2023-11-06 14:10:33,523 - mmdet - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.8.17 (default, Jul 5 2023, 21:04:15) [GCC 11.2.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: NVIDIA A100-SXM4-80GB CUDA_HOME: /mnt/petrelfs/share/cuda-11.3 NVCC: Cuda compilation tools, release 11.3, V11.3.109 GCC: gcc (GCC) 7.5.0 PyTorch: 1.12.0 PyTorch compiling details: PyTorch built with: - GCC 9.3 - C++ Version: 201402 - Intel(R) oneAPI Math Kernel Library Version 2023.1-Product Build 20230303 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.6.0 (Git Hash 52b5f107dd9cf10910aaa19cb47f3abf9b349815) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.3 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 - CuDNN 8.3.2 (built against CUDA 11.5) - Magma 2.5.2 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.3.2, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.12.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, TorchVision: 0.13.0 OpenCV: 4.8.0 MMCV: 1.5.0 MMCV Compiler: GCC 7.5 MMCV CUDA Compiler: 11.3 MMDetection: 2.28.1+a85a748 ------------------------------------------------------------ 2023-11-06 14:10:36,184 - mmdet - INFO - Distributed training: True 2023-11-06 14:10:38,774 - mmdet - INFO - Config: dataset_type = 'CocoDataset' data_root = 'data/coco/' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True) train_pipeline = [ dict(type='LoadImageFromFile'), dict(type='LoadAnnotations', with_bbox=True), dict(type='RandomFlip', flip_ratio=0.5), dict( type='AutoAugment', policies=[[{ 'type': 'Resize', 'img_scale': [(480, 1333), (512, 1333), (544, 1333), (576, 1333), (608, 1333), (640, 1333), (672, 1333), (704, 1333), (736, 1333), (768, 1333), (800, 1333)], 'multiscale_mode': 'value', 'keep_ratio': True }], [{ 'type': 'Resize', 'img_scale': [(400, 4200), (500, 4200), (600, 4200)], 'multiscale_mode': 'value', 'keep_ratio': True }, { 'type': 'RandomCrop', 'crop_type': 'absolute_range', 'crop_size': (384, 600), 'allow_negative_crop': False }, { 'type': 'Resize', 'img_scale': [(480, 1333), (512, 1333), (544, 1333), (576, 1333), (608, 1333), (640, 1333), (672, 1333), (704, 1333), (736, 1333), (768, 1333), (800, 1333)], 'multiscale_mode': 'value', 'override': True, 'keep_ratio': True }]]), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='DefaultFormatBundle'), dict(type='Collect', keys=['img', 'gt_bboxes', 'gt_labels']) ] test_pipeline = [ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(1333, 800), flip=False, transforms=[ dict(type='Resize', keep_ratio=True), dict(type='RandomFlip'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ] data = dict( samples_per_gpu=4, workers_per_gpu=2, train=dict( type='CocoDataset', ann_file='data/coco/annotations/instances_train2017.json', img_prefix='data/coco/train2017/', pipeline=[ dict(type='LoadImageFromFile'), dict(type='LoadAnnotations', with_bbox=True), dict(type='RandomFlip', flip_ratio=0.5), dict( type='AutoAugment', policies=[[{ 'type': 'Resize', 'img_scale': [(480, 1333), (512, 1333), (544, 1333), (576, 1333), (608, 1333), (640, 1333), (672, 1333), (704, 1333), (736, 1333), (768, 1333), (800, 1333)], 'multiscale_mode': 'value', 'keep_ratio': True }], [{ 'type': 'Resize', 'img_scale': [(400, 4200), (500, 4200), (600, 4200)], 'multiscale_mode': 'value', 'keep_ratio': True }, { 'type': 'RandomCrop', 'crop_type': 'absolute_range', 'crop_size': (384, 600), 'allow_negative_crop': False }, { 'type': 'Resize', 'img_scale': [(480, 1333), (512, 1333), (544, 1333), (576, 1333), (608, 1333), (640, 1333), (672, 1333), (704, 1333), (736, 1333), (768, 1333), (800, 1333)], 'multiscale_mode': 'value', 'override': True, 'keep_ratio': True }]]), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='DefaultFormatBundle'), dict(type='Collect', keys=['img', 'gt_bboxes', 'gt_labels']) ]), val=dict( type='CocoDataset', ann_file='data/coco/annotations/instances_val2017.json', img_prefix='data/coco/val2017/', pipeline=[ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(1333, 800), flip=False, transforms=[ dict(type='Resize', keep_ratio=True), dict(type='RandomFlip'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ]), test=dict( type='CocoDataset', ann_file='data/coco/annotations/instances_val2017.json', img_prefix='data/coco/val2017/', pipeline=[ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(1333, 800), flip=False, transforms=[ dict(type='Resize', keep_ratio=True), dict(type='RandomFlip'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ])) evaluation = dict(interval=1, metric='bbox', classwise=True, save_best='auto') checkpoint_config = dict(interval=1, max_keep_ckpts=1, save_last=True) log_config = dict(interval=50, hooks=[dict(type='TextLoggerHook')]) custom_hooks = [dict(type='NumClassCheckHook')] dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] optimizer = dict( type='AdamW', lr=0.0002, weight_decay=0.0001, constructor='CustomLayerDecayOptimizerConstructor', paramwise_cfg=dict( num_layers=33, layer_decay_rate=0.9, depths=[4, 4, 21, 4])) optimizer_config = dict(grad_clip=dict(max_norm=0.1, norm_type=2)) lr_config = dict( policy='step', warmup='linear', warmup_iters=500, warmup_ratio=0.001, step=[11]) runner = dict(type='EpochBasedRunner', max_epochs=12) pretrained = '/mnt/petrelfs/share_data/xiongyuwen/checkpoint/flash_internimage_s_1k_224_nosmx_dw/ckpt_epoch_ema_best.pth' norm_cfg = dict(type='LN', requires_grad=True) model = dict( type='DINO', backbone=dict( type='Flash_InternImage_nsmx', core_op='FlashDCNv3', channels=80, depths=[4, 4, 21, 4], groups=[5, 10, 20, 40], mlp_ratio=4.0, drop_path_rate=0.3, norm_layer='LN', layer_scale=1.0, offset_scale=1.0, post_norm=True, with_cp=True, op_bias=True, out_indices=(1, 2, 3), init_cfg=dict( type='Pretrained', checkpoint= '/mnt/petrelfs/share_data/xiongyuwen/checkpoint/flash_internimage_s_1k_224_nosmx_dw/ckpt_epoch_ema_best.pth' )), neck=dict( type='ChannelMapper', in_channels=[160, 320, 640], kernel_size=1, out_channels=256, act_cfg=None, norm_cfg=dict(type='GN', num_groups=32), num_outs=4), bbox_head=dict( type='DINOHead', num_query=900, num_classes=80, in_channels=2048, sync_cls_avg_factor=True, as_two_stage=True, with_box_refine=True, dn_cfg=dict( type='CdnQueryGenerator', noise_scale=dict(label=0.5, box=1.0), group_cfg=dict(dynamic=True, num_groups=None, num_dn_queries=100)), transformer=dict( type='DinoTransformer', two_stage_num_proposals=900, encoder=dict( type='DetrTransformerEncoder', num_layers=6, transformerlayers=dict( type='BaseTransformerLayer', attn_cfgs=dict( type='MultiScaleDeformableAttention', embed_dims=256, dropout=0.0), feedforward_channels=2048, ffn_dropout=0.0, operation_order=('self_attn', 'norm', 'ffn', 'norm'))), decoder=dict( type='DinoTransformerDecoder', num_layers=6, return_intermediate=True, transformerlayers=dict( type='DetrTransformerDecoderLayer', attn_cfgs=[ dict( type='MultiheadAttention', embed_dims=256, num_heads=8, dropout=0.0), dict( type='MultiScaleDeformableAttention', embed_dims=256, dropout=0.0) ], feedforward_channels=2048, ffn_dropout=0.0, operation_order=('self_attn', 'norm', 'cross_attn', 'norm', 'ffn', 'norm')))), positional_encoding=dict( type='SinePositionalEncoding', num_feats=128, temperature=20, normalize=True), loss_cls=dict( type='FocalLoss', use_sigmoid=True, gamma=2.0, alpha=0.25, loss_weight=1.0), loss_bbox=dict(type='L1Loss', loss_weight=5.0), loss_iou=dict(type='GIoULoss', loss_weight=2.0)), train_cfg=dict( assigner=dict( type='HungarianAssigner', cls_cost=dict(type='FocalLossCost', weight=2.0), reg_cost=dict(type='BBoxL1Cost', weight=5.0, box_format='xywh'), iou_cost=dict(type='IoUCost', iou_mode='giou', weight=2.0))), test_cfg=dict(max_per_img=300)) work_dir = './work_dirs/dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx' auto_resume = False gpu_ids = range(0, 8) 2023-11-06 14:10:43,032 - mmdet - INFO - Set random seed to 252948735, deterministic: False 2023-11-06 14:10:43,034 - mmdet - INFO - using core type: FlashDCNv3 2023-11-06 14:10:43,034 - mmdet - INFO - using activation layer: GELU 2023-11-06 14:10:43,034 - mmdet - INFO - using main norm layer: LN 2023-11-06 14:10:43,034 - mmdet - INFO - using dpr: linear, 0.3 2023-11-06 14:10:43,034 - mmdet - INFO - level2_post_norm: False 2023-11-06 14:10:43,034 - mmdet - INFO - level2_post_norm_block_ids: None 2023-11-06 14:10:43,034 - mmdet - INFO - res_post_norm: False 2023-11-06 14:10:44,084 - mmdet - INFO - load checkpoint from local path: /mnt/petrelfs/share_data/xiongyuwen/checkpoint/flash_internimage_s_1k_224_nosmx_dw/ckpt_epoch_ema_best.pth 2023-11-06 14:10:46,823 - mmdet - INFO - _IncompatibleKeys(missing_keys=[], unexpected_keys=['conv_head.0.weight', 'conv_head.1.0.weight', 'conv_head.1.0.bias', 'conv_head.1.0.running_mean', 'conv_head.1.0.running_var', 'conv_head.1.0.num_batches_tracked', 'head.weight', 'head.bias']) 2023-11-06 14:10:46,848 - mmdet - INFO - initialize ChannelMapper with init_cfg {'type': 'Xavier', 'layer': 'Conv2d', 'distribution': 'uniform'} Name of parameter - Initialization information backbone.patch_embed.conv1.weight - torch.Size([40, 3, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.patch_embed.conv1.bias - torch.Size([40]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.patch_embed.norm1.1.weight - torch.Size([40]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.patch_embed.norm1.1.bias - torch.Size([40]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.patch_embed.conv2.weight - torch.Size([80, 40, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.patch_embed.conv2.bias - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.patch_embed.norm2.1.weight - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.patch_embed.norm2.1.bias - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.gamma1 - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.gamma2 - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.norm1.0.weight - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.norm1.0.bias - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.dcn.offset_mask_dw.weight - torch.Size([80, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.dcn.offset_mask_dw.bias - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.dcn.offset_mask.weight - torch.Size([135, 80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.dcn.offset_mask.bias - torch.Size([135]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.dcn.value_proj.weight - torch.Size([80, 80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.dcn.value_proj.bias - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.dcn.output_proj.weight - torch.Size([80, 80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.norm2.0.weight - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.norm2.0.bias - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.mlp.fc1.weight - torch.Size([320, 80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.mlp.fc1.