 0.2098 enc_loss_bbox: 0.1820 enc_loss_iou: 0.3433 dn_loss_cls: 0.0240 dn_loss_bbox: 0.2566 dn_loss_iou: 0.3143 d0.dn_loss_cls: 0.0563 d0.dn_loss_bbox: 0.3864 d0.dn_loss_iou: 0.4388 d1.dn_loss_cls: 0.0350 d1.dn_loss_bbox: 0.2854 d1.dn_loss_iou: 0.3438 d2.dn_loss_cls: 0.0281 d2.dn_loss_bbox: 0.2631 d2.dn_loss_iou: 0.3223 d3.dn_loss_cls: 0.0254 d3.dn_loss_bbox: 0.2576 d3.dn_loss_iou: 0.3158 d4.dn_loss_cls: 0.0240 d4.dn_loss_bbox: 0.2567 d4.dn_loss_iou: 0.3145 2023/03/01 03:27:44 - mmengine - INFO - Epoch(train) [11][6750/7393] lr: 1.0000e-04 eta: 1:56:22 time: 0.8854 data_time: 0.0063 memory: 28224 grad_norm: 32.4227 loss: 7.9378 loss_cls: 0.1713 loss_bbox: 0.1290 loss_iou: 0.2991 d0.loss_cls: 0.2177 d0.loss_bbox: 0.1392 d0.loss_iou: 0.3198 d1.loss_cls: 0.1921 d1.loss_bbox: 0.1360 d1.loss_iou: 0.3089 d2.loss_cls: 0.1846 d2.loss_bbox: 0.1282 d2.loss_iou: 0.3003 d3.loss_cls: 0.1766 d3.loss_bbox: 0.1292 d3.loss_iou: 0.2999 d4.loss_cls: 0.1731 d4.loss_bbox: 0.1289 d4.loss_iou: 0.2984 enc_loss_cls: 0.2255 enc_loss_bbox: 0.1573 enc_loss_iou: 0.3543 dn_loss_cls: 0.0254 dn_loss_bbox: 0.1930 dn_loss_iou: 0.3023 d0.dn_loss_cls: 0.0553 d0.dn_loss_bbox: 0.2966 d0.dn_loss_iou: 0.4270 d1.dn_loss_cls: 0.0343 d1.dn_loss_bbox: 0.2144 d1.dn_loss_iou: 0.3297 d2.dn_loss_cls: 0.0294 d2.dn_loss_bbox: 0.1987 d2.dn_loss_iou: 0.3103 d3.dn_loss_cls: 0.0308 d3.dn_loss_bbox: 0.1938 d3.dn_loss_iou: 0.3045 d4.dn_loss_cls: 0.0268 d4.dn_loss_bbox: 0.1933 d4.dn_loss_iou: 0.3027 2023/03/01 03:28:28 - mmengine - INFO - Epoch(train) [11][6800/7393] lr: 1.0000e-04 eta: 1:55:39 time: 0.8733 data_time: 0.0062 memory: 29981 grad_norm: 30.3236 loss: 9.1939 loss_cls: 0.2122 loss_bbox: 0.1488 loss_iou: 0.3504 d0.loss_cls: 0.2524 d0.loss_bbox: 0.1543 d0.loss_iou: 0.3660 d1.loss_cls: 0.2269 d1.loss_bbox: 0.1588 d1.loss_iou: 0.3588 d2.loss_cls: 0.2203 d2.loss_bbox: 0.1584 d2.loss_iou: 0.3561 d3.loss_cls: 0.2187 d3.loss_bbox: 0.1490 d3.loss_iou: 0.3527 d4.loss_cls: 0.2128 d4.loss_bbox: 0.1493 d4.loss_iou: 0.3514 enc_loss_cls: 0.2502 enc_loss_bbox: 0.1837 enc_loss_iou: 0.4112 dn_loss_cls: 0.0261 dn_loss_bbox: 0.2440 dn_loss_iou: 0.3370 d0.dn_loss_cls: 0.0556 d0.dn_loss_bbox: 0.3398 d0.dn_loss_iou: 0.4528 d1.dn_loss_cls: 0.0340 d1.dn_loss_bbox: 0.2648 d1.dn_loss_iou: 0.3642 d2.dn_loss_cls: 0.0280 d2.dn_loss_bbox: 0.2466 d2.dn_loss_iou: 0.3431 d3.dn_loss_cls: 0.0258 d3.dn_loss_bbox: 0.2441 d3.dn_loss_iou: 0.3382 d4.dn_loss_cls: 0.0260 d4.dn_loss_bbox: 0.2442 d4.dn_loss_iou: 0.3373 2023/03/01 03:29:12 - mmengine - INFO - Epoch(train) [11][6850/7393] lr: 1.0000e-04 eta: 1:54:55 time: 0.8791 data_time: 0.0062 memory: 26578 grad_norm: 37.7548 loss: 8.6528 loss_cls: 0.1706 loss_bbox: 0.1562 loss_iou: 0.2906 d0.loss_cls: 0.2070 d0.loss_bbox: 0.1693 d0.loss_iou: 0.3076 d1.loss_cls: 0.1879 d1.loss_bbox: 0.1587 d1.loss_iou: 0.2966 d2.loss_cls: 0.1800 d2.loss_bbox: 0.1562 d2.loss_iou: 0.2915 d3.loss_cls: 0.1716 d3.loss_bbox: 0.1578 d3.loss_iou: 0.2928 d4.loss_cls: 0.1723 d4.loss_bbox: 0.1579 d4.loss_iou: 0.2912 enc_loss_cls: 0.2187 enc_loss_bbox: 0.1858 enc_loss_iou: 0.3373 dn_loss_cls: 0.0281 dn_loss_bbox: 0.2518 dn_loss_iou: 0.3367 d0.dn_loss_cls: 0.0610 d0.dn_loss_bbox: 0.3871 d0.dn_loss_iou: 0.4671 d1.dn_loss_cls: 0.0379 d1.dn_loss_bbox: 0.2848 d1.dn_loss_iou: 0.3681 d2.dn_loss_cls: 0.0312 d2.dn_loss_bbox: 0.2591 d2.dn_loss_iou: 0.3452 d3.dn_loss_cls: 0.0285 d3.dn_loss_bbox: 0.2525 d3.dn_loss_iou: 0.3389 d4.dn_loss_cls: 0.0290 d4.dn_loss_bbox: 0.2520 d4.dn_loss_iou: 0.3364 2023/03/01 03:29:56 - mmengine - INFO - Epoch(train) [11][6900/7393] lr: 1.0000e-04 eta: 1:54:12 time: 0.8873 data_time: 0.0063 memory: 27691 grad_norm: 30.4723 loss: 8.6394 loss_cls: 0.1977 loss_bbox: 0.1479 loss_iou: 0.3431 d0.loss_cls: 0.2304 d0.loss_bbox: 0.1619 d0.loss_iou: 0.3682 d1.loss_cls: 0.2122 d1.loss_bbox: 0.1561 d1.loss_iou: 0.3576 d2.loss_cls: 0.2044 d2.loss_bbox: 0.1505 d2.loss_iou: 0.3469 d3.loss_cls: 0.1990 d3.loss_bbox: 0.1494 d3.loss_iou: 0.3449 d4.loss_cls: 0.1968 d4.loss_bbox: 0.1489 d4.loss_iou: 0.3448 enc_loss_cls: 0.2383 enc_loss_bbox: 0.1821 enc_loss_iou: 0.4028 dn_loss_cls: 0.0214 dn_loss_bbox: 0.2068 dn_loss_iou: 0.3029 d0.dn_loss_cls: 0.0524 d0.dn_loss_bbox: 0.3230 d0.dn_loss_iou: 0.4273 d1.dn_loss_cls: 0.0306 d1.dn_loss_bbox: 0.2383 d1.dn_loss_iou: 0.3326 d2.dn_loss_cls: 0.0249 d2.dn_loss_bbox: 0.2144 d2.dn_loss_iou: 0.3118 d3.dn_loss_cls: 0.0227 d3.dn_loss_bbox: 0.2092 d3.dn_loss_iou: 0.3050 d4.dn_loss_cls: 0.0217 d4.dn_loss_bbox: 0.2072 d4.dn_loss_iou: 0.3033 2023/03/01 03:30:41 - mmengine - INFO - Epoch(train) [11][6950/7393] lr: 1.0000e-04 eta: 1:53:29 time: 0.8839 data_time: 0.0061 memory: 25354 grad_norm: 32.1812 loss: 10.0230 loss_cls: 0.2646 loss_bbox: 0.1816 loss_iou: 0.4031 d0.loss_cls: 0.3156 d0.loss_bbox: 0.1871 d0.loss_iou: 0.4161 d1.loss_cls: 0.2885 d1.loss_bbox: 0.1804 d1.loss_iou: 0.4022 d2.loss_cls: 0.2750 d2.loss_bbox: 0.1776 d2.loss_iou: 0.4027 d3.loss_cls: 0.2707 d3.loss_bbox: 0.1789 d3.loss_iou: 0.4019 d4.loss_cls: 0.2647 d4.loss_bbox: 0.1801 d4.loss_iou: 0.4033 enc_loss_cls: 0.3154 enc_loss_bbox: 0.2157 enc_loss_iou: 0.4638 dn_loss_cls: 0.0247 dn_loss_bbox: 0.2352 dn_loss_iou: 0.3228 d0.dn_loss_cls: 0.0586 d0.dn_loss_bbox: 0.3390 d0.dn_loss_iou: 0.4435 d1.dn_loss_cls: 0.0333 d1.dn_loss_bbox: 0.2581 d1.dn_loss_iou: 0.3519 d2.dn_loss_cls: 0.0283 d2.dn_loss_bbox: 0.2390 d2.dn_loss_iou: 0.3297 d3.dn_loss_cls: 0.0259 d3.dn_loss_bbox: 0.2364 d3.dn_loss_iou: 0.3248 d4.dn_loss_cls: 0.0247 d4.dn_loss_bbox: 0.2352 d4.dn_loss_iou: 0.3228 2023/03/01 03:31:24 - mmengine - INFO - Epoch(train) [11][7000/7393] lr: 1.0000e-04 eta: 1:52:45 time: 0.8732 data_time: 0.0061 memory: 29781 grad_norm: 31.8897 loss: 8.2017 loss_cls: 0.1780 loss_bbox: 0.1388 loss_iou: 0.3479 d0.loss_cls: 0.2115 d0.loss_bbox: 0.1482 d0.loss_iou: 0.3659 d1.loss_cls: 0.1894 d1.loss_bbox: 0.1461 d1.loss_iou: 0.3595 d2.loss_cls: 0.1840 d2.loss_bbox: 0.1420 d2.loss_iou: 0.3521 d3.loss_cls: 0.1799 d3.loss_bbox: 0.1400 d3.loss_iou: 0.3498 d4.loss_cls: 0.1768 d4.loss_bbox: 0.1399 d4.loss_iou: 0.3486 enc_loss_cls: 0.2248 enc_loss_bbox: 0.1725 enc_loss_iou: 0.3989 dn_loss_cls: 0.0204 dn_loss_bbox: 0.1857 dn_loss_iou: 0.2851 d0.dn_loss_cls: 0.0507 d0.dn_loss_bbox: 0.2979 d0.dn_loss_iou: 0.4075 d1.dn_loss_cls: 0.0295 d1.dn_loss_bbox: 0.2152 d1.dn_loss_iou: 0.3187 d2.dn_loss_cls: 0.0239 d2.dn_loss_bbox: 0.1922 d2.dn_loss_iou: 0.2933 d3.dn_loss_cls: 0.0217 d3.dn_loss_bbox: 0.1867 d3.dn_loss_iou: 0.2869 d4.dn_loss_cls: 0.0210 d4.dn_loss_bbox: 0.1854 d4.dn_loss_iou: 0.2853 2023/03/01 03:32:08 - mmengine - INFO - Epoch(train) [11][7050/7393] lr: 1.0000e-04 eta: 1:52:02 time: 0.8691 data_time: 0.0062 memory: 34228 grad_norm: 31.6377 loss: 7.8770 loss_cls: 0.1512 loss_bbox: 0.1497 loss_iou: 0.2873 d0.loss_cls: 0.1864 d0.loss_bbox: 0.1549 d0.loss_iou: 0.3099 d1.loss_cls: 0.1647 d1.loss_bbox: 0.1542 d1.loss_iou: 0.3009 d2.loss_cls: 0.1582 d2.loss_bbox: 0.1512 d2.loss_iou: 0.2945 d3.loss_cls: 0.1540 d3.loss_bbox: 0.1495 d3.loss_iou: 0.2899 d4.loss_cls: 0.1497 d4.loss_bbox: 0.1505 d4.loss_iou: 0.2915 enc_loss_cls: 0.1925 enc_loss_bbox: 0.1803 enc_loss_iou: 0.3471 dn_loss_cls: 0.0190 dn_loss_bbox: 0.2174 dn_loss_iou: 0.2908 d0.dn_loss_cls: 0.0512 d0.dn_loss_bbox: 0.3334 d0.dn_loss_iou: 0.4105 d1.dn_loss_cls: 0.0285 d1.dn_loss_bbox: 0.2401 d1.dn_loss_iou: 0.3177 d2.dn_loss_cls: 0.0228 d2.dn_loss_bbox: 0.2227 d2.dn_loss_iou: 0.2980 d3.dn_loss_cls: 0.0204 d3.dn_loss_bbox: 0.2177 d3.dn_loss_iou: 0.2915 d4.dn_loss_cls: 0.0192 d4.dn_loss_bbox: 0.2174 d4.dn_loss_iou: 0.2908 2023/03/01 03:32:25 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 03:32:51 - mmengine - INFO - Epoch(train) [11][7100/7393] lr: 1.0000e-04 eta: 1:51:18 time: 0.8761 data_time: 0.0056 memory: 27860 grad_norm: 35.4541 loss: 8.2652 loss_cls: 0.1599 loss_bbox: 0.1459 loss_iou: 0.2949 d0.loss_cls: 0.1953 d0.loss_bbox: 0.1544 d0.loss_iou: 0.3190 d1.loss_cls: 0.1804 d1.loss_bbox: 0.1494 d1.loss_iou: 0.3055 d2.loss_cls: 0.1762 d2.loss_bbox: 0.1447 d2.loss_iou: 0.2954 d3.loss_cls: 0.1662 d3.loss_bbox: 0.1443 d3.loss_iou: 0.2976 d4.loss_cls: 0.1616 d4.loss_bbox: 0.1446 d4.loss_iou: 0.2948 enc_loss_cls: 0.2059 enc_loss_bbox: 0.1735 enc_loss_iou: 0.3434 dn_loss_cls: 0.0184 dn_loss_bbox: 0.2495 dn_loss_iou: 0.2928 d0.dn_loss_cls: 0.0511 d0.dn_loss_bbox: 0.4056 d0.dn_loss_iou: 0.4330 d1.dn_loss_cls: 0.0290 d1.dn_loss_bbox: 0.2894 d1.dn_loss_iou: 0.3278 d2.dn_loss_cls: 0.0229 d2.dn_loss_bbox: 0.2596 d2.dn_loss_iou: 0.3030 d3.dn_loss_cls: 0.0200 d3.dn_loss_bbox: 0.2520 d3.dn_loss_iou: 0.2959 d4.dn_loss_cls: 0.0184 d4.dn_loss_bbox: 0.2500 d4.dn_loss_iou: 0.2940 2023/03/01 03:33:36 - mmengine - INFO - Epoch(train) [11][7150/7393] lr: 1.0000e-04 eta: 1:50:35 time: 0.8880 data_time: 0.0056 memory: 29182 grad_norm: 30.0926 loss: 9.7757 loss_cls: 0.2185 loss_bbox: 0.1719 loss_iou: 0.4310 d0.loss_cls: 0.2593 d0.loss_bbox: 0.1866 d0.loss_iou: 0.4416 d1.loss_cls: 0.2354 d1.loss_bbox: 0.1819 d1.loss_iou: 0.4424 d2.loss_cls: 0.2342 d2.loss_bbox: 0.1666 d2.loss_iou: 0.4284 d3.loss_cls: 0.2258 d3.loss_bbox: 0.1678 d3.loss_iou: 0.4289 d4.loss_cls: 0.2201 d4.loss_bbox: 0.1718 d4.loss_iou: 0.4314 enc_loss_cls: 0.2641 enc_loss_bbox: 0.2093 enc_loss_iou: 0.4777 dn_loss_cls: 0.0238 dn_loss_bbox: 0.2098 dn_loss_iou: 0.3399 d0.dn_loss_cls: 0.0555 d0.dn_loss_bbox: 0.3159 d0.dn_loss_iou: 0.4577 d1.dn_loss_cls: 0.0331 d1.dn_loss_bbox: 0.2357 d1.dn_loss_iou: 0.3673 d2.dn_loss_cls: 0.0270 d2.dn_loss_bbox: 0.2172 d2.dn_loss_iou: 0.3472 d3.dn_loss_cls: 0.0249 d3.dn_loss_bbox: 0.2109 d3.dn_loss_iou: 0.3415 d4.dn_loss_cls: 0.0237 d4.dn_loss_bbox: 0.2097 d4.dn_loss_iou: 0.3400 2023/03/01 03:34:20 - mmengine - INFO - Epoch(train) [11][7200/7393] lr: 1.0000e-04 eta: 1:49:52 time: 0.8810 data_time: 0.0058 memory: 29182 grad_norm: 34.6286 loss: 9.8646 loss_cls: 0.2298 loss_bbox: 0.1819 loss_iou: 0.4424 d0.loss_cls: 0.2793 d0.loss_bbox: 0.1857 d0.loss_iou: 0.4648 d1.loss_cls: 0.2543 d1.loss_bbox: 0.1825 d1.loss_iou: 0.4474 d2.loss_cls: 0.2425 d2.loss_bbox: 0.1777 d2.loss_iou: 0.4420 d3.loss_cls: 0.2327 d3.loss_bbox: 0.1804 d3.loss_iou: 0.4426 d4.loss_cls: 0.2302 d4.loss_bbox: 0.1805 d4.loss_iou: 0.4414 enc_loss_cls: 0.2867 enc_loss_bbox: 0.2071 enc_loss_iou: 0.4992 dn_loss_cls: 0.0243 dn_loss_bbox: 0.1925 dn_loss_iou: 0.3324 d0.dn_loss_cls: 0.0529 d0.dn_loss_bbox: 0.2995 d0.dn_loss_iou: 0.4577 d1.dn_loss_cls: 0.0314 d1.dn_loss_bbox: 0.2167 d1.dn_loss_iou: 0.3617 d2.dn_loss_cls: 0.0265 d2.dn_loss_bbox: 0.1966 d2.dn_loss_iou: 0.3398 d3.dn_loss_cls: 0.0249 d3.dn_loss_bbox: 0.1934 d3.dn_loss_iou: 0.3339 d4.dn_loss_cls: 0.0240 d4.dn_loss_bbox: 0.1927 d4.dn_loss_iou: 0.3324 2023/03/01 03:35:03 - mmengine - INFO - Epoch(train) [11][7250/7393] lr: 1.0000e-04 eta: 1:49:08 time: 0.8705 data_time: 0.0056 memory: 28179 grad_norm: 33.5621 loss: 7.8614 loss_cls: 0.1722 loss_bbox: 0.1237 loss_iou: 0.3370 d0.loss_cls: 0.2080 d0.loss_bbox: 0.1313 d0.loss_iou: 0.3548 d1.loss_cls: 0.1892 d1.loss_bbox: 0.1258 d1.loss_iou: 0.3431 d2.loss_cls: 0.1798 d2.loss_bbox: 0.1237 d2.loss_iou: 0.3389 d3.loss_cls: 0.1741 d3.loss_bbox: 0.1247 d3.loss_iou: 0.3366 d4.loss_cls: 0.1722 d4.loss_bbox: 0.1234 d4.loss_iou: 0.3375 enc_loss_cls: 0.2121 enc_loss_bbox: 0.1520 enc_loss_iou: 0.3927 dn_loss_cls: 0.0209 dn_loss_bbox: 0.1600 dn_loss_iou: 0.3015 d0.dn_loss_cls: 0.0487 d0.dn_loss_bbox: 0.2550 d0.dn_loss_iou: 0.4168 d1.dn_loss_cls: 0.0278 d1.dn_loss_bbox: 0.1809 d1.dn_loss_iou: 0.3306 d2.dn_loss_cls: 0.0231 d2.dn_loss_bbox: 0.1660 d2.dn_loss_iou: 0.3101 d3.dn_loss_cls: 0.0215 d3.dn_loss_bbox: 0.1609 d3.dn_loss_iou: 0.3026 d4.dn_loss_cls: 0.0206 d4.dn_loss_bbox: 0.1600 d4.dn_loss_iou: 0.3015 2023/03/01 03:35:47 - mmengine - INFO - Epoch(train) [11][7300/7393] lr: 1.0000e-04 eta: 1:48:25 time: 0.8650 data_time: 0.0055 memory: 26767 grad_norm: 34.0343 loss: 9.0612 loss_cls: 0.2072 loss_bbox: 0.1424 loss_iou: 0.3742 d0.loss_cls: 0.2415 d0.loss_bbox: 0.1542 d0.loss_iou: 0.3925 d1.loss_cls: 0.2265 d1.loss_bbox: 0.1443 d1.loss_iou: 0.3786 d2.loss_cls: 0.2194 d2.loss_bbox: 0.1428 d2.loss_iou: 0.3704 d3.loss_cls: 0.2107 d3.loss_bbox: 0.1421 d3.loss_iou: 0.3703 d4.loss_cls: 0.2101 d4.loss_bbox: 0.1421 d4.loss_iou: 0.3700 enc_loss_cls: 0.2467 enc_loss_bbox: 0.1744 enc_loss_iou: 0.4296 dn_loss_cls: 0.0228 dn_loss_bbox: 0.2197 dn_loss_iou: 0.3191 d0.dn_loss_cls: 0.0572 d0.dn_loss_bbox: 0.3572 d0.dn_loss_iou: 0.4589 d1.dn_loss_cls: 0.0329 d1.dn_loss_bbox: 0.2466 d1.dn_loss_iou: 0.3506 d2.dn_loss_cls: 0.0264 d2.dn_loss_bbox: 0.2250 d2.dn_loss_iou: 0.3270 d3.dn_loss_cls: 0.0242 d3.dn_loss_bbox: 0.2208 d3.dn_loss_iou: 0.3205 d4.dn_loss_cls: 0.0229 d4.dn_loss_bbox: 0.2199 d4.dn_loss_iou: 0.3193 2023/03/01 03:36:31 - mmengine - INFO - Epoch(train) [11][7350/7393] lr: 1.0000e-04 eta: 1:47:41 time: 0.8821 data_time: 0.0056 memory: 27093 grad_norm: 35.2225 loss: 7.8249 loss_cls: 0.1519 loss_bbox: 0.1316 loss_iou: 0.2880 d0.loss_cls: 0.1886 d0.loss_bbox: 0.1340 d0.loss_iou: 0.2932 d1.loss_cls: 0.1688 d1.loss_bbox: 0.1309 d1.loss_iou: 0.2887 d2.loss_cls: 0.1565 d2.loss_bbox: 0.1308 d2.loss_iou: 0.2901 d3.loss_cls: 0.1550 d3.loss_bbox: 0.1314 d3.loss_iou: 0.2864 d4.loss_cls: 0.1518 d4.loss_bbox: 0.1317 d4.loss_iou: 0.2871 enc_loss_cls: 0.1904 enc_loss_bbox: 0.1501 enc_loss_iou: 0.3334 dn_loss_cls: 0.0170 dn_loss_bbox: 0.2233 dn_loss_iou: 0.3078 d0.dn_loss_cls: 0.0464 d0.dn_loss_bbox: 0.3458 d0.dn_loss_iou: 0.4356 d1.dn_loss_cls: 0.0251 d1.dn_loss_bbox: 0.2496 d1.dn_loss_iou: 0.3374 d2.dn_loss_cls: 0.0200 d2.dn_loss_bbox: 0.2293 d2.dn_loss_iou: 0.3162 d3.dn_loss_cls: 0.0185 d3.dn_loss_bbox: 0.2241 d3.dn_loss_iou: 0.3096 d4.dn_loss_cls: 0.0175 d4.dn_loss_bbox: 0.2233 d4.dn_loss_iou: 0.3080 2023/03/01 03:37:09 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 03:37:09 - mmengine - INFO - Saving checkpoint at 11 epochs 2023/03/01 03:37:20 - mmengine - INFO - Epoch(val) [11][ 50/625] eta: 0:01:03 time: 0.1097 data_time: 0.0023 memory: 26789 2023/03/01 03:37:25 - mmengine - INFO - Epoch(val) [11][100/625] eta: 0:00:56 time: 0.1071 data_time: 0.0019 memory: 5417 2023/03/01 03:37:31 - mmengine - INFO - Epoch(val) [11][150/625] eta: 0:00:51 time: 0.1072 data_time: 0.0019 memory: 5361 2023/03/01 03:37:36 - mmengine - INFO - Epoch(val) [11][200/625] eta: 0:00:45 time: 0.1081 data_time: 0.0017 memory: 5382 2023/03/01 03:37:41 - mmengine - INFO - Epoch(val) [11][250/625] eta: 0:00:40 time: 0.1064 data_time: 0.0016 memory: 5432 2023/03/01 03:37:47 - mmengine - INFO - Epoch(val) [11][300/625] eta: 0:00:34 time: 0.1047 data_time: 0.0016 memory: 5361 2023/03/01 03:37:52 - mmengine - INFO - Epoch(val) [11][350/625] eta: 0:00:29 time: 0.1074 data_time: 0.0016 memory: 5375 2023/03/01 03:37:57 - mmengine - INFO - Epoch(val) [11][400/625] eta: 0:00:24 time: 0.1066 data_time: 0.0017 memory: 5417 2023/03/01 03:38:03 - mmengine - INFO - Epoch(val) [11][450/625] eta: 0:00:18 time: 0.1062 data_time: 0.0016 memory: 5431 2023/03/01 03:38:08 - mmengine - INFO - Epoch(val) [11][500/625] eta: 0:00:13 time: 0.1058 data_time: 0.0016 memory: 5361 2023/03/01 03:38:13 - mmengine - INFO - Epoch(val) [11][550/625] eta: 0:00:08 time: 0.1073 data_time: 0.0016 memory: 5418 2023/03/01 03:38:19 - mmengine - INFO - Epoch(val) [11][600/625] eta: 0:00:02 time: 0.1046 data_time: 0.0015 memory: 5382 2023/03/01 03:38:36 - mmengine - INFO - Evaluating bbox... 2023/03/01 03:40:04 - mmengine - INFO - bbox_mAP_copypaste: 0.559 0.745 0.612 0.389 0.595 0.726 2023/03/01 03:40:06 - mmengine - INFO - Epoch(val) [11][625/625] coco/bbox_mAP: 0.5590 coco/bbox_mAP_50: 0.7450 coco/bbox_mAP_75: 0.6120 coco/bbox_mAP_s: 0.3890 coco/bbox_mAP_m: 0.5950 coco/bbox_mAP_l: 0.7260 2023/03/01 03:40:51 - mmengine - INFO - Epoch(train) [12][ 50/7393] lr: 1.0000e-05 eta: 1:46:21 time: 0.8964 data_time: 0.0059 memory: 29182 grad_norm: 33.3771 loss: 8.3794 loss_cls: 0.1771 loss_bbox: 0.1430 loss_iou: 0.3575 d0.loss_cls: 0.2168 d0.loss_bbox: 0.1512 d0.loss_iou: 0.3732 d1.loss_cls: 0.1889 d1.loss_bbox: 0.1507 d1.loss_iou: 0.3702 d2.loss_cls: 0.1845 d2.loss_bbox: 0.1420 d2.loss_iou: 0.3589 d3.loss_cls: 0.1808 d3.loss_bbox: 0.1405 d3.loss_iou: 0.3555 d4.loss_cls: 0.1785 d4.loss_bbox: 0.1430 d4.loss_iou: 0.3554 enc_loss_cls: 0.2269 enc_loss_bbox: 0.1694 enc_loss_iou: 0.4134 dn_loss_cls: 0.0168 dn_loss_bbox: 0.1956 dn_loss_iou: 0.2981 d0.dn_loss_cls: 0.0503 d0.dn_loss_bbox: 0.3054 d0.dn_loss_iou: 0.4141 d1.dn_loss_cls: 0.0263 d1.dn_loss_bbox: 0.2193 d1.dn_loss_iou: 0.3252 d2.dn_loss_cls: 0.0203 d2.dn_loss_bbox: 0.2010 d2.dn_loss_iou: 0.3047 d3.dn_loss_cls: 0.0186 d3.dn_loss_bbox: 0.1957 d3.dn_loss_iou: 0.2993 d4.dn_loss_cls: 0.0171 d4.dn_loss_bbox: 0.1957 d4.dn_loss_iou: 0.2984 2023/03/01 03:41:34 - mmengine - INFO - Epoch(train) [12][ 100/7393] lr: 1.0000e-05 eta: 1:45:37 time: 0.8670 data_time: 0.0052 memory: 26633 grad_norm: 25.2744 loss: 9.5716 loss_cls: 0.1986 loss_bbox: 0.1620 loss_iou: 0.3893 d0.loss_cls: 0.2376 d0.loss_bbox: 0.1623 d0.loss_iou: 0.4060 d1.loss_cls: 0.2150 d1.loss_bbox: 0.1631 d1.loss_iou: 0.3953 d2.loss_cls: 0.2056 d2.loss_bbox: 0.1656 d2.loss_iou: 0.3903 d3.loss_cls: 0.2010 d3.loss_bbox: 0.1650 d3.loss_iou: 0.3883 d4.loss_cls: 0.1983 d4.loss_bbox: 0.1659 d4.loss_iou: 0.3895 enc_loss_cls: 0.2388 enc_loss_bbox: 0.1905 enc_loss_iou: 0.4310 dn_loss_cls: 0.0249 dn_loss_bbox: 0.2594 dn_loss_iou: 0.3384 d0.dn_loss_cls: 0.0619 d0.dn_loss_bbox: 0.3925 d0.dn_loss_iou: 0.4599 d1.dn_loss_cls: 0.0363 d1.dn_loss_bbox: 0.2856 d1.dn_loss_iou: 0.3672 d2.dn_loss_cls: 0.0295 d2.dn_loss_bbox: 0.2631 d2.dn_loss_iou: 0.3453 d3.dn_loss_cls: 0.0267 d3.dn_loss_bbox: 0.2594 d3.dn_loss_iou: 0.3396 d4.dn_loss_cls: 0.0251 d4.dn_loss_bbox: 0.2595 d4.dn_loss_iou: 0.3387 2023/03/01 03:42:18 - mmengine - INFO - Epoch(train) [12][ 150/7393] lr: 1.0000e-05 eta: 1:44:54 time: 0.8704 data_time: 0.0054 memory: 26735 grad_norm: 34.3088 loss: 9.0977 loss_cls: 0.1921 loss_bbox: 0.1706 loss_iou: 0.3638 d0.loss_cls: 0.2367 d0.loss_bbox: 0.1813 d0.loss_iou: 0.3848 d1.loss_cls: 0.2121 d1.loss_bbox: 0.1751 d1.loss_iou: 0.3724 d2.loss_cls: 0.2002 d2.loss_bbox: 0.1723 d2.loss_iou: 0.3675 d3.loss_cls: 0.1950 d3.loss_bbox: 0.1701 d3.loss_iou: 0.3646 d4.loss_cls: 0.1940 d4.loss_bbox: 0.1701 d4.loss_iou: 0.3639 enc_loss_cls: 0.2505 enc_loss_bbox: 0.1969 enc_loss_iou: 0.4176 dn_loss_cls: 0.0190 dn_loss_bbox: 0.2326 dn_loss_iou: 0.3166 d0.dn_loss_cls: 0.0517 d0.dn_loss_bbox: 0.3335 d0.dn_loss_iou: 0.4336 d1.dn_loss_cls: 0.0298 d1.dn_loss_bbox: 0.2560 d1.dn_loss_iou: 0.3461 d2.dn_loss_cls: 0.0240 d2.dn_loss_bbox: 0.2376 d2.dn_loss_iou: 0.3237 d3.dn_loss_cls: 0.0210 d3.dn_loss_bbox: 0.2340 d3.dn_loss_iou: 0.3183 d4.dn_loss_cls: 0.0197 d4.dn_loss_bbox: 0.2323 d4.dn_loss_iou: 0.3166 2023/03/01 03:43:02 - mmengine - INFO - Epoch(train) [12][ 200/7393] lr: 1.0000e-05 eta: 1:44:10 time: 0.8904 data_time: 0.0051 memory: 26689 grad_norm: 28.6702 loss: 7.7007 loss_cls: 0.1521 loss_bbox: 0.1231 loss_iou: 0.2925 d0.loss_cls: 0.1833 d0.loss_bbox: 0.1363 d0.loss_iou: 0.3148 d1.loss_cls: 0.1665 d1.loss_bbox: 0.1291 d1.loss_iou: 0.3054 d2.loss_cls: 0.1589 d2.loss_bbox: 0.1246 d2.loss_iou: 0.2965 d3.loss_cls: 0.1545 d3.loss_bbox: 0.1243 d3.loss_iou: 0.2930 d4.loss_cls: 0.1500 d4.loss_bbox: 0.1247 d4.loss_iou: 0.2937 enc_loss_cls: 0.1967 enc_loss_bbox: 0.1484 enc_loss_iou: 0.3289 dn_loss_cls: 0.0188 dn_loss_bbox: 0.2072 dn_loss_iou: 0.3040 d0.dn_loss_cls: 0.0502 d0.dn_loss_bbox: 0.3090 d0.dn_loss_iou: 0.4156 d1.dn_loss_cls: 0.0278 d1.dn_loss_bbox: 0.2292 d1.dn_loss_iou: 0.3309 d2.dn_loss_cls: 0.0228 d2.dn_loss_bbox: 0.2121 d2.dn_loss_iou: 0.3113 d3.dn_loss_cls: 0.0203 d3.dn_loss_bbox: 0.2082 d3.dn_loss_iou: 0.3055 d4.dn_loss_cls: 0.0189 d4.dn_loss_bbox: 0.2073 d4.dn_loss_iou: 0.3041 2023/03/01 03:43:47 - mmengine - INFO - Epoch(train) [12][ 250/7393] lr: 1.0000e-05 eta: 1:43:27 time: 0.8881 data_time: 0.0052 memory: 26735 grad_norm: 26.3135 loss: 7.8597 loss_cls: 0.1462 loss_bbox: 0.1243 loss_iou: 0.2878 d0.loss_cls: 0.1761 d0.loss_bbox: 0.1281 d0.loss_iou: 0.3052 d1.loss_cls: 0.1563 d1.loss_bbox: 0.1309 d1.loss_iou: 0.2993 d2.loss_cls: 0.1512 d2.loss_bbox: 0.1268 d2.loss_iou: 0.2924 d3.loss_cls: 0.1489 d3.loss_bbox: 0.1269 d3.loss_iou: 0.2884 d4.loss_cls: 0.1482 d4.loss_bbox: 0.1244 d4.loss_iou: 0.2882 enc_loss_cls: 0.1812 enc_loss_bbox: 0.1454 enc_loss_iou: 0.3243 dn_loss_cls: 0.0195 dn_loss_bbox: 0.2193 dn_loss_iou: 0.3306 d0.dn_loss_cls: 0.0495 d0.dn_loss_bbox: 0.3316 d0.dn_loss_iou: 0.4546 d1.dn_loss_cls: 0.0269 d1.dn_loss_bbox: 0.2439 d1.dn_loss_iou: 0.3592 d2.dn_loss_cls: 0.0214 d2.dn_loss_bbox: 0.2249 d2.dn_loss_iou: 0.3377 d3.dn_loss_cls: 0.0199 d3.dn_loss_bbox: 0.2195 d3.dn_loss_iou: 0.3317 d4.dn_loss_cls: 0.0189 d4.dn_loss_bbox: 0.2193 d4.dn_loss_iou: 0.3308 2023/03/01 03:44:31 - mmengine - INFO - Epoch(train) [12][ 300/7393] lr: 1.0000e-05 eta: 1:42:44 time: 0.8904 data_time: 0.0054 memory: 