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.0.mlp.fc2.weight - torch.Size([80, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.gamma1 - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.gamma2 - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.norm1.0.weight - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.norm1.0.bias - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.dcn.offset_mask_dw.weight - torch.Size([80, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.dcn.offset_mask_dw.bias - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.dcn.offset_mask.weight - torch.Size([135, 80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.dcn.offset_mask.bias - torch.Size([135]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.dcn.value_proj.weight - torch.Size([80, 80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.dcn.value_proj.bias - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.dcn.output_proj.weight - torch.Size([80, 80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.norm2.0.weight - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.norm2.0.bias - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.mlp.fc1.weight - torch.Size([320, 80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.mlp.fc1.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.1.mlp.fc2.weight - torch.Size([80, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.gamma1 - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.gamma2 - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.norm1.0.weight - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.norm1.0.bias - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.dcn.offset_mask_dw.weight - torch.Size([80, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.dcn.offset_mask_dw.bias - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.dcn.offset_mask.weight - torch.Size([135, 80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.dcn.offset_mask.bias - torch.Size([135]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.dcn.value_proj.weight - torch.Size([80, 80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.dcn.value_proj.bias - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.dcn.output_proj.weight - torch.Size([80, 80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.norm2.0.weight - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.norm2.0.bias - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.mlp.fc1.weight - torch.Size([320, 80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.mlp.fc1.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.2.mlp.fc2.weight - torch.Size([80, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.gamma1 - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.gamma2 - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.norm1.0.weight - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.norm1.0.bias - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.dcn.offset_mask_dw.weight - torch.Size([80, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.dcn.offset_mask_dw.bias - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.dcn.offset_mask.weight - torch.Size([135, 80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.dcn.offset_mask.bias - torch.Size([135]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.dcn.value_proj.weight - torch.Size([80, 80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.dcn.value_proj.bias - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.dcn.output_proj.weight - torch.Size([80, 80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.norm2.0.weight - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.norm2.0.bias - torch.Size([80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.mlp.fc1.weight - torch.Size([320, 80]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.mlp.fc1.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.blocks.3.mlp.fc2.weight - torch.Size([80, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.downsample.conv.weight - torch.Size([160, 80, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.downsample.norm.1.weight - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.0.downsample.norm.1.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.gamma1 - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.gamma2 - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.norm1.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.norm1.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.dcn.offset_mask_dw.weight - torch.Size([160, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.dcn.offset_mask_dw.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.dcn.offset_mask.weight - torch.Size([270, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.dcn.offset_mask.bias - torch.Size([270]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.dcn.value_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.dcn.value_proj.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.dcn.output_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.norm2.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.norm2.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.mlp.fc1.weight - torch.Size([640, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.mlp.fc1.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.0.mlp.fc2.weight - torch.Size([160, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.gamma1 - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.gamma2 - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.norm1.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.norm1.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.dcn.offset_mask_dw.weight - torch.Size([160, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.dcn.offset_mask_dw.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.dcn.offset_mask.weight - torch.Size([270, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.dcn.offset_mask.bias - torch.Size([270]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.dcn.value_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.dcn.value_proj.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.dcn.output_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.norm2.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.norm2.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.mlp.fc1.weight - torch.Size([640, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.mlp.fc1.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.1.mlp.fc2.weight - torch.Size([160, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.gamma1 - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.gamma2 - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.norm1.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.norm1.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.dcn.offset_mask_dw.weight - torch.Size([160, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.dcn.offset_mask_dw.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.dcn.offset_mask.weight - torch.Size([270, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.dcn.offset_mask.bias - torch.Size([270]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.dcn.value_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.dcn.value_proj.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.dcn.output_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.norm2.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.norm2.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.mlp.fc1.weight - torch.Size([640, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.mlp.fc1.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.2.mlp.fc2.weight - torch.Size([160, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.gamma1 - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.gamma2 - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.norm1.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.norm1.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.dcn.offset_mask_dw.weight - torch.Size([160, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.dcn.offset_mask_dw.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.dcn.offset_mask.weight - torch.Size([270, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.dcn.offset_mask.bias - torch.Size([270]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.dcn.value_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.dcn.value_proj.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.dcn.output_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.norm2.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.norm2.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.mlp.fc1.weight - torch.Size([640, 160]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.mlp.fc1.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.blocks.3.mlp.fc2.weight - torch.Size([160, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.downsample.conv.weight - torch.Size([320, 160, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.downsample.norm.1.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.1.downsample.norm.1.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.0.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.1.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.2.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.3.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.4.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.5.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.6.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.7.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.8.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.9.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.10.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.11.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.12.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.13.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.14.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.15.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.16.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.17.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.18.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.19.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.dcn.offset_mask.weight - torch.Size([540, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.dcn.offset_mask.bias - torch.Size([540]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.blocks.20.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.downsample.conv.weight - torch.Size([640, 320, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.downsample.norm.1.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.2.downsample.norm.1.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.0.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.1.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.2.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx backbone.levels.3.blocks.3.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in Flash_InternImage_nsmx neck.convs.0.conv.weight - torch.Size([256, 160, 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, 320, 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, 640, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.convs.2.gn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO neck.convs.2.gn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO neck.extra_convs.0.conv.weight - torch.Size([256, 640, 3, 3]): XavierInit: gain=1, distribution=uniform, bias=0 neck.extra_convs.0.gn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO neck.extra_convs.0.gn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.level_embeds - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.0.attentions.0.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.attentions.0.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.attentions.0.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.attentions.0.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.0.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.0.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.0.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.0.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.attentions.0.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.attentions.0.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.attentions.0.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.attentions.0.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.1.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.1.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.1.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.1.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.attentions.0.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.attentions.0.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.attentions.0.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.attentions.0.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.2.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.2.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.2.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.2.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.attentions.0.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.attentions.0.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.attentions.0.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.attentions.0.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.3.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.3.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.3.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.3.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.attentions.0.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.attentions.0.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.attentions.0.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.attentions.0.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.4.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.4.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.4.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.4.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.attentions.0.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.attentions.0.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.attentions.0.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.attentions.0.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.5.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.5.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.5.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.5.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.0.attentions.0.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.0.attentions.0.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.1.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.1.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.1.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.1.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.1.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.0.attentions.1.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.1.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.0.attentions.1.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.0.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.0.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.1.attentions.0.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.1.attentions.0.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.1.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.1.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.1.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.1.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.1.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.1.attentions.1.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.1.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.1.attentions.1.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.1.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.1.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.2.attentions.0.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.2.attentions.0.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.1.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.1.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.1.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.1.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.1.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.2.attentions.1.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.1.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.2.attentions.1.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.2.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.2.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.3.attentions.0.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.3.attentions.0.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.1.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.1.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.1.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.1.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.1.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.3.attentions.1.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.1.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.3.attentions.1.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.3.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.3.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.4.attentions.0.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.4.attentions.0.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.1.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.1.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.1.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.1.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.1.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.4.attentions.1.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.1.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.4.attentions.1.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.4.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.4.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.5.attentions.0.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.5.attentions.0.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.1.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.1.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.1.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.1.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.1.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.5.attentions.1.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.1.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.5.attentions.1.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.5.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.5.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.ref_point_head.0.weight - torch.Size([256, 512]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.ref_point_head.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.ref_point_head.2.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.ref_point_head.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.norm.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.norm.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.enc_output.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.enc_output.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.enc_output_norm.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.enc_output_norm.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.query_embed.weight - torch.Size([900, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.cls_branches.0.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.cls_branches.0.bias - torch.Size([80]): Initialized by user-defined `init_weights` in DINOHead bbox_head.cls_branches.1.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.cls_branches.1.bias - torch.Size([80]): Initialized by user-defined `init_weights` in DINOHead bbox_head.cls_branches.2.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.cls_branches.2.bias - torch.Size([80]): Initialized by user-defined `init_weights` in DINOHead bbox_head.cls_branches.3.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.cls_branches.3.bias - torch.Size([80]): Initialized by user-defined `init_weights` in DINOHead bbox_head.cls_branches.4.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.cls_branches.4.bias - torch.Size([80]): Initialized by user-defined `init_weights` in DINOHead bbox_head.cls_branches.5.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.cls_branches.5.bias - torch.Size([80]): Initialized by user-defined `init_weights` in DINOHead bbox_head.cls_branches.6.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.cls_branches.6.bias - torch.Size([80]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.0.0.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.0.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.0.2.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.0.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.0.4.weight - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.0.4.bias - torch.Size([4]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.1.0.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.1.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.1.2.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.1.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.1.4.weight - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.1.4.bias - torch.Size([4]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.2.0.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.2.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.2.2.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.2.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.2.4.weight - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.2.4.bias - torch.Size([4]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.3.0.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.3.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.3.2.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.3.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.3.4.weight - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.3.4.bias - torch.Size([4]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.4.0.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.4.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.4.2.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.4.