27985 grad_norm: 27.8090 loss: 8.5453 loss_cls: 0.1832 loss_bbox: 0.1410 loss_iou: 0.3716 d0.loss_cls: 0.2230 d0.loss_bbox: 0.1520 d0.loss_iou: 0.3849 d1.loss_cls: 0.2031 d1.loss_bbox: 0.1457 d1.loss_iou: 0.3746 d2.loss_cls: 0.1951 d2.loss_bbox: 0.1393 d2.loss_iou: 0.3690 d3.loss_cls: 0.1896 d3.loss_bbox: 0.1408 d3.loss_iou: 0.3680 d4.loss_cls: 0.1868 d4.loss_bbox: 0.1399 d4.loss_iou: 0.3699 enc_loss_cls: 0.2334 enc_loss_bbox: 0.1644 enc_loss_iou: 0.4109 dn_loss_cls: 0.0175 dn_loss_bbox: 0.1875 dn_loss_iou: 0.3156 d0.dn_loss_cls: 0.0511 d0.dn_loss_bbox: 0.2929 d0.dn_loss_iou: 0.4302 d1.dn_loss_cls: 0.0277 d1.dn_loss_bbox: 0.2126 d1.dn_loss_iou: 0.3439 d2.dn_loss_cls: 0.0217 d2.dn_loss_bbox: 0.1921 d2.dn_loss_iou: 0.3222 d3.dn_loss_cls: 0.0191 d3.dn_loss_bbox: 0.1874 d3.dn_loss_iou: 0.3167 d4.dn_loss_cls: 0.0179 d4.dn_loss_bbox: 0.1872 d4.dn_loss_iou: 0.3157 2023/03/01 03:45:15 - mmengine - INFO - Epoch(train) [12][ 350/7393] lr: 1.0000e-05 eta: 1:42:00 time: 0.8783 data_time: 0.0051 memory: 26633 grad_norm: 31.9770 loss: 8.4310 loss_cls: 0.1804 loss_bbox: 0.1534 loss_iou: 0.3654 d0.loss_cls: 0.2213 d0.loss_bbox: 0.1659 d0.loss_iou: 0.3715 d1.loss_cls: 0.1958 d1.loss_bbox: 0.1544 d1.loss_iou: 0.3707 d2.loss_cls: 0.1901 d2.loss_bbox: 0.1507 d2.loss_iou: 0.3642 d3.loss_cls: 0.1849 d3.loss_bbox: 0.1517 d3.loss_iou: 0.3634 d4.loss_cls: 0.1814 d4.loss_bbox: 0.1526 d4.loss_iou: 0.3648 enc_loss_cls: 0.2248 enc_loss_bbox: 0.1779 enc_loss_iou: 0.4018 dn_loss_cls: 0.0198 dn_loss_bbox: 0.1957 dn_loss_iou: 0.2893 d0.dn_loss_cls: 0.0524 d0.dn_loss_bbox: 0.2933 d0.dn_loss_iou: 0.3969 d1.dn_loss_cls: 0.0299 d1.dn_loss_bbox: 0.2184 d1.dn_loss_iou: 0.3139 d2.dn_loss_cls: 0.0241 d2.dn_loss_bbox: 0.2006 d2.dn_loss_iou: 0.2951 d3.dn_loss_cls: 0.0215 d3.dn_loss_bbox: 0.1965 d3.dn_loss_iou: 0.2907 d4.dn_loss_cls: 0.0203 d4.dn_loss_bbox: 0.1958 d4.dn_loss_iou: 0.2898 2023/03/01 03:45:59 - mmengine - INFO - Epoch(train) [12][ 400/7393] lr: 1.0000e-05 eta: 1:41:17 time: 0.8764 data_time: 0.0054 memory: 30860 grad_norm: 29.9794 loss: 7.7187 loss_cls: 0.1358 loss_bbox: 0.1404 loss_iou: 0.2667 d0.loss_cls: 0.1712 d0.loss_bbox: 0.1442 d0.loss_iou: 0.2758 d1.loss_cls: 0.1483 d1.loss_bbox: 0.1425 d1.loss_iou: 0.2758 d2.loss_cls: 0.1427 d2.loss_bbox: 0.1403 d2.loss_iou: 0.2662 d3.loss_cls: 0.1386 d3.loss_bbox: 0.1399 d3.loss_iou: 0.2672 d4.loss_cls: 0.1349 d4.loss_bbox: 0.1407 d4.loss_iou: 0.2685 enc_loss_cls: 0.1737 enc_loss_bbox: 0.1599 enc_loss_iou: 0.3045 dn_loss_cls: 0.0201 dn_loss_bbox: 0.2407 dn_loss_iou: 0.2968 d0.dn_loss_cls: 0.0539 d0.dn_loss_bbox: 0.3710 d0.dn_loss_iou: 0.4268 d1.dn_loss_cls: 0.0294 d1.dn_loss_bbox: 0.2732 d1.dn_loss_iou: 0.3333 d2.dn_loss_cls: 0.0232 d2.dn_loss_bbox: 0.2472 d2.dn_loss_iou: 0.3051 d3.dn_loss_cls: 0.0207 d3.dn_loss_bbox: 0.2424 d3.dn_loss_iou: 0.2994 d4.dn_loss_cls: 0.0197 d4.dn_loss_bbox: 0.2407 d4.dn_loss_iou: 0.2972 2023/03/01 03:46:43 - mmengine - INFO - Epoch(train) [12][ 450/7393] lr: 1.0000e-05 eta: 1:40:33 time: 0.8747 data_time: 0.0053 memory: 28088 grad_norm: 25.8740 loss: 8.2629 loss_cls: 0.1739 loss_bbox: 0.1472 loss_iou: 0.3376 d0.loss_cls: 0.2149 d0.loss_bbox: 0.1566 d0.loss_iou: 0.3565 d1.loss_cls: 0.1913 d1.loss_bbox: 0.1514 d1.loss_iou: 0.3489 d2.loss_cls: 0.1831 d2.loss_bbox: 0.1442 d2.loss_iou: 0.3411 d3.loss_cls: 0.1768 d3.loss_bbox: 0.1481 d3.loss_iou: 0.3405 d4.loss_cls: 0.1767 d4.loss_bbox: 0.1462 d4.loss_iou: 0.3376 enc_loss_cls: 0.2172 enc_loss_bbox: 0.1719 enc_loss_iou: 0.3873 dn_loss_cls: 0.0187 dn_loss_bbox: 0.2022 dn_loss_iou: 0.2967 d0.dn_loss_cls: 0.0464 d0.dn_loss_bbox: 0.2986 d0.dn_loss_iou: 0.4084 d1.dn_loss_cls: 0.0260 d1.dn_loss_bbox: 0.2241 d1.dn_loss_iou: 0.3216 d2.dn_loss_cls: 0.0215 d2.dn_loss_bbox: 0.2064 d2.dn_loss_iou: 0.3038 d3.dn_loss_cls: 0.0197 d3.dn_loss_bbox: 0.2032 d3.dn_loss_iou: 0.2984 d4.dn_loss_cls: 0.0190 d4.dn_loss_bbox: 0.2024 d4.dn_loss_iou: 0.2969 2023/03/01 03:47:26 - mmengine - INFO - Epoch(train) [12][ 500/7393] lr: 1.0000e-05 eta: 1:39:50 time: 0.8733 data_time: 0.0053 memory: 25652 grad_norm: 46.7586 loss: 7.8396 loss_cls: 0.1448 loss_bbox: 0.1356 loss_iou: 0.2932 d0.loss_cls: 0.1758 d0.loss_bbox: 0.1452 d0.loss_iou: 0.3065 d1.loss_cls: 0.1588 d1.loss_bbox: 0.1400 d1.loss_iou: 0.2993 d2.loss_cls: 0.1515 d2.loss_bbox: 0.1369 d2.loss_iou: 0.2966 d3.loss_cls: 0.1475 d3.loss_bbox: 0.1377 d3.loss_iou: 0.2938 d4.loss_cls: 0.1466 d4.loss_bbox: 0.1369 d4.loss_iou: 0.2912 enc_loss_cls: 0.1865 enc_loss_bbox: 0.1539 enc_loss_iou: 0.3300 dn_loss_cls: 0.0187 dn_loss_bbox: 0.2113 dn_loss_iou: 0.3206 d0.dn_loss_cls: 0.0536 d0.dn_loss_bbox: 0.3095 d0.dn_loss_iou: 0.4366 d1.dn_loss_cls: 0.0285 d1.dn_loss_bbox: 0.2327 d1.dn_loss_iou: 0.3483 d2.dn_loss_cls: 0.0239 d2.dn_loss_bbox: 0.2145 d2.dn_loss_iou: 0.3264 d3.dn_loss_cls: 0.0210 d3.dn_loss_bbox: 0.2118 d3.dn_loss_iou: 0.3222 d4.dn_loss_cls: 0.0197 d4.dn_loss_bbox: 0.2114 d4.dn_loss_iou: 0.3209 2023/03/01 03:48:11 - mmengine - INFO - Epoch(train) [12][ 550/7393] lr: 1.0000e-05 eta: 1:39:07 time: 0.8843 data_time: 0.0054 memory: 26735 grad_norm: 28.9881 loss: 8.2103 loss_cls: 0.1627 loss_bbox: 0.1463 loss_iou: 0.2991 d0.loss_cls: 0.2036 d0.loss_bbox: 0.1506 d0.loss_iou: 0.3187 d1.loss_cls: 0.1830 d1.loss_bbox: 0.1443 d1.loss_iou: 0.3048 d2.loss_cls: 0.1732 d2.loss_bbox: 0.1432 d2.loss_iou: 0.3022 d3.loss_cls: 0.1670 d3.loss_bbox: 0.1451 d3.loss_iou: 0.3013 d4.loss_cls: 0.1641 d4.loss_bbox: 0.1464 d4.loss_iou: 0.3008 enc_loss_cls: 0.2082 enc_loss_bbox: 0.1698 enc_loss_iou: 0.3514 dn_loss_cls: 0.0220 dn_loss_bbox: 0.2353 dn_loss_iou: 0.3065 d0.dn_loss_cls: 0.0595 d0.dn_loss_bbox: 0.3418 d0.dn_loss_iou: 0.4212 d1.dn_loss_cls: 0.0323 d1.dn_loss_bbox: 0.2577 d1.dn_loss_iou: 0.3349 d2.dn_loss_cls: 0.0264 d2.dn_loss_bbox: 0.2407 d2.dn_loss_iou: 0.3142 d3.dn_loss_cls: 0.0234 d3.dn_loss_bbox: 0.2360 d3.dn_loss_iou: 0.3082 d4.dn_loss_cls: 0.0222 d4.dn_loss_bbox: 0.2353 d4.dn_loss_iou: 0.3067 2023/03/01 03:48:54 - mmengine - INFO - Epoch(train) [12][ 600/7393] lr: 1.0000e-05 eta: 1:38:23 time: 0.8710 data_time: 0.0054 memory: 28179 grad_norm: 30.8016 loss: 9.0223 loss_cls: 0.1850 loss_bbox: 0.1693 loss_iou: 0.3428 d0.loss_cls: 0.2249 d0.loss_bbox: 0.1757 d0.loss_iou: 0.3576 d1.loss_cls: 0.2020 d1.loss_bbox: 0.1677 d1.loss_iou: 0.3496 d2.loss_cls: 0.1932 d2.loss_bbox: 0.1704 d2.loss_iou: 0.3457 d3.loss_cls: 0.1878 d3.loss_bbox: 0.1709 d3.loss_iou: 0.3440 d4.loss_cls: 0.1860 d4.loss_bbox: 0.1678 d4.loss_iou: 0.3436 enc_loss_cls: 0.2298 enc_loss_bbox: 0.1987 enc_loss_iou: 0.3869 dn_loss_cls: 0.0231 dn_loss_bbox: 0.2339 dn_loss_iou: 0.3349 d0.dn_loss_cls: 0.0581 d0.dn_loss_bbox: 0.3504 d0.dn_loss_iou: 0.4616 d1.dn_loss_cls: 0.0326 d1.dn_loss_bbox: 0.2608 d1.dn_loss_iou: 0.3678 d2.dn_loss_cls: 0.0274 d2.dn_loss_bbox: 0.2394 d2.dn_loss_iou: 0.3428 d3.dn_loss_cls: 0.0250 d3.dn_loss_bbox: 0.2349 d3.dn_loss_iou: 0.3371 d4.dn_loss_cls: 0.0237 d4.dn_loss_bbox: 0.2339 d4.dn_loss_iou: 0.3354 2023/03/01 03:49:38 - mmengine - INFO - Epoch(train) [12][ 650/7393] lr: 1.0000e-05 eta: 1:37:40 time: 0.8758 data_time: 0.0054 memory: 26632 grad_norm: 29.7438 loss: 8.0386 loss_cls: 0.1769 loss_bbox: 0.1327 loss_iou: 0.3297 d0.loss_cls: 0.2148 d0.loss_bbox: 0.1420 d0.loss_iou: 0.3479 d1.loss_cls: 0.1908 d1.loss_bbox: 0.1419 d1.loss_iou: 0.3351 d2.loss_cls: 0.1852 d2.loss_bbox: 0.1346 d2.loss_iou: 0.3323 d3.loss_cls: 0.1814 d3.loss_bbox: 0.1323 d3.loss_iou: 0.3305 d4.loss_cls: 0.1778 d4.loss_bbox: 0.1328 d4.loss_iou: 0.3299 enc_loss_cls: 0.2156 enc_loss_bbox: 0.1630 enc_loss_iou: 0.3810 dn_loss_cls: 0.0174 dn_loss_bbox: 0.1920 dn_loss_iou: 0.2900 d0.dn_loss_cls: 0.0477 d0.dn_loss_bbox: 0.2966 d0.dn_loss_iou: 0.4047 d1.dn_loss_cls: 0.0269 d1.dn_loss_bbox: 0.2165 d1.dn_loss_iou: 0.3169 d2.dn_loss_cls: 0.0213 d2.dn_loss_bbox: 0.1990 d2.dn_loss_iou: 0.2977 d3.dn_loss_cls: 0.0189 d3.dn_loss_bbox: 0.1933 d3.dn_loss_iou: 0.2918 d4.dn_loss_cls: 0.0178 d4.dn_loss_bbox: 0.1921 d4.dn_loss_iou: 0.2901 2023/03/01 03:50:02 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 03:50:22 - mmengine - INFO - Epoch(train) [12][ 700/7393] lr: 1.0000e-05 eta: 1:36:56 time: 0.8876 data_time: 0.0053 memory: 28088 grad_norm: 28.1516 loss: 8.2743 loss_cls: 0.1638 loss_bbox: 0.1537 loss_iou: 0.3056 d0.loss_cls: 0.2001 d0.loss_bbox: 0.1620 d0.loss_iou: 0.3175 d1.loss_cls: 0.1774 d1.loss_bbox: 0.1610 d1.loss_iou: 0.3110 d2.loss_cls: 0.1725 d2.loss_bbox: 0.1562 d2.loss_iou: 0.3071 d3.loss_cls: 0.1679 d3.loss_bbox: 0.1530 d3.loss_iou: 0.3060 d4.loss_cls: 0.1635 d4.loss_bbox: 0.1549 d4.loss_iou: 0.3070 enc_loss_cls: 0.2090 enc_loss_bbox: 0.1797 enc_loss_iou: 0.3466 dn_loss_cls: 0.0192 dn_loss_bbox: 0.2318 dn_loss_iou: 0.3093 d0.dn_loss_cls: 0.0528 d0.dn_loss_bbox: 0.3375 d0.dn_loss_iou: 0.4257 d1.dn_loss_cls: 0.0300 d1.dn_loss_bbox: 0.2548 d1.dn_loss_iou: 0.3365 d2.dn_loss_cls: 0.0235 d2.dn_loss_bbox: 0.2358 d2.dn_loss_iou: 0.3168 d3.dn_loss_cls: 0.0210 d3.dn_loss_bbox: 0.2321 d3.dn_loss_iou: 0.3107 d4.dn_loss_cls: 0.0197 d4.dn_loss_bbox: 0.2318 d4.dn_loss_iou: 0.3096 2023/03/01 03:51:06 - mmengine - INFO - Epoch(train) [12][ 750/7393] lr: 1.0000e-05 eta: 1:36:13 time: 0.8644 data_time: 0.0054 memory: 28722 grad_norm: 27.7368 loss: 7.9149 loss_cls: 0.1662 loss_bbox: 0.1409 loss_iou: 0.3119 d0.loss_cls: 0.2060 d0.loss_bbox: 0.1460 d0.loss_iou: 0.3255 d1.loss_cls: 0.1810 d1.loss_bbox: 0.1445 d1.loss_iou: 0.3210 d2.loss_cls: 0.1711 d2.loss_bbox: 0.1407 d2.loss_iou: 0.3152 d3.loss_cls: 0.1669 d3.loss_bbox: 0.1420 d3.loss_iou: 0.3139 d4.loss_cls: 0.1649 d4.loss_bbox: 0.1423 d4.loss_iou: 0.3134 enc_loss_cls: 0.2110 enc_loss_bbox: 0.1666 enc_loss_iou: 0.3509 dn_loss_cls: 0.0192 dn_loss_bbox: 0.2128 dn_loss_iou: 0.2780 d0.dn_loss_cls: 0.0516 d0.dn_loss_bbox: 0.3099 d0.dn_loss_iou: 0.3853 d1.dn_loss_cls: 0.0281 d1.dn_loss_bbox: 0.2358 d1.dn_loss_iou: 0.3031 d2.dn_loss_cls: 0.0229 d2.dn_loss_bbox: 0.2166 d2.dn_loss_iou: 0.2850 d3.dn_loss_cls: 0.0208 d3.dn_loss_bbox: 0.2136 d3.dn_loss_iou: 0.2794 d4.dn_loss_cls: 0.0194 d4.dn_loss_bbox: 0.2128 d4.dn_loss_iou: 0.2783 2023/03/01 03:51:49 - mmengine - INFO - Epoch(train) [12][ 800/7393] lr: 1.0000e-05 eta: 1:35:29 time: 0.8755 data_time: 0.0053 memory: 26557 grad_norm: 26.7150 loss: 8.2032 loss_cls: 0.1697 loss_bbox: 0.1419 loss_iou: 0.3128 d0.loss_cls: 0.2121 d0.loss_bbox: 0.1454 d0.loss_iou: 0.3284 d1.loss_cls: 0.1834 d1.loss_bbox: 0.1482 d1.loss_iou: 0.3270 d2.loss_cls: 0.1816 d2.loss_bbox: 0.1424 d2.loss_iou: 0.3152 d3.loss_cls: 0.1772 d3.loss_bbox: 0.1392 d3.loss_iou: 0.3106 d4.loss_cls: 0.1735 d4.loss_bbox: 0.1395 d4.loss_iou: 0.3115 enc_loss_cls: 0.2146 enc_loss_bbox: 0.1662 enc_loss_iou: 0.3605 dn_loss_cls: 0.0202 dn_loss_bbox: 0.2204 dn_loss_iou: 0.3035 d0.dn_loss_cls: 0.0536 d0.dn_loss_bbox: 0.3296 d0.dn_loss_iou: 0.4207 d1.dn_loss_cls: 0.0295 d1.dn_loss_bbox: 0.2427 d1.dn_loss_iou: 0.3308 d2.dn_loss_cls: 0.0228 d2.dn_loss_bbox: 0.2260 d2.dn_loss_iou: 0.3108 d3.dn_loss_cls: 0.0213 d3.dn_loss_bbox: 0.2207 d3.dn_loss_iou: 0.3048 d4.dn_loss_cls: 0.0204 d4.dn_loss_bbox: 0.2206 d4.dn_loss_iou: 0.3039 2023/03/01 03:52:33 - mmengine - INFO - Epoch(train) [12][ 850/7393] lr: 1.0000e-05 eta: 1:34:46 time: 0.8812 data_time: 0.0052 memory: 27019 grad_norm: 28.4866 loss: 8.1744 loss_cls: 0.1681 loss_bbox: 0.1539 loss_iou: 0.3530 d0.loss_cls: 0.2121 d0.loss_bbox: 0.1497 d0.loss_iou: 0.3572 d1.loss_cls: 0.1912 d1.loss_bbox: 0.1468 d1.loss_iou: 0.3563 d2.loss_cls: 0.1776 d2.loss_bbox: 0.1520 d2.loss_iou: 0.3539 d3.loss_cls: 0.1731 d3.loss_bbox: 0.1518 d3.loss_iou: 0.3520 d4.loss_cls: 0.1718 d4.loss_bbox: 0.1515 d4.loss_iou: 0.3512 enc_loss_cls: 0.2217 enc_loss_bbox: 0.1663 enc_loss_iou: 0.3845 dn_loss_cls: 0.0170 dn_loss_bbox: 0.1780 dn_loss_iou: 0.2999 d0.dn_loss_cls: 0.0481 d0.dn_loss_bbox: 0.2716 d0.dn_loss_iou: 0.4153 d1.dn_loss_cls: 0.0262 d1.dn_loss_bbox: 0.1975 d1.dn_loss_iou: 0.3258 d2.dn_loss_cls: 0.0199 d2.dn_loss_bbox: 0.1813 d2.dn_loss_iou: 0.3058 d3.dn_loss_cls: 0.0180 d3.dn_loss_bbox: 0.1783 d3.dn_loss_iou: 0.3008 d4.dn_loss_cls: 0.0173 d4.dn_loss_bbox: 0.1780 d4.dn_loss_iou: 0.2999 2023/03/01 03:53:18 - mmengine - INFO - Epoch(train) [12][ 900/7393] lr: 1.0000e-05 eta: 1:34:03 time: 0.8880 data_time: 0.0053 memory: 29280 grad_norm: 35.0873 loss: 8.7406 loss_cls: 0.1734 loss_bbox: 0.1729 loss_iou: 0.3574 d0.loss_cls: 0.2180 d0.loss_bbox: 0.1681 d0.loss_iou: 0.3588 d1.loss_cls: 0.1940 d1.loss_bbox: 0.1686 d1.loss_iou: 0.3574 d2.loss_cls: 0.1837 d2.loss_bbox: 0.1708 d2.loss_iou: 0.3573 d3.loss_cls: 0.1769 d3.loss_bbox: 0.1720 d3.loss_iou: 0.3565 d4.loss_cls: 0.1748 d4.loss_bbox: 0.1734 d4.loss_iou: 0.3582 enc_loss_cls: 0.2260 enc_loss_bbox: 0.1886 enc_loss_iou: 0.3904 dn_loss_cls: 0.0216 dn_loss_bbox: 0.2251 dn_loss_iou: 0.3037 d0.dn_loss_cls: 0.0547 d0.dn_loss_bbox: 0.3326 d0.dn_loss_iou: 0.4210 d1.dn_loss_cls: 0.0303 d1.dn_loss_bbox: 0.2494 d1.dn_loss_iou: 0.3341 d2.dn_loss_cls: 0.0252 d2.dn_loss_bbox: 0.2302 d2.dn_loss_iou: 0.3115 d3.dn_loss_cls: 0.0226 d3.dn_loss_bbox: 0.2253 d3.dn_loss_iou: 0.3051 d4.dn_loss_cls: 0.0219 d4.dn_loss_bbox: 0.2251 d4.dn_loss_iou: 0.3041 2023/03/01 03:54:02 - mmengine - INFO - Epoch(train) [12][ 950/7393] lr: 1.0000e-05 eta: 1:33:19 time: 0.8728 data_time: 0.0056 memory: 28501 grad_norm: 30.1672 loss: 8.4534 loss_cls: 0.1606 loss_bbox: 0.1437 loss_iou: 0.3779 d0.loss_cls: 0.2011 d0.loss_bbox: 0.1450 d0.loss_iou: 0.3843 d1.loss_cls: 0.1801 d1.loss_bbox: 0.1415 d1.loss_iou: 0.3743 d2.loss_cls: 0.1736 d2.loss_bbox: 0.1380 d2.loss_iou: 0.3680 d3.loss_cls: 0.1637 d3.loss_bbox: 0.1437 d3.loss_iou: 0.3768 d4.loss_cls: 0.1616 d4.loss_bbox: 0.1433 d4.loss_iou: 0.3768 enc_loss_cls: 0.2090 enc_loss_bbox: 0.1646 enc_loss_iou: 0.4101 dn_loss_cls: 0.0195 dn_loss_bbox: 0.1967 dn_loss_iou: 0.3189 d0.dn_loss_cls: 0.0500 d0.dn_loss_bbox: 0.2929 d0.dn_loss_iou: 0.4293 d1.dn_loss_cls: 0.0278 d1.dn_loss_bbox: 0.2168 d1.dn_loss_iou: 0.3433 d2.dn_loss_cls: 0.0233 d2.dn_loss_bbox: 0.1996 d2.dn_loss_iou: 0.3242 d3.dn_loss_cls: 0.0207 d3.dn_loss_bbox: 0.1973 d3.dn_loss_iou: 0.3200 d4.dn_loss_cls: 0.0197 d4.dn_loss_bbox: 0.1966 d4.dn_loss_iou: 0.3189 2023/03/01 03:54:46 - mmengine - INFO - Epoch(train) [12][1000/7393] lr: 1.0000e-05 eta: 1:32:36 time: 0.8824 data_time: 0.0053 memory: 28299 grad_norm: 32.6692 loss: 8.0342 loss_cls: 0.1692 loss_bbox: 0.1495 loss_iou: 0.3297 d0.loss_cls: 0.2099 d0.loss_bbox: 0.1448 d0.loss_iou: 0.3412 d1.loss_cls: 0.1888 d1.loss_bbox: 0.1462 d1.loss_iou: 0.3340 d2.loss_cls: 0.1803 d2.loss_bbox: 0.1450 d2.loss_iou: 0.3291 d3.loss_cls: 0.1751 d3.loss_bbox: 0.1472 d3.loss_iou: 0.3289 d4.loss_cls: 0.1715 d4.loss_bbox: 0.1472 d4.loss_iou: 0.3292 enc_loss_cls: 0.2228 enc_loss_bbox: 0.1571 enc_loss_iou: 0.3674 dn_loss_cls: 0.0207 dn_loss_bbox: 0.1883 dn_loss_iou: 0.2926 d0.dn_loss_cls: 0.0547 d0.dn_loss_bbox: 0.2841 d0.dn_loss_iou: 0.4034 d1.dn_loss_cls: 0.0290 d1.dn_loss_bbox: 0.2051 d1.dn_loss_iou: 0.3177 d2.dn_loss_cls: 0.0244 d2.dn_loss_bbox: 0.1922 d2.dn_loss_iou: 0.2996 d3.dn_loss_cls: 0.0222 d3.dn_loss_bbox: 0.1889 d3.dn_loss_iou: 0.2945 d4.dn_loss_cls: 0.0211 d4.dn_loss_bbox: 0.1885 d4.dn_loss_iou: 0.2930 2023/03/01 03:55:29 - mmengine - INFO - Epoch(train) [12][1050/7393] lr: 1.0000e-05 eta: 1:31:52 time: 0.8732 data_time: 0.0055 memory: 27598 grad_norm: 29.4372 loss: 7.2148 loss_cls: 0.1453 loss_bbox: 0.1291 loss_iou: 0.2529 d0.loss_cls: 0.1740 d0.loss_bbox: 0.1377 d0.loss_iou: 0.2743 d1.loss_cls: 0.1585 d1.loss_bbox: 0.1311 d1.loss_iou: 0.2642 d2.loss_cls: 0.1527 d2.loss_bbox: 0.1275 d2.loss_iou: 0.2548 d3.loss_cls: 0.1506 d3.loss_bbox: 0.1266 d3.loss_iou: 0.2510 d4.loss_cls: 0.1481 d4.loss_bbox: 0.1288 d4.loss_iou: 0.2522 enc_loss_cls: 0.1836 enc_loss_bbox: 0.1595 enc_loss_iou: 0.3043 dn_loss_cls: 0.0152 dn_loss_bbox: 0.2064 dn_loss_iou: 0.2708 d0.dn_loss_cls: 0.0484 d0.dn_loss_bbox: 0.3253 d0.dn_loss_iou: 0.3832 d1.dn_loss_cls: 0.0247 d1.dn_loss_bbox: 0.2342 d1.dn_loss_iou: 0.2993 d2.dn_loss_cls: 0.0195 d2.dn_loss_bbox: 0.2116 d2.dn_loss_iou: 0.2783 d3.dn_loss_cls: 0.0174 d3.dn_loss_bbox: 0.2072 d3.dn_loss_iou: 0.2726 d4.dn_loss_cls: 0.0159 d4.dn_loss_bbox: 0.2066 d4.dn_loss_iou: 0.2713 2023/03/01 03:56:13 - mmengine - INFO - Epoch(train) [12][1100/7393] lr: 1.0000e-05 eta: 1:31:09 time: 0.8813 data_time: 0.0053 memory: 26689 grad_norm: 29.7408 loss: 8.2717 loss_cls: 0.1839 loss_bbox: 0.1290 loss_iou: 0.3608 d0.loss_cls: 0.2229 d0.loss_bbox: 0.1318 d0.loss_iou: 0.3698 d1.loss_cls: 0.2066 d1.loss_bbox: 0.1292 d1.loss_iou: 0.3638 d2.loss_cls: 0.1989 d2.loss_bbox: 0.1279 d2.loss_iou: 0.3602 d3.loss_cls: 0.1897 d3.loss_bbox: 0.1290 d3.loss_iou: 0.3593 d4.loss_cls: 0.1861 d4.loss_bbox: 0.1287 d4.loss_iou: 0.3593 enc_loss_cls: 0.2232 enc_loss_bbox: 0.1508 enc_loss_iou: 0.4010 dn_loss_cls: 0.0163 dn_loss_bbox: 0.1922 dn_loss_iou: 0.3072 d0.dn_loss_cls: 0.0473 d0.dn_loss_bbox: 0.2687 d0.dn_loss_iou: 0.4037 d1.dn_loss_cls: 0.0256 d1.dn_loss_bbox: 0.2080 d1.dn_loss_iou: 0.3282 d2.dn_loss_cls: 0.0202 d2.dn_loss_bbox: 0.1957 d2.dn_loss_iou: 0.3124 d3.dn_loss_cls: 0.0178 d3.dn_loss_bbox: 0.1925 d3.dn_loss_iou: 0.3083 d4.dn_loss_cls: 0.0165 d4.dn_loss_bbox: 0.1921 d4.dn_loss_iou: 0.3073 2023/03/01 03:56:58 - mmengine - INFO - Epoch(train) [12][1150/7393] lr: 1.0000e-05 eta: 1:30:25 time: 0.8842 data_time: 0.0053 memory: 26735 grad_norm: 28.7118 loss: 8.3890 loss_cls: 0.1867 loss_bbox: 0.1545 loss_iou: 0.3366 d0.loss_cls: 0.2262 d0.loss_bbox: 0.1645 d0.loss_iou: 0.3544 d1.loss_cls: 0.2043 d1.loss_bbox: 0.1632 d1.loss_iou: 0.3498 d2.loss_cls: 0.1941 d2.loss_bbox: 0.1583 d2.loss_iou: 0.3453 d3.loss_cls: 0.1930 d3.loss_bbox: 0.1519 d3.loss_iou: 0.3381 d4.loss_cls: 0.1853 d4.loss_bbox: 0.1553 d4.loss_iou: 0.3401 enc_loss_cls: 0.2405 enc_loss_bbox: 0.1733 enc_loss_iou: 0.3785 dn_loss_cls: 0.0192 dn_loss_bbox: 0.1968 dn_loss_iou: 0.2963 d0.dn_loss_cls: 0.0520 d0.dn_loss_bbox: 0.2987 d0.dn_loss_iou: 0.4098 d1.dn_loss_cls: 0.0277 d1.dn_loss_bbox: 0.2200 d1.dn_loss_iou: 0.3210 d2.dn_loss_cls: 0.0226 d2.dn_loss_bbox: 0.2014 d2.dn_loss_iou: 0.3011 d3.dn_loss_cls: 0.0210 d3.dn_loss_bbox: 0.1973 d3.dn_loss_iou: 0.2970 d4.dn_loss_cls: 0.0199 d4.dn_loss_bbox: 0.1970 d4.dn_loss_iou: 0.2964 2023/03/01 03:57:42 - mmengine - INFO - Epoch(train) [12][1200/7393] lr: 1.0000e-05 eta: 1:29:42 time: 0.8907 data_time: 0.0053 memory: 33207 grad_norm: 26.8743 loss: 8.2055 loss_cls: 0.1754 loss_bbox: 0.1370 loss_iou: 0.3163 d0.loss_cls: 0.2174 d0.loss_bbox: 0.1421 d0.loss_iou: 0.3305 d1.loss_cls: 0.1915 d1.loss_bbox: 0.1437 d1.loss_iou: 0.3276 d2.loss_cls: 0.1848 d2.loss_bbox: 0.1394 d2.loss_iou: 0.3223 d3.loss_cls: 0.1815 d3.loss_bbox: 0.1340 d3.loss_iou: 0.3159 d4.loss_cls: 0.1798 d4.loss_bbox: 0.1328 d4.loss_iou: 0.3153 enc_loss_cls: 0.2229 enc_loss_bbox: 0.1640 enc_loss_iou: 0.3592 dn_loss_cls: 0.0232 dn_loss_bbox: 0.2049 dn_loss_iou: 0.3036 d0.dn_loss_cls: 0.0545 d0.dn_loss_bbox: 0.3332 d0.dn_loss_iou: 0.4300 d1.dn_loss_cls: 0.0333 d1.dn_loss_bbox: 0.2352 d1.dn_loss_iou: 0.3330 d2.dn_loss_cls: 0.0275 d2.dn_loss_bbox: 0.2130 d2.dn_loss_iou: 0.3122 d3.dn_loss_cls: 0.0248 d3.dn_loss_bbox: 0.2061 d3.dn_loss_iou: 0.3056 d4.dn_loss_cls: 0.0234 d4.dn_loss_bbox: 0.2050 d4.dn_loss_iou: 0.3038 2023/03/01 03:58:27 - mmengine - INFO - Epoch(train) [12][1250/7393] lr: 1.0000e-05 eta: 1:28:59 time: 0.8901 data_time: 0.0054 memory: 26735 grad_norm: 26.4458 loss: 7.2950 loss_cls: 0.1374 loss_bbox: 0.1207 loss_iou: 0.2996 d0.loss_cls: 0.1612 d0.loss_bbox: 0.1307 d0.loss_iou: 0.3156 d1.loss_cls: 0.1463 d1.loss_bbox: 0.1270 d1.loss_iou: 0.3060 d2.loss_cls: 0.1395 d2.loss_bbox: 0.1241 d2.loss_iou: 0.3047 d3.loss_cls: 0.1378 d3.loss_bbox: 0.1210 d3.loss_iou: 0.3000 d4.loss_cls: 0.1368 d4.loss_bbox: 0.1204 d4.loss_iou: 0.2995 enc_loss_cls: 0.1702 enc_loss_bbox: 0.1410 enc_loss_iou: 0.3299 dn_loss_cls: 0.0145 dn_loss_bbox: 0.1882 dn_loss_iou: 0.2872 d0.dn_loss_cls: 0.0436 d0.dn_loss_bbox: 0.2822 d0.dn_loss_iou: 0.3893 d1.dn_loss_cls: 0.0218 d1.dn_loss_bbox: 0.2072 d1.dn_loss_iou: 0.3092 d2.dn_loss_cls: 0.0170 d2.dn_loss_bbox: 0.1916 d2.dn_loss_iou: 0.2922 d3.dn_loss_cls: 0.0153 d3.dn_loss_bbox: 0.1884 d3.dn_loss_iou: 0.2877 d4.dn_loss_cls: 0.0144 d4.dn_loss_bbox: 0.1883 d4.dn_loss_iou: 0.2875 2023/03/01 03:59:11 - mmengine - INFO - Epoch(train) [12][1300/7393] lr: 1.0000e-05 eta: 1:28:15 time: 0.8802 data_time: 0.0053 memory: 28099 grad_norm: 31.9780 loss: 7.6381 loss_cls: 0.1524 loss_bbox: 0.1353 loss_iou: 0.3071 d0.loss_cls: 0.1940 d0.loss_bbox: 0.1408 d0.loss_iou: 0.3232 d1.loss_cls: 0.1693 d1.loss_bbox: 0.1399 d1.loss_iou: 0.3171 d2.loss_cls: 0.1619 d2.loss_bbox: 0.1359 d2.loss_iou: 0.3096 d3.loss_cls: 0.1558 d3.loss_bbox: 0.1353 d3.loss_iou: 0.3067 d4.loss_cls: 0.1531 d4.loss_bbox: 0.1348 d4.loss_iou: 0.3069 enc_loss_cls: 0.2060 enc_loss_bbox: 0.1552 enc_loss_iou: 0.3425 dn_loss_cls: 0.0199 dn_loss_bbox: 0.1911 dn_loss_iou: 0.2790 d0.dn_loss_cls: 0.0504 d0.dn_loss_bbox: 0.2931 d0.dn_loss_iou: 0.3904 d1.dn_loss_cls: 0.0288 d1.dn_loss_bbox: 0.2112 d1.dn_loss_iou: 0.3042 d2.dn_loss_cls: 0.0241 d2.dn_loss_bbox: 0.1946 d2.dn_loss_iou: 0.2847 d3.dn_loss_cls: 0.0216 d3.dn_loss_bbox: 0.1914 d3.dn_loss_iou: 0.2806 d4.dn_loss_cls: 0.0203 d4.dn_loss_bbox: 0.1909 d4.dn_loss_iou: 0.2791 2023/03/01 03:59:54 - mmengine - INFO - Epoch(train) [12][1350/7393] lr: 1.0000e-05 eta: 1:27:32 time: 0.8606 data_time: 0.0053 memory: 28179 grad_norm: 33.3771 loss: 7.8423 loss_cls: 0.1617 loss_bbox: 0.1298 loss_iou: 0.3129 d0.loss_cls: 0.1949 d0.loss_bbox: 0.1366 d0.loss_iou: 0.3343 d1.loss_cls: 0.1725 d1.loss_bbox: 0.1325 d1.loss_iou: 0.3227 d2.loss_cls: 0.1666 d2.loss_bbox: 0.1289 d2.loss_iou: 0.3158 d3.loss_cls: 0.1634 d3.loss_bbox: 0.1289 d3.loss_iou: 0.3127 d4.loss_cls: 0.1615 d4.loss_bbox: 0.1297 d4.loss_iou: 0.3134 enc_loss_cls: 0.2006 enc_loss_bbox: 0.1462 enc_loss_iou: 0.3516 dn_loss_cls: 0.0145 dn_loss_bbox: 0.2115 dn_loss_iou: 0.2913 d0.dn_loss_cls: 0.0476 d0.dn_loss_bbox: 0.3147 d0.dn_loss_iou: 0.4030 d1.dn_loss_cls: 0.0235 d1.dn_loss_bbox: 0.2328 d1.dn_loss_iou: 0.3164 d2.dn_loss_cls: 0.0183 d2.dn_loss_bbox: 0.2149 d2.dn_loss_iou: 0.2982 d3.dn_loss_cls: 0.0158 d3.dn_loss_bbox: 0.2117 d3.dn_loss_iou: 0.2927 d4.dn_loss_cls: 0.0149 d4.dn_loss_bbox: 0.2117 d4.dn_loss_iou: 0.2917 2023/03/01 04:00:39 - mmengine - INFO - Epoch(train) [12][1400/7393] lr: 1.0000e-05 eta: 1:26:48 time: 0.9010 data_time: 0.0053 memory: 33152 grad_norm: 28.0263 loss: 8.3293 loss_cls: 0.1766 loss_bbox: 0.1603 loss_iou: 0.3300 d0.loss_cls: 0.2167 d0.loss_bbox: 0.1592 d0.loss_iou: 0.3439 d1.loss_cls: 0.1920 d1.loss_bbox: 0.1603 d1.loss_iou: 0.3407 d2.loss_cls: 0.1866 d2.loss_bbox: 0.1553 d2.loss_iou: 0.3324 d3.loss_cls: 0.1819 d3.loss_bbox: 0.1570 d3.loss_iou: 0.3287 d4.loss_cls: 0.1782 d4.loss_bbox: 0.1575 d4.loss_iou: 0.3298 enc_loss_cls: 0.2226 enc_loss_bbox: 0.1738 enc_loss_iou: 0.3673 dn_loss_cls: 0.0193 dn_loss_bbox: 0.2116 dn_loss_iou: 0.2940 d0.dn_loss_cls: 0.0525 d0.dn_loss_bbox: 0.3221 d0.dn_loss_iou: 0.4074 d1.dn_loss_cls: 0.0292 d1.dn_loss_bbox: 0.2347 d1.dn_loss_iou: 0.3188 d2.dn_loss_cls: 0.0227 d2.dn_loss_bbox: 0.2143 d2.dn_loss_iou: 0.2987 d3.dn_loss_cls: 0.0207 d3.dn_loss_bbox: 0.2122 d3.dn_loss_iou: 0.2951 d4.dn_loss_cls: 0.0194 d4.dn_loss_bbox: 0.2118 d4.dn_loss_iou: 0.2942 2023/03/01 04:01:22 - mmengine - INFO - Epoch(train) [12][1450/7393] lr: 1.0000e-05 eta: 1:26:05 time: 0.8691 data_time: 0.0053 memory: 26735 grad_norm: 27.1841 loss: 7.5105 loss_cls: 0.1367 loss_bbox: 0.1403 loss_iou: 0.2547 d0.loss_cls: 0.1738 d0.loss_bbox: 0.1402 d0.loss_iou: 0.2642 d1.loss_cls: 0.1513 d1.loss_bbox: 0.1435 d1.loss_iou: 0.2603 d2.loss_cls: 0.1457 d2.loss_bbox: 0.1408 d2.loss_iou: 0.2533 d3.loss_cls: 0.1425 d3.loss_bbox: 0.1407 d3.loss_iou: 0.2528 d4.loss_cls: 0.1403 d4.loss_bbox: 0.1386 d4.loss_iou: 0.2526 enc_loss_cls: 0.1785 enc_loss_bbox: 0.1584 enc_loss_iou: 0.2925 dn_loss_cls: 0.0183 dn_loss_bbox: 0.2392 dn_loss_iou: 0.2920 d0.dn_loss_cls: 0.0513 d0.dn_loss_bbox: 0.3415 d0.dn_loss_iou: 0.3997 d1.dn_loss_cls: 0.0285 d1.dn_loss_bbox: 0.2579 d1.dn_loss_iou: 0.3154 d2.dn_loss_cls: 0.0223 d2.dn_loss_bbox: 0.2421 d2.dn_loss_iou: 0.2978 d3.dn_loss_cls: 0.0205 d3.dn_loss_bbox: 0.2390 d3.dn_loss_iou: 0.2930 d4.dn_loss_cls: 0.0189 d4.dn_loss_bbox: 0.2391 d4.dn_loss_iou: 0.2921 2023/03/01 04:02:06 - mmengine - INFO - Epoch(train) [12][1500/7393] lr: 1.0000e-05 eta: 1:25:22 time: 0.8843 data_time: 0.0054 memory: 28933 grad_norm: 27.3012 loss: 8.7884 loss_cls: 0.1848 loss_bbox: 0.1396 loss_iou: 0.3825 d0.loss_cls: 0.2234 d0.loss_bbox: 0.1493 d0.loss_iou: 0.3957 d1.loss_cls: 0.2005 d1.loss_bbox: 0.1469 d1.loss_iou: 0.3916 d2.loss_cls: 0.1900 d2.loss_bbox: 0.1412 d2.loss_iou: 0.3879 d3.loss_cls: 0.1889 d3.loss_bbox: 0.1384 d3.loss_iou: 0.3829 d4.loss_cls: 0.1854 d4.loss_bbox: 0.1391 d4.loss_iou: 0.3828 enc_loss_cls: 0.2308 enc_loss_bbox: 0.1625 enc_loss_iou: 0.4170 dn_loss_cls: 0.0197 dn_loss_bbox: 0.2024 dn_loss_iou: 0.3346 d0.dn_loss_cls: 0.0514 d0.dn_loss_bbox: 0.2838 d0.dn_loss_iou: 0.4440 d1.dn_loss_cls: 0.0303 d1.dn_loss_bbox: 0.2165 d1.dn_loss_iou: 0.3575 d2.dn_loss_cls: 0.0249 d2.dn_loss_bbox: 0.2042 d2.dn_loss_iou: 0.3402 d3.dn_loss_cls: 0.0218 d3.dn_loss_bbox: 0.2023 d3.dn_loss_iou: 0.3359 d4.dn_loss_cls: 0.0201 d4.dn_loss_bbox: 0.2024 d4.dn_loss_iou: 0.3350 2023/03/01 04:02:51 - mmengine - INFO - Epoch(train) [12][1550/7393] lr: 1.0000e-05 eta: 1:24:38 time: 0.8880 data_time: 0.0054 memory: 36684 grad_norm: 26.1700 loss: 7.7478 loss_cls: 0.1629 loss_bbox: 0.1245 loss_iou: 0.2911 d0.loss_cls: 0.1937 d0.loss_bbox: 0.1381 d0.loss_iou: 0.3184 d1.loss_cls: 0.1788 d1.loss_bbox: 0.1276 d1.loss_iou: 0.3026 d2.loss_cls: 0.1704 d2.loss_bbox: 0.1234 d2.loss_iou: 0.2954 d3.loss_cls: 0.1660 d3.loss_bbox: 0.1235 d3.loss_iou: 0.2932 d4.loss_cls: 0.1640 d4.loss_bbox: 0.1237 d4.loss_iou: 0.2920 enc_loss_cls: 0.2105 enc_loss_bbox: 0.1469 enc_loss_iou: 0.3409 dn_loss_cls: 0.0177 dn_loss_bbox: 0.2136 dn_loss_iou: 0.2886 d0.dn_loss_cls: 0.0502 d0.dn_loss_bbox: 0.3274 d0.dn_loss_iou: 0.4048 d1.dn_loss_cls: 0.0288 d1.dn_loss_bbox: 0.2359 d1.dn_loss_iou: 0.3127 d2.dn_loss_cls: 0.0226 d2.dn_loss_bbox: 0.2175 d2.dn_loss_iou: 0.2952 d3.dn_loss_cls: 0.0197 d3.dn_loss_bbox: 0.2144 d3.dn_loss_iou: 0.2898 d4.dn_loss_cls: 0.0185 d4.dn_loss_bbox: 0.2138 d4.dn_loss_iou: 0.2889 2023/03/01 04:03:35 - mmengine - INFO - Epoch(train) [12][1600/7393] lr: 1.0000e-05 eta: 1:23:55 time: 0.8758 data_time: 0.0054 memory: 30080 grad_norm: 27.4517 loss: 8.8769 loss_cls: 0.1979 loss_bbox: 0.1608 loss_iou: 0.3660 d0.loss_cls: 0.2393 d0.loss_bbox: 0.1690 d0.loss_iou: 0.3843 d1.loss_cls: 0.2111 d1.loss_bbox: 0.1648 d1.loss_iou: 0.3795 d2.loss_cls: 0.2045 d2.loss_bbox: 0.1613 d2.loss_iou: 0.3717 d3.loss_cls: 0.1992 d3.loss_bbox: 0.1644 d3.loss_iou: 0.3686 d4.loss_cls: 0.1996 d4.loss_bbox: 0.1614 d4.loss_iou: 0.3665 enc_loss_cls: 0.2466 enc_loss_bbox: 0.1810 enc_loss_iou: 0.4091 dn_loss_cls: 0.0181 dn_loss_bbox: 0.2091 dn_loss_iou: 0.3094 d0.dn_loss_cls: 0.0508 d0.dn_loss_bbox: 0.3175 d0.dn_loss_iou: 0.4324 d1.dn_loss_cls: 0.0278 d1.dn_loss_bbox: 0.2331 d1.dn_loss_iou: 0.3389 d2.dn_loss_cls: 0.0215 d2.dn_loss_bbox: 0.2143 d2.dn_loss_iou: 0.3178 d3.dn_loss_cls: 0.0197 d3.dn_loss_bbox: 0.2109 d3.dn_loss_iou: 0.3115 d4.dn_loss_cls: 0.0182 d4.dn_loss_bbox: 0.2095 d4.dn_loss_iou: 0.3099 2023/03/01 04:04:18 - mmengine - INFO - Epoch(train) [12][1650/7393] lr: 1.0000e-05 eta: 1:23:11 time: 0.8704 data_time: 0.0053 memory: 27689 grad_norm: 27.2297 loss: 8.4838 loss_cls: 0.1973 loss_bbox: 0.1410 loss_iou: 0.3282 d0.loss_cls: 0.2299 d0.loss_bbox: 0.1542 d0.loss_iou: 0.3446 d1.loss_cls: 0.2122 d1.loss_bbox: 0.1497 d1.loss_iou: 0.3371 d2.loss_cls: 0.2040 d2.loss_bbox: 0.1444 d2.loss_iou: 0.3319 d3.loss_cls: 0.1990 d3.loss_bbox: 0.1426 d3.loss_iou: 0.3304 d4.loss_cls: 0.1975 d4.loss_bbox: 0.1416 d4.loss_iou: 0.3279 enc_loss_cls: 0.2350 enc_loss_bbox: 0.1698 enc_loss_iou: 0.3768 dn_loss_cls: 0.0187 dn_loss_bbox: 0.2114 dn_loss_iou: 0.3125 d0.dn_loss_cls: 0.0487 d0.dn_loss_bbox: 0.3168 d0.dn_loss_iou: 0.4307 d1.dn_loss_cls: 0.0274 d1.dn_loss_bbox: 0.2347 d1.dn_loss_iou: 0.3403 d2.dn_loss_cls: 0.0219 d2.dn_loss_bbox: 0.2165 d2.dn_loss_iou: 0.3190 d3.dn_loss_cls: 0.0202 d3.dn_loss_bbox: 0.2120 d3.dn_loss_iou: 0.3143 d4.dn_loss_cls: 0.0189 d4.dn_loss_bbox: 0.2116 d4.dn_loss_iou: 0.3127 2023/03/01 04:04:41 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 04:05:02 - mmengine - INFO - Epoch(train) [12][1700/7393] lr: 1.0000e-05 eta: 1:22:28 time: 0.8705 data_time: 0.0053 memory: 26140 grad_norm: 30.3762 loss: 7.6365 loss_cls: 0.1576 loss_bbox: 0.1359 loss_iou: 0.2585 d0.loss_cls: 0.1876 d0.loss_bbox: 0.1434 d0.loss_iou: 0.2711 d1.loss_cls: 0.1712 d1.loss_bbox: 0.1394 d1.loss_iou: 0.2630 d2.loss_cls: 0.1636 d2.loss_bbox: 0.1362 d2.loss_iou: 0.2595 d3.loss_cls: 0.1611 d3.loss_bbox: 0.1365 d3.loss_iou: 0.2591 d4.loss_cls: 0.1582 d4.loss_bbox: 0.1360 d4.loss_iou: 0.2587 enc_loss_cls: 0.1970 enc_loss_bbox: 0.1539 enc_loss_iou: 0.2940 dn_loss_cls: 0.0182 dn_loss_bbox: 0.2294 dn_loss_iou: 0.2968 d0.dn_loss_cls: 0.0540 d0.dn_loss_bbox: 0.3383 d0.dn_loss_iou: 0.4047 d1.dn_loss_cls: 0.0289 d1.dn_loss_bbox: 0.2526 d1.dn_loss_iou: 0.3198 d2.dn_loss_cls: 0.0231 d2.dn_loss_bbox: 0.2338 d2.dn_loss_iou: 0.3025 d3.dn_loss_cls: 0.0202 d3.dn_loss_bbox: 0.2300 d3.dn_loss_iou: 0.2980 d4.dn_loss_cls: 0.0185 d4.dn_loss_bbox: 0.2292 d4.dn_loss_iou: 0.2969 2023/03/01 04:05:45 - mmengine - INFO - Epoch(train) [12][1750/7393] lr: 1.0000e-05 eta: 1:21:44 time: 0.8726 data_time: 0.0054 memory: 29687 grad_norm: 28.8216 loss: 8.1947 loss_cls: 0.1780 loss_bbox: 0.1462 loss_iou: 0.3260 d0.loss_cls: 0.2155 d0.loss_bbox: 0.1574 d0.loss_iou: 0.3419 d1.loss_cls: 0.1906 d1.loss_bbox: 0.1507 d1.loss_iou: 0.3380 d2.loss_cls: 0.1825 d2.loss_bbox: 0.1454 d2.loss_iou: 0.3299 d3.loss_cls: 0.1811 d3.loss_bbox: 0.1434 d3.loss_iou: 0.3269 d4.loss_cls: 0.1785 d4.loss_bbox: 0.1452 d4.loss_iou: 0.3264 enc_loss_cls: 0.2267 enc_loss_bbox: 0.1720 enc_loss_iou: 0.3741 dn_loss_cls: 0.0176 dn_loss_bbox: 0.2050 dn_loss_iou: 0.2868 d0.dn_loss_cls: 0.0525 d0.dn_loss_bbox: 0.3231 d0.dn_loss_iou: 0.4088 d1.dn_loss_cls: 0.0283 d1.dn_loss_bbox: 0.2293 d1.dn_loss_iou: 0.3169 d2.dn_loss_cls: 0.0223 d2.dn_loss_bbox: 0.2092 d2.dn_loss_iou: 0.2948 d3.dn_loss_cls: 0.0197 d3.dn_loss_bbox: 0.2052 d3.dn_loss_iou: 0.2885 d4.dn_loss_cls: 0.0181 d4.dn_loss_bbox: 0.2049 d4.dn_loss_iou: 0.2872 2023/03/01 04:06:29 - mmengine - INFO - Epoch(train) [12][1800/7393] lr: 1.0000e-05 eta: 1:21:01 time: 0.8705 data_time: 0.0053 memory: 27460 grad_norm: 32.8680 loss: 7.9590 loss_cls: 0.1569 loss_bbox: 0.1409 loss_iou: 0.3052 d0.loss_cls: 0.1887 d0.loss_bbox: 0.1497 d0.loss_iou: 0.3175 d1.loss_cls: 0.1756 d1.loss_bbox: 0.1441 d1.loss_iou: 0.3081 d2.loss_cls: 0.1645 d2.loss_bbox: 0.1427 d2.loss_iou: 0.3068 d3.loss_cls: 0.1616 d3.loss_bbox: 0.1400 d3.loss_iou: 0.3032 d4.loss_cls: 0.1580 d4.loss_bbox: 0.1400 d4.loss_iou: 0.3048 enc_loss_cls: 0.1999 enc_loss_bbox: 0.1676 enc_loss_iou: 0.3500 dn_loss_cls: 0.0183 dn_loss_bbox: 0.2170 dn_loss_iou: 0.3012 d0.dn_loss_cls: 0.0526 d0.dn_loss_bbox: 0.3112 d0.dn_loss_iou: 0.4119 d1.dn_loss_cls: 0.0283 d1.dn_loss_bbox: 0.2352 d1.dn_loss_iou: 0.3263 d2.dn_loss_cls: 0.0230 d2.dn_loss_bbox: 0.2222 d2.dn_loss_iou: 0.3076 d3.dn_loss_cls: 0.0203 d3.dn_loss_bbox: 0.2179 d3.dn_loss_iou: 0.3029 d4.dn_loss_cls: 0.0185 d4.dn_loss_bbox: 0.2171 d4.dn_loss_iou: 0.3014 2023/03/01 04:07:13 - mmengine - INFO - Epoch(train) [12][1850/7393] lr: 1.0000e-05 eta: 1:20:18 time: 0.8913 data_time: 0.0053 memory: 28715 grad_norm: 28.0785 loss: 8.4408 loss_cls: 0.1719 loss_bbox: 0.1423 loss_iou: 0.3401 d0.loss_cls: 0.1987 d0.loss_bbox: 0.1525 d0.loss_iou: 0.3551 d1.loss_cls: 0.1859 d1.loss_bbox: 0.1458 d1.loss_iou: 0.3450 d2.loss_cls: 0.1790 d2.loss_bbox: 0.1463 d2.loss_iou: 0.3422 d3.loss_cls: 0.1747 d3.loss_bbox: 0.1425 d3.loss_iou: 0.3431 d4.loss_cls: 0.1719 d4.loss_bbox: 0.1423 d4.loss_iou: 0.3412 enc_loss_cls: 0.2095 enc_loss_bbox: 0.1647 enc_loss_iou: 0.3768 dn_loss_cls: 0.0185 dn_loss_bbox: 0.2201 dn_loss_iou: 0.3136 d0.dn_loss_cls: 0.0530 d0.dn_loss_bbox: 0.3306 d0.dn_loss_iou: 0.4331 d1.dn_loss_cls: 0.0283 d1.dn_loss_bbox: 0.2468 d1.dn_loss_iou: 0.3437 d2.dn_loss_cls: 0.0224 d2.dn_loss_bbox: 0.2275 d2.dn_loss_iou: 0.3218 d3.dn_loss_cls: 0.0202 d3.dn_loss_bbox: 0.2214 d3.dn_loss_iou: 0.3150 d4.dn_loss_cls: 0.0188 d4.dn_loss_bbox: 0.2203 d4.dn_loss_iou: 0.3139 2023/03/01 04:07:57 - mmengine - INFO - Epoch(train) [12][1900/7393] lr: 1.0000e-05 eta: 1:19:34 time: 0.8799 data_time: 0.0054 memory: 26789 grad_norm: 27.1405 loss: 7.6135 loss_cls: 0.1584 loss_bbox: 0.1221 loss_iou: 0.3020 d0.loss_cls: 0.1899 d0.loss_bbox: 0.1281 d0.loss_iou: 0.3139 d1.loss_cls: 0.1731 d1.loss_bbox: 0.1259 d1.loss_iou: 0.3092 d2.loss_cls: 0.1647 d2.loss_bbox: 0.1232 d2.loss_iou: 0.3039 d3.loss_cls: 0.1611 d3.loss_bbox: 0.1222 d3.loss_iou: 0.3027 d4.loss_cls: 0.1587 d4.loss_bbox: 0.1232 d4.loss_iou: 0.3033 enc_loss_cls: 0.1943 enc_loss_bbox: 0.1463 enc_loss_iou: 0.3417 dn_loss_cls: 0.0162 dn_loss_bbox: 0.2085 dn_loss_iou: 0.2759 d0.dn_loss_cls: 0.0468 d0.dn_loss_bbox: 0.3206 d0.dn_loss_iou: 0.3933 d1.dn_loss_cls: 0.0250 d1.dn_loss_bbox: 0.2319 d1.dn_loss_iou: 0.3057 d2.dn_loss_cls: 0.0194 d2.dn_loss_bbox: 0.2128 d2.dn_loss_iou: 0.2835 d3.dn_loss_cls: 0.0176 d3.dn_loss_bbox: 0.2092 d3.dn_loss_iou: 0.2778 d4.dn_loss_cls: 0.0166 d4.dn_loss_bbox: 0.2084 d4.dn_loss_iou: 0.2759 2023/03/01 04:08:40 - mmengine - INFO - Epoch(train) [12][1950/7393] lr: 1.0000e-05 eta: 1:18:51 time: 0.8563 data_time: 0.0053 memory: 27780 grad_norm: 26.7631 loss: 7.8800 loss_cls: 0.1810 loss_bbox: 0.1361 loss_iou: 0.3294 d0.loss_cls: 0.2149 d0.loss_bbox: 0.1461 d0.loss_iou: 0.3394 d1.loss_cls: 0.1937 d1.loss_bbox: 0.1411 d1.loss_iou: 0.3344 d2.loss_cls: 0.1886 d2.loss_bbox: 0.1363 d2.loss_iou: 0.3288 d3.loss_cls: 0.1856 d3.loss_bbox: 0.1360 d3.loss_iou: 0.3278 d4.loss_cls: 0.1825 d4.loss_bbox: 0.1355 d4.loss_iou: 0.3273 enc_loss_cls: 0.2241 enc_loss_bbox: 0.1568 enc_loss_iou: 0.3608 dn_loss_cls: 0.0204 dn_loss_bbox: 0.1830 dn_loss_iou: 0.2735 d0.dn_loss_cls: 0.0510 d0.dn_loss_bbox: 0.2842 d0.dn_loss_iou: 0.3846 d1.dn_loss_cls: 0.0296 d1.dn_loss_bbox: 0.2010 d1.dn_loss_iou: 0.2985 d2.dn_loss_cls: 0.0239 d2.dn_loss_bbox: 0.1859 d2.dn_loss_iou: 0.2801 d3.dn_loss_cls: 0.0223 d3.dn_loss_bbox: 0.1833 d3.dn_loss_iou: 0.2748 d4.dn_loss_cls: 0.0209 d4.dn_loss_bbox: 0.1831 d4.dn_loss_iou: 0.2738 2023/03/01 04:09:24 - mmengine - INFO - Epoch(train) [12][2000/7393] lr: 1.0000e-05 eta: 1:18:07 time: 0.8747 data_time: 0.0053 memory: 26735 grad_norm: 27.5436 loss: 7.4930 loss_cls: 0.1502 loss_bbox: 0.1226 loss_iou: 0.2913 d0.loss_cls: 0.1884 d0.loss_bbox: 0.1319 d0.loss_iou: 0.3068 d1.loss_cls: 0.1672 d1.loss_bbox: 0.1282 d1.loss_iou: 0.2978 d2.loss_cls: 0.1573 d2.loss_bbox: 0.1255 d2.loss_iou: 0.2973 d3.loss_cls: 0.1534 d3.loss_bbox: 0.1234 d3.loss_iou: 0.2922 d4.loss_cls: 0.1496 d4.loss_bbox: 0.1234 d4.loss_iou: 0.2907 enc_loss_cls: 0.1995 enc_loss_bbox: 0.1433 enc_loss_iou: 0.3287 dn_loss_cls: 0.0152 dn_loss_bbox: 0.1991 dn_loss_iou: 0.2824 d0.dn_loss_cls: 0.0445 d0.dn_loss_bbox: 0.3135 d0.dn_loss_iou: 0.4006 d1.dn_loss_cls: 0.0234 d1.dn_loss_bbox: 0.2243 d1.dn_loss_iou: 0.3138 d2.dn_loss_cls: 0.0184 d2.dn_loss_bbox: 0.2030 d2.dn_loss_iou: 0.2899 d3.dn_loss_cls: 0.0163 d3.dn_loss_bbox: 0.1989 d3.dn_loss_iou: 0.2841 d4.dn_loss_cls: 0.0153 d4.dn_loss_bbox: 0.1990 d4.dn_loss_iou: 0.2827 2023/03/01 04:10:08 - mmengine - INFO - Epoch(train) [12][2050/7393] lr: 1.0000e-05 eta: 1:17:24 time: 0.8841 data_time: 0.0053 memory: 26789 grad_norm: 26.6629 loss: 7.9975 loss_cls: 0.1828 loss_bbox: 0.1433 loss_iou: 0.2958 d0.loss_cls: 0.2229 d0.loss_bbox: 0.1468 d0.loss_iou: 0.3102 d1.loss_cls: 0.2092 d1.loss_bbox: 0.1419 d1.loss_iou: 0.2978 d2.loss_cls: 0.1939 d2.loss_bbox: 0.1450 d2.loss_iou: 0.3013 d3.loss_cls: 0.1866 d3.loss_bbox: 0.1454 d3.loss_iou: 0.2988 d4.loss_cls: 0.1828 d4.loss_bbox: 0.1447 d4.loss_iou: 0.2980 enc_loss_cls: 0.2279 enc_loss_bbox: 0.1687 enc_loss_iou: 0.3387 dn_loss_cls: 0.0205 dn_loss_bbox: 0.1951 dn_loss_iou: 0.2948 d0.dn_loss_cls: 0.0512 d0.dn_loss_bbox: 0.3081 d0.dn_loss_iou: 0.4119 d1.dn_loss_cls: 0.0286 d1.dn_loss_bbox: 0.2263 d1.dn_loss_iou: 0.3252 d2.dn_loss_cls: 0.0233 d2.dn_loss_bbox: 0.2024 d2.dn_loss_iou: 0.3027 d3.dn_loss_cls: 0.0215 d3.dn_loss_bbox: 0.1963 d3.dn_loss_iou: 0.2964 d4.dn_loss_cls: 0.0205 d4.dn_loss_bbox: 0.1951 d4.dn_loss_iou: 0.2950 2023/03/01 04:10:52 - mmengine - INFO - Epoch(train) [12][2100/7393] lr: 1.0000e-05 eta: 1:16:40 time: 0.8680 data_time: 0.0057 memory: 26735 grad_norm: 27.7749 loss: 7.9187 loss_cls: 0.1549 loss_bbox: 0.1332 loss_iou: 0.3060 d0.loss_cls: 0.1901 d0.loss_bbox: 0.1373 d0.loss_iou: 0.3091 d1.loss_cls: 0.1706 d1.loss_bbox: 0.1346 d1.loss_iou: 0.3056 d2.loss_cls: 0.1612 d2.loss_bbox: 0.1331 d2.loss_iou: 0.3064 d3.loss_cls: 0.1552 d3.loss_bbox: 0.1369 d3.loss_iou: 0.3089 d4.loss_cls: 0.1535 d4.loss_bbox: 0.1358 d4.loss_iou: 0.3075 enc_loss_cls: 0.1976 enc_loss_bbox: 0.1554 enc_loss_iou: 0.3397 dn_loss_cls: 0.0215 dn_loss_bbox: 0.2145 dn_loss_iou: 0.3054 d0.dn_loss_cls: 0.0523 d0.dn_loss_bbox: 0.3272 d0.dn_loss_iou: 0.4163 d1.dn_loss_cls: 0.0299 d1.dn_loss_bbox: 0.2418 d1.dn_loss_iou: 0.3311 d2.dn_loss_cls: 0.0243 d2.dn_loss_bbox: 0.2213 d2.dn_loss_iou: 0.3114 d3.dn_loss_cls: 0.0230 d3.dn_loss_bbox: 0.2166 d3.dn_loss_iou: 0.3075 d4.dn_loss_cls: 0.0220 d4.dn_loss_bbox: 0.2147 d4.dn_loss_iou: 0.3058 2023/03/01 04:11:35 - mmengine - INFO - Epoch(train) [12][2150/7393] lr: 1.0000e-05 eta: 1:15:57 time: 0.8666 data_time: 0.0054 memory: 28179 grad_norm: 26.0790 loss: 7.1027 loss_cls: 0.1428 loss_bbox: 0.1125 loss_iou: 0.2662 d0.loss_cls: 0.1706 d0.loss_bbox: 0.1236 d0.loss_iou: 0.2820 d1.loss_cls: 0.1527 d1.loss_bbox: 0.1170 d1.loss_iou: 0.2690 d2.loss_cls: 0.1465 d2.loss_bbox: 0.1145 d2.loss_iou: 0.2687 d3.loss_cls: 0.1452 d3.loss_bbox: 0.1136 d3.loss_iou: 0.2669 d4.loss_cls: 0.1439 d4.loss_bbox: 0.1122 d4.loss_iou: 0.2656 enc_loss_cls: 0.1819 enc_loss_bbox: 0.1408 enc_loss_iou: 0.3012 dn_loss_cls: 0.0161 dn_loss_bbox: 0.1964 dn_loss_iou: 0.2789 d0.dn_loss_cls: 0.0462 d0.dn_loss_bbox: 0.3000 d0.dn_loss_iou: 0.3921 d1.dn_loss_cls: 0.0247 d1.dn_loss_bbox: 0.2161 d1.dn_loss_iou: 0.3024 d2.dn_loss_cls: 0.0203 d2.dn_loss_bbox: 0.1994 d2.dn_loss_iou: 0.2854 d3.dn_loss_cls: 0.0182 d3.dn_loss_bbox: 0.1969 d3.dn_loss_iou: 0.2802 d4.dn_loss_cls: 0.0168 d4.dn_loss_bbox: 0.1962 d4.dn_loss_iou: 0.2790 2023/03/01 04:12:18 - mmengine - INFO - Epoch(train) [12][2200/7393] lr: 1.0000e-05 eta: 1:15:13 time: 0.8516 data_time: 0.0053 memory: 25030 grad_norm: 25.7294 loss: 8.2624 loss_cls: 0.1628 loss_bbox: 0.1341 loss_iou: 0.3186 d0.loss_cls: 0.1969 d0.loss_bbox: 0.1400 d0.loss_iou: 0.3237 d1.loss_cls: 0.1750 d1.loss_bbox: 0.1386 d1.loss_iou: 0.3247 d2.loss_cls: 0.1689 d2.loss_bbox: 0.1364 d2.loss_iou: 0.3217 d3.loss_cls: 0.1668 d3.loss_bbox: 0.1348 d3.loss_iou: 0.3192 d4.loss_cls: 0.1649 d4.loss_bbox: 0.1330 d4.loss_iou: 0.3188 enc_loss_cls: 0.2076 enc_loss_bbox: 0.1507 enc_loss_iou: 0.3464 dn_loss_cls: 0.0209 dn_loss_bbox: 0.2266 dn_loss_iou: 0.3267 d0.dn_loss_cls: 0.0540 d0.dn_loss_bbox: 0.3339 d0.dn_loss_iou: 0.4404 d1.dn_loss_cls: 0.0303 d1.dn_loss_bbox: 0.2498 d1.dn_loss_iou: 0.3546 d2.dn_loss_cls: 0.0242 d2.dn_loss_bbox: 0.2320 d2.dn_loss_iou: 0.3336 d3.dn_loss_cls: 0.0220 d3.dn_loss_bbox: 0.2272 d3.dn_loss_iou: 0.3278 d4.dn_loss_cls: 0.0210 d4.dn_loss_bbox: 0.2267 d4.dn_loss_iou: 0.3270 2023/03/01 04:13:02 - mmengine - INFO - Epoch(train) [12][2250/7393] lr: 1.0000e-05 eta: 1:14:30 time: 0.8815 data_time: 0.0055 memory: 29787 grad_norm: 26.2928 loss: 7.6355 loss_cls: 0.1539 loss_bbox: 0.1226 loss_iou: 0.3128 d0.loss_cls: 0.1884 d0.loss_bbox: 0.1274 d0.loss_iou: 0.3251 d1.loss_cls: 0.1676 d1.loss_bbox: 0.1246 d1.loss_iou: 0.3205 d2.loss_cls: 0.1569 d2.loss_bbox: 0.1255 d2.loss_iou: 0.3186 d3.loss_cls: 0.1555 d3.loss_bbox: 0.1251 d3.loss_iou: 0.3155 d4.loss_cls: 0.1551 d4.loss_bbox: 0.1223 d4.loss_iou: 0.3134 enc_loss_cls: 0.1957 enc_loss_bbox: 0.1422 enc_loss_iou: 0.3500 dn_loss_cls: 0.0172 dn_loss_bbox: 0.1748 dn_loss_iou: 0.3075 d0.dn_loss_cls: 0.0481 d0.dn_loss_bbox: 0.2749 d0.dn_loss_iou: 0.4201 d1.dn_loss_cls: 0.0265 d1.dn_loss_bbox: 0.1960 d1.dn_loss_iou: 0.3338 d2.dn_loss_cls: 0.0211 d2.dn_loss_bbox: 0.1793 d2.dn_loss_iou: 0.3144 d3.dn_loss_cls: 0.0186 d3.dn_loss_bbox: 0.1754 d3.dn_loss_iou: 0.3089 d4.dn_loss_cls: 0.0174 d4.dn_loss_bbox: 0.1748 d4.dn_loss_iou: 0.3077 2023/03/01 04:13:46 - mmengine - INFO - Epoch(train) [12][2300/7393] lr: 1.0000e-05 eta: 1:13:46 time: 0.8796 data_time: 0.0054 memory: 26632 grad_norm: 26.6611 loss: 7.7995 loss_cls: 0.1733 loss_bbox: 0.1362 loss_iou: 0.3338 d0.loss_cls: 0.2067 d0.loss_bbox: 0.1435 d0.loss_iou: 0.3479 d1.loss_cls: 0.1884 d1.loss_bbox: 0.1377 d1.loss_iou: 0.3452 d2.loss_cls: 0.1794 d2.loss_bbox: 0.1389 d2.loss_iou: 0.3386 d3.loss_cls: 0.1764 d3.loss_bbox: 0.1366 d3.loss_iou: 0.3329 d4.loss_cls: 0.1752 d4.loss_bbox: 0.1358 d4.loss_iou: 0.3331 enc_loss_cls: 0.2131 enc_loss_bbox: 0.1532 enc_loss_iou: 0.3701 dn_loss_cls: 0.0154 dn_loss_bbox: 0.1668 dn_loss_iou: 0.2869 d0.dn_loss_cls: 0.0435 d0.dn_loss_bbox: 0.2484 d0.dn_loss_iou: 0.3897 d1.dn_loss_cls: 0.0228 d1.dn_loss_bbox: 0.1877 d1.dn_loss_iou: 0.3134 d2.dn_loss_cls: 0.0181 d2.dn_loss_bbox: 0.1733 d2.dn_loss_iou: 0.2948 d3.dn_loss_cls: 0.0162 d3.dn_loss_bbox: 0.1679 d3.dn_loss_iou: 0.2889 d4.dn_loss_cls: 0.0158 d4.dn_loss_bbox: 0.1669 d4.dn_loss_iou: 0.2870 2023/03/01 04:14:31 - mmengine - INFO - Epoch(train) [12][2350/7393] lr: 1.0000e-05 eta: 1:13:03 time: 0.9011 data_time: 0.0053 memory: 28644 grad_norm: 28.0325 loss: 8.8797 loss_cls: 0.1886 loss_bbox: 0.1536 loss_iou: 0.3562 d0.loss_cls: 