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.4.4.weight - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.4.4.bias - torch.Size([4]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.5.0.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.5.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.5.2.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.5.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.5.4.weight - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.5.4.bias - torch.Size([4]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.6.0.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.6.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.6.2.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.6.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.6.4.weight - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.6.4.bias - torch.Size([4]): Initialized by user-defined `init_weights` in DINOHead bbox_head.label_embedding.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO 2023-11-06 14:11:04,005 - mmdet - INFO - Automatic scaling of learning rate (LR) has been disabled. 2023-11-06 14:11:04,006 - mmdet - INFO - {'num_layers': 33, 'layer_decay_rate': 0.9, 'depths': [4, 4, 21, 4]} 2023-11-06 14:11:04,006 - mmdet - INFO - Build CustomLayerDecayOptimizerConstructor 0.900000 - 35 2023-11-06 14:11:04,011 - mmdet - INFO - Param groups = { "layer_0_decay": { "param_names": [ "backbone.patch_embed.conv1.weight", "backbone.patch_embed.conv2.weight", "bbox_head.transformer.level_embeds" ], "lr_scale": 0.027812838944369374, "lr": 5.562567788873875e-06, "weight_decay": 0.0001 }, "layer_0_no_decay": { "param_names": [ "backbone.patch_embed.conv1.bias", "backbone.patch_embed.norm1.1.weight", "backbone.patch_embed.norm1.1.bias", "backbone.patch_embed.conv2.bias", "backbone.patch_embed.norm2.1.weight", "backbone.patch_embed.norm2.1.bias" ], "lr_scale": 0.027812838944369374, "lr": 5.562567788873875e-06, "weight_decay": 0.0 }, "layer_1_no_decay": { "param_names": [ "backbone.levels.0.blocks.0.gamma1", "backbone.levels.0.blocks.0.gamma2", "backbone.levels.0.blocks.0.norm1.0.weight", "backbone.levels.0.blocks.0.norm1.0.bias", "backbone.levels.0.blocks.0.dcn.offset_mask_dw.bias", "backbone.levels.0.blocks.0.dcn.offset_mask.bias", "backbone.levels.0.blocks.0.dcn.value_proj.bias", "backbone.levels.0.blocks.0.norm2.0.weight", "backbone.levels.0.blocks.0.norm2.0.bias", "backbone.levels.0.blocks.0.mlp.fc1.bias" ], "lr_scale": 0.030903154382632636, "lr": 6.180630876526528e-06, "weight_decay": 0.0 }, "layer_1_decay": { "param_names": [ "backbone.levels.0.blocks.0.dcn.offset_mask_dw.weight", "backbone.levels.0.blocks.0.dcn.offset_mask.weight", "backbone.levels.0.blocks.0.dcn.value_proj.weight", "backbone.levels.0.blocks.0.dcn.output_proj.weight", "backbone.levels.0.blocks.0.mlp.fc1.weight", "backbone.levels.0.blocks.0.mlp.fc2.weight" ], "lr_scale": 0.030903154382632636, "lr": 6.180630876526528e-06, "weight_decay": 0.0001 }, "layer_2_no_decay": { "param_names": [ "backbone.levels.0.blocks.1.gamma1", "backbone.levels.0.blocks.1.gamma2", "backbone.levels.0.blocks.1.norm1.0.weight", "backbone.levels.0.blocks.1.norm1.0.bias", "backbone.levels.0.blocks.1.dcn.offset_mask_dw.bias", "backbone.levels.0.blocks.1.dcn.offset_mask.bias", "backbone.levels.0.blocks.1.dcn.value_proj.bias", "backbone.levels.0.blocks.1.norm2.0.weight", "backbone.levels.0.blocks.1.norm2.0.bias", "backbone.levels.0.blocks.1.mlp.fc1.bias" ], "lr_scale": 0.03433683820292515, "lr": 6.8673676405850304e-06, "weight_decay": 0.0 }, "layer_2_decay": { "param_names": [ "backbone.levels.0.blocks.1.dcn.offset_mask_dw.weight", "backbone.levels.0.blocks.1.dcn.offset_mask.weight", "backbone.levels.0.blocks.1.dcn.value_proj.weight", "backbone.levels.0.blocks.1.dcn.output_proj.weight", "backbone.levels.0.blocks.1.mlp.fc1.weight", "backbone.levels.0.blocks.1.mlp.fc2.weight" ], "lr_scale": 0.03433683820292515, "lr": 6.8673676405850304e-06, "weight_decay": 0.0001 }, "layer_3_no_decay": { "param_names": [ "backbone.levels.0.blocks.2.gamma1", "backbone.levels.0.blocks.2.gamma2", "backbone.levels.0.blocks.2.norm1.0.weight", "backbone.levels.0.blocks.2.norm1.0.bias", "backbone.levels.0.blocks.2.dcn.offset_mask_dw.bias", "backbone.levels.0.blocks.2.dcn.offset_mask.bias", "backbone.levels.0.blocks.2.dcn.value_proj.bias", "backbone.levels.0.blocks.2.norm2.0.weight", 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DistEvalHook -------------------- after_train_iter: (ABOVE_NORMAL) OptimizerHook (NORMAL ) CheckpointHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (NORMAL ) NumClassCheckHook (NORMAL ) DistSamplerSeedHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2023-11-06 14:11:04,496 - mmdet - INFO - workflow: [('train', 1)], max: 12 epochs 2023-11-06 14:11:04,496 - mmdet - INFO - Checkpoints will be saved to /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx by HardDiskBackend. 2023-11-06 14:11:55,644 - mmdet - INFO - Epoch [1][50/3665] lr: 5.501e-07, eta: 12:28:37, time: 1.022, data_time: 0.065, memory: 16842, interm_loss_cls: 1.1454, interm_loss_bbox: 1.8304, interm_loss_iou: 1.9683, loss_cls: 1.0243, loss_bbox: 1.8101, loss_iou: 1.9569, d0.loss_cls: 0.9907, d0.loss_bbox: 1.8580, d0.loss_iou: 1.9890, d1.loss_cls: 0.9721, d1.loss_bbox: 1.8388, d1.loss_iou: 1.9747, d2.loss_cls: 0.9921, d2.loss_bbox: 1.8259, d2.loss_iou: 1.9659, d3.loss_cls: 1.0134, d3.loss_bbox: 1.8166, d3.loss_iou: 1.9618, d4.loss_cls: 1.0098, d4.loss_bbox: 1.8144, d4.loss_iou: 1.9572, dn_loss_cls: 0.9435, dn_loss_bbox: 1.2005, dn_loss_iou: 1.3087, d0.dn_loss_cls: 0.9893, d0.dn_loss_bbox: 1.2003, d0.dn_loss_iou: 1.3103, d1.dn_loss_cls: 0.9248, d1.dn_loss_bbox: 1.2002, d1.dn_loss_iou: 1.3099, d2.dn_loss_cls: 0.9151, d2.dn_loss_bbox: 1.2002, d2.dn_loss_iou: 1.3096, d3.dn_loss_cls: 0.9377, d3.dn_loss_bbox: 1.2002, d3.dn_loss_iou: 1.3092, d4.dn_loss_cls: 0.9284, d4.dn_loss_bbox: 1.2004, d4.dn_loss_iou: 1.3089, loss: 54.4131, grad_norm: 19.1497 2023-11-06 14:12:36,282 - mmdet - INFO - Epoch [1][100/3665] lr: 1.106e-06, eta: 11:11:04, time: 0.813, data_time: 0.010, memory: 19023, interm_loss_cls: 0.9635, interm_loss_bbox: 1.5492, interm_loss_iou: 1.8036, loss_cls: 0.8890, loss_bbox: 1.4735, loss_iou: 1.7354, d0.loss_cls: 0.8812, d0.loss_bbox: 1.5605, d0.loss_iou: 1.8142, d1.loss_cls: 0.8664, d1.loss_bbox: 1.5307, d1.loss_iou: 1.7866, d2.loss_cls: 0.8685, d2.loss_bbox: 1.5107, d2.loss_iou: 1.7675, d3.loss_cls: 0.8736, d3.loss_bbox: 1.4943, d3.loss_iou: 1.7544, d4.loss_cls: 0.8774, d4.loss_bbox: 1.4823, d4.loss_iou: 1.7438, dn_loss_cls: 0.7301, dn_loss_bbox: 1.1970, dn_loss_iou: 1.3124, d0.dn_loss_cls: 0.7401, d0.dn_loss_bbox: 1.1432, d0.dn_loss_iou: 1.3016, d1.dn_loss_cls: 0.6866, d1.dn_loss_bbox: 1.1518, d1.dn_loss_iou: 1.3016, d2.dn_loss_cls: 0.6812, d2.dn_loss_bbox: 1.1623, d2.dn_loss_iou: 1.3026, d3.dn_loss_cls: 0.6999, d3.dn_loss_bbox: 1.1740, d3.dn_loss_iou: 1.3048, d4.dn_loss_cls: 0.7060, d4.dn_loss_bbox: 1.1850, d4.dn_loss_iou: 1.3080, loss: 48.3144, grad_norm: 20.1753 2023-11-06 14:13:17,367 - mmdet - INFO - Epoch [1][150/3665] lr: 1.662e-06, eta: 10:46:57, time: 0.822, data_time: 0.010, memory: 20082, interm_loss_cls: 0.8945, interm_loss_bbox: 1.3079, interm_loss_iou: 1.5907, loss_cls: 0.8051, loss_bbox: 1.2894, loss_iou: 1.5529, d0.loss_cls: 0.8004, d0.loss_bbox: 1.3406, d0.loss_iou: 1.6025, d1.loss_cls: 0.7823, d1.loss_bbox: 1.3253, d1.loss_iou: 1.5823, d2.loss_cls: 0.7780, d2.loss_bbox: 1.3137, d2.loss_iou: 1.5700, d3.loss_cls: 0.7856, d3.loss_bbox: 1.3043, d3.loss_iou: 1.5610, d4.loss_cls: 0.7936, d4.loss_bbox: 1.2958, d4.loss_iou: 1.5566, dn_loss_cls: 0.5704, dn_loss_bbox: 1.1704, dn_loss_iou: 1.3178, d0.dn_loss_cls: 0.6033, d0.dn_loss_bbox: 1.1420, d0.dn_loss_iou: 1.3094, d1.dn_loss_cls: 0.5325, d1.dn_loss_bbox: 1.1549, d1.dn_loss_iou: 1.3108, d2.dn_loss_cls: 0.5212, d2.dn_loss_bbox: 1.1624, d2.dn_loss_iou: 1.3124, d3.dn_loss_cls: 0.5313, d3.dn_loss_bbox: 1.1668, d3.dn_loss_iou: 1.3143, d4.dn_loss_cls: 0.5463, d4.dn_loss_bbox: 1.1691, d4.dn_loss_iou: 1.3159, loss: 43.9834, grad_norm: 19.7840 2023-11-06 14:13:58,046 - mmdet - INFO - Epoch [1][200/3665] lr: 2.217e-06, eta: 10:33:05, time: 0.814, data_time: 0.010, memory: 20082, interm_loss_cls: 0.8500, interm_loss_bbox: 1.2118, interm_loss_iou: 1.4571, loss_cls: 0.7592, loss_bbox: 1.1811, loss_iou: 1.4335, d0.loss_cls: 0.7471, d0.loss_bbox: 1.2610, d0.loss_iou: 1.4918, d1.loss_cls: 0.7223, d1.loss_bbox: 1.2402, d1.loss_iou: 1.4718, d2.loss_cls: 0.7200, d2.loss_bbox: 1.2220, d2.loss_iou: 1.4590, d3.loss_cls: 0.7328, d3.loss_bbox: 1.2039, d3.loss_iou: 1.4462, d4.loss_cls: 0.7423, d4.loss_bbox: 1.1916, d4.loss_iou: 1.4397, dn_loss_cls: 0.4571, dn_loss_bbox: 1.1676, dn_loss_iou: 1.3179, d0.dn_loss_cls: 0.4613, d0.dn_loss_bbox: 1.1726, d0.dn_loss_iou: 1.2986, d1.dn_loss_cls: 0.3864, d1.dn_loss_bbox: 1.1711, d1.dn_loss_iou: 1.2986, d2.dn_loss_cls: 0.3759, d2.dn_loss_bbox: 1.1696, d2.dn_loss_iou: 1.3015, d3.dn_loss_cls: 0.3947, d3.dn_loss_bbox: 1.1680, d3.dn_loss_iou: 1.3069, d4.dn_loss_cls: 0.4234, d4.dn_loss_bbox: 1.1675, d4.dn_loss_iou: 1.3110, loss: 41.3339, grad_norm: 18.0184 2023-11-06 14:14:38,580 - mmdet - INFO - Epoch [1][250/3665] lr: 2.773e-06, eta: 10:24:02, time: 0.811, data_time: 0.010, memory: 20082, interm_loss_cls: 0.8084, interm_loss_bbox: 0.9983, interm_loss_iou: 1.3283, loss_cls: 0.7259, loss_bbox: 0.9480, loss_iou: 1.2964, d0.loss_cls: 0.7180, d0.loss_bbox: 1.0347, d0.loss_iou: 1.3649, d1.loss_cls: 0.6949, d1.loss_bbox: 1.0035, d1.loss_iou: 1.3380, d2.loss_cls: 0.6932, d2.loss_bbox: 0.9786, d2.loss_iou: 1.3215, d3.loss_cls: 0.6997, d3.loss_bbox: 0.9652, d3.loss_iou: 1.3101, d4.loss_cls: 0.7122, d4.loss_bbox: 0.9553, d4.loss_iou: 1.3017, dn_loss_cls: 0.3722, dn_loss_bbox: 1.1727, dn_loss_iou: 1.3185, d0.dn_loss_cls: 0.3588, d0.dn_loss_bbox: 1.1800, d0.dn_loss_iou: 1.2986, d1.dn_loss_cls: 0.3103, d1.dn_loss_bbox: 1.1753, d1.dn_loss_iou: 1.3024, d2.dn_loss_cls: 0.3042, d2.dn_loss_bbox: 1.1736, d2.dn_loss_iou: 1.3094, d3.dn_loss_cls: 0.3141, d3.dn_loss_bbox: 1.1727, d3.dn_loss_iou: 1.3140, d4.dn_loss_cls: 0.3368, d4.dn_loss_bbox: 1.1727, d4.dn_loss_iou: 1.3162, loss: 38.0994, grad_norm: 21.8313 2023-11-06 14:15:19,799 - mmdet - INFO - Epoch [1][300/3665] lr: 3.329e-06, eta: 10:19:28, time: 0.825, data_time: 0.009, memory: 20082, interm_loss_cls: 0.7537, interm_loss_bbox: 0.7823, interm_loss_iou: 1.1903, loss_cls: 0.6781, loss_bbox: 0.7203, loss_iou: 1.1480, d0.loss_cls: 0.6800, d0.loss_bbox: 0.7993, d0.loss_iou: 1.2136, d1.loss_cls: 0.6611, d1.loss_bbox: 0.7592, d1.loss_iou: 1.1843, d2.loss_cls: 0.6581, d2.loss_bbox: 0.7381, d2.loss_iou: 1.1689, d3.loss_cls: 0.6603, d3.loss_bbox: 0.7296, d3.loss_iou: 1.1608, d4.loss_cls: 0.6675, d4.loss_bbox: 0.7243, d4.loss_iou: 1.1525, dn_loss_cls: 0.3113, dn_loss_bbox: 1.0657, dn_loss_iou: 1.2796, d0.dn_loss_cls: 0.2978, d0.dn_loss_bbox: 1.0958, d0.dn_loss_iou: 1.2871, d1.dn_loss_cls: 0.2693, d1.dn_loss_bbox: 1.0798, d1.dn_loss_iou: 1.2804, d2.dn_loss_cls: 0.2620, d2.dn_loss_bbox: 1.0722, d2.dn_loss_iou: 1.2784, d3.dn_loss_cls: 0.2683, d3.dn_loss_bbox: 1.0679, d3.dn_loss_iou: 1.2769, d4.dn_loss_cls: 0.2857, d4.dn_loss_bbox: 1.0662, d4.dn_loss_iou: 1.2776, loss: 34.0522, grad_norm: 23.3006 2023-11-06 14:16:00,707 - mmdet - INFO - Epoch [1][350/3665] lr: 3.884e-06, eta: 10:15:20, time: 0.818, data_time: 0.009, memory: 20082, interm_loss_cls: 0.7300, interm_loss_bbox: 0.6902, interm_loss_iou: 1.1106, loss_cls: 0.6598, loss_bbox: 0.5972, loss_iou: 1.0127, d0.loss_cls: 0.6753, d0.loss_bbox: 0.6652, d0.loss_iou: 1.0875, d1.loss_cls: 0.6533, d1.loss_bbox: 0.6295, d1.loss_iou: 1.0534, d2.loss_cls: 0.6486, d2.loss_bbox: 0.6141, d2.loss_iou: 1.0353, d3.loss_cls: 0.6455, d3.loss_bbox: 0.6069, d3.loss_iou: 1.0247, d4.loss_cls: 0.6512, d4.loss_bbox: 0.6015, d4.loss_iou: 1.0170, dn_loss_cls: 0.2763, dn_loss_bbox: 1.0121, dn_loss_iou: 1.2092, d0.dn_loss_cls: 0.2753, d0.dn_loss_bbox: 1.0657, d0.dn_loss_iou: 1.2436, d1.dn_loss_cls: 0.2507, d1.dn_loss_bbox: 1.0317, d1.dn_loss_iou: 1.2183, d2.dn_loss_cls: 0.2455, d2.dn_loss_bbox: 1.0198, d2.dn_loss_iou: 1.2107, d3.dn_loss_cls: 0.2485, d3.dn_loss_bbox: 1.0144, d3.dn_loss_iou: 1.2064, d4.dn_loss_cls: 0.2566, d4.dn_loss_bbox: 1.0127, d4.dn_loss_iou: 1.2074, loss: 31.4146, grad_norm: 29.6681 2023-11-06 14:16:41,215 - mmdet - INFO - Epoch [1][400/3665] lr: 4.440e-06, eta: 10:11:22, time: 0.810, data_time: 0.009, memory: 20082, interm_loss_cls: 0.7050, interm_loss_bbox: 0.6076, interm_loss_iou: 1.0531, loss_cls: 0.6510, loss_bbox: 0.5018, loss_iou: 0.9272, d0.loss_cls: 0.6623, d0.loss_bbox: 0.5689, d0.loss_iou: 1.0160, d1.loss_cls: 0.6375, d1.loss_bbox: 0.5308, d1.loss_iou: 0.9685, d2.loss_cls: 0.6314, d2.loss_bbox: 0.5152, d2.loss_iou: 0.9468, d3.loss_cls: 0.6350, d3.loss_bbox: 0.5091, d3.loss_iou: 0.9374, d4.loss_cls: 0.6401, d4.loss_bbox: 0.5054, d4.loss_iou: 0.9322, dn_loss_cls: 0.2616, dn_loss_bbox: 0.9291, dn_loss_iou: 1.1368, d0.dn_loss_cls: 0.2614, d0.dn_loss_bbox: 0.9971, d0.dn_loss_iou: 1.2035, d1.dn_loss_cls: 0.2394, d1.dn_loss_bbox: 0.9524, d1.dn_loss_iou: 1.1593, d2.dn_loss_cls: 0.2328, d2.dn_loss_bbox: 0.9382, d2.dn_loss_iou: 1.1444, d3.dn_loss_cls: 0.2353, d3.dn_loss_bbox: 0.9307, d3.dn_loss_iou: 1.1363, d4.dn_loss_cls: 0.2426, d4.dn_loss_bbox: 0.9296, d4.dn_loss_iou: 1.1358, loss: 29.1487, grad_norm: 29.9965 2023-11-06 14:17:22,909 - mmdet - INFO - Epoch [1][450/3665] lr: 4.996e-06, eta: 10:10:01, time: 0.834, data_time: 0.008, memory: 20082, interm_loss_cls: 0.6903, interm_loss_bbox: 0.5985, interm_loss_iou: 1.0091, loss_cls: 0.6323, loss_bbox: 0.4626, loss_iou: 0.8528, d0.loss_cls: 0.6520, d0.loss_bbox: 0.5353, d0.loss_iou: 0.9448, d1.loss_cls: 0.6250, d1.loss_bbox: 0.4919, d1.loss_iou: 0.8930, d2.loss_cls: 0.6199, d2.loss_bbox: 0.4738, d2.loss_iou: 0.8700, d3.loss_cls: 0.6181, d3.loss_bbox: 0.4683, d3.loss_iou: 0.8614, d4.loss_cls: 0.6239, d4.loss_bbox: 0.4646, d4.loss_iou: 0.8563, dn_loss_cls: 0.2383, dn_loss_bbox: 0.9210, dn_loss_iou: 1.0476, d0.dn_loss_cls: 0.2535, d0.dn_loss_bbox: 1.0150, d0.dn_loss_iou: 1.1441, d1.dn_loss_cls: 0.2305, d1.dn_loss_bbox: 0.9493, d1.dn_loss_iou: 1.0792, d2.dn_loss_cls: 0.2228, d2.dn_loss_bbox: 0.9307, d2.dn_loss_iou: 1.0563, d3.dn_loss_cls: 0.2219, d3.dn_loss_bbox: 0.9225, d3.dn_loss_iou: 1.0468, d4.dn_loss_cls: 0.2268, d4.dn_loss_bbox: 0.9214, d4.dn_loss_iou: 1.0464, loss: 27.7181, grad_norm: 32.1552 2023-11-06 14:18:03,937 - mmdet - INFO - Epoch [1][500/3665] lr: 5.551e-06, eta: 10:07:51, time: 0.821, data_time: 0.010, memory: 21682, interm_loss_cls: 0.6742, interm_loss_bbox: 0.5590, interm_loss_iou: 0.9634, loss_cls: 0.6184, loss_bbox: 0.4158, loss_iou: 0.7957, d0.loss_cls: 0.6400, d0.loss_bbox: 0.4887, d0.loss_iou: 0.8889, d1.loss_cls: 0.6150, d1.loss_bbox: 0.4448, d1.loss_iou: 0.8338, d2.loss_cls: 0.6066, d2.loss_bbox: 0.4267, d2.loss_iou: 0.8093, d3.loss_cls: 0.6064, d3.loss_bbox: 0.4221, d3.loss_iou: 0.8035, d4.loss_cls: 0.6111, d4.loss_bbox: 0.4184, d4.loss_iou: 0.7992, dn_loss_cls: 0.2271, dn_loss_bbox: 0.8445, dn_loss_iou: 0.9951, d0.dn_loss_cls: 0.2407, d0.dn_loss_bbox: 0.9427, d0.dn_loss_iou: 1.1115, d1.dn_loss_cls: 0.2182, d1.dn_loss_bbox: 0.8726, d1.dn_loss_iou: 1.0375, d2.dn_loss_cls: 0.2102, d2.dn_loss_bbox: 0.8530, d2.dn_loss_iou: 1.0074, d3.dn_loss_cls: 0.2106, d3.dn_loss_bbox: 0.8452, d3.dn_loss_iou: 0.9960, d4.dn_loss_cls: 0.2157, d4.dn_loss_bbox: 0.8445, d4.dn_loss_iou: 0.9949, loss: 26.1082, grad_norm: 28.9156 2023-11-06 14:18:44,564 - mmdet - INFO - Epoch [1][550/3665] lr: 5.563e-06, eta: 10:05:26, time: 0.813, data_time: 0.009, memory: 21682, interm_loss_cls: 0.6535, interm_loss_bbox: 0.5123, interm_loss_iou: 0.9385, loss_cls: 0.5980, loss_bbox: 0.3785, loss_iou: 0.7653, d0.loss_cls: 0.6183, d0.loss_bbox: 0.4466, d0.loss_iou: 0.8583, d1.loss_cls: 0.5936, d1.loss_bbox: 0.4038, d1.loss_iou: 0.8023, d2.loss_cls: 0.5830, d2.loss_bbox: 0.3873, d2.loss_iou: 0.7806, d3.loss_cls: 0.5819, d3.loss_bbox: 0.3838, d3.loss_iou: 0.7726, d4.loss_cls: 0.5881, d4.loss_bbox: 0.3809, d4.loss_iou: 0.7685, dn_loss_cls: 0.2119, dn_loss_bbox: 0.7873, dn_loss_iou: 0.9592, d0.dn_loss_cls: 0.2325, d0.dn_loss_bbox: 0.8961, d0.dn_loss_iou: 1.0932, d1.dn_loss_cls: 0.2074, d1.dn_loss_bbox: 0.8220, d1.dn_loss_iou: 1.0125, d2.dn_loss_cls: 0.1979, d2.dn_loss_bbox: 0.7972, d2.dn_loss_iou: 0.9750, d3.dn_loss_cls: 0.1970, d3.dn_loss_bbox: 0.7879, d3.dn_loss_iou: 0.9598, d4.dn_loss_cls: 0.2005, d4.dn_loss_bbox: 0.7873, d4.dn_loss_iou: 0.9590, loss: 24.8795, grad_norm: 29.5726 2023-11-06 14:19:25,299 - mmdet - INFO - Epoch [1][600/3665] lr: 5.563e-06, eta: 10:03:26, time: 0.815, data_time: 0.009, memory: 21682, interm_loss_cls: 0.6399, interm_loss_bbox: 0.5091, interm_loss_iou: 0.8935, loss_cls: 0.5719, loss_bbox: 0.3647, loss_iou: 0.7165, d0.loss_cls: 0.6161, d0.loss_bbox: 0.4281, d0.loss_iou: 0.8056, d1.loss_cls: 0.5865, d1.loss_bbox: 0.3871, d1.loss_iou: 0.7506, d2.loss_cls: 0.5742, d2.loss_bbox: 0.3685, d2.loss_iou: 0.7264, d3.loss_cls: 0.5661, d3.loss_bbox: 0.3669, d3.loss_iou: 0.7221, d4.loss_cls: 0.5675, d4.loss_bbox: 0.3645, d4.loss_iou: 0.7194, dn_loss_cls: 0.2000, dn_loss_bbox: 0.7617, dn_loss_iou: 0.9017, d0.dn_loss_cls: 0.2254, d0.dn_loss_bbox: 0.8850, d0.dn_loss_iou: 1.0545, d1.dn_loss_cls: 0.1987, d1.dn_loss_bbox: 0.8049, d1.dn_loss_iou: 0.9670, d2.dn_loss_cls: 0.1913, d2.dn_loss_bbox: 0.7712, d2.dn_loss_iou: 0.9184, d3.dn_loss_cls: 0.1892, d3.dn_loss_bbox: 0.7621, d3.dn_loss_iou: 0.9024, d4.dn_loss_cls: 0.1913, d4.dn_loss_bbox: 0.7616, d4.dn_loss_iou: 0.9016, loss: 23.8331, grad_norm: 27.5948 2023-11-06 14:20:05,697 - mmdet - INFO - Epoch [1][650/3665] lr: 5.563e-06, eta: 10:01:14, time: 0.808, data_time: 0.008, memory: 21682, interm_loss_cls: 0.6164, interm_loss_bbox: 0.4684, interm_loss_iou: 0.8777, loss_cls: 0.5474, loss_bbox: 0.3481, loss_iou: 0.7129, d0.loss_cls: 0.5928, d0.loss_bbox: 0.3973, d0.loss_iou: 0.7888, d1.loss_cls: 0.5632, d1.loss_bbox: 0.3633, d1.loss_iou: 0.7402, d2.loss_cls: 0.5513, d2.loss_bbox: 0.3511, d2.loss_iou: 0.7195, d3.loss_cls: 0.5448, d3.loss_bbox: 0.3505, d3.loss_iou: 0.7177, d4.loss_cls: 0.5437, d4.loss_bbox: 0.3498, d4.loss_iou: 0.7157, dn_loss_cls: 0.1865, dn_loss_bbox: 0.7170, dn_loss_iou: 0.8904, d0.dn_loss_cls: 0.2144, d0.dn_loss_bbox: 0.8367, d0.dn_loss_iou: 1.0505, d1.dn_loss_cls: 0.1875, d1.dn_loss_bbox: 0.7556, d1.dn_loss_iou: 0.9545, d2.dn_loss_cls: 0.1791, d2.dn_loss_bbox: 0.7253, d2.dn_loss_iou: 0.9066, d3.dn_loss_cls: 0.1773, d3.dn_loss_bbox: 0.7172, d3.dn_loss_iou: 0.8908, d4.dn_loss_cls: 0.1783, d4.dn_loss_bbox: 0.7169, d4.dn_loss_iou: 0.8903, loss: 23.0352, grad_norm: 27.5408 2023-11-06 14:20:45,937 - mmdet - INFO - Epoch [1][700/3665] lr: 5.563e-06, eta: 9:59:07, time: 0.805, data_time: 0.010, memory: 21682, interm_loss_cls: 0.6027, interm_loss_bbox: 0.4470, interm_loss_iou: 0.8638, loss_cls: 0.5341, loss_bbox: 0.3311, loss_iou: 0.6968, d0.loss_cls: 0.5774, d0.loss_bbox: 0.3798, d0.loss_iou: 0.7692, d1.loss_cls: 0.5489, d1.loss_bbox: 0.3482, d1.loss_iou: 0.7264, d2.loss_cls: 0.5300, d2.loss_bbox: 0.3371, d2.loss_iou: 0.7078, d3.loss_cls: 0.5246, d3.loss_bbox: 0.3354, d3.loss_iou: 0.7045, d4.loss_cls: 0.5280, d4.loss_bbox: 0.3333, d4.loss_iou: 0.7004, dn_loss_cls: 0.1789, dn_loss_bbox: 0.7028, dn_loss_iou: 0.8569, d0.dn_loss_cls: 0.2085, d0.dn_loss_bbox: 0.8368, d0.dn_loss_iou: 1.0257, d1.dn_loss_cls: 0.1796, d1.dn_loss_bbox: 0.7461, d1.dn_loss_iou: 0.9237, d2.dn_loss_cls: 0.1703, d2.dn_loss_bbox: 0.7118, d2.dn_loss_iou: 0.8725, d3.dn_loss_cls: 0.1684, d3.dn_loss_bbox: 0.7032, d3.dn_loss_iou: 0.8574, d4.dn_loss_cls: 0.1704, d4.dn_loss_bbox: 0.7028, d4.dn_loss_iou: 0.8567, loss: 22.3988, grad_norm: 28.4996 2023-11-06 14:21:26,293 - mmdet - INFO - Epoch [1][750/3665] lr: 5.563e-06, eta: 9:57:18, time: 0.807, data_time: 0.009, memory: 21682, interm_loss_cls: 0.5957, interm_loss_bbox: 0.4343, interm_loss_iou: 0.8468, loss_cls: 0.5293, loss_bbox: 0.3233, loss_iou: 0.6846, d0.loss_cls: 0.5749, d0.loss_bbox: 0.3643, d0.loss_iou: 0.7504, d1.loss_cls: 0.5456, d1.loss_bbox: 0.3365, d1.loss_iou: 0.7093, d2.loss_cls: 0.5314, d2.loss_bbox: 0.3261, d2.loss_iou: 0.6920, d3.loss_cls: 0.5250, d3.loss_bbox: 0.3266, d3.loss_iou: 0.6903, d4.loss_cls: 0.5247, d4.loss_bbox: 0.3248, d4.loss_iou: 0.6863, dn_loss_cls: 0.1725, dn_loss_bbox: 0.6939, dn_loss_iou: 0.8379, d0.dn_loss_cls: 0.1994, d0.dn_loss_bbox: 0.8268, d0.dn_loss_iou: 1.0093, d1.dn_loss_cls: 0.1705, d1.dn_loss_bbox: 0.7323, d1.dn_loss_iou: 0.9024, d2.dn_loss_cls: 0.1626, d2.dn_loss_bbox: 0.7020, d2.dn_loss_iou: 0.8537, d3.dn_loss_cls: 0.1618, d3.dn_loss_bbox: 0.6942, d3.dn_loss_iou: 0.8378, d4.dn_loss_cls: 0.1638, d4.dn_loss_bbox: 0.6939, d4.dn_loss_iou: 0.8376, loss: 21.9747, grad_norm: 28.7528 2023-11-06 14:22:06,538 - mmdet - INFO - Epoch [1][800/3665] lr: 5.563e-06, eta: 9:55:32, time: 0.805, data_time: 0.009, memory: 21682, interm_loss_cls: 0.5798, interm_loss_bbox: 0.4202, interm_loss_iou: 0.8290, loss_cls: 0.5203, loss_bbox: 0.3106, loss_iou: 0.6627, d0.loss_cls: 0.5644, d0.loss_bbox: 0.3525, d0.loss_iou: 0.7313, d1.loss_cls: 0.5341, d1.loss_bbox: 0.3254, d1.loss_iou: 0.6883, d2.loss_cls: 0.5193, d2.loss_bbox: 0.3153, d2.loss_iou: 0.6722, d3.loss_cls: 0.5138, d3.loss_bbox: 0.3144, d3.loss_iou: 0.6677, d4.loss_cls: 0.5170, d4.loss_bbox: 0.3121, d4.loss_iou: 0.6651, dn_loss_cls: 0.1728, dn_loss_bbox: 0.6606, dn_loss_iou: 0.8240, d0.dn_loss_cls: 0.2006, d0.dn_loss_bbox: 0.7986, d0.dn_loss_iou: 1.0036, d1.dn_loss_cls: 0.1694, d1.dn_loss_bbox: 0.7021, d1.dn_loss_iou: 0.8887, d2.dn_loss_cls: 0.1621, d2.dn_loss_bbox: 0.6683, d2.dn_loss_iou: 0.8385, d3.dn_loss_cls: 0.1610, d3.dn_loss_bbox: 0.6608, d3.dn_loss_iou: 0.8242, d4.dn_loss_cls: 0.1646, d4.dn_loss_bbox: 0.6606, d4.dn_loss_iou: 0.8238, loss: 21.3997, grad_norm: 26.4035 2023-11-06 14:22:47,344 - mmdet - INFO - Epoch [1][850/3665] lr: 5.563e-06, eta: 9:54:21, time: 0.816, data_time: 0.010, memory: 21682, interm_loss_cls: 0.5669, interm_loss_bbox: 0.4234, interm_loss_iou: 0.8162, loss_cls: 0.5057, loss_bbox: 0.3102, loss_iou: 0.6483, d0.loss_cls: 0.5518, d0.loss_bbox: 0.3499, d0.loss_iou: 0.7192, d1.loss_cls: 0.5218, d1.loss_bbox: 0.3250, d1.loss_iou: 0.6764, d2.loss_cls: 0.5052, d2.loss_bbox: 0.3158, d2.loss_iou: 0.6588, d3.loss_cls: 0.4999, d3.loss_bbox: 0.3140, d3.loss_iou: 0.6544, d4.loss_cls: 0.5008, d4.loss_bbox: 0.3118, d4.loss_iou: 0.6513, dn_loss_cls: 0.1595, dn_loss_bbox: 0.6424, dn_loss_iou: 0.8025, d0.dn_loss_cls: 0.1876, d0.dn_loss_bbox: 0.7810, d0.dn_loss_iou: 