0.2219 d0.loss_bbox: 0.1540 d0.loss_iou: 0.3578 d1.loss_cls: 0.2014 d1.loss_bbox: 0.1581 d1.loss_iou: 0.3521 d2.loss_cls: 0.1945 d2.loss_bbox: 0.1525 d2.loss_iou: 0.3521 d3.loss_cls: 0.1893 d3.loss_bbox: 0.1548 d3.loss_iou: 0.3582 d4.loss_cls: 0.1850 d4.loss_bbox: 0.1588 d4.loss_iou: 0.3597 enc_loss_cls: 0.2323 enc_loss_bbox: 0.1720 enc_loss_iou: 0.3800 dn_loss_cls: 0.0270 dn_loss_bbox: 0.2441 dn_loss_iou: 0.3136 d0.dn_loss_cls: 0.0605 d0.dn_loss_bbox: 0.3591 d0.dn_loss_iou: 0.4296 d1.dn_loss_cls: 0.0357 d1.dn_loss_bbox: 0.2670 d1.dn_loss_iou: 0.3417 d2.dn_loss_cls: 0.0300 d2.dn_loss_bbox: 0.2456 d2.dn_loss_iou: 0.3198 d3.dn_loss_cls: 0.0284 d3.dn_loss_bbox: 0.2445 d3.dn_loss_iou: 0.3154 d4.dn_loss_cls: 0.0271 d4.dn_loss_bbox: 0.2440 d4.dn_loss_iou: 0.3138 2023/03/01 04:15:15 - mmengine - INFO - Epoch(train) [12][2400/7393] lr: 1.0000e-05 eta: 1:12:20 time: 0.8884 data_time: 0.0054 memory: 26871 grad_norm: 26.6299 loss: 7.9814 loss_cls: 0.1674 loss_bbox: 0.1326 loss_iou: 0.3232 d0.loss_cls: 0.2043 d0.loss_bbox: 0.1382 d0.loss_iou: 0.3376 d1.loss_cls: 0.1820 d1.loss_bbox: 0.1339 d1.loss_iou: 0.3310 d2.loss_cls: 0.1748 d2.loss_bbox: 0.1327 d2.loss_iou: 0.3261 d3.loss_cls: 0.1718 d3.loss_bbox: 0.1313 d3.loss_iou: 0.3231 d4.loss_cls: 0.1681 d4.loss_bbox: 0.1328 d4.loss_iou: 0.3238 enc_loss_cls: 0.2080 enc_loss_bbox: 0.1553 enc_loss_iou: 0.3701 dn_loss_cls: 0.0156 dn_loss_bbox: 0.1958 dn_loss_iou: 0.3021 d0.dn_loss_cls: 0.0468 d0.dn_loss_bbox: 0.2945 d0.dn_loss_iou: 0.4178 d1.dn_loss_cls: 0.0250 d1.dn_loss_bbox: 0.2196 d1.dn_loss_iou: 0.3324 d2.dn_loss_cls: 0.0195 d2.dn_loss_bbox: 0.2018 d2.dn_loss_iou: 0.3107 d3.dn_loss_cls: 0.0171 d3.dn_loss_bbox: 0.1966 d3.dn_loss_iou: 0.3041 d4.dn_loss_cls: 0.0158 d4.dn_loss_bbox: 0.1957 d4.dn_loss_iou: 0.3024 2023/03/01 04:16:00 - mmengine - INFO - Epoch(train) [12][2450/7393] lr: 1.0000e-05 eta: 1:11:36 time: 0.8888 data_time: 0.0054 memory: 28373 grad_norm: 24.7263 loss: 7.6397 loss_cls: 0.1679 loss_bbox: 0.1251 loss_iou: 0.3407 d0.loss_cls: 0.2007 d0.loss_bbox: 0.1284 d0.loss_iou: 0.3505 d1.loss_cls: 0.1802 d1.loss_bbox: 0.1290 d1.loss_iou: 0.3441 d2.loss_cls: 0.1725 d2.loss_bbox: 0.1298 d2.loss_iou: 0.3437 d3.loss_cls: 0.1694 d3.loss_bbox: 0.1272 d3.loss_iou: 0.3423 d4.loss_cls: 0.1693 d4.loss_bbox: 0.1254 d4.loss_iou: 0.3410 enc_loss_cls: 0.2085 enc_loss_bbox: 0.1421 enc_loss_iou: 0.3691 dn_loss_cls: 0.0129 dn_loss_bbox: 0.1665 dn_loss_iou: 0.2753 d0.dn_loss_cls: 0.0441 d0.dn_loss_bbox: 0.2624 d0.dn_loss_iou: 0.3794 d1.dn_loss_cls: 0.0223 d1.dn_loss_bbox: 0.1884 d1.dn_loss_iou: 0.2993 d2.dn_loss_cls: 0.0168 d2.dn_loss_bbox: 0.1708 d2.dn_loss_iou: 0.2811 d3.dn_loss_cls: 0.0148 d3.dn_loss_bbox: 0.1671 d3.dn_loss_iou: 0.2767 d4.dn_loss_cls: 0.0133 d4.dn_loss_bbox: 0.1662 d4.dn_loss_iou: 0.2754 2023/03/01 04:16:43 - mmengine - INFO - Epoch(train) [12][2500/7393] lr: 1.0000e-05 eta: 1:10:53 time: 0.8726 data_time: 0.0053 memory: 26723 grad_norm: 29.6296 loss: 7.3157 loss_cls: 0.1448 loss_bbox: 0.1221 loss_iou: 0.2934 d0.loss_cls: 0.1752 d0.loss_bbox: 0.1282 d0.loss_iou: 0.3039 d1.loss_cls: 0.1574 d1.loss_bbox: 0.1262 d1.loss_iou: 0.2959 d2.loss_cls: 0.1520 d2.loss_bbox: 0.1228 d2.loss_iou: 0.2913 d3.loss_cls: 0.1491 d3.loss_bbox: 0.1204 d3.loss_iou: 0.2919 d4.loss_cls: 0.1487 d4.loss_bbox: 0.1178 d4.loss_iou: 0.2904 enc_loss_cls: 0.1875 enc_loss_bbox: 0.1423 enc_loss_iou: 0.3293 dn_loss_cls: 0.0168 dn_loss_bbox: 0.1796 dn_loss_iou: 0.2946 d0.dn_loss_cls: 0.0487 d0.dn_loss_bbox: 0.2597 d0.dn_loss_iou: 0.3963 d1.dn_loss_cls: 0.0246 d1.dn_loss_bbox: 0.1962 d1.dn_loss_iou: 0.3176 d2.dn_loss_cls: 0.0197 d2.dn_loss_bbox: 0.1841 d2.dn_loss_iou: 0.3003 d3.dn_loss_cls: 0.0182 d3.dn_loss_bbox: 0.1807 d3.dn_loss_iou: 0.2962 d4.dn_loss_cls: 0.0170 d4.dn_loss_bbox: 0.1799 d4.dn_loss_iou: 0.2949 2023/03/01 04:17:26 - mmengine - INFO - Epoch(train) [12][2550/7393] lr: 1.0000e-05 eta: 1:10:09 time: 0.8649 data_time: 0.0053 memory: 26633 grad_norm: 31.2978 loss: 8.0178 loss_cls: 0.1665 loss_bbox: 0.1411 loss_iou: 0.3054 d0.loss_cls: 0.1996 d0.loss_bbox: 0.1528 d0.loss_iou: 0.3167 d1.loss_cls: 0.1814 d1.loss_bbox: 0.1462 d1.loss_iou: 0.3088 d2.loss_cls: 0.1715 d2.loss_bbox: 0.1413 d2.loss_iou: 0.3070 d3.loss_cls: 0.1673 d3.loss_bbox: 0.1447 d3.loss_iou: 0.3081 d4.loss_cls: 0.1658 d4.loss_bbox: 0.1433 d4.loss_iou: 0.3069 enc_loss_cls: 0.2085 enc_loss_bbox: 0.1686 enc_loss_iou: 0.3423 dn_loss_cls: 0.0160 dn_loss_bbox: 0.2210 dn_loss_iou: 0.2910 d0.dn_loss_cls: 0.0484 d0.dn_loss_bbox: 0.3389 d0.dn_loss_iou: 0.4034 d1.dn_loss_cls: 0.0249 d1.dn_loss_bbox: 0.2540 d1.dn_loss_iou: 0.3209 d2.dn_loss_cls: 0.0194 d2.dn_loss_bbox: 0.2275 d2.dn_loss_iou: 0.2986 d3.dn_loss_cls: 0.0173 d3.dn_loss_bbox: 0.2220 d3.dn_loss_iou: 0.2926 d4.dn_loss_cls: 0.0159 d4.dn_loss_bbox: 0.2210 d4.dn_loss_iou: 0.2913 2023/03/01 04:18:10 - mmengine - INFO - Epoch(train) [12][2600/7393] lr: 1.0000e-05 eta: 1:09:26 time: 0.8626 data_time: 0.0053 memory: 27689 grad_norm: 29.6471 loss: 7.6322 loss_cls: 0.1572 loss_bbox: 0.1261 loss_iou: 0.2968 d0.loss_cls: 0.1928 d0.loss_bbox: 0.1349 d0.loss_iou: 0.3090 d1.loss_cls: 0.1721 d1.loss_bbox: 0.1328 d1.loss_iou: 0.3025 d2.loss_cls: 0.1650 d2.loss_bbox: 0.1249 d2.loss_iou: 0.2982 d3.loss_cls: 0.1607 d3.loss_bbox: 0.1249 d3.loss_iou: 0.2953 d4.loss_cls: 0.1572 d4.loss_bbox: 0.1263 d4.loss_iou: 0.2975 enc_loss_cls: 0.1977 enc_loss_bbox: 0.1530 enc_loss_iou: 0.3330 dn_loss_cls: 0.0153 dn_loss_bbox: 0.1990 dn_loss_iou: 0.2921 d0.dn_loss_cls: 0.0461 d0.dn_loss_bbox: 0.3017 d0.dn_loss_iou: 0.4059 d1.dn_loss_cls: 0.0246 d1.dn_loss_bbox: 0.2235 d1.dn_loss_iou: 0.3217 d2.dn_loss_cls: 0.0192 d2.dn_loss_bbox: 0.2053 d2.dn_loss_iou: 0.3019 d3.dn_loss_cls: 0.0168 d3.dn_loss_bbox: 0.2000 d3.dn_loss_iou: 0.2942 d4.dn_loss_cls: 0.0155 d4.dn_loss_bbox: 0.1989 d4.dn_loss_iou: 0.2925 2023/03/01 04:18:53 - mmengine - INFO - Epoch(train) [12][2650/7393] lr: 1.0000e-05 eta: 1:08:42 time: 0.8677 data_time: 0.0055 memory: 26632 grad_norm: 31.9346 loss: 8.2962 loss_cls: 0.1912 loss_bbox: 0.1403 loss_iou: 0.3494 d0.loss_cls: 0.2241 d0.loss_bbox: 0.1533 d0.loss_iou: 0.3718 d1.loss_cls: 0.2032 d1.loss_bbox: 0.1502 d1.loss_iou: 0.3639 d2.loss_cls: 0.1981 d2.loss_bbox: 0.1420 d2.loss_iou: 0.3523 d3.loss_cls: 0.1937 d3.loss_bbox: 0.1422 d3.loss_iou: 0.3510 d4.loss_cls: 0.1913 d4.loss_bbox: 0.1404 d4.loss_iou: 0.3484 enc_loss_cls: 0.2352 enc_loss_bbox: 0.1629 enc_loss_iou: 0.4005 dn_loss_cls: 0.0207 dn_loss_bbox: 0.1787 dn_loss_iou: 0.2965 d0.dn_loss_cls: 0.0521 d0.dn_loss_bbox: 0.2817 d0.dn_loss_iou: 0.4086 d1.dn_loss_cls: 0.0303 d1.dn_loss_bbox: 0.1952 d1.dn_loss_iou: 0.3217 d2.dn_loss_cls: 0.0247 d2.dn_loss_bbox: 0.1818 d2.dn_loss_iou: 0.3027 d3.dn_loss_cls: 0.0224 d3.dn_loss_bbox: 0.1786 d3.dn_loss_iou: 0.2981 d4.dn_loss_cls: 0.0212 d4.dn_loss_bbox: 0.1787 d4.dn_loss_iou: 0.2968 2023/03/01 04:19:16 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 04:19:36 - mmengine - INFO - Epoch(train) [12][2700/7393] lr: 1.0000e-05 eta: 1:07:59 time: 0.8561 data_time: 0.0060 memory: 26789 grad_norm: 26.4340 loss: 8.5651 loss_cls: 0.1850 loss_bbox: 0.1570 loss_iou: 0.3532 d0.loss_cls: 0.2345 d0.loss_bbox: 0.1577 d0.loss_iou: 0.3608 d1.loss_cls: 0.2056 d1.loss_bbox: 0.1577 d1.loss_iou: 0.3579 d2.loss_cls: 0.1995 d2.loss_bbox: 0.1498 d2.loss_iou: 0.3511 d3.loss_cls: 0.1887 d3.loss_bbox: 0.1580 d3.loss_iou: 0.3542 d4.loss_cls: 0.1858 d4.loss_bbox: 0.1561 d4.loss_iou: 0.3521 enc_loss_cls: 0.2433 enc_loss_bbox: 0.1773 enc_loss_iou: 0.3973 dn_loss_cls: 0.0196 dn_loss_bbox: 0.2046 dn_loss_iou: 0.3017 d0.dn_loss_cls: 0.0512 d0.dn_loss_bbox: 0.3055 d0.dn_loss_iou: 0.4117 d1.dn_loss_cls: 0.0297 d1.dn_loss_bbox: 0.2302 d1.dn_loss_iou: 0.3290 d2.dn_loss_cls: 0.0246 d2.dn_loss_bbox: 0.2100 d2.dn_loss_iou: 0.3082 d3.dn_loss_cls: 0.0217 d3.dn_loss_bbox: 0.2050 d3.dn_loss_iou: 0.3031 d4.dn_loss_cls: 0.0201 d4.dn_loss_bbox: 0.2047 d4.dn_loss_iou: 0.3020 2023/03/01 04:20:20 - mmengine - INFO - Epoch(train) [12][2750/7393] lr: 1.0000e-05 eta: 1:07:16 time: 0.8825 data_time: 0.0057 memory: 25846 grad_norm: 26.7676 loss: 9.1931 loss_cls: 0.2054 loss_bbox: 0.1574 loss_iou: 0.3600 d0.loss_cls: 0.2376 d0.loss_bbox: 0.1658 d0.loss_iou: 0.3735 d1.loss_cls: 0.2214 d1.loss_bbox: 0.1571 d1.loss_iou: 0.3628 d2.loss_cls: 0.2142 d2.loss_bbox: 0.1545 d2.loss_iou: 0.3585 d3.loss_cls: 0.2083 d3.loss_bbox: 0.1562 d3.loss_iou: 0.3581 d4.loss_cls: 0.2051 d4.loss_bbox: 0.1577 d4.loss_iou: 0.3591 enc_loss_cls: 0.2498 enc_loss_bbox: 0.1767 enc_loss_iou: 0.3997 dn_loss_cls: 0.0264 dn_loss_bbox: 0.2493 dn_loss_iou: 0.3325 d0.dn_loss_cls: 0.0567 d0.dn_loss_bbox: 0.3455 d0.dn_loss_iou: 0.4352 d1.dn_loss_cls: 0.0355 d1.dn_loss_bbox: 0.2745 d1.dn_loss_iou: 0.3558 d2.dn_loss_cls: 0.0302 d2.dn_loss_bbox: 0.2541 d2.dn_loss_iou: 0.3387 d3.dn_loss_cls: 0.0277 d3.dn_loss_bbox: 0.2494 d3.dn_loss_iou: 0.3335 d4.dn_loss_cls: 0.0268 d4.dn_loss_bbox: 0.2493 d4.dn_loss_iou: 0.3328 2023/03/01 04:21:04 - mmengine - INFO - Epoch(train) [12][2800/7393] lr: 1.0000e-05 eta: 1:06:32 time: 0.8745 data_time: 0.0055 memory: 26767 grad_norm: 30.0532 loss: 9.2892 loss_cls: 0.1944 loss_bbox: 0.1702 loss_iou: 0.4135 d0.loss_cls: 0.2403 d0.loss_bbox: 0.1652 d0.loss_iou: 0.4200 d1.loss_cls: 0.2179 d1.loss_bbox: 0.1655 d1.loss_iou: 0.4140 d2.loss_cls: 0.2077 d2.loss_bbox: 0.1626 d2.loss_iou: 0.4099 d3.loss_cls: 0.1975 d3.loss_bbox: 0.1658 d3.loss_iou: 0.4132 d4.loss_cls: 0.1959 d4.loss_bbox: 0.1673 d4.loss_iou: 0.4147 enc_loss_cls: 0.2491 enc_loss_bbox: 0.1795 enc_loss_iou: 0.4464 dn_loss_cls: 0.0195 dn_loss_bbox: 0.2069 dn_loss_iou: 0.3370 d0.dn_loss_cls: 0.0504 d0.dn_loss_bbox: 0.2930 d0.dn_loss_iou: 0.4458 d1.dn_loss_cls: 0.0288 d1.dn_loss_bbox: 0.2268 d1.dn_loss_iou: 0.3630 d2.dn_loss_cls: 0.0225 d2.dn_loss_bbox: 0.2106 d2.dn_loss_iou: 0.3440 d3.dn_loss_cls: 0.0207 d3.dn_loss_bbox: 0.2077 d3.dn_loss_iou: 0.3385 d4.dn_loss_cls: 0.0195 d4.dn_loss_bbox: 0.2069 d4.dn_loss_iou: 0.3371 2023/03/01 04:21:46 - mmengine - INFO - Epoch(train) [12][2850/7393] lr: 1.0000e-05 eta: 1:05:49 time: 0.8573 data_time: 0.0054 memory: 29014 grad_norm: 39.4416 loss: 8.5658 loss_cls: 0.1795 loss_bbox: 0.1585 loss_iou: 0.3358 d0.loss_cls: 0.2222 d0.loss_bbox: 0.1658 d0.loss_iou: 0.3499 d1.loss_cls: 0.1977 d1.loss_bbox: 0.1611 d1.loss_iou: 0.3419 d2.loss_cls: 0.1905 d2.loss_bbox: 0.1568 d2.loss_iou: 0.3329 d3.loss_cls: 0.1809 d3.loss_bbox: 0.1595 d3.loss_iou: 0.3384 d4.loss_cls: 0.1785 d4.loss_bbox: 0.1595 d4.loss_iou: 0.3367 enc_loss_cls: 0.2229 enc_loss_bbox: 0.1816 enc_loss_iou: 0.3845 dn_loss_cls: 0.0231 dn_loss_bbox: 0.2221 dn_loss_iou: 0.3061 d0.dn_loss_cls: 0.0554 d0.dn_loss_bbox: 0.3203 d0.dn_loss_iou: 0.4179 d1.dn_loss_cls: 0.0320 d1.dn_loss_bbox: 0.2451 d1.dn_loss_iou: 0.3320 d2.dn_loss_cls: 0.0262 d2.dn_loss_bbox: 0.2273 d2.dn_loss_iou: 0.3139 d3.dn_loss_cls: 0.0242 d3.dn_loss_bbox: 0.2234 d3.dn_loss_iou: 0.3086 d4.dn_loss_cls: 0.0233 d4.dn_loss_bbox: 0.2223 d4.dn_loss_iou: 0.3077 2023/03/01 04:22:30 - mmengine - INFO - Epoch(train) [12][2900/7393] lr: 1.0000e-05 eta: 1:05:05 time: 0.8773 data_time: 0.0054 memory: 26632 grad_norm: 24.3942 loss: 6.7001 loss_cls: 0.1428 loss_bbox: 0.1179 loss_iou: 0.2615 d0.loss_cls: 0.1732 d0.loss_bbox: 0.1219 d0.loss_iou: 0.2668 d1.loss_cls: 0.1574 d1.loss_bbox: 0.1168 d1.loss_iou: 0.2602 d2.loss_cls: 0.1508 d2.loss_bbox: 0.1159 d2.loss_iou: 0.2593 d3.loss_cls: 0.1505 d3.loss_bbox: 0.1148 d3.loss_iou: 0.2565 d4.loss_cls: 0.1427 d4.loss_bbox: 0.1180 d4.loss_iou: 0.2621 enc_loss_cls: 0.1807 enc_loss_bbox: 0.1346 enc_loss_iou: 0.2928 dn_loss_cls: 0.0164 dn_loss_bbox: 0.1622 dn_loss_iou: 0.2527 d0.dn_loss_cls: 0.0453 d0.dn_loss_bbox: 0.2626 d0.dn_loss_iou: 0.3611 d1.dn_loss_cls: 0.0247 d1.dn_loss_bbox: 0.1845 d1.dn_loss_iou: 0.2764 d2.dn_loss_cls: 0.0198 d2.dn_loss_bbox: 0.1687 d2.dn_loss_iou: 0.2602 d3.dn_loss_cls: 0.0182 d3.dn_loss_bbox: 0.1636 d3.dn_loss_iou: 0.2543 d4.dn_loss_cls: 0.0169 d4.dn_loss_bbox: 0.1624 d4.dn_loss_iou: 0.2528 2023/03/01 04:23:14 - mmengine - INFO - Epoch(train) [12][2950/7393] lr: 1.0000e-05 eta: 1:04:22 time: 0.8734 data_time: 0.0054 memory: 29656 grad_norm: 28.0014 loss: 7.6770 loss_cls: 0.1619 loss_bbox: 0.1201 loss_iou: 0.3261 d0.loss_cls: 0.1845 d0.loss_bbox: 0.1352 d0.loss_iou: 0.3499 d1.loss_cls: 0.1697 d1.loss_bbox: 0.1278 d1.loss_iou: 0.3410 d2.loss_cls: 0.1640 d2.loss_bbox: 0.1260 d2.loss_iou: 0.3333 d3.loss_cls: 0.1640 d3.loss_bbox: 0.1207 d3.loss_iou: 0.3284 d4.loss_cls: 0.1623 d4.loss_bbox: 0.1200 d4.loss_iou: 0.3276 enc_loss_cls: 0.1957 enc_loss_bbox: 0.1463 enc_loss_iou: 0.3712 dn_loss_cls: 0.0141 dn_loss_bbox: 0.1868 dn_loss_iou: 0.2859 d0.dn_loss_cls: 0.0406 d0.dn_loss_bbox: 0.2735 d0.dn_loss_iou: 0.3832 d1.dn_loss_cls: 0.0204 d1.dn_loss_bbox: 0.2121 d1.dn_loss_iou: 0.3108 d2.dn_loss_cls: 0.0165 d2.dn_loss_bbox: 0.1903 d2.dn_loss_iou: 0.2912 d3.dn_loss_cls: 0.0152 d3.dn_loss_bbox: 0.1870 d3.dn_loss_iou: 0.2869 d4.dn_loss_cls: 0.0144 d4.dn_loss_bbox: 0.1865 d4.dn_loss_iou: 0.2859 2023/03/01 04:23:58 - mmengine - INFO - Epoch(train) [12][3000/7393] lr: 1.0000e-05 eta: 1:03:38 time: 0.8841 data_time: 0.0054 memory: 26633 grad_norm: 29.6662 loss: 7.6214 loss_cls: 0.1769 loss_bbox: 0.1320 loss_iou: 0.3029 d0.loss_cls: 0.2026 d0.loss_bbox: 0.1414 d0.loss_iou: 0.3163 d1.loss_cls: 0.1833 d1.loss_bbox: 0.1389 d1.loss_iou: 0.3112 d2.loss_cls: 0.1777 d2.loss_bbox: 0.1379 d2.loss_iou: 0.3104 d3.loss_cls: 0.1782 d3.loss_bbox: 0.1340 d3.loss_iou: 0.3043 d4.loss_cls: 0.1784 d4.loss_bbox: 0.1311 d4.loss_iou: 0.3008 enc_loss_cls: 0.2071 enc_loss_bbox: 0.1580 enc_loss_iou: 0.3387 dn_loss_cls: 0.0163 dn_loss_bbox: 0.1956 dn_loss_iou: 0.2664 d0.dn_loss_cls: 0.0458 d0.dn_loss_bbox: 0.2896 d0.dn_loss_iou: 0.3675 d1.dn_loss_cls: 0.0241 d1.dn_loss_bbox: 0.2140 d1.dn_loss_iou: 0.2884 d2.dn_loss_cls: 0.0191 d2.dn_loss_bbox: 0.1994 d2.dn_loss_iou: 0.2725 d3.dn_loss_cls: 0.0174 d3.dn_loss_bbox: 0.1964 d3.dn_loss_iou: 0.2679 d4.dn_loss_cls: 0.0166 d4.dn_loss_bbox: 0.1956 d4.dn_loss_iou: 0.2668 2023/03/01 04:24:41 - mmengine - INFO - Epoch(train) [12][3050/7393] lr: 1.0000e-05 eta: 1:02:55 time: 0.8575 data_time: 0.0053 memory: 27184 grad_norm: 29.8254 loss: 7.4863 loss_cls: 0.1353 loss_bbox: 0.1359 loss_iou: 0.2771 d0.loss_cls: 0.1699 d0.loss_bbox: 0.1389 d0.loss_iou: 0.2829 d1.loss_cls: 0.1516 d1.loss_bbox: 0.1382 d1.loss_iou: 0.2810 d2.loss_cls: 0.1431 d2.loss_bbox: 0.1362 d2.loss_iou: 0.2802 d3.loss_cls: 0.1397 d3.loss_bbox: 0.1351 d3.loss_iou: 0.2779 d4.loss_cls: 0.1363 d4.loss_bbox: 0.1353 d4.loss_iou: 0.2781 enc_loss_cls: 0.1780 enc_loss_bbox: 0.1532 enc_loss_iou: 0.3078 dn_loss_cls: 0.0171 dn_loss_bbox: 0.2120 dn_loss_iou: 0.2972 d0.dn_loss_cls: 0.0494 d0.dn_loss_bbox: 0.3167 d0.dn_loss_iou: 0.4036 d1.dn_loss_cls: 0.0271 d1.dn_loss_bbox: 0.2337 d1.dn_loss_iou: 0.3215 d2.dn_loss_cls: 0.0213 d2.dn_loss_bbox: 0.2162 d2.dn_loss_iou: 0.3021 d3.dn_loss_cls: 0.0187 d3.dn_loss_bbox: 0.2127 d3.dn_loss_iou: 0.2985 d4.dn_loss_cls: 0.0176 d4.dn_loss_bbox: 0.2121 d4.dn_loss_iou: 0.2973 2023/03/01 04:25:25 - mmengine - INFO - Epoch(train) [12][3100/7393] lr: 1.0000e-05 eta: 1:02:11 time: 0.8689 data_time: 0.0054 memory: 29091 grad_norm: 29.1168 loss: 8.2266 loss_cls: 0.1677 loss_bbox: 0.1562 loss_iou: 0.3425 d0.loss_cls: 0.1949 d0.loss_bbox: 0.1693 d0.loss_iou: 0.3637 d1.loss_cls: 0.1791 d1.loss_bbox: 0.1623 d1.loss_iou: 0.3493 d2.loss_cls: 0.1739 d2.loss_bbox: 0.1555 d2.loss_iou: 0.3434 d3.loss_cls: 0.1672 d3.loss_bbox: 0.1596 d3.loss_iou: 0.3420 d4.loss_cls: 0.1680 d4.loss_bbox: 0.1559 d4.loss_iou: 0.3425 enc_loss_cls: 0.2120 enc_loss_bbox: 0.1749 enc_loss_iou: 0.3809 dn_loss_cls: 0.0203 dn_loss_bbox: 0.1990 dn_loss_iou: 0.2897 d0.dn_loss_cls: 0.0506 d0.dn_loss_bbox: 0.2945 d0.dn_loss_iou: 0.3967 d1.dn_loss_cls: 0.0277 d1.dn_loss_bbox: 0.2236 d1.dn_loss_iou: 0.3158 d2.dn_loss_cls: 0.0228 d2.dn_loss_bbox: 0.2060 d2.dn_loss_iou: 0.2972 d3.dn_loss_cls: 0.0209 d3.dn_loss_bbox: 0.2005 d3.dn_loss_iou: 0.2914 d4.dn_loss_cls: 0.0198 d4.dn_loss_bbox: 0.1993 d4.dn_loss_iou: 0.2900 2023/03/01 04:26:10 - mmengine - INFO - Epoch(train) [12][3150/7393] lr: 1.0000e-05 eta: 1:01:28 time: 0.8990 data_time: 0.0054 memory: 29182 grad_norm: 31.7405 loss: 8.0438 loss_cls: 0.1687 loss_bbox: 0.1219 loss_iou: 0.3236 d0.loss_cls: 0.2040 d0.loss_bbox: 0.1289 d0.loss_iou: 0.3387 d1.loss_cls: 0.1844 d1.loss_bbox: 0.1243 d1.loss_iou: 0.3315 d2.loss_cls: 0.1749 d2.loss_bbox: 0.1247 d2.loss_iou: 0.3244 d3.loss_cls: 0.1682 d3.loss_bbox: 0.1237 d3.loss_iou: 0.3258 d4.loss_cls: 0.1701 d4.loss_bbox: 0.1211 d4.loss_iou: 0.3223 enc_loss_cls: 0.2106 enc_loss_bbox: 0.1501 enc_loss_iou: 0.3642 dn_loss_cls: 0.0188 dn_loss_bbox: 0.2021 dn_loss_iou: 0.3139 d0.dn_loss_cls: 0.0488 d0.dn_loss_bbox: 0.3017 d0.dn_loss_iou: 0.4300 d1.dn_loss_cls: 0.0274 d1.dn_loss_bbox: 0.2255 d1.dn_loss_iou: 0.3449 d2.dn_loss_cls: 0.0224 d2.dn_loss_bbox: 0.2075 d2.dn_loss_iou: 0.3218 d3.dn_loss_cls: 0.0203 d3.dn_loss_bbox: 0.2023 d3.dn_loss_iou: 0.3152 d4.dn_loss_cls: 0.0191 d4.dn_loss_bbox: 0.2019 d4.dn_loss_iou: 0.3140 2023/03/01 04:26:53 - mmengine - INFO - Epoch(train) [12][3200/7393] lr: 1.0000e-05 eta: 1:00:44 time: 0.8620 data_time: 0.0055 memory: 28863 grad_norm: 27.9941 loss: 7.7694 loss_cls: 0.1475 loss_bbox: 0.1274 loss_iou: 0.2899 d0.loss_cls: 0.1747 d0.loss_bbox: 0.1371 d0.loss_iou: 0.3092 d1.loss_cls: 0.1616 d1.loss_bbox: 0.1285 d1.loss_iou: 0.2969 d2.loss_cls: 0.1552 d2.loss_bbox: 0.1268 d2.loss_iou: 0.2909 d3.loss_cls: 0.1499 d3.loss_bbox: 0.1276 d3.loss_iou: 0.2923 d4.loss_cls: 0.1474 d4.loss_bbox: 0.1280 d4.loss_iou: 0.2905 enc_loss_cls: 0.1842 enc_loss_bbox: 0.1519 enc_loss_iou: 0.3389 dn_loss_cls: 0.0148 dn_loss_bbox: 0.2184 dn_loss_iou: 0.3169 d0.dn_loss_cls: 0.0462 d0.dn_loss_bbox: 0.3200 d0.dn_loss_iou: 0.4237 d1.dn_loss_cls: 0.0232 d1.dn_loss_bbox: 0.2403 d1.dn_loss_iou: 0.3416 d2.dn_loss_cls: 0.0177 d2.dn_loss_bbox: 0.2231 d2.dn_loss_iou: 0.3236 d3.dn_loss_cls: 0.0160 d3.dn_loss_bbox: 0.2189 d3.dn_loss_iou: 0.3181 d4.dn_loss_cls: 0.0152 d4.dn_loss_bbox: 0.2186 d4.dn_loss_iou: 0.3171 2023/03/01 04:27:36 - mmengine - INFO - Epoch(train) [12][3250/7393] lr: 1.0000e-05 eta: 1:00:01 time: 0.8640 data_time: 0.0054 memory: 28179 grad_norm: 26.2719 loss: 8.2222 loss_cls: 0.1702 loss_bbox: 0.1455 loss_iou: 0.2902 d0.loss_cls: 0.2101 d0.loss_bbox: 0.1508 d0.loss_iou: 0.2989 d1.loss_cls: 0.1858 d1.loss_bbox: 0.1519 d1.loss_iou: 0.2985 d2.loss_cls: 0.1835 d2.loss_bbox: 0.1436 d2.loss_iou: 0.2905 d3.loss_cls: 0.1726 d3.loss_bbox: 0.1482 d3.loss_iou: 0.2917 d4.loss_cls: 0.1716 d4.loss_bbox: 0.1462 d4.loss_iou: 0.2902 enc_loss_cls: 0.2130 enc_loss_bbox: 0.1679 enc_loss_iou: 0.3309 dn_loss_cls: 0.0211 dn_loss_bbox: 0.2419 dn_loss_iou: 0.3100 d0.dn_loss_cls: 0.0531 d0.dn_loss_bbox: 0.3400 d0.dn_loss_iou: 0.4210 d1.dn_loss_cls: 0.0315 d1.dn_loss_bbox: 0.2680 d1.dn_loss_iou: 0.3384 d2.dn_loss_cls: 0.0269 d2.dn_loss_bbox: 0.2480 d2.dn_loss_iou: 0.3177 d3.dn_loss_cls: 0.0235 d3.dn_loss_bbox: 0.2433 d3.dn_loss_iou: 0.3121 d4.dn_loss_cls: 0.0218 d4.dn_loss_bbox: 0.2419 d4.dn_loss_iou: 0.3103 2023/03/01 04:28:20 - mmengine - INFO - Epoch(train) [12][3300/7393] lr: 1.0000e-05 eta: 0:59:18 time: 0.8823 data_time: 0.0054 memory: 26633 grad_norm: 29.0877 loss: 8.5959 loss_cls: 0.1949 loss_bbox: 0.1409 loss_iou: 0.3482 d0.loss_cls: 0.2215 d0.loss_bbox: 0.1533 d0.loss_iou: 0.3727 d1.loss_cls: 0.2083 d1.loss_bbox: 0.1483 d1.loss_iou: 0.3559 d2.loss_cls: 0.2004 d2.loss_bbox: 0.1430 d2.loss_iou: 0.3543 d3.loss_cls: 0.1971 d3.loss_bbox: 0.1426 d3.loss_iou: 0.3504 d4.loss_cls: 0.1964 d4.loss_bbox: 0.1404 d4.loss_iou: 0.3471 enc_loss_cls: 0.2306 enc_loss_bbox: 0.1693 enc_loss_iou: 0.3969 dn_loss_cls: 0.0201 dn_loss_bbox: 0.2089 dn_loss_iou: 0.3132 d0.dn_loss_cls: 0.0491 d0.dn_loss_bbox: 0.3081 d0.dn_loss_iou: 0.4303 d1.dn_loss_cls: 0.0281 d1.dn_loss_bbox: 0.2333 d1.dn_loss_iou: 0.3426 d2.dn_loss_cls: 0.0237 d2.dn_loss_bbox: 0.2152 d2.dn_loss_iou: 0.3219 d3.dn_loss_cls: 0.0213 d3.dn_loss_bbox: 0.2101 d3.dn_loss_iou: 0.3147 d4.dn_loss_cls: 0.0204 d4.dn_loss_bbox: 0.2091 d4.dn_loss_iou: 0.3134 2023/03/01 04:29:03 - mmengine - INFO - Epoch(train) [12][3350/7393] lr: 1.0000e-05 eta: 0:58:34 time: 0.8670 data_time: 0.0055 memory: 28722 grad_norm: 28.1170 loss: 8.1064 loss_cls: 0.1776 loss_bbox: 0.1233 loss_iou: 0.3666 d0.loss_cls: 0.2174 d0.loss_bbox: 0.1362 d0.loss_iou: 0.3869 d1.loss_cls: 0.1869 d1.loss_bbox: 0.1336 d1.loss_iou: 0.3805 d2.loss_cls: 0.1809 d2.loss_bbox: 0.1290 d2.loss_iou: 0.3727 d3.loss_cls: 0.1805 d3.loss_bbox: 0.1237 d3.loss_iou: 0.3647 d4.loss_cls: 0.1777 d4.loss_bbox: 0.1240 d4.loss_iou: 0.3675 enc_loss_cls: 0.2247 enc_loss_bbox: 0.1509 enc_loss_iou: 0.4121 dn_loss_cls: 0.0154 dn_loss_bbox: 0.1680 dn_loss_iou: 0.2953 d0.dn_loss_cls: 0.0463 d0.dn_loss_bbox: 0.2643 d0.dn_loss_iou: 0.4106 d1.dn_loss_cls: 0.0238 d1.dn_loss_bbox: 0.1882 d1.dn_loss_iou: 