0.9896, d1.dn_loss_cls: 0.1600, d1.dn_loss_bbox: 0.6834, d1.dn_loss_iou: 0.8714, d2.dn_loss_cls: 0.1512, d2.dn_loss_bbox: 0.6508, d2.dn_loss_iou: 0.8198, d3.dn_loss_cls: 0.1500, d3.dn_loss_bbox: 0.6428, d3.dn_loss_iou: 0.8034, d4.dn_loss_cls: 0.1520, d4.dn_loss_bbox: 0.6424, d4.dn_loss_iou: 0.8024, loss: 20.9189, grad_norm: 25.4362 2023-11-06 14:23:28,344 - mmdet - INFO - Epoch [1][900/3665] lr: 5.563e-06, eta: 9:53:24, time: 0.820, data_time: 0.009, memory: 21682, interm_loss_cls: 0.5519, interm_loss_bbox: 0.3958, interm_loss_iou: 0.8148, loss_cls: 0.5040, loss_bbox: 0.2953, loss_iou: 0.6552, d0.loss_cls: 0.5442, d0.loss_bbox: 0.3326, d0.loss_iou: 0.7202, d1.loss_cls: 0.5153, d1.loss_bbox: 0.3095, d1.loss_iou: 0.6831, d2.loss_cls: 0.4996, d2.loss_bbox: 0.3008, d2.loss_iou: 0.6661, d3.loss_cls: 0.4958, d3.loss_bbox: 0.2984, d3.loss_iou: 0.6621, d4.loss_cls: 0.4986, d4.loss_bbox: 0.2965, d4.loss_iou: 0.6582, dn_loss_cls: 0.1585, dn_loss_bbox: 0.6269, dn_loss_iou: 0.7934, d0.dn_loss_cls: 0.1868, d0.dn_loss_bbox: 0.7638, d0.dn_loss_iou: 0.9781, d1.dn_loss_cls: 0.1590, d1.dn_loss_bbox: 0.6675, d1.dn_loss_iou: 0.8606, d2.dn_loss_cls: 0.1514, d2.dn_loss_bbox: 0.6348, d2.dn_loss_iou: 0.8090, d3.dn_loss_cls: 0.1495, d3.dn_loss_bbox: 0.6274, d3.dn_loss_iou: 0.7940, d4.dn_loss_cls: 0.1515, d4.dn_loss_bbox: 0.6270, d4.dn_loss_iou: 0.7932, loss: 20.6307, grad_norm: 27.8214 2023-11-06 14:24:10,093 - mmdet - INFO - Epoch [1][950/3665] lr: 5.563e-06, eta: 9:53:01, time: 0.835, data_time: 0.009, memory: 21682, interm_loss_cls: 0.5446, interm_loss_bbox: 0.4017, interm_loss_iou: 0.7923, loss_cls: 0.4927, loss_bbox: 0.2927, loss_iou: 0.6250, d0.loss_cls: 0.5343, d0.loss_bbox: 0.3339, d0.loss_iou: 0.6938, d1.loss_cls: 0.5051, d1.loss_bbox: 0.3089, d1.loss_iou: 0.6586, d2.loss_cls: 0.4912, d2.loss_bbox: 0.2995, d2.loss_iou: 0.6379, d3.loss_cls: 0.4883, d3.loss_bbox: 0.2969, d3.loss_iou: 0.6312, d4.loss_cls: 0.4880, d4.loss_bbox: 0.2953, d4.loss_iou: 0.6282, dn_loss_cls: 0.1532, dn_loss_bbox: 0.6346, dn_loss_iou: 0.7721, d0.dn_loss_cls: 0.1823, d0.dn_loss_bbox: 0.7803, d0.dn_loss_iou: 0.9582, d1.dn_loss_cls: 0.1527, d1.dn_loss_bbox: 0.6763, d1.dn_loss_iou: 0.8385, d2.dn_loss_cls: 0.1449, d2.dn_loss_bbox: 0.6432, d2.dn_loss_iou: 0.7876, d3.dn_loss_cls: 0.1438, d3.dn_loss_bbox: 0.6350, d3.dn_loss_iou: 0.7727, d4.dn_loss_cls: 0.1459, d4.dn_loss_bbox: 0.6346, d4.dn_loss_iou: 0.7719, loss: 20.2680, grad_norm: 27.7877 2023-11-06 14:24:50,909 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx.py 2023-11-06 14:24:50,909 - mmdet - INFO - Epoch [1][1000/3665] lr: 5.563e-06, eta: 9:51:58, time: 0.816, data_time: 0.009, memory: 21682, interm_loss_cls: 0.5373, interm_loss_bbox: 0.4109, interm_loss_iou: 0.7860, loss_cls: 0.4863, loss_bbox: 0.3011, loss_iou: 0.6125, d0.loss_cls: 0.5345, d0.loss_bbox: 0.3403, d0.loss_iou: 0.6797, d1.loss_cls: 0.5038, d1.loss_bbox: 0.3156, d1.loss_iou: 0.6413, d2.loss_cls: 0.4868, d2.loss_bbox: 0.3067, d2.loss_iou: 0.6241, d3.loss_cls: 0.4816, d3.loss_bbox: 0.3039, d3.loss_iou: 0.6183, d4.loss_cls: 0.4820, d4.loss_bbox: 0.3018, d4.loss_iou: 0.6151, dn_loss_cls: 0.1502, dn_loss_bbox: 0.6149, dn_loss_iou: 0.7607, d0.dn_loss_cls: 0.1783, d0.dn_loss_bbox: 0.7612, d0.dn_loss_iou: 0.9503, d1.dn_loss_cls: 0.1503, d1.dn_loss_bbox: 0.6566, d1.dn_loss_iou: 0.8261, d2.dn_loss_cls: 0.1426, d2.dn_loss_bbox: 0.6231, d2.dn_loss_iou: 0.7758, d3.dn_loss_cls: 0.1418, d3.dn_loss_bbox: 0.6153, d3.dn_loss_iou: 0.7613, d4.dn_loss_cls: 0.1436, d4.dn_loss_bbox: 0.6149, d4.dn_loss_iou: 0.7605, loss: 19.9969, grad_norm: 26.5380 2023-11-06 14:25:31,482 - mmdet - INFO - Epoch [1][1050/3665] lr: 5.563e-06, eta: 9:50:46, time: 0.811, data_time: 0.009, memory: 21682, interm_loss_cls: 0.5349, interm_loss_bbox: 0.3985, interm_loss_iou: 0.7876, loss_cls: 0.4929, loss_bbox: 0.2929, loss_iou: 0.6143, d0.loss_cls: 0.5369, d0.loss_bbox: 0.3305, d0.loss_iou: 0.6840, d1.loss_cls: 0.5063, d1.loss_bbox: 0.3060, d1.loss_iou: 0.6436, d2.loss_cls: 0.4906, d2.loss_bbox: 0.2965, d2.loss_iou: 0.6262, d3.loss_cls: 0.4862, d3.loss_bbox: 0.2956, d3.loss_iou: 0.6206, d4.loss_cls: 0.4886, d4.loss_bbox: 0.2939, d4.loss_iou: 0.6167, dn_loss_cls: 0.1490, dn_loss_bbox: 0.6332, dn_loss_iou: 0.7596, d0.dn_loss_cls: 0.1755, d0.dn_loss_bbox: 0.7777, d0.dn_loss_iou: 0.9444, d1.dn_loss_cls: 0.1486, d1.dn_loss_bbox: 0.6752, d1.dn_loss_iou: 0.8240, d2.dn_loss_cls: 0.1405, d2.dn_loss_bbox: 0.6414, d2.dn_loss_iou: 0.7754, d3.dn_loss_cls: 0.1385, d3.dn_loss_bbox: 0.6337, d3.dn_loss_iou: 0.7605, d4.dn_loss_cls: 0.1415, d4.dn_loss_bbox: 0.6332, d4.dn_loss_iou: 0.7595, loss: 20.0546, grad_norm: 24.9020 2023-11-06 14:26:12,379 - mmdet - INFO - Epoch [1][1100/3665] lr: 5.563e-06, eta: 9:49:49, time: 0.818, data_time: 0.009, memory: 21682, interm_loss_cls: 0.5153, interm_loss_bbox: 0.3814, interm_loss_iou: 0.7958, loss_cls: 0.4868, loss_bbox: 0.2688, loss_iou: 0.6134, d0.loss_cls: 0.5224, d0.loss_bbox: 0.3106, d0.loss_iou: 0.6859, d1.loss_cls: 0.4954, d1.loss_bbox: 0.2867, d1.loss_iou: 0.6453, d2.loss_cls: 0.4815, d2.loss_bbox: 0.2757, d2.loss_iou: 0.6277, d3.loss_cls: 0.4798, d3.loss_bbox: 0.2718, d3.loss_iou: 0.6210, d4.loss_cls: 0.4810, d4.loss_bbox: 0.2705, d4.loss_iou: 0.6176, dn_loss_cls: 0.1474, dn_loss_bbox: 0.5902, dn_loss_iou: 0.7539, d0.dn_loss_cls: 0.1732, d0.dn_loss_bbox: 0.7345, d0.dn_loss_iou: 0.9425, d1.dn_loss_cls: 0.1476, d1.dn_loss_bbox: 0.6301, d1.dn_loss_iou: 0.8174, d2.dn_loss_cls: 0.1395, d2.dn_loss_bbox: 0.5977, d2.dn_loss_iou: 0.7679, d3.dn_loss_cls: 0.1384, d3.dn_loss_bbox: 0.5906, d3.dn_loss_iou: 0.7547, d4.dn_loss_cls: 0.1406, d4.dn_loss_bbox: 0.5901, d4.dn_loss_iou: 0.7537, loss: 19.5441, grad_norm: 25.6896 2023-11-06 14:26:53,242 - mmdet - INFO - Epoch [1][1150/3665] lr: 5.563e-06, eta: 9:48:53, time: 0.817, data_time: 0.009, memory: 21682, interm_loss_cls: 0.5087, interm_loss_bbox: 0.3908, interm_loss_iou: 0.7610, loss_cls: 0.4779, loss_bbox: 0.2751, loss_iou: 0.5843, d0.loss_cls: 0.5182, d0.loss_bbox: 0.3168, d0.loss_iou: 0.6536, d1.loss_cls: 0.4908, d1.loss_bbox: 0.2913, d1.loss_iou: 0.6147, d2.loss_cls: 0.4741, d2.loss_bbox: 0.2834, d2.loss_iou: 0.5986, d3.loss_cls: 0.4707, d3.loss_bbox: 0.2800, d3.loss_iou: 0.5919, d4.loss_cls: 0.4730, d4.loss_bbox: 0.2768, d4.loss_iou: 0.5868, dn_loss_cls: 0.1419, dn_loss_bbox: 0.6083, dn_loss_iou: 0.7368, d0.dn_loss_cls: 0.1714, d0.dn_loss_bbox: 0.7520, d0.dn_loss_iou: 0.9252, d1.dn_loss_cls: 0.1446, d1.dn_loss_bbox: 0.6482, d1.dn_loss_iou: 0.8010, d2.dn_loss_cls: 0.1352, d2.dn_loss_bbox: 0.6163, d2.dn_loss_iou: 0.7519, d3.dn_loss_cls: 0.1336, d3.dn_loss_bbox: 0.6090, d3.dn_loss_iou: 0.7380, d4.dn_loss_cls: 0.1350, d4.dn_loss_bbox: 0.6083, d4.dn_loss_iou: 0.7367, loss: 19.3119, grad_norm: 23.9055 2023-11-06 14:27:33,355 - mmdet - INFO - Epoch [1][1200/3665] lr: 5.563e-06, eta: 9:47:31, time: 0.802, data_time: 0.009, memory: 21682, interm_loss_cls: 0.4983, interm_loss_bbox: 0.3786, interm_loss_iou: 0.7546, loss_cls: 0.4698, loss_bbox: 0.2660, loss_iou: 0.5770, d0.loss_cls: 0.5117, d0.loss_bbox: 0.3025, d0.loss_iou: 0.6444, d1.loss_cls: 0.4821, d1.loss_bbox: 0.2813, d1.loss_iou: 0.6064, d2.loss_cls: 0.4667, d2.loss_bbox: 0.2718, d2.loss_iou: 0.5891, d3.loss_cls: 0.4627, d3.loss_bbox: 0.2697, d3.loss_iou: 0.5839, d4.loss_cls: 0.4652, d4.loss_bbox: 0.2677, d4.loss_iou: 0.5802, dn_loss_cls: 0.1343, dn_loss_bbox: 0.6042, dn_loss_iou: 0.7207, d0.dn_loss_cls: 0.1657, d0.dn_loss_bbox: 0.7494, d0.dn_loss_iou: 0.9114, d1.dn_loss_cls: 0.1390, d1.dn_loss_bbox: 0.6447, d1.dn_loss_iou: 0.7843, d2.dn_loss_cls: 0.1292, d2.dn_loss_bbox: 0.6115, d2.dn_loss_iou: 0.7348, d3.dn_loss_cls: 0.1272, d3.dn_loss_bbox: 0.6046, d3.dn_loss_iou: 0.7212, d4.dn_loss_cls: 0.1282, d4.dn_loss_bbox: 0.6042, d4.dn_loss_iou: 0.7205, loss: 18.9650, grad_norm: 26.7683 2023-11-06 14:28:14,343 - mmdet - INFO - Epoch [1][1250/3665] lr: 5.563e-06, eta: 9:46:42, time: 0.820, data_time: 0.011, memory: 21682, interm_loss_cls: 0.4942, interm_loss_bbox: 0.3813, interm_loss_iou: 0.7532, loss_cls: 0.4588, loss_bbox: 0.2716, loss_iou: 0.5788, d0.loss_cls: 0.4990, d0.loss_bbox: 0.3107, d0.loss_iou: 0.6491, d1.loss_cls: 0.4709, d1.loss_bbox: 0.2869, d1.loss_iou: 0.6094, d2.loss_cls: 0.4556, d2.loss_bbox: 0.2766, d2.loss_iou: 0.5917, d3.loss_cls: 0.4528, d3.loss_bbox: 0.2742, d3.loss_iou: 0.5861, d4.loss_cls: 0.4554, d4.loss_bbox: 0.2726, d4.loss_iou: 0.5816, dn_loss_cls: 0.1342, dn_loss_bbox: 0.5965, dn_loss_iou: 0.7192, d0.dn_loss_cls: 0.1636, d0.dn_loss_bbox: 0.7475, d0.dn_loss_iou: 0.9109, d1.dn_loss_cls: 0.1362, d1.dn_loss_bbox: 0.6382, d1.dn_loss_iou: 0.7828, d2.dn_loss_cls: 0.1280, d2.dn_loss_bbox: 0.6049, d2.dn_loss_iou: 0.7341, d3.dn_loss_cls: 0.1270, d3.dn_loss_bbox: 0.5967, d3.dn_loss_iou: 0.7198, d4.dn_loss_cls: 0.1286, d4.dn_loss_bbox: 0.5965, d4.dn_loss_iou: 0.7190, loss: 18.8941, grad_norm: 27.4606 2023-11-06 14:28:54,500 - mmdet - INFO - Epoch [1][1300/3665] lr: 5.563e-06, eta: 9:45:27, time: 0.803, data_time: 0.009, memory: 21682, interm_loss_cls: 0.4891, interm_loss_bbox: 0.3628, interm_loss_iou: 0.7217, loss_cls: 0.4556, loss_bbox: 0.2584, loss_iou: 0.5547, d0.loss_cls: 0.4981, d0.loss_bbox: 0.2992, d0.loss_iou: 0.6204, d1.loss_cls: 0.4694, d1.loss_bbox: 0.2740, d1.loss_iou: 0.5846, d2.loss_cls: 0.4546, d2.loss_bbox: 0.2626, d2.loss_iou: 0.5653, d3.loss_cls: 0.4500, d3.loss_bbox: 0.2615, d3.loss_iou: 0.5618, d4.loss_cls: 0.4518, d4.loss_bbox: 0.2597, d4.loss_iou: 0.5576, dn_loss_cls: 0.1327, dn_loss_bbox: 0.5835, dn_loss_iou: 0.7107, d0.dn_loss_cls: 0.1613, d0.dn_loss_bbox: 0.7296, d0.dn_loss_iou: 0.9021, d1.dn_loss_cls: 0.1355, d1.dn_loss_bbox: 0.6242, d1.dn_loss_iou: 0.7760, d2.dn_loss_cls: 0.1269, d2.dn_loss_bbox: 0.5917, d2.dn_loss_iou: 0.7259, d3.dn_loss_cls: 0.1251, d3.dn_loss_bbox: 0.5841, d3.dn_loss_iou: 0.7118, d4.dn_loss_cls: 0.1267, d4.dn_loss_bbox: 0.5836, d4.dn_loss_iou: 0.7106, loss: 18.4549, grad_norm: 25.2774 2023-11-06 14:29:35,035 - mmdet - INFO - Epoch [1][1350/3665] lr: 5.563e-06, eta: 9:44:27, time: 0.811, data_time: 0.009, memory: 21682, interm_loss_cls: 0.4912, interm_loss_bbox: 0.3877, interm_loss_iou: 0.7443, loss_cls: 0.4658, loss_bbox: 0.2691, loss_iou: 0.5614, d0.loss_cls: 0.5029, d0.loss_bbox: 0.3098, d0.loss_iou: 0.6347, d1.loss_cls: 0.4768, d1.loss_bbox: 0.2856, d1.loss_iou: 0.5935, d2.loss_cls: 0.4627, d2.loss_bbox: 0.2754, d2.loss_iou: 0.5743, d3.loss_cls: 0.4606, d3.loss_bbox: 0.2723, d3.loss_iou: 0.5690, d4.loss_cls: 0.4624, d4.loss_bbox: 0.2706, d4.loss_iou: 0.5643, dn_loss_cls: 0.1362, dn_loss_bbox: 0.5851, dn_loss_iou: 0.7066, d0.dn_loss_cls: 0.1638, d0.dn_loss_bbox: 0.7321, d0.dn_loss_iou: 0.8998, d1.dn_loss_cls: 0.1381, d1.dn_loss_bbox: 0.6246, d1.dn_loss_iou: 0.7700, d2.dn_loss_cls: 0.1297, d2.dn_loss_bbox: 0.5927, d2.dn_loss_iou: 0.7202, d3.dn_loss_cls: 0.1284, d3.dn_loss_bbox: 0.5856, d3.dn_loss_iou: 0.7075, d4.dn_loss_cls: 0.1304, d4.dn_loss_bbox: 0.5851, d4.dn_loss_iou: 0.7065, loss: 18.6768, grad_norm: 24.0527 2023-11-06 14:30:15,687 - mmdet - INFO - Epoch [1][1400/3665] lr: 5.563e-06, eta: 9:43:31, time: 0.813, data_time: 0.009, memory: 21682, interm_loss_cls: 0.4792, interm_loss_bbox: 0.3699, interm_loss_iou: 0.7400, loss_cls: 0.4510, loss_bbox: 0.2569, loss_iou: 0.5606, d0.loss_cls: 0.4921, d0.loss_bbox: 0.3000, d0.loss_iou: 0.6316, d1.loss_cls: 0.4655, d1.loss_bbox: 0.2744, d1.loss_iou: 0.5921, d2.loss_cls: 0.4503, d2.loss_bbox: 0.2634, d2.loss_iou: 0.5729, d3.loss_cls: 0.4461, d3.loss_bbox: 0.2608, d3.loss_iou: 0.5669, d4.loss_cls: 0.4474, d4.loss_bbox: 0.2589, d4.loss_iou: 0.5636, dn_loss_cls: 0.1300, dn_loss_bbox: 0.5874, dn_loss_iou: 0.6960, d0.dn_loss_cls: 0.1624, d0.dn_loss_bbox: 0.7365, d0.dn_loss_iou: 0.8869, d1.dn_loss_cls: 0.1360, d1.dn_loss_bbox: 0.6294, d1.dn_loss_iou: 0.7579, d2.dn_loss_cls: 0.1268, d2.dn_loss_bbox: 0.5957, d2.dn_loss_iou: 0.7098, d3.dn_loss_cls: 0.1243, d3.dn_loss_bbox: 0.5875, d3.dn_loss_iou: 0.6966, d4.dn_loss_cls: 0.1251, d4.dn_loss_bbox: 0.5874, d4.dn_loss_iou: 0.6959, loss: 18.4152, grad_norm: 24.4198 2023-11-06 14:30:56,151 - mmdet - INFO - Epoch [1][1450/3665] lr: 5.563e-06, eta: 9:42:31, time: 0.809, data_time: 0.009, memory: 21682, interm_loss_cls: 0.4737, interm_loss_bbox: 0.3559, interm_loss_iou: 0.7297, loss_cls: 0.4499, loss_bbox: 0.2472, loss_iou: 0.5611, d0.loss_cls: 0.4849, d0.loss_bbox: 0.2870, d0.loss_iou: 0.6284, d1.loss_cls: 0.4596, d1.loss_bbox: 0.2636, d1.loss_iou: 0.5913, d2.loss_cls: 0.4479, d2.loss_bbox: 0.2540, d2.loss_iou: 0.5728, d3.loss_cls: 0.4450, d3.loss_bbox: 0.2520, d3.loss_iou: 0.5676, d4.loss_cls: 0.4463, d4.loss_bbox: 0.2499, d4.loss_iou: 0.5646, dn_loss_cls: 0.1279, dn_loss_bbox: 0.5689, dn_loss_iou: 0.6998, d0.dn_loss_cls: 0.1564, d0.dn_loss_bbox: 0.7108, d0.dn_loss_iou: 0.8891, d1.dn_loss_cls: 0.1303, d1.dn_loss_bbox: 0.6061, d1.dn_loss_iou: 0.7607, d2.dn_loss_cls: 0.1218, d2.dn_loss_bbox: 0.5754, d2.dn_loss_iou: 0.7123, d3.dn_loss_cls: 0.1204, d3.dn_loss_bbox: 0.5693, d3.dn_loss_iou: 0.7005, d4.dn_loss_cls: 0.1220, d4.dn_loss_bbox: 0.5689, d4.dn_loss_iou: 0.6997, loss: 18.1728, grad_norm: 25.5856 2023-11-06 14:31:36,499 - mmdet - INFO - Epoch [1][1500/3665] lr: 5.563e-06, eta: 9:41:29, time: 0.807, data_time: 0.010, memory: 21682, interm_loss_cls: 0.4754, interm_loss_bbox: 0.3627, interm_loss_iou: 0.7012, loss_cls: 0.4440, loss_bbox: 0.2544, loss_iou: 0.5295, d0.loss_cls: 0.4847, d0.loss_bbox: 0.2970, d0.loss_iou: 0.6048, d1.loss_cls: 0.4602, d1.loss_bbox: 0.2731, d1.loss_iou: 0.5646, d2.loss_cls: 0.4459, d2.loss_bbox: 0.2599, d2.loss_iou: 0.5424, d3.loss_cls: 0.4409, d3.loss_bbox: 0.2572, d3.loss_iou: 0.5355, d4.loss_cls: 0.4416, d4.loss_bbox: 0.2558, d4.loss_iou: 0.5321, dn_loss_cls: 0.1247, dn_loss_bbox: 0.5805, dn_loss_iou: 0.6763, d0.dn_loss_cls: 0.1555, d0.dn_loss_bbox: 0.7316, d0.dn_loss_iou: 0.8729, d1.dn_loss_cls: 0.1294, d1.dn_loss_bbox: 0.6221, d1.dn_loss_iou: 0.7391, d2.dn_loss_cls: 0.1204, d2.dn_loss_bbox: 0.5882, d2.dn_loss_iou: 0.6907, d3.dn_loss_cls: 0.1187, d3.dn_loss_bbox: 0.5810, d3.dn_loss_iou: 0.6772, d4.dn_loss_cls: 0.1199, d4.dn_loss_bbox: 0.5805, d4.dn_loss_iou: 0.6762, loss: 17.9480, grad_norm: 25.7442 2023-11-06 14:32:17,263 - mmdet - INFO - Epoch [1][1550/3665] lr: 5.563e-06, eta: 9:40:39, time: 0.815, data_time: 0.009, memory: 21682, interm_loss_cls: 0.4687, interm_loss_bbox: 0.3561, interm_loss_iou: 0.7150, loss_cls: 0.4439, loss_bbox: 0.2504, loss_iou: 0.5426, d0.loss_cls: 0.4814, d0.loss_bbox: 0.2943, d0.loss_iou: 0.6151, d1.loss_cls: 0.4593, d1.loss_bbox: 0.2700, d1.loss_iou: 0.5745, d2.loss_cls: 0.4455, d2.loss_bbox: 0.2578, d2.loss_iou: 0.5554, d3.loss_cls: 0.4409, d3.loss_bbox: 0.2535, d3.loss_iou: 0.5490, d4.loss_cls: 0.4423, d4.loss_bbox: 0.2511, d4.loss_iou: 0.5452, dn_loss_cls: 0.1241, dn_loss_bbox: 0.5527, dn_loss_iou: 0.6837, d0.dn_loss_cls: 0.1524, d0.dn_loss_bbox: 0.6951, d0.dn_loss_iou: 0.8721, d1.dn_loss_cls: 0.1280, d1.dn_loss_bbox: 0.5920, d1.dn_loss_iou: 0.7439, d2.dn_loss_cls: 0.1196, d2.dn_loss_bbox: 0.5599, d2.dn_loss_iou: 0.6971, d3.dn_loss_cls: 0.1180, d3.dn_loss_bbox: 0.5533, d3.dn_loss_iou: 0.6845, d4.dn_loss_cls: 0.1190, d4.dn_loss_bbox: 0.5528, d4.dn_loss_iou: 0.6836, loss: 17.8440, grad_norm: 23.2335 2023-11-06 14:32:58,061 - mmdet - INFO - Epoch [1][1600/3665] lr: 5.563e-06, eta: 9:39:51, time: 0.816, data_time: 0.010, memory: 21682, interm_loss_cls: 0.4660, interm_loss_bbox: 0.3593, interm_loss_iou: 0.7207, loss_cls: 0.4457, loss_bbox: 0.2513, loss_iou: 0.5464, d0.loss_cls: 0.4775, d0.loss_bbox: 0.2947, d0.loss_iou: 0.6202, d1.loss_cls: 0.4562, d1.loss_bbox: 0.2679, d1.loss_iou: 0.5792, d2.loss_cls: 0.4429, d2.loss_bbox: 0.2580, d2.loss_iou: 0.5588, d3.loss_cls: 0.4392, d3.loss_bbox: 0.2555, d3.loss_iou: 0.5542, d4.loss_cls: 0.4413, d4.loss_bbox: 0.2528, d4.loss_iou: 0.5490, dn_loss_cls: 0.1280, dn_loss_bbox: 0.5524, dn_loss_iou: 0.6829, d0.dn_loss_cls: 0.1550, d0.dn_loss_bbox: 0.6906, d0.dn_loss_iou: 0.8692, d1.dn_loss_cls: 0.1309, d1.dn_loss_bbox: 0.5886, d1.dn_loss_iou: 0.7416, d2.dn_loss_cls: 0.1226, d2.dn_loss_bbox: 0.5590, d2.dn_loss_iou: 0.6958, d3.dn_loss_cls: 0.1210, d3.dn_loss_bbox: 0.5528, d3.dn_loss_iou: 0.6836, d4.dn_loss_cls: 0.1225, d4.dn_loss_bbox: 0.5524, d4.dn_loss_iou: 0.6827, loss: 17.8684, grad_norm: 24.4339 2023-11-06 14:33:38,754 - mmdet - INFO - Epoch [1][1650/3665] lr: 5.563e-06, eta: 9:39:01, time: 0.814, data_time: 0.011, memory: 21682, interm_loss_cls: 0.4597, interm_loss_bbox: 0.3466, interm_loss_iou: 0.6992, loss_cls: 0.4431, loss_bbox: 0.2395, loss_iou: 0.5294, d0.loss_cls: 0.4709, d0.loss_bbox: 0.2845, d0.loss_iou: 0.6028, d1.loss_cls: 0.4509, d1.loss_bbox: 0.2593, d1.loss_iou: 0.5646, d2.loss_cls: 0.4394, d2.loss_bbox: 0.2482, d2.loss_iou: 0.5443, d3.loss_cls: 0.4381, d3.loss_bbox: 0.2444, d3.loss_iou: 0.5377, d4.loss_cls: 0.4401, d4.loss_bbox: 0.2415, d4.loss_iou: 0.5322, dn_loss_cls: 0.1206, dn_loss_bbox: 0.5511, dn_loss_iou: 0.6785, d0.dn_loss_cls: 0.1497, d0.dn_loss_bbox: 0.6951, d0.dn_loss_iou: 0.8665, d1.dn_loss_cls: 0.1256, d1.dn_loss_bbox: 0.5900, d1.dn_loss_iou: 0.7396, d2.dn_loss_cls: 0.1171, d2.dn_loss_bbox: 0.5581, d2.dn_loss_iou: 0.6921, d3.dn_loss_cls: 0.1154, d3.dn_loss_bbox: 0.5515, d3.dn_loss_iou: 0.6795, d4.dn_loss_cls: 0.1159, d4.dn_loss_bbox: 0.5511, d4.dn_loss_iou: 0.6784, loss: 17.5922, grad_norm: 24.9245 2023-11-06 14:34:19,494 - mmdet - INFO - Epoch [1][1700/3665] lr: 5.563e-06, eta: 9:38:13, time: 0.815, data_time: 0.010, memory: 21682, interm_loss_cls: 0.4503, interm_loss_bbox: 0.3410, interm_loss_iou: 0.6982, loss_cls: 0.4315, loss_bbox: 0.2396, loss_iou: 0.5350, d0.loss_cls: 0.4644, d0.loss_bbox: 0.2814, d0.loss_iou: 0.6016, d1.loss_cls: 0.4409, d1.loss_bbox: 0.2574, d1.loss_iou: 0.5664, d2.loss_cls: 0.4268, d2.loss_bbox: 0.2466, d2.loss_iou: 0.5474, d3.loss_cls: 0.4248, d3.loss_bbox: 0.2435, d3.loss_iou: 0.5413, d4.loss_cls: 0.4263, d4.loss_bbox: 0.2417, d4.loss_iou: 0.5377, dn_loss_cls: 0.1174, dn_loss_bbox: 0.5361, dn_loss_iou: 0.6666, d0.dn_loss_cls: 0.1470, d0.dn_loss_bbox: 0.6828, d0.dn_loss_iou: 0.8580, d1.dn_loss_cls: 0.1216, d1.dn_loss_bbox: 0.5764, d1.dn_loss_iou: 0.7253, d2.dn_loss_cls: 0.1130, d2.dn_loss_bbox: 0.5440, d2.dn_loss_iou: 0.6790, d3.dn_loss_cls: 0.1113, d3.dn_loss_bbox: 0.5366, d3.dn_loss_iou: 0.6671, d4.dn_loss_cls: 0.1124, d4.dn_loss_bbox: 0.5361, d4.dn_loss_iou: 0.6664, loss: 17.3412, grad_norm: 24.2957 2023-11-06 14:35:00,166 - mmdet - INFO - Epoch [1][1750/3665] lr: 5.563e-06, eta: 9:37:23, time: 0.813, data_time: 0.009, memory: 21682, interm_loss_cls: 0.4468, interm_loss_bbox: 0.3470, interm_loss_iou: 0.7080, loss_cls: 0.4278, loss_bbox: 0.2428, loss_iou: 0.5367, d0.loss_cls: 0.4645, d0.loss_bbox: 0.2850, d0.loss_iou: 0.6090, d1.loss_cls: 0.4403, d1.loss_bbox: 0.2604, d1.loss_iou: 0.5690, d2.loss_cls: 0.4274, d2.loss_bbox: 0.2492, d2.loss_iou: 0.5484, d3.loss_cls: 0.4248, d3.loss_bbox: 0.2451, d3.loss_iou: 0.5422, d4.loss_cls: 0.4245, d4.loss_bbox: 0.2443, d4.loss_iou: 0.5394, dn_loss_cls: 0.1190, dn_loss_bbox: 0.5444, dn_loss_iou: 0.6707, d0.dn_loss_cls: 0.1487, d0.dn_loss_bbox: 0.6859, d0.dn_loss_iou: 0.8620, d1.dn_loss_cls: 0.1240, d1.dn_loss_bbox: 0.5846, d1.dn_loss_iou: 0.7316, d2.dn_loss_cls: 0.1152, d2.dn_loss_bbox: 0.5514, d2.dn_loss_iou: 0.6835, d3.dn_loss_cls: 0.1134, d3.dn_loss_bbox: 0.5447, d3.dn_loss_iou: 0.6712, d4.dn_loss_cls: 0.1141, d4.dn_loss_bbox: 0.5444, d4.dn_loss_iou: 0.6705, loss: 17.4617, grad_norm: 23.2681 2023-11-06 14:35:40,677 - mmdet - INFO - Epoch [1][1800/3665] lr: 5.563e-06, eta: 9:36:30, time: 0.810, data_time: 0.009, memory: 21682, interm_loss_cls: 0.4479, interm_loss_bbox: 0.3362, interm_loss_iou: 0.7024, loss_cls: 0.4258, loss_bbox: 0.2400, loss_iou: 0.5369, d0.loss_cls: 0.4605, d0.loss_bbox: 0.2800, d0.loss_iou: 0.6083, d1.loss_cls: 0.4392, d1.loss_bbox: 0.2569, d1.loss_iou: 0.5695, d2.loss_cls: 0.4251, d2.loss_bbox: 0.2455, d2.loss_iou: 0.5497, d3.loss_cls: 0.4217, d3.loss_bbox: 0.2425, d3.loss_iou: 0.5431, d4.loss_cls: 0.4228, d4.loss_bbox: 0.2408, d4.loss_iou: 0.5396, dn_loss_cls: 0.1169, dn_loss_bbox: 0.5464, dn_loss_iou: 0.6726, d0.dn_loss_cls: 0.1487, d0.dn_loss_bbox: 0.6837, d0.dn_loss_iou: 0.8603, d1.dn_loss_cls: 0.1243, d1.dn_loss_bbox: 0.5835, d1.dn_loss_iou: 0.7313, d2.dn_loss_cls: 0.1147, d2.dn_loss_bbox: 0.5534, d2.dn_loss_iou: 0.6862, d3.dn_loss_cls: 0.1124, d3.dn_loss_bbox: 0.5470, d3.dn_loss_iou: 0.6736, d4.dn_loss_cls: 0.1129, d4.dn_loss_bbox: 0.5464, d4.dn_loss_iou: 0.6726, loss: 17.4213, grad_norm: 23.4271 2023-11-06 14:36:21,521 - mmdet - INFO - Epoch [1][1850/3665] lr: 5.563e-06, eta: 9:35:46, time: 0.817, data_time: 0.010, memory: 21682, interm_loss_cls: 0.4474, interm_loss_bbox: 0.3396, interm_loss_iou: 0.6893, loss_cls: 0.4258, loss_bbox: 0.2419, loss_iou: 0.5277, d0.loss_cls: 0.4619, d0.loss_bbox: 0.2821, d0.loss_iou: 0.5972, d1.loss_cls: 0.4401, d1.loss_bbox: 0.2585, d1.loss_iou: 0.5585, d2.loss_cls: 0.4268, d2.loss_bbox: 0.2476, d2.loss_iou: 0.5393, d3.loss_cls: 0.4219, d3.loss_bbox: 0.2460, d3.loss_iou: 0.5343, d4.loss_cls: 0.4229, d4.loss_bbox: 0.2428, d4.loss_iou: 0.5294, dn_loss_cls: 0.1163, dn_loss_bbox: 0.5311, dn_loss_iou: 0.6623, d0.dn_loss_cls: 0.1449, d0.dn_loss_bbox: 0.6695, d0.dn_loss_iou: 0.8472, d1.dn_loss_cls: 0.1219, d1.dn_loss_bbox: 0.5669, d1.dn_loss_iou: 0.7189, d2.dn_loss_cls: 0.1131, d2.dn_loss_bbox: 0.5379, d2.dn_loss_iou: 0.6745, d3.dn_loss_cls: 0.1111, d3.dn_loss_bbox: 0.5314, d3.dn_loss_iou: 0.6627, d4.dn_loss_cls: 0.1120, d4.dn_loss_bbox: 0.5312, d4.dn_loss_iou: 0.6622, loss: 17.1962, grad_norm: 22.2030 2023-11-06 14:37:01,793 - mmdet - INFO - Epoch [1][1900/3665] lr: 5.563e-06, eta: 9:34:49, time: 0.805, data_time: 0.009, memory: 21682, interm_loss_cls: 0.4468, interm_loss_bbox: 0.3337, interm_loss_iou: 0.6849, loss_cls: 0.4294, loss_bbox: 0.2341, loss_iou: 0.5207, d0.loss_cls: 0.4621, d0.loss_bbox: 0.2712, d0.loss_iou: 0.5856, d1.loss_cls: 0.4422, d1.loss_bbox: 0.2487, d1.loss_iou: 0.5509, d2.loss_cls: 0.4276, d2.loss_bbox: 0.2407, d2.loss_iou: 0.5338, d3.loss_cls: 0.4251, d3.loss_bbox: 0.2371, d3.loss_iou: 0.5268, d4.loss_cls: 0.4261, d4.loss_bbox: 0.2350, d4.loss_iou: 0.5230, dn_loss_cls: 0.1169, dn_loss_bbox: 0.5157, dn_loss_iou: 0.6557, d0.dn_loss_cls: 0.1429, d0.dn_loss_bbox: 0.6482, d0.dn_loss_iou: 0.8349, d1.dn_loss_cls: 0.1207, d1.dn_loss_bbox: 0.5495, d1.dn_loss_iou: 0.7097, d2.dn_loss_cls: 0.1123, d2.dn_loss_bbox: 0.5216, d2.dn_loss_iou: 0.6674, d3.dn_loss_cls: 0.1108, d3.dn_loss_bbox: 0.5161, d3.dn_loss_iou: 0.6564, d4.dn_loss_cls: 0.1121, d4.dn_loss_bbox: 