0.3213 d2.dn_loss_cls: 0.0191 d2.dn_loss_bbox: 0.1724 d2.dn_loss_iou: 0.3023 d3.dn_loss_cls: 0.0171 d3.dn_loss_bbox: 0.1686 d3.dn_loss_iou: 0.2965 d4.dn_loss_cls: 0.0160 d4.dn_loss_bbox: 0.1682 d4.dn_loss_iou: 0.2956 2023/03/01 04:29:47 - mmengine - INFO - Epoch(train) [12][3400/7393] lr: 1.0000e-05 eta: 0:57:51 time: 0.8828 data_time: 0.0056 memory: 26632 grad_norm: 33.2047 loss: 7.7324 loss_cls: 0.1612 loss_bbox: 0.1332 loss_iou: 0.2932 d0.loss_cls: 0.1882 d0.loss_bbox: 0.1510 d0.loss_iou: 0.3233 d1.loss_cls: 0.1754 d1.loss_bbox: 0.1462 d1.loss_iou: 0.3048 d2.loss_cls: 0.1680 d2.loss_bbox: 0.1370 d2.loss_iou: 0.2974 d3.loss_cls: 0.1636 d3.loss_bbox: 0.1344 d3.loss_iou: 0.2952 d4.loss_cls: 0.1631 d4.loss_bbox: 0.1324 d4.loss_iou: 0.2942 enc_loss_cls: 0.2016 enc_loss_bbox: 0.1605 enc_loss_iou: 0.3470 dn_loss_cls: 0.0148 dn_loss_bbox: 0.2048 dn_loss_iou: 0.2883 d0.dn_loss_cls: 0.0455 d0.dn_loss_bbox: 0.3027 d0.dn_loss_iou: 0.3951 d1.dn_loss_cls: 0.0240 d1.dn_loss_bbox: 0.2260 d1.dn_loss_iou: 0.3139 d2.dn_loss_cls: 0.0186 d2.dn_loss_bbox: 0.2108 d2.dn_loss_iou: 0.2955 d3.dn_loss_cls: 0.0168 d3.dn_loss_bbox: 0.2056 d3.dn_loss_iou: 0.2901 d4.dn_loss_cls: 0.0152 d4.dn_loss_bbox: 0.2051 d4.dn_loss_iou: 0.2887 2023/03/01 04:30:31 - mmengine - INFO - Epoch(train) [12][3450/7393] lr: 1.0000e-05 eta: 0:57:07 time: 0.8710 data_time: 0.0054 memory: 28976 grad_norm: 26.3163 loss: 8.2232 loss_cls: 0.1821 loss_bbox: 0.1442 loss_iou: 0.3147 d0.loss_cls: 0.2229 d0.loss_bbox: 0.1458 d0.loss_iou: 0.3188 d1.loss_cls: 0.1954 d1.loss_bbox: 0.1478 d1.loss_iou: 0.3197 d2.loss_cls: 0.1870 d2.loss_bbox: 0.1428 d2.loss_iou: 0.3171 d3.loss_cls: 0.1850 d3.loss_bbox: 0.1429 d3.loss_iou: 0.3146 d4.loss_cls: 0.1807 d4.loss_bbox: 0.1455 d4.loss_iou: 0.3180 enc_loss_cls: 0.2229 enc_loss_bbox: 0.1712 enc_loss_iou: 0.3519 dn_loss_cls: 0.0222 dn_loss_bbox: 0.2197 dn_loss_iou: 0.2890 d0.dn_loss_cls: 0.0568 d0.dn_loss_bbox: 0.3381 d0.dn_loss_iou: 0.4086 d1.dn_loss_cls: 0.0332 d1.dn_loss_bbox: 0.2477 d1.dn_loss_iou: 0.3187 d2.dn_loss_cls: 0.0267 d2.dn_loss_bbox: 0.2262 d2.dn_loss_iou: 0.2973 d3.dn_loss_cls: 0.0240 d3.dn_loss_bbox: 0.2210 d3.dn_loss_iou: 0.2909 d4.dn_loss_cls: 0.0225 d4.dn_loss_bbox: 0.2203 d4.dn_loss_iou: 0.2895 2023/03/01 04:31:16 - mmengine - INFO - Epoch(train) [12][3500/7393] lr: 1.0000e-05 eta: 0:56:24 time: 0.8945 data_time: 0.0054 memory: 27689 grad_norm: 30.4606 loss: 7.6878 loss_cls: 0.1645 loss_bbox: 0.1223 loss_iou: 0.2877 d0.loss_cls: 0.2015 d0.loss_bbox: 0.1317 d0.loss_iou: 0.3041 d1.loss_cls: 0.1802 d1.loss_bbox: 0.1256 d1.loss_iou: 0.2945 d2.loss_cls: 0.1744 d2.loss_bbox: 0.1232 d2.loss_iou: 0.2882 d3.loss_cls: 0.1676 d3.loss_bbox: 0.1230 d3.loss_iou: 0.2902 d4.loss_cls: 0.1660 d4.loss_bbox: 0.1222 d4.loss_iou: 0.2873 enc_loss_cls: 0.2046 enc_loss_bbox: 0.1464 enc_loss_iou: 0.3312 dn_loss_cls: 0.0193 dn_loss_bbox: 0.1999 dn_loss_iou: 0.2988 d0.dn_loss_cls: 0.0531 d0.dn_loss_bbox: 0.3082 d0.dn_loss_iou: 0.4125 d1.dn_loss_cls: 0.0298 d1.dn_loss_bbox: 0.2238 d1.dn_loss_iou: 0.3281 d2.dn_loss_cls: 0.0240 d2.dn_loss_bbox: 0.2064 d2.dn_loss_iou: 0.3063 d3.dn_loss_cls: 0.0213 d3.dn_loss_bbox: 0.2011 d3.dn_loss_iou: 0.3002 d4.dn_loss_cls: 0.0197 d4.dn_loss_bbox: 0.2001 d4.dn_loss_iou: 0.2990 2023/03/01 04:32:00 - mmengine - INFO - Epoch(train) [12][3550/7393] lr: 1.0000e-05 eta: 0:55:40 time: 0.8829 data_time: 0.0055 memory: 28127 grad_norm: 26.8426 loss: 8.0375 loss_cls: 0.1586 loss_bbox: 0.1233 loss_iou: 0.3305 d0.loss_cls: 0.1934 d0.loss_bbox: 0.1291 d0.loss_iou: 0.3396 d1.loss_cls: 0.1757 d1.loss_bbox: 0.1241 d1.loss_iou: 0.3316 d2.loss_cls: 0.1652 d2.loss_bbox: 0.1228 d2.loss_iou: 0.3277 d3.loss_cls: 0.1604 d3.loss_bbox: 0.1237 d3.loss_iou: 0.3302 d4.loss_cls: 0.1583 d4.loss_bbox: 0.1236 d4.loss_iou: 0.3304 enc_loss_cls: 0.2000 enc_loss_bbox: 0.1452 enc_loss_iou: 0.3635 dn_loss_cls: 0.0176 dn_loss_bbox: 0.1996 dn_loss_iou: 0.3266 d0.dn_loss_cls: 0.0471 d0.dn_loss_bbox: 0.2952 d0.dn_loss_iou: 0.4349 d1.dn_loss_cls: 0.0266 d1.dn_loss_bbox: 0.2241 d1.dn_loss_iou: 0.3560 d2.dn_loss_cls: 0.0207 d2.dn_loss_bbox: 0.2054 d2.dn_loss_iou: 0.3345 d3.dn_loss_cls: 0.0187 d3.dn_loss_bbox: 0.2006 d3.dn_loss_iou: 0.3286 d4.dn_loss_cls: 0.0177 d4.dn_loss_bbox: 0.1997 d4.dn_loss_iou: 0.3269 2023/03/01 04:32:43 - mmengine - INFO - Epoch(train) [12][3600/7393] lr: 1.0000e-05 eta: 0:54:57 time: 0.8699 data_time: 0.0053 memory: 26633 grad_norm: 31.4061 loss: 8.3920 loss_cls: 0.1981 loss_bbox: 0.1371 loss_iou: 0.3713 d0.loss_cls: 0.2391 d0.loss_bbox: 0.1481 d0.loss_iou: 0.3916 d1.loss_cls: 0.2178 d1.loss_bbox: 0.1411 d1.loss_iou: 0.3792 d2.loss_cls: 0.2096 d2.loss_bbox: 0.1372 d2.loss_iou: 0.3723 d3.loss_cls: 0.2040 d3.loss_bbox: 0.1375 d3.loss_iou: 0.3711 d4.loss_cls: 0.2003 d4.loss_bbox: 0.1372 d4.loss_iou: 0.3712 enc_loss_cls: 0.2468 enc_loss_bbox: 0.1632 enc_loss_iou: 0.4181 dn_loss_cls: 0.0178 dn_loss_bbox: 0.1790 dn_loss_iou: 0.2872 d0.dn_loss_cls: 0.0469 d0.dn_loss_bbox: 0.2661 d0.dn_loss_iou: 0.3936 d1.dn_loss_cls: 0.0271 d1.dn_loss_bbox: 0.1980 d1.dn_loss_iou: 0.3126 d2.dn_loss_cls: 0.0219 d2.dn_loss_bbox: 0.1836 d2.dn_loss_iou: 0.2945 d3.dn_loss_cls: 0.0191 d3.dn_loss_bbox: 0.1796 d3.dn_loss_iou: 0.2886 d4.dn_loss_cls: 0.0180 d4.dn_loss_bbox: 0.1789 d4.dn_loss_iou: 0.2874 2023/03/01 04:33:27 - mmengine - INFO - Epoch(train) [12][3650/7393] lr: 1.0000e-05 eta: 0:54:13 time: 0.8638 data_time: 0.0054 memory: 26557 grad_norm: 29.2393 loss: 7.9713 loss_cls: 0.1611 loss_bbox: 0.1509 loss_iou: 0.3080 d0.loss_cls: 0.1995 d0.loss_bbox: 0.1506 d0.loss_iou: 0.3153 d1.loss_cls: 0.1777 d1.loss_bbox: 0.1516 d1.loss_iou: 0.3121 d2.loss_cls: 0.1687 d2.loss_bbox: 0.1515 d2.loss_iou: 0.3080 d3.loss_cls: 0.1656 d3.loss_bbox: 0.1500 d3.loss_iou: 0.3070 d4.loss_cls: 0.1615 d4.loss_bbox: 0.1511 d4.loss_iou: 0.3080 enc_loss_cls: 0.2053 enc_loss_bbox: 0.1620 enc_loss_iou: 0.3396 dn_loss_cls: 0.0193 dn_loss_bbox: 0.2081 dn_loss_iou: 0.2982 d0.dn_loss_cls: 0.0540 d0.dn_loss_bbox: 0.3033 d0.dn_loss_iou: 0.4049 d1.dn_loss_cls: 0.0295 d1.dn_loss_bbox: 0.2291 d1.dn_loss_iou: 0.3244 d2.dn_loss_cls: 0.0236 d2.dn_loss_bbox: 0.2125 d2.dn_loss_iou: 0.3052 d3.dn_loss_cls: 0.0209 d3.dn_loss_bbox: 0.2082 d3.dn_loss_iou: 0.2995 d4.dn_loss_cls: 0.0193 d4.dn_loss_bbox: 0.2078 d4.dn_loss_iou: 0.2983 2023/03/01 04:33:50 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 04:34:10 - mmengine - INFO - Epoch(train) [12][3700/7393] lr: 1.0000e-05 eta: 0:53:30 time: 0.8624 data_time: 0.0056 memory: 29182 grad_norm: 33.0752 loss: 7.9464 loss_cls: 0.1707 loss_bbox: 0.1430 loss_iou: 0.3325 d0.loss_cls: 0.2117 d0.loss_bbox: 0.1543 d0.loss_iou: 0.3491 d1.loss_cls: 0.1898 d1.loss_bbox: 0.1487 d1.loss_iou: 0.3365 d2.loss_cls: 0.1767 d2.loss_bbox: 0.1480 d2.loss_iou: 0.3373 d3.loss_cls: 0.1737 d3.loss_bbox: 0.1439 d3.loss_iou: 0.3343 d4.loss_cls: 0.1724 d4.loss_bbox: 0.1411 d4.loss_iou: 0.3326 enc_loss_cls: 0.2131 enc_loss_bbox: 0.1744 enc_loss_iou: 0.3789 dn_loss_cls: 0.0161 dn_loss_bbox: 0.1832 dn_loss_iou: 0.2775 d0.dn_loss_cls: 0.0465 d0.dn_loss_bbox: 0.2868 d0.dn_loss_iou: 0.3897 d1.dn_loss_cls: 0.0250 d1.dn_loss_bbox: 0.2052 d1.dn_loss_iou: 0.3027 d2.dn_loss_cls: 0.0199 d2.dn_loss_bbox: 0.1878 d2.dn_loss_iou: 0.2839 d3.dn_loss_cls: 0.0175 d3.dn_loss_bbox: 0.1848 d3.dn_loss_iou: 0.2791 d4.dn_loss_cls: 0.0164 d4.dn_loss_bbox: 0.1836 d4.dn_loss_iou: 0.2778 2023/03/01 04:34:53 - mmengine - INFO - Epoch(train) [12][3750/7393] lr: 1.0000e-05 eta: 0:52:46 time: 0.8637 data_time: 0.0053 memory: 28800 grad_norm: 30.2000 loss: 7.5992 loss_cls: 0.1564 loss_bbox: 0.1223 loss_iou: 0.2899 d0.loss_cls: 0.1905 d0.loss_bbox: 0.1337 d0.loss_iou: 0.3066 d1.loss_cls: 0.1681 d1.loss_bbox: 0.1320 d1.loss_iou: 0.3036 d2.loss_cls: 0.1605 d2.loss_bbox: 0.1244 d2.loss_iou: 0.2936 d3.loss_cls: 0.1623 d3.loss_bbox: 0.1209 d3.loss_iou: 0.2888 d4.loss_cls: 0.1591 d4.loss_bbox: 0.1213 d4.loss_iou: 0.2896 enc_loss_cls: 0.1926 enc_loss_bbox: 0.1449 enc_loss_iou: 0.3310 dn_loss_cls: 0.0150 dn_loss_bbox: 0.2128 dn_loss_iou: 0.2817 d0.dn_loss_cls: 0.0476 d0.dn_loss_bbox: 0.3257 d0.dn_loss_iou: 0.3985 d1.dn_loss_cls: 0.0242 d1.dn_loss_bbox: 0.2401 d1.dn_loss_iou: 0.3102 d2.dn_loss_cls: 0.0185 d2.dn_loss_bbox: 0.2210 d2.dn_loss_iou: 0.2892 d3.dn_loss_cls: 0.0162 d3.dn_loss_bbox: 0.2139 d3.dn_loss_iou: 0.2830 d4.dn_loss_cls: 0.0152 d4.dn_loss_bbox: 0.2127 d4.dn_loss_iou: 0.2816 2023/03/01 04:35:37 - mmengine - INFO - Epoch(train) [12][3800/7393] lr: 1.0000e-05 eta: 0:52:03 time: 0.8744 data_time: 0.0053 memory: 29822 grad_norm: 30.4831 loss: 7.4547 loss_cls: 0.1573 loss_bbox: 0.1243 loss_iou: 0.2961 d0.loss_cls: 0.1889 d0.loss_bbox: 0.1317 d0.loss_iou: 0.3161 d1.loss_cls: 0.1727 d1.loss_bbox: 0.1296 d1.loss_iou: 0.3019 d2.loss_cls: 0.1641 d2.loss_bbox: 0.1221 d2.loss_iou: 0.2981 d3.loss_cls: 0.1616 d3.loss_bbox: 0.1228 d3.loss_iou: 0.2976 d4.loss_cls: 0.1592 d4.loss_bbox: 0.1243 d4.loss_iou: 0.2972 enc_loss_cls: 0.1958 enc_loss_bbox: 0.1440 enc_loss_iou: 0.3402 dn_loss_cls: 0.0211 dn_loss_bbox: 0.1713 dn_loss_iou: 0.2932 d0.dn_loss_cls: 0.0508 d0.dn_loss_bbox: 0.2579 d0.dn_loss_iou: 0.4029 d1.dn_loss_cls: 0.0284 d1.dn_loss_bbox: 0.1895 d1.dn_loss_iou: 0.3183 d2.dn_loss_cls: 0.0240 d2.dn_loss_bbox: 0.1754 d2.dn_loss_iou: 0.3017 d3.dn_loss_cls: 0.0222 d3.dn_loss_bbox: 0.1715 d3.dn_loss_iou: 0.2948 d4.dn_loss_cls: 0.0215 d4.dn_loss_bbox: 0.1712 d4.dn_loss_iou: 0.2936 2023/03/01 04:36:20 - mmengine - INFO - Epoch(train) [12][3850/7393] lr: 1.0000e-05 eta: 0:51:19 time: 0.8648 data_time: 0.0052 memory: 27460 grad_norm: 27.8104 loss: 8.0369 loss_cls: 0.1595 loss_bbox: 0.1407 loss_iou: 0.2869 d0.loss_cls: 0.1950 d0.loss_bbox: 0.1399 d0.loss_iou: 0.3085 d1.loss_cls: 0.1759 d1.loss_bbox: 0.1415 d1.loss_iou: 0.2972 d2.loss_cls: 0.1692 d2.loss_bbox: 0.1368 d2.loss_iou: 0.2885 d3.loss_cls: 0.1641 d3.loss_bbox: 0.1389 d3.loss_iou: 0.2876 d4.loss_cls: 0.1588 d4.loss_bbox: 0.1419 d4.loss_iou: 0.2887 enc_loss_cls: 0.2006 enc_loss_bbox: 0.1562 enc_loss_iou: 0.3244 dn_loss_cls: 0.0212 dn_loss_bbox: 0.2255 dn_loss_iou: 0.3164 d0.dn_loss_cls: 0.0551 d0.dn_loss_bbox: 0.3451 d0.dn_loss_iou: 0.4382 d1.dn_loss_cls: 0.0313 d1.dn_loss_bbox: 0.2511 d1.dn_loss_iou: 0.3452 d2.dn_loss_cls: 0.0248 d2.dn_loss_bbox: 0.2291 d2.dn_loss_iou: 0.3240 d3.dn_loss_cls: 0.0225 d3.dn_loss_bbox: 0.2252 d3.dn_loss_iou: 0.3181 d4.dn_loss_cls: 0.0209 d4.dn_loss_bbox: 0.2253 d4.dn_loss_iou: 0.3169 2023/03/01 04:37:04 - mmengine - INFO - Epoch(train) [12][3900/7393] lr: 1.0000e-05 eta: 0:50:36 time: 0.8771 data_time: 0.0053 memory: 29554 grad_norm: 30.7742 loss: 7.8899 loss_cls: 0.1670 loss_bbox: 0.1350 loss_iou: 0.3617 d0.loss_cls: 0.2040 d0.loss_bbox: 0.1427 d0.loss_iou: 0.3741 d1.loss_cls: 0.1810 d1.loss_bbox: 0.1409 d1.loss_iou: 0.3700 d2.loss_cls: 0.1754 d2.loss_bbox: 0.1353 d2.loss_iou: 0.3645 d3.loss_cls: 0.1719 d3.loss_bbox: 0.1347 d3.loss_iou: 0.3611 d4.loss_cls: 0.1679 d4.loss_bbox: 0.1355 d4.loss_iou: 0.3632 enc_loss_cls: 0.2136 enc_loss_bbox: 0.1552 enc_loss_iou: 0.4027 dn_loss_cls: 0.0160 dn_loss_bbox: 0.1522 dn_loss_iou: 0.2862 d0.dn_loss_cls: 0.0479 d0.dn_loss_bbox: 0.2429 d0.dn_loss_iou: 0.3939 d1.dn_loss_cls: 0.0249 d1.dn_loss_bbox: 0.1728 d1.dn_loss_iou: 0.3131 d2.dn_loss_cls: 0.0191 d2.dn_loss_bbox: 0.1570 d2.dn_loss_iou: 0.2935 d3.dn_loss_cls: 0.0172 d3.dn_loss_bbox: 0.1532 d3.dn_loss_iou: 0.2880 d4.dn_loss_cls: 0.0162 d4.dn_loss_bbox: 0.1523 d4.dn_loss_iou: 0.2864 2023/03/01 04:37:48 - mmengine - INFO - Epoch(train) [12][3950/7393] lr: 1.0000e-05 eta: 0:49:53 time: 0.8889 data_time: 0.0056 memory: 29427 grad_norm: 28.3702 loss: 7.8847 loss_cls: 0.1479 loss_bbox: 0.1276 loss_iou: 0.2959 d0.loss_cls: 0.1847 d0.loss_bbox: 0.1354 d0.loss_iou: 0.3066 d1.loss_cls: 0.1623 d1.loss_bbox: 0.1307 d1.loss_iou: 0.3004 d2.loss_cls: 0.1564 d2.loss_bbox: 0.1261 d2.loss_iou: 0.2961 d3.loss_cls: 0.1535 d3.loss_bbox: 0.1251 d3.loss_iou: 0.2946 d4.loss_cls: 0.1481 d4.loss_bbox: 0.1274 d4.loss_iou: 0.2959 enc_loss_cls: 0.1966 enc_loss_bbox: 0.1489 enc_loss_iou: 0.3270 dn_loss_cls: 0.0173 dn_loss_bbox: 0.2199 dn_loss_iou: 0.3223 d0.dn_loss_cls: 0.0536 d0.dn_loss_bbox: 0.3302 d0.dn_loss_iou: 0.4299 d1.dn_loss_cls: 0.0290 d1.dn_loss_bbox: 0.2452 d1.dn_loss_iou: 0.3485 d2.dn_loss_cls: 0.0223 d2.dn_loss_bbox: 0.2264 d2.dn_loss_iou: 0.3293 d3.dn_loss_cls: 0.0195 d3.dn_loss_bbox: 0.2210 d3.dn_loss_iou: 0.3237 d4.dn_loss_cls: 0.0176 d4.dn_loss_bbox: 0.2198 d4.dn_loss_iou: 0.3222 2023/03/01 04:38:32 - mmengine - INFO - Epoch(train) [12][4000/7393] lr: 1.0000e-05 eta: 0:49:09 time: 0.8790 data_time: 0.0053 memory: 25190 grad_norm: 28.9033 loss: 7.6062 loss_cls: 0.1591 loss_bbox: 0.1318 loss_iou: 0.3296 d0.loss_cls: 0.1989 d0.loss_bbox: 0.1310 d0.loss_iou: 0.3303 d1.loss_cls: 0.1743 d1.loss_bbox: 0.1349 d1.loss_iou: 0.3323 d2.loss_cls: 0.1660 d2.loss_bbox: 0.1328 d2.loss_iou: 0.3294 d3.loss_cls: 0.1638 d3.loss_bbox: 0.1319 d3.loss_iou: 0.3272 d4.loss_cls: 0.1607 d4.loss_bbox: 0.1329 d4.loss_iou: 0.3288 enc_loss_cls: 0.2066 enc_loss_bbox: 0.1421 enc_loss_iou: 0.3585 dn_loss_cls: 0.0176 dn_loss_bbox: 0.1865 dn_loss_iou: 0.2604 d0.dn_loss_cls: 0.0483 d0.dn_loss_bbox: 0.2918 d0.dn_loss_iou: 0.3710 d1.dn_loss_cls: 0.0266 d1.dn_loss_bbox: 0.2049 d1.dn_loss_iou: 0.2854 d2.dn_loss_cls: 0.0208 d2.dn_loss_bbox: 0.1906 d2.dn_loss_iou: 0.2676 d3.dn_loss_cls: 0.0185 d3.dn_loss_bbox: 0.1865 d3.dn_loss_iou: 0.2620 d4.dn_loss_cls: 0.0177 d4.dn_loss_bbox: 0.1865 d4.dn_loss_iou: 0.2605 2023/03/01 04:39:15 - mmengine - INFO - Epoch(train) [12][4050/7393] lr: 1.0000e-05 eta: 0:48:26 time: 0.8663 data_time: 0.0053 memory: 28122 grad_norm: 27.0214 loss: 8.4466 loss_cls: 0.1758 loss_bbox: 0.1624 loss_iou: 0.3492 d0.loss_cls: 0.2129 d0.loss_bbox: 0.1646 d0.loss_iou: 0.3586 d1.loss_cls: 0.1958 d1.loss_bbox: 0.1596 d1.loss_iou: 0.3496 d2.loss_cls: 0.1857 d2.loss_bbox: 0.1577 d2.loss_iou: 0.3493 d3.loss_cls: 0.1788 d3.loss_bbox: 0.1613 d3.loss_iou: 0.3490 d4.loss_cls: 0.1761 d4.loss_bbox: 0.1614 d4.loss_iou: 0.3493 enc_loss_cls: 0.2221 enc_loss_bbox: 0.1811 enc_loss_iou: 0.3828 dn_loss_cls: 0.0175 dn_loss_bbox: 0.2112 dn_loss_iou: 0.2942 d0.dn_loss_cls: 0.0506 d0.dn_loss_bbox: 0.3167 d0.dn_loss_iou: 0.4055 d1.dn_loss_cls: 0.0285 d1.dn_loss_bbox: 0.2318 d1.dn_loss_iou: 0.3199 d2.dn_loss_cls: 0.0219 d2.dn_loss_bbox: 0.2166 d2.dn_loss_iou: 0.3009 d3.dn_loss_cls: 0.0193 d3.dn_loss_bbox: 0.2113 d3.dn_loss_iou: 0.2949 d4.dn_loss_cls: 0.0175 d4.dn_loss_bbox: 0.2107 d4.dn_loss_iou: 0.2943 2023/03/01 04:39:59 - mmengine - INFO - Epoch(train) [12][4100/7393] lr: 1.0000e-05 eta: 0:47:42 time: 0.8622 data_time: 0.0053 memory: 27689 grad_norm: 28.8287 loss: 8.5946 loss_cls: 0.1753 loss_bbox: 0.1606 loss_iou: 0.3601 d0.loss_cls: 0.2129 d0.loss_bbox: 0.1673 d0.loss_iou: 0.3693 d1.loss_cls: 0.1930 d1.loss_bbox: 0.1641 d1.loss_iou: 0.3625 d2.loss_cls: 0.1843 d2.loss_bbox: 0.1630 d2.loss_iou: 0.3582 d3.loss_cls: 0.1771 d3.loss_bbox: 0.1627 d3.loss_iou: 0.3603 d4.loss_cls: 0.1760 d4.loss_bbox: 0.1610 d4.loss_iou: 0.3603 enc_loss_cls: 0.2285 enc_loss_bbox: 0.1849 enc_loss_iou: 0.3968 dn_loss_cls: 0.0197 dn_loss_bbox: 0.2105 dn_loss_iou: 0.3031 d0.dn_loss_cls: 0.0516 d0.dn_loss_bbox: 0.3122 d0.dn_loss_iou: 0.4131 d1.dn_loss_cls: 0.0283 d1.dn_loss_bbox: 0.2321 d1.dn_loss_iou: 0.3270 d2.dn_loss_cls: 0.0229 d2.dn_loss_bbox: 0.2149 d2.dn_loss_iou: 0.3093 d3.dn_loss_cls: 0.0214 d3.dn_loss_bbox: 0.2115 d3.dn_loss_iou: 0.3048 d4.dn_loss_cls: 0.0202 d4.dn_loss_bbox: 0.2107 d4.dn_loss_iou: 0.3034 2023/03/01 04:40:42 - mmengine - INFO - Epoch(train) [12][4150/7393] lr: 1.0000e-05 eta: 0:46:59 time: 0.8728 data_time: 0.0053 memory: 27598 grad_norm: 31.6575 loss: 7.9266 loss_cls: 0.1584 loss_bbox: 0.1459 loss_iou: 0.3276 d0.loss_cls: 0.1925 d0.loss_bbox: 0.1555 d0.loss_iou: 0.3416 d1.loss_cls: 0.1728 d1.loss_bbox: 0.1500 d1.loss_iou: 0.3343 d2.loss_cls: 0.1663 d2.loss_bbox: 0.1467 d2.loss_iou: 0.3318 d3.loss_cls: 0.1648 d3.loss_bbox: 0.1447 d3.loss_iou: 0.3260 d4.loss_cls: 0.1610 d4.loss_bbox: 0.1451 d4.loss_iou: 0.3262 enc_loss_cls: 0.1990 enc_loss_bbox: 0.1702 enc_loss_iou: 0.3698 dn_loss_cls: 0.0185 dn_loss_bbox: 0.1889 dn_loss_iou: 0.2882 d0.dn_loss_cls: 0.0492 d0.dn_loss_bbox: 0.2924 d0.dn_loss_iou: 0.3992 d1.dn_loss_cls: 0.0269 d1.dn_loss_bbox: 0.2129 d1.dn_loss_iou: 0.3144 d2.dn_loss_cls: 0.0218 d2.dn_loss_bbox: 0.1943 d2.dn_loss_iou: 0.2948 d3.dn_loss_cls: 0.0201 d3.dn_loss_bbox: 0.1892 d3.dn_loss_iou: 0.2895 d4.dn_loss_cls: 0.0190 d4.dn_loss_bbox: 0.1886 d4.dn_loss_iou: 0.2884 2023/03/01 04:41:26 - mmengine - INFO - Epoch(train) [12][4200/7393] lr: 1.0000e-05 eta: 0:46:15 time: 0.8811 data_time: 0.0056 memory: 26735 grad_norm: 35.3184 loss: 7.8634 loss_cls: 0.1646 loss_bbox: 0.1316 loss_iou: 0.3261 d0.loss_cls: 0.1976 d0.loss_bbox: 0.1394 d0.loss_iou: 0.3332 d1.loss_cls: 0.1800 d1.loss_bbox: 0.1325 d1.loss_iou: 0.3272 d2.loss_cls: 0.1722 d2.loss_bbox: 0.1300 d2.loss_iou: 0.3263 d3.loss_cls: 0.1644 d3.loss_bbox: 0.1333 d3.loss_iou: 0.3285 d4.loss_cls: 0.1664 d4.loss_bbox: 0.1327 d4.loss_iou: 0.3267 enc_loss_cls: 0.2029 enc_loss_bbox: 0.1550 enc_loss_iou: 0.3632 dn_loss_cls: 0.0203 dn_loss_bbox: 0.1813 dn_loss_iou: 0.3000 d0.dn_loss_cls: 0.0514 d0.dn_loss_bbox: 0.2816 d0.dn_loss_iou: 0.4136 d1.dn_loss_cls: 0.0295 d1.dn_loss_bbox: 0.2020 d1.dn_loss_iou: 0.3271 d2.dn_loss_cls: 0.0239 d2.dn_loss_bbox: 0.1850 d2.dn_loss_iou: 0.3059 d3.dn_loss_cls: 0.0220 d3.dn_loss_bbox: 0.1822 d3.dn_loss_iou: 0.3012 d4.dn_loss_cls: 0.0209 d4.dn_loss_bbox: 0.1817 d4.dn_loss_iou: 0.3003 2023/03/01 04:42:10 - mmengine - INFO - Epoch(train) [12][4250/7393] lr: 1.0000e-05 eta: 0:45:32 time: 0.8817 data_time: 0.0054 memory: 27774 grad_norm: 27.8512 loss: 7.4708 loss_cls: 0.1431 loss_bbox: 0.1247 loss_iou: 0.2905 d0.loss_cls: 0.1706 d0.loss_bbox: 0.1282 d0.loss_iou: 0.3036 d1.loss_cls: 0.1563 d1.loss_bbox: 0.1224 d1.loss_iou: 0.2964 d2.loss_cls: 0.1487 d2.loss_bbox: 0.1226 d2.loss_iou: 0.2937 d3.loss_cls: 0.1473 d3.loss_bbox: 0.1227 d3.loss_iou: 0.2899 d4.loss_cls: 0.1462 d4.loss_bbox: 0.1225 d4.loss_iou: 0.2900 enc_loss_cls: 0.1792 enc_loss_bbox: 0.1482 enc_loss_iou: 0.3294 dn_loss_cls: 0.0137 dn_loss_bbox: 0.2208 dn_loss_iou: 0.2767 d0.dn_loss_cls: 0.0448 d0.dn_loss_bbox: 0.3292 d0.dn_loss_iou: 0.3866 d1.dn_loss_cls: 0.0219 d1.dn_loss_bbox: 0.2436 d1.dn_loss_iou: 0.3029 d2.dn_loss_cls: 0.0167 d2.dn_loss_bbox: 0.2270 d2.dn_loss_iou: 0.2841 d3.dn_loss_cls: 0.0148 d3.dn_loss_bbox: 0.2220 d3.dn_loss_iou: 0.2780 d4.dn_loss_cls: 0.0141 d4.dn_loss_bbox: 0.2209 d4.dn_loss_iou: 0.2770 2023/03/01 04:42:53 - mmengine - INFO - Epoch(train) [12][4300/7393] lr: 1.0000e-05 eta: 0:44:48 time: 0.8581 data_time: 0.0054 memory: 28179 grad_norm: 27.2105 loss: 8.1640 loss_cls: 0.1604 loss_bbox: 0.1549 loss_iou: 0.3118 d0.loss_cls: 0.2026 d0.loss_bbox: 0.1563 d0.loss_iou: 0.3265 d1.loss_cls: 0.1863 d1.loss_bbox: 0.1504 d1.loss_iou: 0.3143 d2.loss_cls: 0.1725 d2.loss_bbox: 0.1493 d2.loss_iou: 0.3121 d3.loss_cls: 0.1640 d3.loss_bbox: 0.1522 d3.loss_iou: 0.3134 d4.loss_cls: 0.1625 d4.loss_bbox: 0.1505 d4.loss_iou: 0.3125 enc_loss_cls: 0.2046 enc_loss_bbox: 0.1689 enc_loss_iou: 0.3513 dn_loss_cls: 0.0143 dn_loss_bbox: 0.2355 dn_loss_iou: 0.2999 d0.dn_loss_cls: 0.0462 d0.dn_loss_bbox: 0.3192 d0.dn_loss_iou: 0.4029 d1.dn_loss_cls: 0.0240 d1.dn_loss_bbox: 0.2534 d1.dn_loss_iou: 0.3228 d2.dn_loss_cls: 0.0182 d2.dn_loss_bbox: 0.2396 d2.dn_loss_iou: 0.3058 d3.dn_loss_cls: 0.0160 d3.dn_loss_bbox: 0.2363 d3.dn_loss_iou: 0.3018 d4.dn_loss_cls: 0.0147 d4.dn_loss_bbox: 0.2353 d4.dn_loss_iou: 0.3005 2023/03/01 04:43:37 - mmengine - INFO - Epoch(train) [12][4350/7393] lr: 1.0000e-05 eta: 0:44:05 time: 0.8734 data_time: 0.0054 memory: 27322 grad_norm: 29.6237 loss: 7.4050 loss_cls: 0.1591 loss_bbox: 0.1369 loss_iou: 0.2809 d0.loss_cls: 0.1892 d0.loss_bbox: 0.1435 d0.loss_iou: 0.2970 d1.loss_cls: 0.1697 d1.loss_bbox: 0.1438 d1.loss_iou: 0.2873 d2.loss_cls: 0.1690 d2.loss_bbox: 0.1348 d2.loss_iou: 0.2789 d3.loss_cls: 0.1626 d3.loss_bbox: 0.1369 d3.loss_iou: 0.2802 d4.loss_cls: 0.1598 d4.loss_bbox: 0.1376 d4.loss_iou: 0.2811 enc_loss_cls: 0.2035 enc_loss_bbox: 0.1572 enc_loss_iou: 0.3199 dn_loss_cls: 0.0162 dn_loss_bbox: 0.1924 dn_loss_iou: 0.2713 d0.dn_loss_cls: 0.0449 d0.dn_loss_bbox: 0.2864 d0.dn_loss_iou: 0.3804 d1.dn_loss_cls: 0.0237 d1.dn_loss_bbox: 0.2119 d1.dn_loss_iou: 0.2954 d2.dn_loss_cls: 0.0188 d2.dn_loss_bbox: 0.1950 d2.dn_loss_iou: 0.2774 d3.dn_loss_cls: 0.0172 d3.dn_loss_bbox: 0.1925 d3.dn_loss_iou: 0.2723 d4.dn_loss_cls: 0.0164 d4.dn_loss_bbox: 0.1924 d4.dn_loss_iou: 0.2715 2023/03/01 04:44:20 - mmengine - INFO - Epoch(train) [12][4400/7393] lr: 1.0000e-05 eta: 0:43:21 time: 0.8599 data_time: 0.0054 memory: 28179 grad_norm: 28.5566 loss: 8.5204 loss_cls: 0.1805 loss_bbox: 0.1533 loss_iou: 0.3619 d0.loss_cls: 0.2187 d0.loss_bbox: 0.1580 d0.loss_iou: 0.3825 d1.loss_cls: 0.1990 d1.loss_bbox: 0.1525 d1.loss_iou: 0.3685 d2.loss_cls: 0.1907 d2.loss_bbox: 0.1516 d2.loss_iou: 0.3630 d3.loss_cls: 0.1847 d3.loss_bbox: 0.1512 d3.loss_iou: 0.3641 d4.loss_cls: 0.1824 d4.loss_bbox: 0.1528 d4.loss_iou: 0.3630 enc_loss_cls: 0.2210 enc_loss_bbox: 0.1802 enc_loss_iou: 0.4046 dn_loss_cls: 0.0177 dn_loss_bbox: 0.1924 dn_loss_iou: 0.3057 d0.dn_loss_cls: 0.0475 d0.dn_loss_bbox: 0.3016 d0.dn_loss_iou: 0.4228 d1.dn_loss_cls: 0.0266 d1.dn_loss_bbox: 0.2192 d1.dn_loss_iou: 0.3355 d2.dn_loss_cls: 0.0209 d2.dn_loss_bbox: 0.1979 d2.dn_loss_iou: 0.3125 d3.dn_loss_cls: 0.0194 d3.dn_loss_bbox: 0.1935 d3.dn_loss_iou: 0.3070 d4.dn_loss_cls: 0.0181 d4.dn_loss_bbox: 0.1926 d4.dn_loss_iou: 0.3058 2023/03/01 04:45:04 - mmengine - INFO - Epoch(train) [12][4450/7393] lr: 1.0000e-05 eta: 0:42:38 time: 0.8760 data_time: 0.0056 memory: 29182 grad_norm: 29.2127 loss: 8.1942 loss_cls: 0.1669 loss_bbox: 0.1290 loss_iou: 0.3299 d0.loss_cls: 0.2008 d0.loss_bbox: 0.1415 d0.loss_iou: 0.3530 d1.loss_cls: 0.1780 d1.loss_bbox: 0.1370 d1.loss_iou: 0.3397 d2.loss_cls: 0.1708 d2.loss_bbox: 0.1316 d2.loss_iou: 0.3340 d3.loss_cls: 0.1673 d3.loss_bbox: 0.1302 d3.loss_iou: 0.3316 d4.loss_cls: 0.1648 d4.loss_bbox: 0.1297 d4.loss_iou: 0.3317 enc_loss_cls: 0.2118 enc_loss_bbox: 0.1556 enc_loss_iou: 0.3778 dn_loss_cls: 0.0186 dn_loss_bbox: 0.2191 dn_loss_iou: 0.3041 d0.dn_loss_cls: 0.0480 d0.dn_loss_bbox: 0.3257 d0.dn_loss_iou: 0.4186 d1.dn_loss_cls: 0.0273 d1.dn_loss_bbox: 0.2442 d1.dn_loss_iou: 0.3317 d2.dn_loss_cls: 0.0227 d2.dn_loss_bbox: 0.2237 d2.dn_loss_iou: 0.3102 d3.dn_loss_cls: 0.0202 d3.dn_loss_bbox: 0.2199 d3.dn_loss_iou: 0.3053 d4.dn_loss_cls: 0.0189 d4.dn_loss_bbox: 0.2192 d4.dn_loss_iou: 0.3045 2023/03/01 04:45:48 - mmengine - INFO - Epoch(train) [12][4500/7393] lr: 1.0000e-05 eta: 0:41:55 time: 0.8851 data_time: 0.0056 memory: 27689 grad_norm: 27.5709 loss: 7.9330 loss_cls: 0.1709 loss_bbox: 0.1296 loss_iou: 0.3466 d0.loss_cls: 0.2020 d0.loss_bbox: 0.1385 d0.loss_iou: 0.3583 d1.loss_cls: 0.1812 d1.loss_bbox: 0.1348 d1.loss_iou: 0.3572 d2.loss_cls: 0.1757 d2.loss_bbox: 0.1310 d2.loss_iou: 0.3488 d3.loss_cls: 0.1719 d3.loss_bbox: 0.1312 d3.loss_iou: 0.3484 d4.loss_cls: 0.1717 d4.loss_bbox: 0.1299 d4.loss_iou: 0.3467 enc_loss_cls: 0.2135 enc_loss_bbox: 0.1485 enc_loss_iou: 0.3777 dn_loss_cls: 0.0161 dn_loss_bbox: 0.1827 dn_loss_iou: 0.2943 d0.dn_loss_cls: 0.0428 d0.dn_loss_bbox: 0.2592 d0.dn_loss_iou: 0.3900 d1.dn_loss_cls: 0.0235 d1.dn_loss_bbox: 0.1994 d1.dn_loss_iou: 0.3166 d2.dn_loss_cls: 0.0194 d2.dn_loss_bbox: 0.1857 d2.dn_loss_iou: 0.2991 d3.dn_loss_cls: 0.0175 d3.dn_loss_bbox: 0.1835 d3.dn_loss_iou: 0.2955 d4.dn_loss_cls: 0.0162 d4.dn_loss_bbox: 0.1827 d4.dn_loss_iou: 0.2944 2023/03/01 04:46:32 - mmengine - INFO - Epoch(train) [12][4550/7393] lr: 1.0000e-05 eta: 0:41:11 time: 0.8787 data_time: 0.0056 memory: 26789 grad_norm: 31.1977 loss: 8.9547 loss_cls: 0.1863 loss_bbox: 0.1656 loss_iou: 0.3458 d0.loss_cls: 0.2187 d0.loss_bbox: 0.1710 d0.loss_iou: 0.3576 d1.loss_cls: 0.2015 d1.loss_bbox: 0.1664 d1.loss_iou: 0.3517 d2.loss_cls: 0.1936 d2.loss_bbox: 0.1655 d2.loss_iou: 0.3503 d3.loss_cls: 0.1876 d3.loss_bbox: 0.1663 d3.loss_iou: 0.3461 d4.loss_cls: 0.1861 d4.loss_bbox: 0.1653 d4.loss_iou: 0.3459 enc_loss_cls: 0.2270 enc_loss_bbox: 0.1865 enc_loss_iou: 0.3859 dn_loss_cls: 0.0175 dn_loss_bbox: 0.2414 dn_loss_iou: 0.3362 d0.dn_loss_cls: 0.0491 d0.dn_loss_bbox: 0.3410 d0.dn_loss_iou: 0.4435 d1.dn_loss_cls: 0.0273 d1.dn_loss_bbox: 0.2626 d1.dn_loss_iou: 0.3619 d2.dn_loss_cls: 0.0217 d2.dn_loss_bbox: 0.2450 d2.dn_loss_iou: 0.3422 d3.dn_loss_cls: 0.0195 d3.dn_loss_bbox: 0.2420 d3.dn_loss_iou: 0.3378 d4.dn_loss_cls: 0.0177 d4.dn_loss_bbox: 0.2413 d4.dn_loss_iou: 0.3364 2023/03/01 04:47:16 - mmengine - INFO - Epoch(train) [12][4600/7393] lr: 1.0000e-05 eta: 0:40:28 time: 0.8804 data_time: 0.0055 memory: 27689 grad_norm: 28.0356 loss: 8.4818 loss_cls: 0.1974 loss_bbox: 0.1317 loss_iou: 0.3586 d0.loss_cls: 0.2325 d0.loss_bbox: 0.1429 d0.loss_iou: 0.3780 d1.loss_cls: 0.2130 d1.loss_bbox: 0.1367 d1.loss_iou: 0.3657 d2.loss_cls: 0.2050 d2.loss_bbox: 0.1343 d2.loss_iou: 0.3636 d3.loss_cls: 0.2030 d3.loss_bbox: 0.1310 d3.loss_iou: 0.3605 d4.loss_cls: 0.1987 d4.loss_bbox: 0.1307 d4.loss_iou: 0.3581 enc_loss_cls: 0.2393 enc_loss_bbox: 0.1524 enc_loss_iou: 0.4055 dn_loss_cls: 0.0214 dn_loss_bbox: 0.1979 dn_loss_iou: 0.3020 d0.dn_loss_cls: 0.0546 d0.dn_loss_bbox: 0.2917 d0.dn_loss_iou: 0.4080 d1.dn_loss_cls: 0.0313 d1.dn_loss_bbox: 0.2225 d1.dn_loss_iou: 0.3306 d2.dn_loss_cls: 0.0253 d2.dn_loss_bbox: 0.2023 d2.dn_loss_iou: 0.3088 d3.dn_loss_cls: 0.0228 d3.dn_loss_bbox: 0.1985 d3.dn_loss_iou: 0.3034 d4.dn_loss_cls: 0.0216 d4.dn_loss_bbox: 0.1980 d4.dn_loss_iou: 0.3023 2023/03/01 04:48:00 - mmengine - INFO - Epoch(train) [12][4650/7393] lr: 1.0000e-05 eta: 0:39:44 time: 0.8709 data_time: 0.0054 memory: 26633 grad_norm: 27.4583 loss: 7.9446 loss_cls: 0.1601 loss_bbox: 0.1478 loss_iou: 0.3135 d0.loss_cls: 0.1981 d0.loss_bbox: 0.1486 d0.loss_iou: 0.3210 d1.loss_cls: 0.1793 d1.loss_bbox: 0.1452 d1.loss_iou: 0.3094 d2.loss_cls: 0.1674 d2.loss_bbox: 0.1485 d2.loss_iou: 0.3114 d3.loss_cls: 0.1651 d3.loss_bbox: 0.1478 d3.loss_iou: 0.3129 d4.loss_cls: 0.1619 d4.loss_bbox: 0.1478 d4.loss_iou: 0.3134 enc_loss_cls: 0.2090 enc_loss_bbox: 0.1583 enc_loss_iou: 0.3421 dn_loss_cls: 0.0174 dn_loss_bbox: 0.2109 dn_loss_iou: 0.2899 d0.dn_loss_cls: 0.0497 d0.dn_loss_bbox: 0.3157 d0.dn_loss_iou: 0.4019 d1.dn_loss_cls: 0.0258 d1.dn_loss_bbox: 0.2354 d1.dn_loss_iou: 0.3175 d2.dn_loss_cls: 0.0204 d2.dn_loss_bbox: 0.2145 d2.dn_loss_iou: 0.2972 d3.dn_loss_cls: 0.0184 d3.dn_loss_bbox: 0.2115 d3.dn_loss_iou: 0.2916 d4.dn_loss_cls: 0.0176 d4.dn_loss_bbox: 0.2108 d4.dn_loss_iou: 0.2902 2023/03/01 04:48:23 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 04:48:43 - mmengine - INFO - Epoch(train) [12][4700/7393] lr: 1.0000e-05 eta: 0:39:01 time: 0.8648 data_time: 0.0055 memory: 27663 grad_norm: 27.8408 loss: 8.3563 loss_cls: 0.1882 loss_bbox: 0.1290 loss_iou: 0.3607 d0.loss_cls: 0.2276 d0.loss_bbox: 0.1370 d0.loss_iou: 0.3782 d1.loss_cls: 0.2068 d1.loss_bbox: 0.1359 d1.loss_iou: 0.3712 d2.loss_cls: 0.1984 d2.loss_bbox: 0.1301 d2.loss_iou: 0.3623 d3.loss_cls: 0.1893 d3.loss_bbox: 0.1307 d3.loss_iou: 0.3623 d4.loss_cls: 0.1881 d4.loss_bbox: 0.1304 d4.loss_iou: 0.3605 enc_loss_cls: 0.2303 enc_loss_bbox: 0.1535 enc_loss_iou: 0.4033 dn_loss_cls: 0.0232 dn_loss_bbox: 0.1880 dn_loss_iou: 0.3016 d0.dn_loss_cls: 0.0563 d0.dn_loss_bbox: 0.2795 d0.dn_loss_iou: 0.4079 d1.dn_loss_cls: 0.0316 d1.dn_loss_bbox: 0.2087 d1.dn_loss_iou: 0.3286 d2.dn_loss_cls: 0.0262 d2.dn_loss_bbox: 0.1936 d2.dn_loss_iou: 0.3089 d3.dn_loss_cls: 0.0245 d3.dn_loss_bbox: 0.1886 d3.dn_loss_iou: 0.3028 d4.dn_loss_cls: 0.0235 d4.dn_loss_bbox: 0.1876 d4.dn_loss_iou: 0.3014 2023/03/01 04:49:27 - mmengine - INFO - Epoch(train) [12][4750/7393] lr: 1.0000e-05 eta: 0:38:17 time: 0.8918 data_time: 0.0055 memory: 27689 grad_norm: 25.7057 loss: 8.2693 loss_cls: 0.1859 loss_bbox: 0.1427 loss_iou: 0.3519 d0.loss_cls: 0.2180 d0.loss_bbox: 0.1493 d0.loss_iou: 0.3699 d1.loss_cls: 0.1974 d1.loss_bbox: 0.1435 d1.loss_iou: 0.3623 d2.loss_cls: 0.1923 d2.loss_bbox: 0.1412 d2.loss_iou: 0.3550 d3.loss_cls: 0.1871 d3.loss_bbox: 0.1451 d3.loss_iou: 0.3517 d4.loss_cls: 0.1869 d4.loss_bbox: 0.1427 d4.loss_iou: 0.3514 enc_loss_cls: 0.2270 enc_loss_bbox: 0.1617 enc_loss_iou: 0.3966 dn_loss_cls: 0.0212 dn_loss_bbox: 0.1905 dn_loss_iou: 0.2916 d0.dn_loss_cls: 0.0530 d0.dn_loss_bbox: 0.2743 d0.dn_loss_iou: 0.3984 d1.dn_loss_cls: 0.0294 d1.dn_loss_bbox: 0.2081 d1.dn_loss_iou: 0.3153 d2.dn_loss_cls: 0.0239 d2.dn_loss_bbox: 0.1962 d2.dn_loss_iou: 0.2985 d3.dn_loss_cls: 0.0218 d3.dn_loss_bbox: 0.1910 d3.dn_loss_iou: 0.2927 d4.dn_loss_cls: 0.0212 d4.dn_loss_bbox: 0.1906 d4.dn_loss_iou: 0.2919 2023/03/01 04:50:11 - mmengine - INFO - Epoch(train) [12][4800/7393] lr: 1.0000e-05 eta: 0:37:34 time: 0.8645 data_time: 0.0054 memory: 26633 grad_norm: 30.4019 loss: 6.9751 loss_cls: 0.1558 loss_bbox: 0.1060 loss_iou: 0.2656 d0.loss_cls: 0.1874 d0.loss_bbox: 0.1115 d0.loss_iou: 0.2810 d1.loss_cls: 0.1723 d1.loss_bbox: 0.1099 d1.loss_iou: 0.2716 d2.loss_cls: 0.1633 d2.loss_bbox: 0.1068 d2.loss_iou: 0.2689 d3.loss_cls: 0.1586 d3.loss_bbox: 0.1061 d3.loss_iou: 0.2654 d4.loss_cls: 0.1571 d4.loss_bbox: 0.1057 d4.loss_iou: 0.2654 enc_loss_cls: 0.1967 enc_loss_bbox: 0.1276 enc_loss_iou: 0.3029 dn_loss_cls: 0.0170 dn_loss_bbox: 0.1809 dn_loss_iou: 0.2638 d0.dn_loss_cls: 0.0483 d0.dn_loss_bbox: 0.2791 d0.dn_loss_iou: 0.3721 d1.dn_loss_cls: 0.0274 d1.dn_loss_bbox: 0.2019 d1.dn_loss_iou: 0.2881 d2.dn_loss_cls: 0.0220 d2.dn_loss_bbox: 0.1868 d2.dn_loss_iou: 0.2706 d3.dn_loss_cls: 0.0192 d3.dn_loss_bbox: 0.1829 d3.dn_loss_iou: 0.2661 d4.dn_loss_cls: 0.0178 d4.dn_loss_bbox: 0.1812 d4.dn_loss_iou: 0.2642 2023/03/01 04:50:53 - mmengine - INFO - Epoch(train) [12][4850/7393] lr: 1.0000e-05 eta: 0:36:50 time: 0.8479 data_time: 0.0054 memory: 26496 grad_norm: 28.7084 loss: 8.5425 loss_cls: 0.1761 loss_bbox: 0.1533 loss_iou: 0.3584 d0.loss_cls: 0.2084 d0.loss_bbox: 0.1623 d0.loss_iou: 0.3729 d1.loss_cls: 0.1934 d1.loss_bbox: 0.1585 d1.loss_iou: 0.3606 d2.loss_cls: 0.1844 d2.loss_bbox: 0.1529 d2.loss_iou: 0.3589 d3.loss_cls: 0.1798 d3.loss_bbox: 0.1518 d3.loss_iou: 0.3569 d4.loss_cls: 0.1795 d4.loss_bbox: 0.1493 d4.loss_iou: 0.3567 enc_loss_cls: 0.2143 enc_loss_bbox: 0.1781 enc_loss_iou: 0.3962 dn_loss_cls: 0.0214 dn_loss_bbox: 0.2001 dn_loss_iou: 0.3160 d0.dn_loss_cls: 0.0516 d0.dn_loss_bbox: 0.2948 d0.dn_loss_iou: 0.4275 d1.dn_loss_cls: 0.0298 d1.dn_loss_bbox: 0.2219 d1.dn_loss_iou: 0.3452 d2.dn_loss_cls: 0.0246 d2.dn_loss_bbox: 0.2037 d2.dn_loss_iou: 0.3235 d3.dn_loss_cls: 0.0229 d3.dn_loss_bbox: 0.2010 d3.dn_loss_iou: 0.3180 d4.dn_loss_cls: 0.0215 d4.dn_loss_bbox: 0.2001 d4.dn_loss_iou: 0.3163 2023/03/01 04:51:36 - mmengine - INFO - Epoch(train) [12][4900/7393] lr: 1.0000e-05 eta: 0:36:07 time: 0.8628 data_time: 0.0056 memory: 29723 grad_norm: 26.0878 loss: 8.6586 loss_cls: 0.1904 loss_bbox: 0.1469 loss_iou: 0.3557 d0.loss_cls: 0.2286 d0.loss_bbox: 0.1534 d0.loss_iou: 0.3646 d1.loss_cls: 0.2058 d1.loss_bbox: 0.1500 d1.loss_iou: 0.3657 d2.loss_cls: 0.1987 d2.loss_bbox: 0.1487 d2.loss_iou: 0.3591 d3.loss_cls: 0.1937 d3.loss_bbox: 0.1472 d3.loss_iou: 0.3564 d4.loss_cls: 0.1912 d4.loss_bbox: 0.1471 d4.loss_iou: 0.3570 enc_loss_cls: 0.2353 enc_loss_bbox: 0.1668 enc_loss_iou: 0.3948 dn_loss_cls: 0.0186 dn_loss_bbox: 0.2218 dn_loss_iou: 0.3032 d0.dn_loss_cls: 0.0492 d0.dn_loss_bbox: 0.3288 d0.dn_loss_iou: 0.4173 d1.dn_loss_cls: 0.0272 d1.dn_loss_bbox: 0.2492 d1.dn_loss_iou: 0.3331 d2.dn_loss_cls: 0.0219 d2.dn_loss_bbox: 0.2276 d2.dn_loss_iou: 0.3106 d3.dn_loss_cls: 0.0200 d3.dn_loss_bbox: 0.2229 d3.dn_loss_iou: 0.3051 d4.dn_loss_cls: 0.0189 d4.dn_loss_bbox: 0.2219 d4.dn_loss_iou: 0.3037 2023/03/01 04:52:19 - mmengine - INFO - Epoch(train) [12][4950/7393] lr: 1.0000e-05 eta: 0:35:23 time: 0.8500 data_time: 0.0053 memory: 26557 grad_norm: 26.3373 loss: 7.2383 loss_cls: 0.1473 loss_bbox: 0.1179 loss_iou: 0.2839 d0.loss_cls: 0.1792 d0.loss_bbox: 0.1285 d0.loss_iou: 0.2961 d1.loss_cls: 0.1598 d1.loss_bbox: 0.1245 d1.loss_iou: 0.2910 d2.loss_cls: 0.1523 d2.loss_bbox: 0.1184 d2.loss_iou: 0.2860 d3.loss_cls: 0.1493 d3.loss_bbox: 0.1182 d3.loss_iou: 0.2854 d4.loss_cls: 0.1480 d4.loss_bbox: 0.1175 d4.loss_iou: 0.2839 enc_loss_cls: 0.1813 enc_loss_bbox: 0.1453 enc_loss_iou: 0.3248 dn_loss_cls: 0.0153 dn_loss_bbox: 0.1854 dn_loss_iou: 0.2843 d0.dn_loss_cls: 0.0436 d0.dn_loss_bbox: 0.2718 d0.dn_loss_iou: 0.3898 d1.dn_loss_cls: 0.0230 d1.dn_loss_bbox: 0.2052 d1.dn_loss_iou: 0.3103 d2.dn_loss_cls: 0.0177 d2.dn_loss_bbox: 0.1894 d2.dn_loss_iou: 0.2907 d3.dn_loss_cls: 0.0164 d3.dn_loss_bbox: 0.1862 d3.dn_loss_iou: 0.2856 d4.dn_loss_cls: 0.0155 d4.dn_loss_bbox: 0.1852 d4.dn_loss_iou: 0.2845 2023/03/01 04:53:02 - mmengine - INFO - Epoch(train) [12][5000/7393] lr: 1.0000e-05 eta: 0:34:40 time: 0.8739 data_time: 0.0054 memory: 29182 grad_norm: 34.7973 loss: 7.0527 loss_cls: 0.1578 loss_bbox: 0.1081 loss_iou: 0.2757 d0.loss_cls: 0.1911 d0.loss_bbox: 0.1094 d0.loss_iou: 0.2841 d1.loss_cls: 0.1733 d1.loss_bbox: 0.1047 d1.loss_iou: 0.2733 d2.loss_cls: 0.1646 d2.loss_bbox: 0.1052 d2.loss_iou: 0.2740 d3.loss_cls: 0.1622 d3.loss_bbox: 0.1060 d3.loss_iou: 0.2728 d4.loss_cls: 0.1594 d4.loss_bbox: 0.1063 d4.loss_iou: 0.2749 enc_loss_cls: 0.1966 enc_loss_bbox: 0.1271 enc_loss_iou: 0.3084 dn_loss_cls: 0.0168 dn_loss_bbox: 0.1857 dn_loss_iou: 0.2637 d0.dn_loss_cls: 0.0460 d0.dn_loss_bbox: 0.2917 d0.dn_loss_iou: 0.3760 d1.dn_loss_cls: 0.0253 d1.dn_loss_bbox: 0.2065 d1.dn_loss_iou: 0.2886 d2.dn_loss_cls: 0.0199 d2.dn_loss_bbox: 0.1907 d2.dn_loss_iou: 0.2705 d3.dn_loss_cls: 0.0182 d3.dn_loss_bbox: 0.1862 d3.dn_loss_iou: 0.2650 d4.dn_loss_cls: 0.0172 d4.dn_loss_bbox: 0.1856 d4.dn_loss_iou: 0.2640 2023/03/01 04:53:46 - mmengine - INFO - Epoch(train) [12][5050/7393] lr: 1.0000e-05 eta: 0:33:56 time: 0.8644 data_time: 0.0055 memory: 28122 grad_norm: 27.6957 loss: 7.6326 loss_cls: 0.1528 loss_bbox: 0.1368 loss_iou: 0.2985 d0.loss_cls: 0.1908 d0.loss_bbox: 0.1431 d0.loss_iou: 0.3091 d1.loss_cls: 0.1699 d1.loss_bbox: 0.1417 d1.loss_iou: 0.3033 d2.loss_cls: 0.1626 d2.loss_bbox: 0.1371 d2.loss_iou: 0.2970 d3.loss_cls: 0.1562 d3.loss_bbox: 0.1360 d3.loss_iou: 0.2978 d4.loss_cls: 0.1539 d4.loss_bbox: 0.1365 d4.loss_iou: 0.2980 enc_loss_cls: 0.2004 enc_loss_bbox: 0.1532 enc_loss_iou: 0.3239 dn_loss_cls: 0.0184 dn_loss_bbox: 0.2115 dn_loss_iou: 0.2710 d0.dn_loss_cls: 0.0484 d0.dn_loss_bbox: 0.3242 d0.dn_loss_iou: 0.3756 d1.dn_loss_cls: 0.0269 d1.dn_loss_bbox: 0.2390 d1.dn_loss_iou: 0.2963 d2.dn_loss_cls: 0.0221 d2.dn_loss_bbox: 0.2173 d2.dn_loss_iou: 0.2765 d3.dn_loss_cls: 0.0197 d3.dn_loss_bbox: 0.2133 d3.dn_loss_iou: 0.2726 d4.dn_loss_cls: 0.0185 d4.dn_loss_bbox: 0.2114 d4.dn_loss_iou: 0.2712 2023/03/01 04:54:30 - mmengine - INFO - Epoch(train) [12][5100/7393] lr: 1.0000e-05 eta: 0:33:13 time: 0.8891 data_time: 0.0055 memory: 26767 grad_norm: 32.7444 loss: 7.8054 loss_cls: 0.1702 loss_bbox: 0.1356 loss_iou: 0.3277 d0.loss_cls: 0.2028 d0.loss_bbox: 0.1446 d0.loss_iou: 0.3431 d1.loss_cls: 0.1908 d1.loss_bbox: 0.1324 d1.loss_iou: 0.3266 d2.loss_cls: 0.1814 d2.loss_bbox: 0.1327 d2.loss_iou: 0.3239 d3.loss_cls: 0.1742 d3.loss_bbox: 0.1316 d3.loss_iou: 0.3256 d4.loss_cls: 0.1693 d4.loss_bbox: 0.1359 d4.loss_iou: 0.3291 enc_loss_cls: 0.2112 enc_loss_bbox: 0.1558 enc_loss_iou: 0.3675 dn_loss_cls: 0.0164 dn_loss_bbox: 0.1862 dn_loss_iou: 0.2802 d0.dn_loss_cls: 0.0463 d0.dn_loss_bbox: 0.2742 d0.dn_loss_iou: 0.3851 d1.dn_loss_cls: 0.0255 d1.dn_loss_bbox: 0.2063 d1.dn_loss_iou: 0.3056 d2.dn_loss_cls: 0.0206 d2.dn_loss_bbox: 0.1909 d2.dn_loss_iou: 0.2869 d3.dn_loss_cls: 0.0179 d3.dn_loss_bbox: 0.1868 d3.dn_loss_iou: 0.2814 d4.dn_loss_cls: 0.0167 d4.dn_loss_bbox: 0.1859 d4.dn_loss_iou: 0.2804 2023/03/01 04:55:13 - mmengine - INFO - Epoch(train) [12][5150/7393] lr: 1.0000e-05 eta: 0:32:29 time: 0.8669 data_time: 0.0055 memory: 27372 grad_norm: 31.6858 loss: 8.5123 loss_cls: 0.1766 loss_bbox: 0.1494 loss_iou: 0.3286 d0.loss_cls: 0.2055 d0.loss_bbox: 0.1596 d0.loss_iou: 0.3462 d1.loss_cls: 0.1894 d1.loss_bbox: 0.1543 d1.loss_iou: 0.3315 d2.loss_cls: 0.1841 d2.loss_bbox: 0.1514 d2.loss_iou: 0.3257 d3.loss_cls: 0.1784 d3.loss_bbox: 0.1516 d3.loss_iou: 0.3284 d4.loss_cls: 0.1797 d4.loss_bbox: 0.1477 d4.loss_iou: 0.3247 enc_loss_cls: 0.2138 enc_loss_bbox: 0.1773 enc_loss_iou: 0.3718 dn_loss_cls: 0.0194 dn_loss_bbox: 0.2225 dn_loss_iou: 0.3218 d0.dn_loss_cls: 0.0516 d0.dn_loss_bbox: 0.3389 d0.dn_loss_iou: 0.4395 d1.dn_loss_cls: 0.0276 d1.dn_loss_bbox: 0.2518 d1.dn_loss_iou: 0.3521 d2.dn_loss_cls: 0.0220 d2.dn_loss_bbox: 0.2287 d2.dn_loss_iou: 0.3299 d3.dn_loss_cls: 0.0201 d3.dn_loss_bbox: 0.2232 d3.dn_loss_iou: 0.3236 d4.dn_loss_cls: 0.0196 d4.dn_loss_bbox: 0.2224 d4.dn_loss_iou: 0.3220 2023/03/01 04:55:57 - mmengine - INFO - Epoch(train) [12][5200/7393] lr: 1.0000e-05 eta: 0:31:46 time: 0.8709 data_time: 0.0055 memory: 26738 grad_norm: 34.8268 loss: 8.6247 loss_cls: 0.1869 loss_bbox: 0.1401 loss_iou: 0.4018 d0.loss_cls: 0.2343 d0.loss_bbox: 0.1425 d0.loss_iou: 0.4109 d1.loss_cls: 0.2093 d1.loss_bbox: 0.1411 d1.loss_iou: 0.4066 d2.loss_cls: 0.1971 d2.loss_bbox: 0.1444 d2.loss_iou: 0.4052 d3.loss_cls: 0.1927 d3.loss_bbox: 0.1415 d3.loss_iou: 0.4047 d4.loss_cls: 0.1882 d4.loss_bbox: 0.1408 d4.loss_iou: 0.4023 enc_loss_cls: 0.2380 enc_loss_bbox: 0.1589 enc_loss_iou: 0.4396 dn_loss_cls: 0.0204 dn_loss_bbox: 0.1667 dn_loss_iou: 0.3139 d0.dn_loss_cls: 0.0526 d0.dn_loss_bbox: 0.2505 d0.dn_loss_iou: 0.4165 d1.dn_loss_cls: 0.0300 d1.dn_loss_bbox: 0.1859 d1.dn_loss_iou: 0.3379 d2.dn_loss_cls: 0.0247 d2.dn_loss_bbox: 0.1711 d2.dn_loss_iou: 0.3208 d3.dn_loss_cls: 0.0225 d3.dn_loss_bbox: 0.1675 d3.dn_loss_iou: 0.3154 d4.dn_loss_cls: 0.0207 d4.dn_loss_bbox: 0.1666 d4.dn_loss_iou: 0.3141 2023/03/01 04:56:41 - mmengine - INFO - Epoch(train) [12][5250/7393] lr: 1.0000e-05 eta: 0:31:03 time: 0.8793 data_time: 0.0055 memory: 36856 grad_norm: 29.4113 loss: 8.9340 loss_cls: 0.2140 loss_bbox: 0.1418 loss_iou: 0.3615 d0.loss_cls: 0.2489 d0.loss_bbox: 0.1523 d0.loss_iou: 0.3808 d1.loss_cls: 0.2274 d1.loss_bbox: 0.1487 d1.loss_iou: 0.3763 d2.loss_cls: 0.2162 d2.loss_bbox: 0.1467 d2.loss_iou: 0.3693 d3.loss_cls: 0.2132 d3.loss_bbox: 0.1445 d3.loss_iou: 0.3637 d4.loss_cls: 0.2143 d4.loss_bbox: 0.1420 d4.loss_iou: 0.3611 enc_loss_cls: 0.2530 enc_loss_bbox: 0.1704 enc_loss_iou: 0.4094 dn_loss_cls: 0.0202 dn_loss_bbox: 0.2124 dn_loss_iou: 0.3241 d0.dn_loss_cls: 0.0524 d0.dn_loss_bbox: 0.3202 d0.dn_loss_iou: 0.4370 d1.dn_loss_cls: 0.0296 d1.dn_loss_bbox: 0.2390 d1.dn_loss_iou: 0.3535 d2.dn_loss_cls: 0.0237 d2.dn_loss_bbox: 0.2178 d2.dn_loss_iou: 0.3314 d3.dn_loss_cls: 0.0213 d3.dn_loss_bbox: 0.2136 d3.dn_loss_iou: 0.3254 d4.dn_loss_cls: 0.0202 d4.dn_loss_bbox: 0.2126 d4.dn_loss_iou: 0.3242 2023/03/01 04:57:25 - mmengine - INFO - Epoch(train) [12][5300/7393] lr: 1.0000e-05 eta: 0:30:19 time: 0.8817 data_time: 0.0055 memory: 29091 grad_norm: 29.3809 loss: 8.0938 loss_cls: 0.1679 loss_bbox: 0.1512 loss_iou: 0.3408 d0.loss_cls: 0.2081 d0.loss_bbox: 0.1593 d0.loss_iou: 0.3492 d1.loss_cls: 0.1910 d1.loss_bbox: 0.1504 d1.loss_iou: 0.3470 d2.loss_cls: 0.1735 d2.loss_bbox: 0.1554 d2.loss_iou: 0.3461 d3.loss_cls: 0.1738 d3.loss_bbox: 0.1508 d3.loss_iou: 0.3409 d4.loss_cls: 0.1686 d4.loss_bbox: 0.1512 d4.loss_iou: 0.3412 enc_loss_cls: 0.2216 enc_loss_bbox: 0.1723 enc_loss_iou: 0.3804 dn_loss_cls: 0.0155 dn_loss_bbox: 0.1965 dn_loss_iou: 0.2820 d0.dn_loss_cls: 0.0444 d0.dn_loss_bbox: 0.2806 d0.dn_loss_iou: 0.3841 d1.dn_loss_cls: 0.0249 d1.dn_loss_bbox: 0.2153 d1.dn_loss_iou: 0.3082 d2.dn_loss_cls: 0.0193 d2.dn_loss_bbox: 0.2005 d2.dn_loss_iou: 0.2895 d3.dn_loss_cls: 0.0169 d3.dn_loss_bbox: 0.1972 d3.dn_loss_iou: 0.2841 d4.dn_loss_cls: 0.0155 d4.dn_loss_bbox: 0.1965 d4.dn_loss_iou: 0.2822 2023/03/01 04:58:09 - mmengine - INFO - Epoch(train) [12][5350/7393] lr: 1.0000e-05 eta: 0:29:36 time: 0.8812 data_time: 0.0057 memory: 26871 grad_norm: 39.9842 loss: 7.6212 loss_cls: 0.1504 loss_bbox: 0.1398 loss_iou: 0.2912 d0.loss_cls: 0.1820 d0.loss_bbox: 0.1528 d0.loss_iou: 0.3082 d1.loss_cls: 0.1619 d1.loss_bbox: 0.1479 d1.loss_iou: 0.2999 d2.loss_cls: 0.1563 d2.loss_bbox: 0.1443 d2.loss_iou: 0.2944 d3.loss_cls: 0.1534 d3.loss_bbox: 0.1416 d3.loss_iou: 0.2928 d4.loss_cls: 0.1513 d4.loss_bbox: 0.1390 d4.loss_iou: 0.2902 enc_loss_cls: 0.1951 enc_loss_bbox: 0.1632 enc_loss_iou: 0.3260 dn_loss_cls: 0.0213 dn_loss_bbox: 0.1934 dn_loss_iou: 0.2804 d0.dn_loss_cls: 0.0543 d0.dn_loss_bbox: 0.3193 d0.dn_loss_iou: 0.4031 d1.dn_loss_cls: 0.0305 d1.dn_loss_bbox: 0.2191 d1.dn_loss_iou: 0.3095 d2.dn_loss_cls: 0.0247 d2.dn_loss_bbox: 0.2002 d2.dn_loss_iou: 0.2882 d3.dn_loss_cls: 0.0227 d3.dn_loss_bbox: 0.1948 d3.dn_loss_iou: 0.2824 d4.dn_loss_cls: 0.0214 d4.dn_loss_bbox: 0.1937 d4.dn_loss_iou: 0.2808 2023/03/01 04:58:52 - mmengine - INFO - Epoch(train) [12][5400/7393] lr: 1.0000e-05 eta: 0:28:52 time: 0.8684 data_time: 0.0055 memory: 27663 grad_norm: 24.7294 loss: 7.6122 loss_cls: 0.1603 loss_bbox: 0.1243 loss_iou: 0.3090 d0.loss_cls: 0.1977 d0.loss_bbox: 0.1286 d0.loss_iou: 0.3088 d1.loss_cls: 0.1783 d1.loss_bbox: 0.1248 d1.loss_iou: 0.3076 d2.loss_cls: 0.1675 d2.loss_bbox: 0.1239 d2.loss_iou: 0.3060 d3.loss_cls: 0.1661 d3.loss_bbox: 0.1228 d3.loss_iou: 0.3035 d4.loss_cls: 0.1621 d4.loss_bbox: 0.1229 d4.loss_iou: 0.3064 enc_loss_cls: 0.2041 enc_loss_bbox: 0.1453 enc_loss_iou: 0.3421 dn_loss_cls: 0.0184 dn_loss_bbox: 0.2013 dn_loss_iou: 0.2777 d0.dn_loss_cls: 0.0479 d0.dn_loss_bbox: 0.3044 d0.dn_loss_iou: 0.3868 d1.dn_loss_cls: 0.0272 d1.dn_loss_bbox: 0.2217 d1.dn_loss_iou: 0.3037 d2.dn_loss_cls: 0.0224 d2.dn_loss_bbox: 0.2053 d2.dn_loss_iou: 0.2841 d3.dn_loss_cls: 0.0199 d3.dn_loss_bbox: 0.2019 d3.dn_loss_iou: 0.2794 d4.dn_loss_cls: 0.0183 d4.dn_loss_bbox: 0.2015 d4.dn_loss_iou: 0.2783 2023/03/01 04:59:36 - mmengine - INFO - Epoch(train) [12][5450/7393] lr: 1.0000e-05 eta: 0:28:09 time: 0.8757 data_time: 0.0055 memory: 26930 grad_norm: 27.5599 loss: 8.0433 loss_cls: 0.1797 loss_bbox: 0.1247 loss_iou: 0.3357 d0.loss_cls: 0.2109 d0.loss_bbox: 0.1306 d0.loss_iou: 0.3481 d1.loss_cls: 0.1925 d1.loss_bbox: 0.1272 d1.loss_iou: 0.3406 d2.loss_cls: 0.1859 d2.loss_bbox: 0.1259 d2.loss_iou: 0.3370 d3.loss_cls: 0.1828 d3.loss_bbox: 0.1252 d3.loss_iou: 0.3344 d4.loss_cls: 0.1805 d4.loss_bbox: 0.1248 d4.loss_iou: 0.3349 enc_loss_cls: 0.2216 enc_loss_bbox: 0.1491 enc_loss_iou: 0.3694 dn_loss_cls: 0.0167 dn_loss_bbox: 0.2062 dn_loss_iou: 0.2861 d0.dn_loss_cls: 0.0475 d0.dn_loss_bbox: 0.3117 d0.dn_loss_iou: 0.3973 d1.dn_loss_cls: 0.0254 d1.dn_loss_bbox: 0.2307 d1.dn_loss_iou: 0.3137 d2.dn_loss_cls: 0.0201 d2.dn_loss_bbox: 0.2113 d2.dn_loss_iou: 0.2934 d3.dn_loss_cls: 0.0179 d3.dn_loss_bbox: 0.2068 d3.dn_loss_iou: 0.2875 d4.dn_loss_cls: 0.0168 d4.dn_loss_bbox: 0.2062 d4.dn_loss_iou: 0.2863 2023/03/01 05:00:20 - mmengine - INFO - Epoch(train) [12][5500/7393] lr: 1.0000e-05 eta: 0:27:25 time: 0.8806 data_time: 0.0056 memory: 30116 grad_norm: 28.9980 loss: 7.9195 loss_cls: 0.1815 loss_bbox: 0.1219 loss_iou: 0.3190 d0.loss_cls: 0.2095 d0.loss_bbox: 0.1319 d0.loss_iou: 0.3292 d1.loss_cls: 0.1960 d1.loss_bbox: 0.1254 d1.loss_iou: 0.3220 d2.loss_cls: 0.1886 d2.loss_bbox: 0.1236 d2.loss_iou: 0.3180 d3.loss_cls: 0.1844 d3.loss_bbox: 0.1224 d3.loss_iou: 0.3174 d4.loss_cls: 0.1831 d4.loss_bbox: 0.1224 d4.loss_iou: 0.3198 enc_loss_cls: 0.2194 enc_loss_bbox: 0.1444 enc_loss_iou: 0.3545 dn_loss_cls: 0.0189 dn_loss_bbox: 0.1980 dn_loss_iou: 0.2999 d0.dn_loss_cls: 0.0481 d0.dn_loss_bbox: 0.2804 d0.dn_loss_iou: 0.4015 d1.dn_loss_cls: 0.0270 d1.dn_loss_bbox: 0.2166 d1.dn_loss_iou: 0.3259 d2.dn_loss_cls: 0.0221 d2.dn_loss_bbox: 0.2023 d2.dn_loss_iou: 0.3071 d3.dn_loss_cls: 0.0204 d3.dn_loss_bbox: 0.1986 d3.dn_loss_iou: 0.3013 d4.dn_loss_cls: 0.0192 d4.dn_loss_bbox: 0.1979 d4.dn_loss_iou: 0.3001 2023/03/01 05:01:05 - mmengine - INFO - Epoch(train) [12][5550/7393] lr: 1.0000e-05 eta: 0:26:42 time: 0.8914 data_time: 0.0054 memory: 28122 grad_norm: 32.3459 loss: 7.8969 loss_cls: 0.1592 loss_bbox: 0.1357 loss_iou: 0.3434 d0.loss_cls: 0.1962 d0.loss_bbox: 0.1460 d0.loss_iou: 0.3596 d1.loss_cls: 0.1748 d1.loss_bbox: 0.1380 d1.loss_iou: 0.3478 d2.loss_cls: 0.1657 d2.loss_bbox: 0.1365 d2.loss_iou: 0.3465 d3.loss_cls: 0.1620 d3.loss_bbox: 0.1363 d3.loss_iou: 0.3440 d4.loss_cls: 0.1593 d4.loss_bbox: 0.1361 d4.loss_iou: 0.3448 enc_loss_cls: 0.2028 enc_loss_bbox: 0.1556 enc_loss_iou: 0.3846 dn_loss_cls: 0.0177 dn_loss_bbox: 0.1799 dn_loss_iou: 0.2903 d0.dn_loss_cls: 0.0458 d0.dn_loss_bbox: 0.2706 d0.dn_loss_iou: 0.3907 d1.dn_loss_cls: 0.0260 d1.dn_loss_bbox: 0.2022 d1.dn_loss_iou: 0.3140 d2.dn_loss_cls: 0.0208 d2.dn_loss_bbox: 0.1863 d2.dn_loss_iou: 0.2975 d3.dn_loss_cls: 0.0189 d3.dn_loss_bbox: 0.1809 d3.dn_loss_iou: 0.2920 d4.dn_loss_cls: 0.0175 d4.dn_loss_bbox: 0.1799 d4.dn_loss_iou: 0.2906 2023/03/01 05:01:49 - mmengine - INFO - Epoch(train) [12][5600/7393] lr: 1.0000e-05 eta: 0:25:58 time: 0.8893 data_time: 0.0056 memory: 26632 grad_norm: 31.4139 loss: 8.2145 loss_cls: 0.1664 loss_bbox: 0.1590 loss_iou: 0.3166 d0.loss_cls: 0.2013 d0.loss_bbox: 0.1599 d0.loss_iou: 0.3319 d1.loss_cls: 0.1861 d1.loss_bbox: 0.1530 d1.loss_iou: 0.3183 d2.loss_cls: 0.1748 d2.loss_bbox: 0.1558 d2.loss_iou: 0.3188 d3.loss_cls: 0.1694 d3.loss_bbox: 0.1565 d3.loss_iou: 0.3179 d4.loss_cls: 0.1693 d4.loss_bbox: 0.1590 d4.loss_iou: 0.3163 enc_loss_cls: 0.2055 enc_loss_bbox: 0.1791 enc_loss_iou: 0.3599 dn_loss_cls: 0.0222 dn_loss_bbox: 0.2147 dn_loss_iou: 0.2965 d0.dn_loss_cls: 0.0535 d0.dn_loss_bbox: 0.3245 d0.dn_loss_iou: 0.4116 d1.dn_loss_cls: 0.0316 d1.dn_loss_bbox: 0.2395 d1.dn_loss_iou: 0.3240 d2.dn_loss_cls: 0.0261 d2.dn_loss_bbox: 0.2206 d2.dn_loss_iou: 0.3042 d3.dn_loss_cls: 0.0236 d3.dn_loss_bbox: 0.2152 d3.dn_loss_iou: 0.2981 d4.dn_loss_cls: 0.0223 d4.dn_loss_bbox: 0.2146 d4.dn_loss_iou: 0.2969 2023/03/01 05:02:33 - mmengine - INFO - Epoch(train) [12][5650/7393] lr: 1.0000e-05 eta: 0:25:15 time: 0.8689 data_time: 0.0055 memory: 29079 grad_norm: 35.4325 loss: 7.7442 loss_cls: 0.1506 loss_bbox: 0.1290 loss_iou: 0.2925 d0.loss_cls: 0.1830 d0.loss_bbox: 0.1331 d0.loss_iou: 0.3109 d1.loss_cls: 0.1626 d1.loss_bbox: 0.1326 d1.loss_iou: 0.2988 d2.loss_cls: 0.1589 d2.loss_bbox: 0.1274 d2.loss_iou: 0.2924 d3.loss_cls: 0.1542 d3.loss_bbox: 0.1293 d3.loss_iou: 0.2917 d4.loss_cls: 0.1523 d4.loss_bbox: 0.1287 d4.loss_iou: 0.2912 enc_loss_cls: 0.1894 enc_loss_bbox: 0.1474 enc_loss_iou: 0.3341 dn_loss_cls: 0.0186 dn_loss_bbox: 0.2170 dn_loss_iou: 0.2997 d0.dn_loss_cls: 0.0519 d0.dn_loss_bbox: 0.3211 d0.dn_loss_iou: 0.4142 d1.dn_loss_cls: 0.0282 d1.dn_loss_bbox: 0.2448 d1.dn_loss_iou: 0.3294 d2.dn_loss_cls: 0.0220 d2.dn_loss_bbox: 0.2246 d2.dn_loss_iou: 0.3075 d3.dn_loss_cls: 0.0200 d3.dn_loss_bbox: 0.2179 d3.dn_loss_iou: 0.3014 d4.dn_loss_cls: 0.0188 d4.dn_loss_bbox: 0.2171 d4.dn_loss_iou: 0.2998 2023/03/01 05:02:57 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 05:03:17 - mmengine - INFO - Epoch(train) [12][5700/7393] lr: 1.0000e-05 eta: 0:24:31 time: 0.8832 data_time: 0.0056 memory: 28970 grad_norm: 29.1425 loss: 8.0097 loss_cls: 0.1785 loss_bbox: 0.1364 loss_iou: 0.3172 d0.loss_cls: 0.2193 d0.loss_bbox: 0.1386 d0.loss_iou: 0.3256 d1.loss_cls: 0.1952 d1.loss_bbox: 0.1383 d1.loss_iou: 0.3256 d2.loss_cls: 0.1870 d2.loss_bbox: 0.1374 d2.loss_iou: 0.3192 d3.loss_cls: 0.1828 d3.loss_bbox: 0.1368 d3.loss_iou: 0.3211 d4.loss_cls: 0.1795 d4.loss_bbox: 0.1369 d4.loss_iou: 0.3200 enc_loss_cls: 0.2268 enc_loss_bbox: 0.1538 enc_loss_iou: 0.3513 dn_loss_cls: 0.0215 dn_loss_bbox: 0.1853 dn_loss_iou: 0.3037 d0.dn_loss_cls: 0.0514 d0.dn_loss_bbox: 0.2844 d0.dn_loss_iou: 0.4125 d1.dn_loss_cls: 0.0304 d1.dn_loss_bbox: 0.2087 d1.dn_loss_iou: 0.3308 d2.dn_loss_cls: 0.0256 d2.dn_loss_bbox: 0.1910 d2.dn_loss_iou: 0.3110 d3.dn_loss_cls: 0.0236 d3.dn_loss_bbox: 0.1861 d3.dn_loss_iou: 0.3053 d4.dn_loss_cls: 0.0221 d4.dn_loss_bbox: 0.1853 d4.dn_loss_iou: 0.3038 2023/03/01 05:04:01 - mmengine - INFO - Epoch(train) [12][5750/7393] lr: 1.0000e-05 eta: 0:23:48 time: 0.8746 data_time: 0.0059 memory: 28668 grad_norm: 28.9973 loss: 8.4177 loss_cls: 0.1788 loss_bbox: 0.1401 loss_iou: 0.3342 d0.loss_cls: 0.2270 d0.loss_bbox: 0.1466 d0.loss_iou: 0.3506 d1.loss_cls: 0.1975 d1.loss_bbox: 0.1451 d1.loss_iou: 0.3387 d2.loss_cls: 0.1892 d2.loss_bbox: 0.1421 d2.loss_iou: 0.3344 d3.loss_cls: 0.1827 d3.loss_bbox: 0.1411 d3.loss_iou: 0.3355 d4.loss_cls: 0.1797 d4.loss_bbox: 0.1407 d4.loss_iou: 0.3352 enc_loss_cls: 0.2320 enc_loss_bbox: 0.1689 enc_loss_iou: 0.3800 dn_loss_cls: 0.0208 dn_loss_bbox: 0.2176 dn_loss_iou: 0.3069 d0.dn_loss_cls: 0.0524 d0.dn_loss_bbox: 0.3163 d0.dn_loss_iou: 0.4190 d1.dn_loss_cls: 0.0303 d1.dn_loss_bbox: 0.2398 d1.dn_loss_iou: 0.3337 d2.dn_loss_cls: 0.0246 d2.dn_loss_bbox: 0.2224 d2.dn_loss_iou: 0.3160 d3.dn_loss_cls: 0.0224 d3.dn_loss_bbox: 0.2188 d3.dn_loss_iou: 0.3096 d4.dn_loss_cls: 0.0212 d4.dn_loss_bbox: 0.2175 d4.dn_loss_iou: 0.3080 2023/03/01 05:04:45 - mmengine - INFO - Epoch(train) [12][5800/7393] lr: 1.0000e-05 eta: 0:23:04 time: 0.8797 data_time: 0.0060 memory: 26735 grad_norm: 27.7116 loss: 6.9171 loss_cls: 0.1433 loss_bbox: 0.1134 loss_iou: 0.2633 d0.loss_cls: 0.1803 d0.loss_bbox: 0.1230 d0.loss_iou: 0.2763 d1.loss_cls: 0.1603 d1.loss_bbox: 0.1158 d1.loss_iou: 0.2682 d2.loss_cls: 0.1525 d2.loss_bbox: 0.1134 d2.loss_iou: 0.2645 d3.loss_cls: 0.1477 d3.loss_bbox: 0.1120 d3.loss_iou: 0.2622 d4.loss_cls: 0.1433 d4.loss_bbox: 0.1133 d4.loss_iou: 0.2640 enc_loss_cls: 0.1924 enc_loss_bbox: 0.1373 enc_loss_iou: 0.2985 dn_loss_cls: 0.0144 dn_loss_bbox: 0.1766 dn_loss_iou: 0.2668 d0.dn_loss_cls: 0.0439 d0.dn_loss_bbox: 0.2838 d0.dn_loss_iou: 0.3820 d1.dn_loss_cls: 0.0220 d1.dn_loss_bbox: 0.1958 d1.dn_loss_iou: 0.2923 d2.dn_loss_cls: 0.0173 d2.dn_loss_bbox: 0.1826 d2.dn_loss_iou: 0.2750 d3.dn_loss_cls: 0.0154 d3.dn_loss_bbox: 0.1772 d3.dn_loss_iou: 0.2685 d4.dn_loss_cls: 0.0147 d4.dn_loss_bbox: 0.1766 d4.dn_loss_iou: 0.2671 2023/03/01 05:05:29 - mmengine - INFO - Epoch(train) [12][5850/7393] lr: 1.0000e-05 eta: 0:22:21 time: 0.8841 data_time: 0.0060 memory: 28668 grad_norm: 29.3819 loss: 7.2429 loss_cls: 0.1540 loss_bbox: 0.1200 loss_iou: 0.2840 d0.loss_cls: 0.1879 d0.loss_bbox: 0.1246 d0.loss_iou: 0.2979 d1.loss_cls: 0.1693 d1.loss_bbox: 0.1233 d1.loss_iou: 0.2859 d2.loss_cls: 0.1618 d2.loss_bbox: 0.1218 d2.loss_iou: 0.2851 d3.loss_cls: 0.1578 d3.loss_bbox: 0.1194 d3.loss_iou: 0.2832 d4.loss_cls: 0.1537 d4.loss_bbox: 0.1211 d4.loss_iou: 0.2845 enc_loss_cls: 0.1957 enc_loss_bbox: 0.1402 enc_loss_iou: 0.3296 dn_loss_cls: 0.0165 dn_loss_bbox: 0.1808 dn_loss_iou: 0.2727 d0.dn_loss_cls: 0.0461 d0.dn_loss_bbox: 0.2871 d0.dn_loss_iou: 0.3858 d1.dn_loss_cls: 0.0248 d1.dn_loss_bbox: 0.2020 d1.dn_loss_iou: 0.3012 d2.dn_loss_cls: 0.0193 d2.dn_loss_bbox: 0.1830 d2.dn_loss_iou: 0.2795 d3.dn_loss_cls: 0.0174 d3.dn_loss_bbox: 0.1813 d3.dn_loss_iou: 0.2743 d4.dn_loss_cls: 0.0165 d4.dn_loss_bbox: 0.1811 d4.dn_loss_iou: 0.2729 2023/03/01 05:06:13 - mmengine - INFO - Epoch(train) [12][5900/7393] lr: 1.0000e-05 eta: 0:21:38 time: 0.8762 data_time: 0.0057 memory: 29794 grad_norm: 30.4794 loss: 8.5003 loss_cls: 0.1753 loss_bbox: 0.1358 loss_iou: 0.3624 d0.loss_cls: 0.2128 d0.loss_bbox: 0.1451 d0.loss_iou: 0.3764 d1.loss_cls: 0.1879 d1.loss_bbox: 0.1413 d1.loss_iou: 0.3695 d2.loss_cls: 0.1857 d2.loss_bbox: 0.1361 d2.loss_iou: 0.3623 d3.loss_cls: 0.1792 d3.loss_bbox: 0.1355 d3.loss_iou: 0.3620 d4.loss_cls: 0.1751 d4.loss_bbox: 0.1370 d4.loss_iou: 0.3634 enc_loss_cls: 0.2166 enc_loss_bbox: 0.1581 enc_loss_iou: 0.4041 dn_loss_cls: 0.0202 dn_loss_bbox: 0.2109 dn_loss_iou: 0.3118 d0.dn_loss_cls: 0.0516 d0.dn_loss_bbox: 0.3142 d0.dn_loss_iou: 0.4220 d1.dn_loss_cls: 0.0284 d1.dn_loss_bbox: 0.2348 d1.dn_loss_iou: 0.3376 d2.dn_loss_cls: 0.0231 d2.dn_loss_bbox: 0.2169 d2.dn_loss_iou: 0.3187 d3.dn_loss_cls: 0.0212 d3.dn_loss_bbox: 0.2113 d3.dn_loss_iou: 0.3131 d4.dn_loss_cls: 0.0201 d4.dn_loss_bbox: 0.2107 d4.dn_loss_iou: 0.3119 2023/03/01 05:06:57 - mmengine - INFO - Epoch(train) [12][5950/7393] lr: 1.0000e-05 eta: 0:20:54 time: 0.8895 data_time: 0.0054 memory: 26735 grad_norm: 29.9194 loss: 8.2437 loss_cls: 0.1783 loss_bbox: 0.1502 loss_iou: 0.3235 d0.loss_cls: 0.2168 d0.loss_bbox: 0.1524 d0.loss_iou: 0.3425 d1.loss_cls: 0.1957 d1.loss_bbox: 0.1487 d1.loss_iou: 0.3312 d2.loss_cls: 0.1867 d2.loss_bbox: 0.1480 d2.loss_iou: 0.3248 d3.loss_cls: 0.1843 d3.loss_bbox: 0.1468 d3.loss_iou: 0.3227 d4.loss_cls: 0.1815 d4.loss_bbox: 0.1464 d4.loss_iou: 0.3223 enc_loss_cls: 0.2246 enc_loss_bbox: 0.1687 enc_loss_iou: 0.3667 dn_loss_cls: 0.0195 dn_loss_bbox: 0.2174 dn_loss_iou: 0.2928 d0.dn_loss_cls: 0.0489 d0.dn_loss_bbox: 0.3234 d0.dn_loss_iou: 0.3976 d1.dn_loss_cls: 0.0273 d1.dn_loss_bbox: 0.2358 d1.dn_loss_iou: 0.3158 d2.dn_loss_cls: 0.0226 d2.dn_loss_bbox: 0.2201 d2.dn_loss_iou: 0.2985 d3.dn_loss_cls: 0.0208 d3.dn_loss_bbox: 0.2171 d3.dn_loss_iou: 0.2938 d4.dn_loss_cls: 0.0196 d4.dn_loss_bbox: 0.2172 d4.dn_loss_iou: 0.2929 2023/03/01 05:07:40 - mmengine - INFO - Epoch(train) [12][6000/7393] lr: 1.0000e-05 eta: 0:20:11 time: 0.8626 data_time: 0.0054 memory: 25982 grad_norm: 25.7797 loss: 8.3482 loss_cls: 0.1698 loss_bbox: 0.1554 loss_iou: 0.3473 d0.loss_cls: 0.2101 d0.loss_bbox: 0.1547 d0.loss_iou: 0.3492 d1.loss_cls: 0.1862 d1.loss_bbox: 0.1526 d1.loss_iou: 0.3513 d2.loss_cls: 0.1809 d2.loss_bbox: 0.1520 d2.loss_iou: 0.3447 d3.loss_cls: 0.1760 d3.loss_bbox: 0.1516 d3.loss_iou: 0.3460 d4.loss_cls: 0.1709 d4.loss_bbox: 0.1561 d4.loss_iou: 0.3489 enc_loss_cls: 0.2153 enc_loss_bbox: 0.1731 enc_loss_iou: 0.3817 dn_loss_cls: 0.0179 dn_loss_bbox: 0.2031 dn_loss_iou: 0.2991 d0.dn_loss_cls: 0.0505 d0.dn_loss_bbox: 0.3173 d0.dn_loss_iou: 0.4168 d1.dn_loss_cls: 0.0272 d1.dn_loss_bbox: 0.2320 d1.dn_loss_iou: 0.3280 d2.dn_loss_cls: 0.0219 d2.dn_loss_bbox: 0.2091 d2.dn_loss_iou: 0.3060 d3.dn_loss_cls: 0.0194 d3.dn_loss_bbox: 0.2043 d3.dn_loss_iou: 0.3009 d4.dn_loss_cls: 0.0181 d4.dn_loss_bbox: 0.2032 d4.dn_loss_iou: 0.2996 2023/03/01 05:08:24 - mmengine - INFO - Epoch(train) [12][6050/7393] lr: 1.0000e-05 eta: 0:19:27 time: 0.8756 data_time: 0.0055 memory: 26767 grad_norm: 27.7286 loss: 7.2758 loss_cls: 0.1545 loss_bbox: 0.1269 loss_iou: 0.2688 d0.loss_cls: 0.1841 d0.loss_bbox: 0.1368 d0.loss_iou: 0.2859 d1.loss_cls: 0.1687 d1.loss_bbox: 0.1301 d1.loss_iou: 0.2766 d2.loss_cls: 0.1603 d2.loss_bbox: 0.1273 d2.loss_iou: 0.2716 d3.loss_cls: 0.1572 d3.loss_bbox: 0.1261 d3.loss_iou: 0.2685 d4.loss_cls: 0.1554 d4.loss_bbox: 0.1269 d4.loss_iou: 0.2689 enc_loss_cls: 0.1895 enc_loss_bbox: 0.1552 enc_loss_iou: 0.3140 dn_loss_cls: 0.0169 dn_loss_bbox: 0.1971 dn_loss_iou: 0.2675 d0.dn_loss_cls: 0.0487 d0.dn_loss_bbox: 0.3089 d0.dn_loss_iou: 0.3746 d1.dn_loss_cls: 0.0277 d1.dn_loss_bbox: 0.2207 d1.dn_loss_iou: 0.2931 d2.dn_loss_cls: 0.0212 d2.dn_loss_bbox: 0.2029 d2.dn_loss_iou: 0.2751 d3.dn_loss_cls: 0.0185 d3.dn_loss_bbox: 0.1979 d3.dn_loss_iou: 0.2692 d4.dn_loss_cls: 0.0174 d4.dn_loss_bbox: 0.1972 d4.dn_loss_iou: 0.2679 2023/03/01 05:09:08 - mmengine - INFO - Epoch(train) [12][6100/7393] lr: 1.0000e-05 eta: 0:18:44 time: 0.8755 data_time: 0.0055 memory: 30196 grad_norm: 29.8789 loss: 7.5360 loss_cls: 0.1525 loss_bbox: 0.1358 loss_iou: 0.2873 d0.loss_cls: 0.1837 d0.loss_bbox: 0.1368 d0.loss_iou: 0.2944 d1.loss_cls: 0.1613 d1.loss_bbox: 0.1396 d1.loss_iou: 0.2924 d2.loss_cls: 0.1570 d2.loss_bbox: 0.1368 d2.loss_iou: 0.2859 d3.loss_cls: 0.1573 d3.loss_bbox: 0.1348 d3.loss_iou: 0.2850 d4.loss_cls: 0.1530 d4.loss_bbox: 0.1369 d4.loss_iou: 0.2872 enc_loss_cls: 0.1824 enc_loss_bbox: 0.1530 enc_loss_iou: 0.3225 dn_loss_cls: 0.0173 dn_loss_bbox: 0.2077 dn_loss_iou: 0.2853 d0.dn_loss_cls: 0.0464 d0.dn_loss_bbox: 0.3051 d0.dn_loss_iou: 0.3894 d1.dn_loss_cls: 0.0256 d1.dn_loss_bbox: 0.2281 d1.dn_loss_iou: 0.3078 d2.dn_loss_cls: 0.0200 d2.dn_loss_bbox: 0.2125 d2.dn_loss_iou: 0.2912 d3.dn_loss_cls: 0.0183 d3.dn_loss_bbox: 0.2081 d3.dn_loss_iou: 0.2866 d4.dn_loss_cls: 0.0176 d4.dn_loss_bbox: 0.2077 d4.dn_loss_iou: 0.2857 2023/03/01 05:09:52 - mmengine - INFO - Epoch(train) [12][6150/7393] lr: 1.0000e-05 eta: 0:18:00 time: 0.8775 data_time: 0.0055 memory: 29182 grad_norm: 26.2949 loss: 7.0370 loss_cls: 0.1378 loss_bbox: 0.1367 loss_iou: 0.2703 d0.loss_cls: 0.1653 d0.loss_bbox: 0.1505 d0.loss_iou: 0.2811 d1.loss_cls: 0.1493 d1.loss_bbox: 0.1449 d1.loss_iou: 0.2741 d2.loss_cls: 0.1432 d2.loss_bbox: 0.1419 d2.loss_iou: 0.2721 d3.loss_cls: 0.1383 d3.loss_bbox: 0.1394 d3.loss_iou: 0.2724 d4.loss_cls: 0.1391 d4.loss_bbox: 0.1368 d4.loss_iou: 0.2694 enc_loss_cls: 0.1719 enc_loss_bbox: 0.1679 enc_loss_iou: 0.3026 dn_loss_cls: 0.0137 dn_loss_bbox: 0.1895 dn_loss_iou: 0.2475 d0.dn_loss_cls: 0.0453 d0.dn_loss_bbox: 0.2941 d0.dn_loss_iou: 0.3564 d1.dn_loss_cls: 0.0231 d1.dn_loss_bbox: 0.2133 d1.dn_loss_iou: 0.2739 d2.dn_loss_cls: 0.0175 d2.dn_loss_bbox: 0.1957 d2.dn_loss_iou: 0.2547 d3.dn_loss_cls: 0.0150 d3.dn_loss_bbox: 0.1916 d3.dn_loss_iou: 0.2495 d4.dn_loss_cls: 0.0140 d4.dn_loss_bbox: 0.1895 d4.dn_loss_iou: 0.2477 2023/03/01 05:10:36 - mmengine - INFO - Epoch(train) [12][6200/7393] lr: 1.0000e-05 eta: 0:17:17 time: 0.8805 data_time: 0.0056 memory: 26980 grad_norm: 34.5418 loss: 7.1612 loss_cls: 0.1394 loss_bbox: 0.1251 loss_iou: 0.2713 d0.loss_cls: 0.1677 d0.loss_bbox: 0.1356 d0.loss_iou: 0.2890 d1.loss_cls: 0.1518 d1.loss_bbox: 0.1284 d1.loss_iou: 0.2777 d2.loss_cls: 0.1450 d2.loss_bbox: 0.1261 d2.loss_iou: 0.2728 d3.loss_cls: 0.1411 d3.loss_bbox: 0.1260 d3.loss_iou: 0.2708 d4.loss_cls: 0.1391 d4.loss_bbox: 0.1256 d4.loss_iou: 0.2715 enc_loss_cls: 0.1727 enc_loss_bbox: 0.1507 enc_loss_iou: 0.3121 dn_loss_cls: 0.0153 dn_loss_bbox: 0.1955 dn_loss_iou: 0.2749 d0.dn_loss_cls: 0.0463 d0.dn_loss_bbox: 0.2929 d0.dn_loss_iou: 0.3795 d1.dn_loss_cls: 0.0236 d1.dn_loss_bbox: 0.2172 d1.dn_loss_iou: 0.3010 d2.dn_loss_cls: 0.0186 d2.dn_loss_bbox: 0.1998 d2.dn_loss_iou: 0.2820 d3.dn_loss_cls: 0.0162 d3.dn_loss_bbox: 0.1961 d3.dn_loss_iou: 0.2765 d4.dn_loss_cls: 0.0154 d4.dn_loss_bbox: 0.1957 d4.dn_loss_iou: 0.2752 2023/03/01 05:11:20 - mmengine - INFO - Epoch(train) [12][6250/7393] lr: 1.0000e-05 eta: 0:16:33 time: 0.8777 data_time: 0.0055 memory: 26557 grad_norm: 32.3889 loss: 8.2881 loss_cls: 0.1649 loss_bbox: 0.1549 loss_iou: 0.3530 d0.loss_cls: 0.2018 d0.loss_bbox: 0.1659 d0.loss_iou: 0.3668 d1.loss_cls: 0.1835 d1.loss_bbox: 0.1579 d1.loss_iou: 0.3574 d2.loss_cls: 0.1760 d2.loss_bbox: 0.1543 d2.loss_iou: 0.3521 d3.loss_cls: 0.1693 d3.loss_bbox: 0.1546 d3.loss_iou: 0.3519 d4.loss_cls: 0.1666 d4.loss_bbox: 0.1542 d4.loss_iou: 0.3524 enc_loss_cls: 0.2208 enc_loss_bbox: 0.1800 enc_loss_iou: 0.3908 dn_loss_cls: 0.0160 dn_loss_bbox: 0.1983 dn_loss_iou: 0.2899 d0.dn_loss_cls: 0.0449 d0.dn_loss_bbox: 0.3096 d0.dn_loss_iou: 0.4014 d1.dn_loss_cls: 0.0253 d1.dn_loss_bbox: 0.2244 d1.dn_loss_iou: 0.3163 d2.dn_loss_cls: 0.0195 d2.dn_loss_bbox: 0.2051 d2.dn_loss_iou: 0.2966 d3.dn_loss_cls: 0.0173 d3.dn_loss_bbox: 0.1991 d3.dn_loss_iou: 0.2910 d4.dn_loss_cls: 0.0162 d4.dn_loss_bbox: 0.1981 d4.dn_loss_iou: 0.2900 2023/03/01 05:12:02 - mmengine - INFO - Epoch(train) [12][6300/7393] lr: 1.0000e-05 eta: 0:15:50 time: 0.8526 data_time: 0.0060 memory: 38177 grad_norm: 27.8478 loss: 7.8711 loss_cls: 0.1564 loss_bbox: 0.1239 loss_iou: 0.3237 d0.loss_cls: 0.1886 d0.loss_bbox: 0.1357 d0.loss_iou: 0.3395 d1.loss_cls: 0.1705 d1.loss_bbox: 0.1310 d1.loss_iou: 0.3301 d2.loss_cls: 0.1640 d2.loss_bbox: 0.1236 d2.loss_iou: 0.3276 d3.loss_cls: 0.1578 d3.loss_bbox: 0.1256 d3.loss_iou: 0.3250 d4.loss_cls: 0.1565 d4.loss_bbox: 0.1239 d4.loss_iou: 0.3237 enc_loss_cls: 0.1936 enc_loss_bbox: 0.1507 enc_loss_iou: 0.3622 dn_loss_cls: 0.0167 dn_loss_bbox: 0.2057 dn_loss_iou: 0.2904 d0.dn_loss_cls: 0.0496 d0.dn_loss_bbox: 0.3279 d0.dn_loss_iou: 0.4072 d1.dn_loss_cls: 0.0269 d1.dn_loss_bbox: 0.2326 d1.dn_loss_iou: 0.3171 d2.dn_loss_cls: 0.0212 d2.dn_loss_bbox: 0.2126 d2.dn_loss_iou: 0.2984 d3.dn_loss_cls: 0.0186 d3.dn_loss_bbox: 0.2068 d3.dn_loss_iou: 0.2924 d4.dn_loss_cls: 0.0174 d4.dn_loss_bbox: 0.2056 d4.dn_loss_iou: 0.2907 2023/03/01 05:12:46 - mmengine - INFO - Epoch(train) [12][6350/7393] lr: 1.0000e-05 eta: 0:15:06 time: 0.8790 data_time: 0.0062 memory: 27162 grad_norm: 27.9567 loss: 8.2176 loss_cls: 0.1616 loss_bbox: 0.1519 loss_iou: 0.3506 d0.loss_cls: 0.2081 d0.loss_bbox: 0.1456 d0.loss_iou: 0.3467 d1.loss_cls: 0.1783 d1.loss_bbox: 0.1533 d1.loss_iou: 0.3522 d2.loss_cls: 0.1728 d2.loss_bbox: 0.1491 d2.loss_iou: 0.3503 d3.loss_cls: 0.1664 d3.loss_bbox: 0.1515 d3.loss_iou: 0.3502 d4.loss_cls: 0.1623 d4.loss_bbox: 0.1506 d4.loss_iou: 0.3507 enc_loss_cls: 0.2125 enc_loss_bbox: 0.1622 enc_loss_iou: 0.3777 dn_loss_cls: 0.0166 dn_loss_bbox: 0.2061 dn_loss_iou: 0.2954 d0.dn_loss_cls: 0.0462 d0.dn_loss_bbox: 0.3091 d0.dn_loss_iou: 0.3920 d1.dn_loss_cls: 0.0260 d1.dn_loss_bbox: 0.2277 d1.dn_loss_iou: 0.3188 d2.dn_loss_cls: 0.0207 d2.dn_loss_bbox: 0.2111 d2.dn_loss_iou: 0.3024 d3.dn_loss_cls: 0.0184 d3.dn_loss_bbox: 0.2067 d3.dn_loss_iou: 0.2968 d4.dn_loss_cls: 0.0171 d4.dn_loss_bbox: 0.2062 d4.dn_loss_iou: 0.2955 2023/03/01 05:13:31 - mmengine - INFO - Epoch(train) [12][6400/7393] lr: 1.0000e-05 eta: 0:14:23 time: 0.8856 data_time: 0.0060 memory: 26742 grad_norm: 29.5909 loss: 7.9249 loss_cls: 0.1646 loss_bbox: 0.1374 loss_iou: 0.3406 d0.loss_cls: 0.2007 d0.loss_bbox: 0.1434 d0.loss_iou: 0.3551 d1.loss_cls: 0.1809 d1.loss_bbox: 0.1397 d1.loss_iou: 0.3477 d2.loss_cls: 0.1739 d2.loss_bbox: 0.1372 d2.loss_iou: 0.3398 d3.loss_cls: 0.1666 d3.loss_bbox: 0.1374 d3.loss_iou: 0.3412 d4.loss_cls: 0.1654 d4.loss_bbox: 0.1374 d4.loss_iou: 0.3401 enc_loss_cls: 0.2090 enc_loss_bbox: 0.1604 enc_loss_iou: 0.3806 dn_loss_cls: 0.0169 dn_loss_bbox: 0.1681 dn_loss_iou: 0.3005 d0.dn_loss_cls: 0.0467 d0.dn_loss_bbox: 0.2632 d0.dn_loss_iou: 0.4135 d1.dn_loss_cls: 0.0248 d1.dn_loss_bbox: 0.1890 d1.dn_loss_iou: 0.3284 d2.dn_loss_cls: 0.0196 d2.dn_loss_bbox: 0.1735 d2.dn_loss_iou: 0.3077 d3.dn_loss_cls: 0.0177 d3.dn_loss_bbox: 0.1692 d3.dn_loss_iou: 0.3015 d4.dn_loss_cls: 0.0169 d4.dn_loss_bbox: 0.1681 d4.dn_loss_iou: 0.3008 2023/03/01 05:14:13 - mmengine - INFO - Epoch(train) [12][6450/7393] lr: 1.0000e-05 eta: 0:13:39 time: 0.8572 data_time: 0.0059 memory: 26739 grad_norm: 31.1753 loss: 7.9041 loss_cls: 0.1518 loss_bbox: 0.1415 loss_iou: 0.3151 d0.loss_cls: 0.1907 d0.loss_bbox: 0.1419 d0.loss_iou: 0.3279 d1.loss_cls: 0.1690 d1.loss_bbox: 0.1407 d1.loss_iou: 0.3198 d2.loss_cls: 0.1605 d2.loss_bbox: 0.1410 d2.loss_iou: 0.3153 d3.loss_cls: 0.1564 d3.loss_bbox: 0.1407 d3.loss_iou: 0.3143 d4.loss_cls: 0.1535 d4.loss_bbox: 0.1417 d4.loss_iou: 0.3148 enc_loss_cls: 0.1968 enc_loss_bbox: 0.1651 enc_loss_iou: 0.3535 dn_loss_cls: 0.0160 dn_loss_bbox: 0.2035 dn_loss_iou: 0.2954 d0.dn_loss_cls: 0.0467 d0.dn_loss_bbox: 0.3226 d0.dn_loss_iou: 0.4179 d1.dn_loss_cls: 0.0247 d1.dn_loss_bbox: 0.2324 d1.dn_loss_iou: 0.3251 d2.dn_loss_cls: 0.0191 d2.dn_loss_bbox: 0.2105 d2.dn_loss_iou: 0.3030 d3.dn_loss_cls: 0.0174 d3.dn_loss_bbox: 0.2047 d3.dn_loss_iou: 0.2969 d4.dn_loss_cls: 0.0164 d4.dn_loss_bbox: 0.2039 d4.dn_loss_iou: 0.2958 2023/03/01 05:14:57 - mmengine - INFO - Epoch(train) [12][6500/7393] lr: 1.0000e-05 eta: 0:12:56 time: 0.8730 data_time: 0.0060 memory: 27339 grad_norm: 34.4270 loss: 8.3835 loss_cls: 0.1962 loss_bbox: 0.1378 loss_iou: 0.3806 d0.loss_cls: 0.2337 d0.loss_bbox: 0.1422 d0.loss_iou: 0.3938 d1.loss_cls: 0.2133 d1.loss_bbox: 0.1389 d1.loss_iou: 0.3863 d2.loss_cls: 0.2026 d2.loss_bbox: 0.1369 d2.loss_iou: 0.3860 d3.loss_cls: 0.1979 d3.loss_bbox: 0.1386 d3.loss_iou: 0.3849 d4.loss_cls: 0.1976 d4.loss_bbox: 0.1377 d4.loss_iou: 0.3811 enc_loss_cls: 0.2462 enc_loss_bbox: 0.1569 enc_loss_iou: 0.4181 dn_loss_cls: 0.0150 dn_loss_bbox: 0.1655 dn_loss_iou: 0.2979 d0.dn_loss_cls: 0.0463 d0.dn_loss_bbox: 0.2544 d0.dn_loss_iou: 0.4114 d1.dn_loss_cls: 0.0233 d1.dn_loss_bbox: 0.1861 d1.dn_loss_iou: 0.3244 d2.dn_loss_cls: 0.0182 d2.dn_loss_bbox: 0.1689 d2.dn_loss_iou: 0.3044 d3.dn_loss_cls: 0.0162 d3.dn_loss_bbox: 0.1662 d3.dn_loss_iou: 0.2991 d4.dn_loss_cls: 0.0152 d4.dn_loss_bbox: 0.1656 d4.dn_loss_iou: 0.2981 2023/03/01 05:15:40 - mmengine - INFO - Epoch(train) [12][6550/7393] lr: 1.0000e-05 eta: 0:12:12 time: 0.8619 data_time: 0.0061 memory: 27809 grad_norm: 28.5299 loss: 7.2888 loss_cls: 0.1515 loss_bbox: 0.1232 loss_iou: 0.2833 d0.loss_cls: 0.1794 d0.loss_bbox: 0.1328 d0.loss_iou: 0.2993 d1.loss_cls: 0.1666 d1.loss_bbox: 0.1222 d1.loss_iou: 0.2899 d2.loss_cls: 0.1579 d2.loss_bbox: 0.1230 d2.loss_iou: 0.2854 d3.loss_cls: 0.1547 d3.loss_bbox: 0.1220 d3.loss_iou: 0.2820 d4.loss_cls: 0.1520 d4.loss_bbox: 0.1236 d4.loss_iou: 0.2837 enc_loss_cls: 0.1867 enc_loss_bbox: 0.1419 enc_loss_iou: 0.3197 dn_loss_cls: 0.0140 dn_loss_bbox: 0.1797 dn_loss_iou: 0.2884 d0.dn_loss_cls: 0.0416 d0.dn_loss_bbox: 0.2754 d0.dn_loss_iou: 0.4028 d1.dn_loss_cls: 0.0214 d1.dn_loss_bbox: 0.2014 d1.dn_loss_iou: 0.3170 d2.dn_loss_cls: 0.0169 d2.dn_loss_bbox: 0.1843 d2.dn_loss_iou: 0.2963 d3.dn_loss_cls: 0.0152 d3.dn_loss_bbox: 0.1803 d3.dn_loss_iou: 0.2903 d4.dn_loss_cls: 0.0143 d4.dn_loss_bbox: 0.1797 d4.dn_loss_iou: 0.2887 2023/03/01 05:16:23 - mmengine - INFO - Epoch(train) [12][6600/7393] lr: 1.0000e-05 eta: 0:11:29 time: 0.8598 data_time: 0.0058 memory: 26735 grad_norm: 27.0435 loss: 7.4622 loss_cls: 0.1484 loss_bbox: 0.1218 loss_iou: 0.2942 d0.loss_cls: 0.1802 d0.loss_bbox: 0.1316 d0.loss_iou: 0.3110 d1.loss_cls: 0.1682 d1.loss_bbox: 0.1252 d1.loss_iou: 0.2986 d2.loss_cls: 0.1566 d2.loss_bbox: 0.1226 d2.loss_iou: 0.2968 d3.loss_cls: 0.1518 d3.loss_bbox: 0.1221 d3.loss_iou: 0.2953 d4.loss_cls: 0.1489 d4.loss_bbox: 0.1221 d4.loss_iou: 0.2953 enc_loss_cls: 0.1886 enc_loss_bbox: 0.1392 enc_loss_iou: 0.3293 dn_loss_cls: 0.0174 dn_loss_bbox: 0.1758 dn_loss_iou: 0.3065 d0.dn_loss_cls: 0.0503 d0.dn_loss_bbox: 0.2650 d0.dn_loss_iou: 0.4212 d1.dn_loss_cls: 0.0280 d1.dn_loss_bbox: 0.1957 d1.dn_loss_iou: 0.3343 d2.dn_loss_cls: 0.0216 d2.dn_loss_bbox: 0.1807 d2.dn_loss_iou: 0.3140 d3.dn_loss_cls: 0.0191 d3.dn_loss_bbox: 0.1766 d3.dn_loss_iou: 0.3078 d4.dn_loss_cls: 0.0178 d4.dn_loss_bbox: 0.1760 d4.dn_loss_iou: 0.3067 2023/03/01 05:17:07 - mmengine - INFO - Epoch(train) [12][6650/7393] lr: 1.0000e-05 eta: 0:10:46 time: 0.8782 data_time: 0.0055 memory: 26735 grad_norm: 26.9036 loss: 8.6504 loss_cls: 0.1788 loss_bbox: 0.1470 loss_iou: 0.3281 d0.loss_cls: 0.2092 d0.loss_bbox: 0.1540 d0.loss_iou: 0.3418 d1.loss_cls: 0.1928 d1.loss_bbox: 0.1506 d1.loss_iou: 0.3311 d2.loss_cls: 0.1871 d2.loss_bbox: 0.1462 d2.loss_iou: 0.3266 d3.loss_cls: 0.1834 d3.loss_bbox: 0.1477 d3.loss_iou: 0.3278 d4.loss_cls: 0.1794 d4.loss_bbox: 0.1477 d4.loss_iou: 0.3288 enc_loss_cls: 0.2139 enc_loss_bbox: 0.1686 enc_loss_iou: 0.3730 dn_loss_cls: 0.0203 dn_loss_bbox: 0.2411 dn_loss_iou: 0.3266 d0.dn_loss_cls: 0.0569 d0.dn_loss_bbox: 0.3502 d0.dn_loss_iou: 0.4536 d1.dn_loss_cls: 0.0311 d1.dn_loss_bbox: 0.2630 d1.dn_loss_iou: 0.3590 d2.dn_loss_cls: 0.0245 d2.dn_loss_bbox: 0.2464 d2.dn_loss_iou: 0.3347 d3.dn_loss_cls: 0.0218 d3.dn_loss_bbox: 0.2412 d3.dn_loss_iou: 0.3279 d4.dn_loss_cls: 0.0206 d4.dn_loss_bbox: 0.2412 d4.dn_loss_iou: 0.3266 2023/03/01 05:17:31 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 05:17:52 - mmengine - INFO - Epoch(train) [12][6700/7393] lr: 1.0000e-05 eta: 0:10:02 time: 0.8952 data_time: 0.0056 memory: 30016 grad_norm: 30.0486 loss: 8.4496 loss_cls: 0.2016 loss_bbox: 0.1426 loss_iou: 0.3597 d0.loss_cls: 0.2344 d0.loss_bbox: 0.1559 d0.loss_iou: 0.3831 d1.loss_cls: 0.2156 d1.loss_bbox: 0.1467 d1.loss_iou: 0.3676 d2.loss_cls: 0.2064 d2.loss_bbox: 0.1453 d2.loss_iou: 0.3642 d3.loss_cls: 0.2038 d3.loss_bbox: 0.1437 d3.loss_iou: 0.3593 d4.loss_cls: 0.2035 d4.loss_bbox: 0.1422 d4.loss_iou: 0.3576 enc_loss_cls: 0.2401 enc_loss_bbox: 0.1693 enc_loss_iou: 0.4127 dn_loss_cls: 0.0167 dn_loss_bbox: 0.1808 dn_loss_iou: 0.3041 d0.dn_loss_cls: 0.0476 d0.dn_loss_bbox: 0.2619 d0.dn_loss_iou: 0.4056 d1.dn_loss_cls: 0.0264 d1.dn_loss_bbox: 0.1996 d1.dn_loss_iou: 0.3297 d2.dn_loss_cls: 0.0207 d2.dn_loss_bbox: 0.1839 d2.dn_loss_iou: 0.3098 d3.dn_loss_cls: 0.0184 d3.dn_loss_bbox: 0.1815 d3.dn_loss_iou: 0.3055 d4.dn_loss_cls: 0.0170 d4.dn_loss_bbox: 0.1808 d4.dn_loss_iou: 0.3043 2023/03/01 05:18:35 - mmengine - INFO - Epoch(train) [12][6750/7393] lr: 1.0000e-05 eta: 0:09:19 time: 0.8663 data_time: 0.0055 memory: 26767 grad_norm: 27.6940 loss: 7.7654 loss_cls: 0.1506 loss_bbox: 0.1336 loss_iou: 0.3278 d0.loss_cls: 0.1837 d0.loss_bbox: 0.1334 d0.loss_iou: 0.3344 d1.loss_cls: 0.1658 d1.loss_bbox: 0.1324 d1.loss_iou: 0.3301 d2.loss_cls: 0.1570 d2.loss_bbox: 0.1325 d2.loss_iou: 0.3294 d3.loss_cls: 0.1535 d3.loss_bbox: 0.1322 d3.loss_iou: 0.3265 d4.loss_cls: 0.1522 d4.loss_bbox: 0.1323 d4.loss_iou: 0.3265 enc_loss_cls: 0.1913 enc_loss_bbox: 0.1447 enc_loss_iou: 0.3608 dn_loss_cls: 0.0187 dn_loss_bbox: 0.1823 dn_loss_iou: 0.3020 d0.dn_loss_cls: 0.0511 d0.dn_loss_bbox: 0.2783 d0.dn_loss_iou: 0.4145 d1.dn_loss_cls: 0.0274 d1.dn_loss_bbox: 0.2044 d1.dn_loss_iou: 0.3293 d2.dn_loss_cls: 0.0222 d2.dn_loss_bbox: 0.1865 d2.dn_loss_iou: 0.3085 d3.dn_loss_cls: 0.0201 d3.dn_loss_bbox: 0.1830 d3.dn_loss_iou: 0.3030 d4.dn_loss_cls: 0.0189 d4.dn_loss_bbox: 0.1823 d4.dn_loss_iou: 0.3022 2023/03/01 05:19:19 - mmengine - INFO - Epoch(train) [12][6800/7393] lr: 1.0000e-05 eta: 0:08:35 time: 0.8717 data_time: 0.0055 memory: 28198 grad_norm: 30.0043 loss: 7.9744 loss_cls: 0.1641 loss_bbox: 0.1450 loss_iou: 0.3064 d0.loss_cls: 0.1931 d0.loss_bbox: 0.1551 d0.loss_iou: 0.3198 d1.loss_cls: 0.1822 d1.loss_bbox: 0.1469 d1.loss_iou: 0.3091 d2.loss_cls: 0.1751 d2.loss_bbox: 0.1466 d2.loss_iou: 0.3061 d3.loss_cls: 0.1643 d3.loss_bbox: 0.1505 d3.loss_iou: 0.3122 d4.loss_cls: 0.1650 d4.loss_bbox: 0.1463 d4.loss_iou: 0.3079 enc_loss_cls: 0.2098 enc_loss_bbox: 0.1618 enc_loss_iou: 0.3458 dn_loss_cls: 0.0187 dn_loss_bbox: 0.2070 dn_loss_iou: 0.2965 d0.dn_loss_cls: 0.0499 d0.dn_loss_bbox: 0.3114 d0.dn_loss_iou: 0.4095 d1.dn_loss_cls: 0.0271 d1.dn_loss_bbox: 0.2294 d1.dn_loss_iou: 0.3241 d2.dn_loss_cls: 0.0223 d2.dn_loss_bbox: 0.2119 d2.dn_loss_iou: 0.3032 d3.dn_loss_cls: 0.0203 d3.dn_loss_bbox: 0.2083 d3.dn_loss_iou: 0.2987 d4.dn_loss_cls: 0.0191 d4.dn_loss_bbox: 0.2071 d4.dn_loss_iou: 0.2968 2023/03/01 05:20:02 - mmengine - INFO - Epoch(train) [12][6850/7393] lr: 1.0000e-05 eta: 0:07:52 time: 0.8669 data_time: 0.0055 memory: 30730 grad_norm: 30.2766 loss: 7.2146 loss_cls: 0.1353 loss_bbox: 0.1221 loss_iou: 0.2686 d0.loss_cls: 0.1710 d0.loss_bbox: 0.1260 d0.loss_iou: 0.2736 d1.loss_cls: 0.1478 d1.loss_bbox: 0.1221 d1.loss_iou: 0.2701 d2.loss_cls: 0.1414 d2.loss_bbox: 0.1212 d2.loss_iou: 0.2674 d3.loss_cls: 0.1362 d3.loss_bbox: 0.1217 d3.loss_iou: 0.2702 d4.loss_cls: 0.1378 d4.loss_bbox: 0.1211 d4.loss_iou: 0.2672 enc_loss_cls: 0.1746 enc_loss_bbox: 0.1440 enc_loss_iou: 0.2988 dn_loss_cls: 0.0173 dn_loss_bbox: 0.1990 dn_loss_iou: 0.2797 d0.dn_loss_cls: 0.0531 d0.dn_loss_bbox: 0.3264 d0.dn_loss_iou: 0.4066 d1.dn_loss_cls: 0.0278 d1.dn_loss_bbox: 0.2317 d1.dn_loss_iou: 0.3156 d2.dn_loss_cls: 0.0215 d2.dn_loss_bbox: 0.2088 d2.dn_loss_iou: 0.2900 d3.dn_loss_cls: 0.0193 d3.dn_loss_bbox: 0.2009 d3.dn_loss_iou: 0.2820 d4.dn_loss_cls: 0.0177 d4.dn_loss_bbox: 0.1989 d4.dn_loss_iou: 0.2799 2023/03/01 05:20:45 - mmengine - INFO - Epoch(train) [12][6900/7393] lr: 1.0000e-05 eta: 0:07:08 time: 0.8589 data_time: 0.0059 memory: 27021 grad_norm: 29.2167 loss: 8.1113 loss_cls: 0.1830 loss_bbox: 0.1493 loss_iou: 0.3139 d0.loss_cls: 0.2231 d0.loss_bbox: 0.1548 d0.loss_iou: 0.3275 d1.loss_cls: 0.2044 d1.loss_bbox: 0.1499 d1.loss_iou: 0.3154 d2.loss_cls: 0.1907 d2.loss_bbox: 0.1529 d2.loss_iou: 0.3181 d3.loss_cls: 0.1885 d3.loss_bbox: 0.1492 d3.loss_iou: 0.3121 d4.loss_cls: 0.1861 d4.loss_bbox: 0.1486 d4.loss_iou: 0.3120 enc_loss_cls: 0.2320 enc_loss_bbox: 0.1719 enc_loss_iou: 0.3536 dn_loss_cls: 0.0197 dn_loss_bbox: 0.2066 dn_loss_iou: 0.2801 d0.dn_loss_cls: 0.0543 d0.dn_loss_bbox: 0.3142 d0.dn_loss_iou: 0.3901 d1.dn_loss_cls: 0.0295 d1.dn_loss_bbox: 0.2306 d1.dn_loss_iou: 0.3082 d2.dn_loss_cls: 0.0239 d2.dn_loss_bbox: 0.2116 d2.dn_loss_iou: 0.2877 d3.dn_loss_cls: 0.0219 d3.dn_loss_bbox: 0.2072 d3.dn_loss_iou: 0.2816 d4.dn_loss_cls: 0.0205 d4.dn_loss_bbox: 0.2065 d4.dn_loss_iou: 0.2802 2023/03/01 05:21:28 - mmengine - INFO - Epoch(train) [12][6950/7393] lr: 1.0000e-05 eta: 0:06:25 time: 0.8642 data_time: 0.0060 memory: 26689 grad_norm: 34.2103 loss: 8.6713 loss_cls: 0.1836 loss_bbox: 0.1405 loss_iou: 0.3756 d0.loss_cls: 0.2228 d0.loss_bbox: 0.1486 d0.loss_iou: 0.3895 d1.loss_cls: 0.1995 d1.loss_bbox: 0.1453 d1.loss_iou: 0.3833 d2.loss_cls: 0.1914 d2.loss_bbox: 0.1419 d2.loss_iou: 0.3782 d3.loss_cls: 0.1840 d3.loss_bbox: 0.1414 d3.loss_iou: 0.3800 d4.loss_cls: 0.1850 d4.loss_bbox: 0.1404 d4.loss_iou: 0.3753 enc_loss_cls: 0.2300 enc_loss_bbox: 0.1628 enc_loss_iou: 0.4186 dn_loss_cls: 0.0210 dn_loss_bbox: 0.2006 dn_loss_iou: 0.3184 d0.dn_loss_cls: 0.0497 d0.dn_loss_bbox: 0.2951 d0.dn_loss_iou: 0.4312 d1.dn_loss_cls: 0.0294 d1.dn_loss_bbox: 0.2203 d1.dn_loss_iou: 0.3470 d2.dn_loss_cls: 0.0247 d2.dn_loss_bbox: 0.2053 d2.dn_loss_iou: 0.3268 d3.dn_loss_cls: 0.0226 d3.dn_loss_bbox: 0.2013 d3.dn_loss_iou: 0.3203 d4.dn_loss_cls: 0.0213 d4.dn_loss_bbox: 0.2002 d4.dn_loss_iou: 0.3186 2023/03/01 05:22:13 - mmengine - INFO - Epoch(train) [12][7000/7393] lr: 1.0000e-05 eta: 0:05:41 time: 0.8911 data_time: 0.0062 memory: 27953 grad_norm: 27.5531 loss: 7.6377 loss_cls: 0.1492 loss_bbox: 0.1303 loss_iou: 0.3085 d0.loss_cls: 0.1821 d0.loss_bbox: 0.1360 d0.loss_iou: 0.3120 d1.loss_cls: 0.1633 d1.loss_bbox: 0.1324 d1.loss_iou: 0.3073 d2.loss_cls: 0.1555 d2.loss_bbox: 0.1331 d2.loss_iou: 0.3079 d3.loss_cls: 0.1545 d3.loss_bbox: 0.1281 d3.loss_iou: 0.3074 d4.loss_cls: 0.1513 d4.loss_bbox: 0.1288 d4.loss_iou: 0.3069 enc_loss_cls: 0.1893 enc_loss_bbox: 0.1483 enc_loss_iou: 0.3406 dn_loss_cls: 0.0173 dn_loss_bbox: 0.2020 dn_loss_iou: 0.2874 d0.dn_loss_cls: 0.0482 d0.dn_loss_bbox: 0.3054 d0.dn_loss_iou: 0.3972 d1.dn_loss_cls: 0.0255 d1.dn_loss_bbox: 0.2271 d1.dn_loss_iou: 0.3166 d2.dn_loss_cls: 0.0201 d2.dn_loss_bbox: 0.2059 d2.dn_loss_iou: 0.2944 d3.dn_loss_cls: 0.0185 d3.dn_loss_bbox: 0.2027 d3.dn_loss_iou: 0.2895 d4.dn_loss_cls: 0.0174 d4.dn_loss_bbox: 0.2019 d4.dn_loss_iou: 0.2877 2023/03/01 05:22:57 - mmengine - INFO - Epoch(train) [12][7050/7393] lr: 1.0000e-05 eta: 0:04:58 time: 0.8745 data_time: 0.0056 memory: 28668 grad_norm: 28.0327 loss: 7.2636 loss_cls: 0.1636 loss_bbox: 0.1185 loss_iou: 0.2767 d0.loss_cls: 0.1965 d0.loss_bbox: 0.1243 d0.loss_iou: 0.2919 d1.loss_cls: 0.1802 d1.loss_bbox: 0.1193 d1.loss_iou: 0.2813 d2.loss_cls: 0.1719 d2.loss_bbox: 0.1184 d2.loss_iou: 0.2798 d3.loss_cls: 0.1670 d3.loss_bbox: 0.1185 d3.loss_iou: 0.2782 d4.loss_cls: 0.1651 d4.loss_bbox: 0.1199 d4.loss_iou: 0.2782 enc_loss_cls: 0.2055 enc_loss_bbox: 0.1361 enc_loss_iou: 0.3186 dn_loss_cls: 0.0127 dn_loss_bbox: 0.1978 dn_loss_iou: 0.2583 d0.dn_loss_cls: 0.0437 d0.dn_loss_bbox: 0.3081 d0.dn_loss_iou: 0.3730 d1.dn_loss_cls: 0.0214 d1.dn_loss_bbox: 0.2234 d1.dn_loss_iou: 0.2863 d2.dn_loss_cls: 0.0160 d2.dn_loss_bbox: 0.2042 d2.dn_loss_iou: 0.2667 d3.dn_loss_cls: 0.0142 d3.dn_loss_bbox: 0.1985 d3.dn_loss_iou: 0.2597 d4.dn_loss_cls: 0.0133 d4.dn_loss_bbox: 0.1980 d4.dn_loss_iou: 0.2586 2023/03/01 05:23:40 - mmengine - INFO - Epoch(train) [12][7100/7393] lr: 1.0000e-05 eta: 0:04:14 time: 0.8700 data_time: 0.0055 memory: 27184 grad_norm: 28.7007 loss: 8.1799 loss_cls: 0.1696 loss_bbox: 0.1430 loss_iou: 0.3253 d0.loss_cls: 0.2030 d0.loss_bbox: 0.1518 d0.loss_iou: 0.3369 d1.loss_cls: 0.1852 d1.loss_bbox: 0.1472 d1.loss_iou: 0.3294 d2.loss_cls: 0.1780 d2.loss_bbox: 0.1434 d2.loss_iou: 0.3257 d3.loss_cls: 0.1731 d3.loss_bbox: 0.1443 d3.loss_iou: 0.3257 d4.loss_cls: 0.1704 d4.loss_bbox: 0.1429 d4.loss_iou: 0.3248 enc_loss_cls: 0.2128 enc_loss_bbox: 0.1675 enc_loss_iou: 0.3702 dn_loss_cls: 0.0220 dn_loss_bbox: 0.2052 dn_loss_iou: 0.3040 d0.dn_loss_cls: 0.0531 d0.dn_loss_bbox: 0.3071 d0.dn_loss_iou: 0.4112 d1.dn_loss_cls: 0.0308 d1.dn_loss_bbox: 0.2312 d1.dn_loss_iou: 0.3308 d2.dn_loss_cls: 0.0257 d2.dn_loss_bbox: 0.2101 d2.dn_loss_iou: 0.3109 d3.dn_loss_cls: 0.0234 d3.dn_loss_bbox: 0.2064 d3.dn_loss_iou: 0.3057 d4.dn_loss_cls: 0.0224 d4.dn_loss_bbox: 0.2054 d4.dn_loss_iou: 0.3043 2023/03/01 05:24:23 - mmengine - INFO - Epoch(train) [12][7150/7393] lr: 1.0000e-05 eta: 0:03:31 time: 0.8665 data_time: 0.0056 memory: 28833 grad_norm: 27.7375 loss: 8.2750 loss_cls: 0.1704 loss_bbox: 0.1328 loss_iou: 0.3208 d0.loss_cls: 0.2035 d0.loss_bbox: 0.1382 d0.loss_iou: 0.3293 d1.loss_cls: 0.1812 d1.loss_bbox: 0.1335 d1.loss_iou: 0.3212 d2.loss_cls: 0.1794 d2.loss_bbox: 0.1290 d2.loss_iou: 0.3167 d3.loss_cls: 0.1745 d3.loss_bbox: 0.1299 d3.loss_iou: 0.3197 d4.loss_cls: 0.1714 d4.loss_bbox: 0.1326 d4.loss_iou: 0.3197 enc_loss_cls: 0.2121 enc_loss_bbox: 0.1529 enc_loss_iou: 0.3525 dn_loss_cls: 0.0200 dn_loss_bbox: 0.2383 dn_loss_iou: 0.3081 d0.dn_loss_cls: 0.0533 d0.dn_loss_bbox: 0.3573 d0.dn_loss_iou: 0.4316 d1.dn_loss_cls: 0.0301 d1.dn_loss_bbox: 0.2593 d1.dn_loss_iou: 0.3358 d2.dn_loss_cls: 0.0246 d2.dn_loss_bbox: 0.2432 d2.dn_loss_iou: 0.3150 d3.dn_loss_cls: 0.0222 d3.dn_loss_bbox: 0.2386 d3.dn_loss_iou: 0.3094 d4.dn_loss_cls: 0.0203 d4.dn_loss_bbox: 0.2383 d4.dn_loss_iou: 0.3083 2023/03/01 05:25:07 - mmengine - INFO - Epoch(train) [12][7200/7393] lr: 1.0000e-05 eta: 0:02:47 time: 0.8728 data_time: 0.0055 memory: 29923 grad_norm: 27.3222 loss: 8.9820 loss_cls: 0.2062 loss_bbox: 0.1637 loss_iou: 0.3677 d0.loss_cls: 0.2493 d0.loss_bbox: 0.1703 d0.loss_iou: 0.3851 d1.loss_cls: 0.2238 d1.loss_bbox: 0.1673 d1.loss_iou: 0.3771 d2.loss_cls: 0.2168 d2.loss_bbox: 0.1621 d2.loss_iou: 0.3683 d3.loss_cls: 0.2131 d3.loss_bbox: 0.1599 d3.loss_iou: 0.3635 d4.loss_cls: 0.2095 d4.loss_bbox: 0.1620 d4.loss_iou: 0.3658 enc_loss_cls: 0.2570 enc_loss_bbox: 0.1913 enc_loss_iou: 0.4233 dn_loss_cls: 0.0179 dn_loss_bbox: 0.1979 dn_loss_iou: 0.3277 d0.dn_loss_cls: 0.0524 d0.dn_loss_bbox: 0.2908 d0.dn_loss_iou: 0.4392 d1.dn_loss_cls: 0.0283 d1.dn_loss_bbox: 0.2199 d1.dn_loss_iou: 0.3562 d2.dn_loss_cls: 0.0218 d2.dn_loss_bbox: 0.2021 d2.dn_loss_iou: 0.3349 d3.dn_loss_cls: 0.0193 d3.dn_loss_bbox: 0.1980 d3.dn_loss_iou: 0.3290 d4.dn_loss_cls: 0.0181 d4.dn_loss_bbox: 0.1979 d4.dn_loss_iou: 0.3277 2023/03/01 05:25:52 - mmengine - INFO - Epoch(train) [12][7250/7393] lr: 1.0000e-05 eta: 0:02:04 time: 0.8922 data_time: 0.0056 memory: 32367 grad_norm: 28.4451 loss: 7.8280 loss_cls: 0.1544 loss_bbox: 0.1364 loss_iou: 0.3048 d0.loss_cls: 0.1877 d0.loss_bbox: 0.1408 d0.loss_iou: 0.3115 d1.loss_cls: 0.1700 d1.loss_bbox: 0.1395 d1.loss_iou: 0.3106 d2.loss_cls: 0.1622 d2.loss_bbox: 0.1370 d2.loss_iou: 0.3074 d3.loss_cls: 0.1605 d3.loss_bbox: 0.1344 d3.loss_iou: 0.3041 d4.loss_cls: 0.1557 d4.loss_bbox: 0.1362 d4.loss_iou: 0.3044 enc_loss_cls: 0.1941 enc_loss_bbox: 0.1565 enc_loss_iou: 0.3373 dn_loss_cls: 0.0175 dn_loss_bbox: 0.2059 dn_loss_iou: 0.3095 d0.dn_loss_cls: 0.0446 d0.dn_loss_bbox: 0.2887 d0.dn_loss_iou: 0.4155 d1.dn_loss_cls: 0.0254 d1.dn_loss_bbox: 0.2243 d1.dn_loss_iou: 0.3358 d2.dn_loss_cls: 0.0206 d2.dn_loss_bbox: 0.2090 d2.dn_loss_iou: 0.3162 d3.dn_loss_cls: 0.0191 d3.dn_loss_bbox: 0.2058 d3.dn_loss_iou: 0.3109 d4.dn_loss_cls: 0.0180 d4.dn_loss_bbox: 0.2057 d4.dn_loss_iou: 0.3097 2023/03/01 05:26:35 - mmengine - INFO - Epoch(train) [12][7300/7393] lr: 1.0000e-05 eta: 0:01:20 time: 0.8626 data_time: 0.0057 memory: 26767 grad_norm: 31.5288 loss: 6.9447 loss_cls: 0.1452 loss_bbox: 0.1258 loss_iou: 0.2815 d0.loss_cls: 0.1743 d0.loss_bbox: 0.1283 d0.loss_iou: 0.2996 d1.loss_cls: 0.1590 d1.loss_bbox: 0.1237 d1.loss_iou: 0.2850 d2.loss_cls: 0.1479 d2.loss_bbox: 0.1274 d2.loss_iou: 0.2884 d3.loss_cls: 0.1460 d3.loss_bbox: 0.1261 d3.loss_iou: 0.2838 d4.loss_cls: 0.1464 d4.loss_bbox: 0.1257 d4.loss_iou: 0.2818 enc_loss_cls: 0.1805 enc_loss_bbox: 0.1431 enc_loss_iou: 0.3254 dn_loss_cls: 0.0173 dn_loss_bbox: 0.1546 dn_loss_iou: 0.2613 d0.dn_loss_cls: 0.0470 d0.dn_loss_bbox: 0.2495 d0.dn_loss_iou: 0.3733 d1.dn_loss_cls: 0.0255 d1.dn_loss_bbox: 0.1721 d1.dn_loss_iou: 0.2864 d2.dn_loss_cls: 0.0199 d2.dn_loss_bbox: 0.1583 d2.dn_loss_iou: 0.2667 d3.dn_loss_cls: 0.0178 d3.dn_loss_bbox: 0.1550 d3.dn_loss_iou: 0.2620 d4.dn_loss_cls: 0.0172 d4.dn_loss_bbox: 0.1545 d4.dn_loss_iou: 0.2614 2023/03/01 05:27:19 - mmengine - INFO - Epoch(train) [12][7350/7393] lr: 1.0000e-05 eta: 0:00:37 time: 0.8820 data_time: 0.0055 memory: 29882 grad_norm: 32.3324 loss: 7.3005 loss_cls: 0.1466 loss_bbox: 0.1268 loss_iou: 0.2918 d0.loss_cls: 0.1731 d0.loss_bbox: 0.1349 d0.loss_iou: 0.3016 d1.loss_cls: 0.1586 d1.loss_bbox: 0.1287 d1.loss_iou: 0.2942 d2.loss_cls: 0.1516 d2.loss_bbox: 0.1278 d2.loss_iou: 0.2924 d3.loss_cls: 0.1506 d3.loss_bbox: 0.1267 d3.loss_iou: 0.2913 d4.loss_cls: 0.1458 d4.loss_bbox: 0.1270 d4.loss_iou: 0.2924 enc_loss_cls: 0.1861 enc_loss_bbox: 0.1502 enc_loss_iou: 0.3216 dn_loss_cls: 0.0151 dn_loss_bbox: 0.1881 dn_loss_iou: 0.2700 d0.dn_loss_cls: 0.0440 d0.dn_loss_bbox: 0.3060 d0.dn_loss_iou: 0.3840 d1.dn_loss_cls: 0.0236 d1.dn_loss_bbox: 0.2139 d1.dn_loss_iou: 0.2980 d2.dn_loss_cls: 0.0187 d2.dn_loss_bbox: 0.1931 d2.dn_loss_iou: 0.2764 d3.dn_loss_cls: 0.0165 d3.dn_loss_bbox: 0.1889 d3.dn_loss_iou: 0.2714 d4.dn_loss_cls: 0.0154 d4.dn_loss_bbox: 0.1878 d4.dn_loss_iou: 0.2700 2023/03/01 05:27:57 - mmengine - INFO - Exp name: dino-5scale_swin-l_coco_20230228_072924 2023/03/01 05:27:57 - mmengine - INFO - Saving checkpoint at 12 epochs 2023/03/01 05:28:08 - mmengine - INFO - Epoch(val) [12][ 50/625] eta: 0:01:02 time: 0.1088 data_time: 0.0020 memory: 27280 2023/03/01 05:28:13 - mmengine - INFO - Epoch(val) [12][100/625] eta: 0:00:56 time: 0.1062 data_time: 0.0016 memory: 5417 2023/03/01 05:28:19 - mmengine - INFO - Epoch(val) [12][150/625] eta: 0:00:50 time: 0.1064 data_time: 0.0015 memory: 5361 2023/03/01 05:28:24 - mmengine - INFO - Epoch(val) [12][200/625] eta: 0:00:45 time: 0.1076 data_time: 0.0013 memory: 5382 2023/03/01 05:28:29 - mmengine - INFO - Epoch(val) [12][250/625] eta: 0:00:40 time: 0.1059 data_time: 0.0013 memory: 5432 2023/03/01 05:28:34 - mmengine - INFO - Epoch(val) [12][300/625] eta: 0:00:34 time: 0.1043 data_time: 0.0013 memory: 5361 2023/03/01 05:28:40 - mmengine - INFO - Epoch(val) [12][350/625] eta: 0:00:29 time: 0.1071 data_time: 0.0014 memory: 5375 2023/03/01 05:28:45 - mmengine - INFO - Epoch(val) [12][400/625] eta: 0:00:23 time: 0.1061 data_time: 0.0014 memory: 5417 2023/03/01 05:28:50 - mmengine - INFO - Epoch(val) [12][450/625] eta: 0:00:18 time: 0.1058 data_time: 0.0013 memory: 5431 2023/03/01 05:28:56 - mmengine - INFO - Epoch(val) [12][500/625] eta: 0:00:13 time: 0.1053 data_time: 0.0014 memory: 5361 2023/03/01 05:29:01 - mmengine - INFO - Epoch(val) [12][550/625] eta: 0:00:07 time: 0.1070 data_time: 0.0014 memory: 5418 2023/03/01 05:29:06 - mmengine - INFO - Epoch(val) [12][600/625] eta: 0:00:02 time: 0.1043 data_time: 0.0013 memory: 5382 2023/03/01 05:29:24 - mmengine - INFO - Evaluating bbox... 2023/03/01 05:30:49 - mmengine - INFO - bbox_mAP_copypaste: 0.572 0.757 0.627 0.405 0.611 0.735 2023/03/01 05:30:50 - mmengine - INFO - Epoch(val) [12][625/625] coco/bbox_mAP: 0.5720 coco/bbox_mAP_50: 0.7570 coco/bbox_mAP_75: 0.6270 coco/bbox_mAP_s: 0.4050 coco/bbox_mAP_m: 0.6110 coco/bbox_mAP_l: 0.7350