0.5157, d4.dn_loss_iou: 0.6555, loss: 16.9475, grad_norm: 22.7054 2023-11-06 14:37:42,879 - mmdet - INFO - Epoch [1][1950/3665] lr: 5.563e-06, eta: 9:34:10, time: 0.822, data_time: 0.009, memory: 21682, interm_loss_cls: 0.4433, interm_loss_bbox: 0.3363, interm_loss_iou: 0.6855, loss_cls: 0.4226, loss_bbox: 0.2423, loss_iou: 0.5357, d0.loss_cls: 0.4597, d0.loss_bbox: 0.2773, d0.loss_iou: 0.5956, d1.loss_cls: 0.4377, d1.loss_bbox: 0.2571, d1.loss_iou: 0.5652, d2.loss_cls: 0.4228, d2.loss_bbox: 0.2483, d2.loss_iou: 0.5468, d3.loss_cls: 0.4183, d3.loss_bbox: 0.2447, d3.loss_iou: 0.5411, d4.loss_cls: 0.4185, d4.loss_bbox: 0.2433, d4.loss_iou: 0.5381, dn_loss_cls: 0.1155, dn_loss_bbox: 0.5406, dn_loss_iou: 0.6531, d0.dn_loss_cls: 0.1429, d0.dn_loss_bbox: 0.6861, d0.dn_loss_iou: 0.8364, d1.dn_loss_cls: 0.1203, d1.dn_loss_bbox: 0.5810, d1.dn_loss_iou: 0.7091, d2.dn_loss_cls: 0.1120, d2.dn_loss_bbox: 0.5479, d2.dn_loss_iou: 0.6648, d3.dn_loss_cls: 0.1098, d3.dn_loss_bbox: 0.5411, d3.dn_loss_iou: 0.6536, d4.dn_loss_cls: 0.1107, d4.dn_loss_bbox: 0.5407, d4.dn_loss_iou: 0.6529, loss: 17.1984, grad_norm: 24.0797 2023-11-06 14:38:23,747 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx.py 2023-11-06 14:38:23,748 - mmdet - INFO - Epoch [1][2000/3665] lr: 5.563e-06, eta: 9:33:27, time: 0.817, data_time: 0.009, memory: 21682, interm_loss_cls: 0.4392, interm_loss_bbox: 0.3179, interm_loss_iou: 0.6761, loss_cls: 0.4218, loss_bbox: 0.2239, loss_iou: 0.5197, d0.loss_cls: 0.4537, d0.loss_bbox: 0.2597, d0.loss_iou: 0.5831, d1.loss_cls: 0.4326, d1.loss_bbox: 0.2410, d1.loss_iou: 0.5508, d2.loss_cls: 0.4183, d2.loss_bbox: 0.2313, d2.loss_iou: 0.5336, d3.loss_cls: 0.4162, d3.loss_bbox: 0.2276, d3.loss_iou: 0.5273, d4.loss_cls: 0.4180, d4.loss_bbox: 0.2257, d4.loss_iou: 0.5227, dn_loss_cls: 0.1120, dn_loss_bbox: 0.5027, dn_loss_iou: 0.6439, d0.dn_loss_cls: 0.1409, d0.dn_loss_bbox: 0.6367, d0.dn_loss_iou: 0.8244, d1.dn_loss_cls: 0.1183, d1.dn_loss_bbox: 0.5389, d1.dn_loss_iou: 0.6981, d2.dn_loss_cls: 0.1095, d2.dn_loss_bbox: 0.5094, d2.dn_loss_iou: 0.6552, d3.dn_loss_cls: 0.1076, d3.dn_loss_bbox: 0.5031, d3.dn_loss_iou: 0.6445, d4.dn_loss_cls: 0.1079, d4.dn_loss_bbox: 0.5027, d4.dn_loss_iou: 0.6437, loss: 16.6395, grad_norm: 23.9388 2023-11-06 14:39:04,908 - mmdet - INFO - Epoch [1][2050/3665] lr: 5.563e-06, eta: 9:32:49, time: 0.823, data_time: 0.016, memory: 21682, interm_loss_cls: 0.4294, interm_loss_bbox: 0.3221, interm_loss_iou: 0.6658, loss_cls: 0.4087, loss_bbox: 0.2321, loss_iou: 0.5163, d0.loss_cls: 0.4474, d0.loss_bbox: 0.2654, d0.loss_iou: 0.5748, d1.loss_cls: 0.4257, d1.loss_bbox: 0.2469, d1.loss_iou: 0.5444, d2.loss_cls: 0.4071, d2.loss_bbox: 0.2379, d2.loss_iou: 0.5288, d3.loss_cls: 0.4031, d3.loss_bbox: 0.2354, d3.loss_iou: 0.5224, d4.loss_cls: 0.4051, d4.loss_bbox: 0.2344, d4.loss_iou: 0.5194, dn_loss_cls: 0.1101, dn_loss_bbox: 0.5070, dn_loss_iou: 0.6424, d0.dn_loss_cls: 0.1375, d0.dn_loss_bbox: 0.6392, d0.dn_loss_iou: 0.8224, d1.dn_loss_cls: 0.1157, d1.dn_loss_bbox: 0.5414, d1.dn_loss_iou: 0.6965, d2.dn_loss_cls: 0.1068, d2.dn_loss_bbox: 0.5132, d2.dn_loss_iou: 0.6537, d3.dn_loss_cls: 0.1052, d3.dn_loss_bbox: 0.5075, d3.dn_loss_iou: 0.6430, d4.dn_loss_cls: 0.1059, d4.dn_loss_bbox: 0.5070, d4.dn_loss_iou: 0.6423, loss: 16.5694, grad_norm: 22.1995 2023-11-06 14:39:45,335 - mmdet - INFO - Epoch [1][2100/3665] lr: 5.563e-06, eta: 9:31:57, time: 0.809, data_time: 0.009, memory: 21682, interm_loss_cls: 0.4313, interm_loss_bbox: 0.3245, interm_loss_iou: 0.6608, loss_cls: 0.4058, loss_bbox: 0.2315, loss_iou: 0.5104, d0.loss_cls: 0.4464, d0.loss_bbox: 0.2672, d0.loss_iou: 0.5685, d1.loss_cls: 0.4276, d1.loss_bbox: 0.2446, d1.loss_iou: 0.5335, d2.loss_cls: 0.4094, d2.loss_bbox: 0.2352, d2.loss_iou: 0.5190, d3.loss_cls: 0.4033, d3.loss_bbox: 0.2334, d3.loss_iou: 0.5150, d4.loss_cls: 0.4029, d4.loss_bbox: 0.2325, d4.loss_iou: 0.5122, dn_loss_cls: 0.1100, dn_loss_bbox: 0.5056, dn_loss_iou: 0.6363, d0.dn_loss_cls: 0.1383, d0.dn_loss_bbox: 0.6378, d0.dn_loss_iou: 0.8159, d1.dn_loss_cls: 0.1165, d1.dn_loss_bbox: 0.5402, d1.dn_loss_iou: 0.6894, d2.dn_loss_cls: 0.1076, d2.dn_loss_bbox: 0.5119, d2.dn_loss_iou: 0.6476, d3.dn_loss_cls: 0.1056, d3.dn_loss_bbox: 0.5061, d3.dn_loss_iou: 0.6371, d4.dn_loss_cls: 0.1061, d4.dn_loss_bbox: 0.5056, d4.dn_loss_iou: 0.6362, loss: 16.4689, grad_norm: 22.1167 2023-11-06 14:40:26,811 - mmdet - INFO - Epoch [1][2150/3665] lr: 5.563e-06, eta: 9:31:26, time: 0.830, data_time: 0.009, memory: 22660, interm_loss_cls: 0.4249, interm_loss_bbox: 0.3101, interm_loss_iou: 0.6700, loss_cls: 0.3988, loss_bbox: 0.2266, loss_iou: 0.5318, d0.loss_cls: 0.4398, d0.loss_bbox: 0.2568, d0.loss_iou: 0.5864, d1.loss_cls: 0.4206, d1.loss_bbox: 0.2366, d1.loss_iou: 0.5524, d2.loss_cls: 0.4042, d2.loss_bbox: 0.2289, d2.loss_iou: 0.5391, d3.loss_cls: 0.3970, d3.loss_bbox: 0.2284, d3.loss_iou: 0.5363, d4.loss_cls: 0.3961, d4.loss_bbox: 0.2281, d4.loss_iou: 0.5338, dn_loss_cls: 0.1060, dn_loss_bbox: 0.4955, dn_loss_iou: 0.6427, d0.dn_loss_cls: 0.1359, d0.dn_loss_bbox: 0.6235, d0.dn_loss_iou: 0.8171, d1.dn_loss_cls: 0.1134, d1.dn_loss_bbox: 0.5289, d1.dn_loss_iou: 0.6940, d2.dn_loss_cls: 0.1045, d2.dn_loss_bbox: 0.5014, d2.dn_loss_iou: 0.6536, d3.dn_loss_cls: 0.1021, d3.dn_loss_bbox: 0.4959, d3.dn_loss_iou: 0.6432, d4.dn_loss_cls: 0.1024, d4.dn_loss_bbox: 0.4955, d4.dn_loss_iou: 0.6425, loss: 16.4443, grad_norm: 23.2027 2023-11-06 14:41:09,345 - mmdet - INFO - Epoch [1][2200/3665] lr: 5.563e-06, eta: 9:31:15, time: 0.851, data_time: 0.010, memory: 22660, interm_loss_cls: 0.4257, interm_loss_bbox: 0.3104, interm_loss_iou: 0.6523, loss_cls: 0.4005, loss_bbox: 0.2263, loss_iou: 0.5148, d0.loss_cls: 0.4395, d0.loss_bbox: 0.2594, d0.loss_iou: 0.5687, d1.loss_cls: 0.4204, d1.loss_bbox: 0.2394, d1.loss_iou: 0.5404, d2.loss_cls: 0.4021, d2.loss_bbox: 0.2314, d2.loss_iou: 0.5249, d3.loss_cls: 0.3980, d3.loss_bbox: 0.2285, d3.loss_iou: 0.5191, d4.loss_cls: 0.3980, d4.loss_bbox: 0.2271, d4.loss_iou: 0.5168, dn_loss_cls: 0.1075, dn_loss_bbox: 0.4971, dn_loss_iou: 0.6303, d0.dn_loss_cls: 0.1376, d0.dn_loss_bbox: 0.6321, d0.dn_loss_iou: 0.8089, d1.dn_loss_cls: 0.1164, d1.dn_loss_bbox: 0.5328, d1.dn_loss_iou: 0.6835, d2.dn_loss_cls: 0.1070, d2.dn_loss_bbox: 0.5030, d2.dn_loss_iou: 0.6403, d3.dn_loss_cls: 0.1042, d3.dn_loss_bbox: 0.4974, d3.dn_loss_iou: 0.6305, d4.dn_loss_cls: 0.1039, d4.dn_loss_bbox: 0.4971, d4.dn_loss_iou: 0.6301, loss: 16.3036, grad_norm: 24.4749 2023-11-06 14:41:50,078 - mmdet - INFO - Epoch [1][2250/3665] lr: 5.563e-06, eta: 9:30:28, time: 0.815, data_time: 0.009, memory: 22660, interm_loss_cls: 0.4183, interm_loss_bbox: 0.3172, interm_loss_iou: 0.6430, loss_cls: 0.3922, loss_bbox: 0.2308, loss_iou: 0.5081, d0.loss_cls: 0.4361, d0.loss_bbox: 0.2645, d0.loss_iou: 0.5609, d1.loss_cls: 0.4150, d1.loss_bbox: 0.2438, d1.loss_iou: 0.5313, d2.loss_cls: 0.3948, d2.loss_bbox: 0.2363, d2.loss_iou: 0.5173, d3.loss_cls: 0.3894, d3.loss_bbox: 0.2333, d3.loss_iou: 0.5129, d4.loss_cls: 0.3893, d4.loss_bbox: 0.2323, d4.loss_iou: 0.5103, dn_loss_cls: 0.1047, dn_loss_bbox: 0.5257, dn_loss_iou: 0.6279, d0.dn_loss_cls: 0.1352, d0.dn_loss_bbox: 0.6604, d0.dn_loss_iou: 0.8056, d1.dn_loss_cls: 0.1137, d1.dn_loss_bbox: 0.5614, d1.dn_loss_iou: 0.6805, d2.dn_loss_cls: 0.1036, d2.dn_loss_bbox: 0.5329, d2.dn_loss_iou: 0.6393, d3.dn_loss_cls: 0.1009, d3.dn_loss_bbox: 0.5265, d3.dn_loss_iou: 0.6286, d4.dn_loss_cls: 0.1012, d4.dn_loss_bbox: 0.5257, d4.dn_loss_iou: 0.6278, loss: 16.3788, grad_norm: 23.3076 2023-11-06 14:42:31,099 - mmdet - INFO - Epoch [1][2300/3665] lr: 5.563e-06, eta: 9:29:47, time: 0.820, data_time: 0.009, memory: 22660, interm_loss_cls: 0.4115, interm_loss_bbox: 0.3142, interm_loss_iou: 0.6529, loss_cls: 0.3886, loss_bbox: 0.2266, loss_iou: 0.5115, d0.loss_cls: 0.4324, d0.loss_bbox: 0.2556, d0.loss_iou: 0.5623, d1.loss_cls: 0.4087, d1.loss_bbox: 0.2388, d1.loss_iou: 0.5338, d2.loss_cls: 0.3894, d2.loss_bbox: 0.2315, d2.loss_iou: 0.5215, d3.loss_cls: 0.3852, d3.loss_bbox: 0.2285, d3.loss_iou: 0.5171, d4.loss_cls: 0.3855, d4.loss_bbox: 0.2275, d4.loss_iou: 0.5137, dn_loss_cls: 0.1035, dn_loss_bbox: 0.4862, dn_loss_iou: 0.6210, d0.dn_loss_cls: 0.1332, d0.dn_loss_bbox: 0.6270, d0.dn_loss_iou: 0.8060, d1.dn_loss_cls: 0.1113, d1.dn_loss_bbox: 0.5233, d1.dn_loss_iou: 0.6743, d2.dn_loss_cls: 0.1017, d2.dn_loss_bbox: 0.4936, d2.dn_loss_iou: 0.6321, d3.dn_loss_cls: 0.0989, d3.dn_loss_bbox: 0.4872, d3.dn_loss_iou: 0.6217, d4.dn_loss_cls: 0.0998, d4.dn_loss_bbox: 0.4862, d4.dn_loss_iou: 0.6208, loss: 16.0643, grad_norm: 23.5469 2023-11-06 14:43:11,891 - mmdet - INFO - Epoch [1][2350/3665] lr: 5.563e-06, eta: 9:29:02, time: 0.816, data_time: 0.009, memory: 22660, interm_loss_cls: 0.4203, interm_loss_bbox: 0.3134, interm_loss_iou: 0.6414, loss_cls: 0.3973, loss_bbox: 0.2269, loss_iou: 0.5002, d0.loss_cls: 0.4387, d0.loss_bbox: 0.2545, d0.loss_iou: 0.5489, d1.loss_cls: 0.4181, d1.loss_bbox: 0.2389, d1.loss_iou: 0.5216, d2.loss_cls: 0.3988, d2.loss_bbox: 0.2316, d2.loss_iou: 0.5100, d3.loss_cls: 0.3934, d3.loss_bbox: 0.2291, d3.loss_iou: 0.5061, d4.loss_cls: 0.3944, d4.loss_bbox: 0.2278, d4.loss_iou: 0.5022, dn_loss_cls: 0.1059, dn_loss_bbox: 0.5152, dn_loss_iou: 0.6200, d0.dn_loss_cls: 0.1336, d0.dn_loss_bbox: 0.6480, d0.dn_loss_iou: 0.7958, d1.dn_loss_cls: 0.1131, d1.dn_loss_bbox: 0.5517, d1.dn_loss_iou: 0.6717, d2.dn_loss_cls: 0.1037, d2.dn_loss_bbox: 0.5228, d2.dn_loss_iou: 0.6308, d3.dn_loss_cls: 0.1014, d3.dn_loss_bbox: 0.5165, d3.dn_loss_iou: 0.6208, d4.dn_loss_cls: 0.1020, d4.dn_loss_bbox: 0.5152, d4.dn_loss_iou: 0.6199, loss: 16.2014, grad_norm: 24.0836 2023-11-06 14:43:52,255 - mmdet - INFO - Epoch [1][2400/3665] lr: 5.563e-06, eta: 9:28:10, time: 0.807, data_time: 0.009, memory: 22660, interm_loss_cls: 0.4064, interm_loss_bbox: 0.3052, interm_loss_iou: 0.6397, loss_cls: 0.3866, loss_bbox: 0.2214, loss_iou: 0.5027, d0.loss_cls: 0.4280, d0.loss_bbox: 0.2504, d0.loss_iou: 0.5505, d1.loss_cls: 0.4087, d1.loss_bbox: 0.2308, d1.loss_iou: 0.5231, d2.loss_cls: 0.3872, d2.loss_bbox: 0.2255, d2.loss_iou: 0.5116, d3.loss_cls: 0.3835, d3.loss_bbox: 0.2225, d3.loss_iou: 0.5069, d4.loss_cls: 0.3839, d4.loss_bbox: 0.2220, d4.loss_iou: 0.5052, dn_loss_cls: 0.1061, dn_loss_bbox: 0.4985, dn_loss_iou: 0.6251, d0.dn_loss_cls: 0.1319, d0.dn_loss_bbox: 0.6249, d0.dn_loss_iou: 0.7948, d1.dn_loss_cls: 0.1119, d1.dn_loss_bbox: 0.5325, d1.dn_loss_iou: 0.6743, d2.dn_loss_cls: 0.1029, d2.dn_loss_bbox: 0.5061, d2.dn_loss_iou: 0.6353, d3.dn_loss_cls: 0.1011, d3.dn_loss_bbox: 0.5004, d3.dn_loss_iou: 0.6259, d4.dn_loss_cls: 0.1023, d4.dn_loss_bbox: 0.4985, d4.dn_loss_iou: 0.6249, loss: 15.9992, grad_norm: 24.0465 2023-11-06 14:44:32,738 - mmdet - INFO - Epoch [1][2450/3665] lr: 5.563e-06, eta: 9:27:20, time: 0.810, data_time: 0.009, memory: 22660, interm_loss_cls: 0.4092, interm_loss_bbox: 0.3071, interm_loss_iou: 0.6391, loss_cls: 0.3863, loss_bbox: 0.2229, loss_iou: 0.5017, d0.loss_cls: 0.4306, d0.loss_bbox: 0.2500, d0.loss_iou: 0.5514, d1.loss_cls: 0.4084, d1.loss_bbox: 0.2334, d1.loss_iou: 0.5245, d2.loss_cls: 0.3891, d2.loss_bbox: 0.2269, d2.loss_iou: 0.5120, d3.loss_cls: 0.3834, d3.loss_bbox: 0.2245, d3.loss_iou: 0.5069, d4.loss_cls: 0.3832, d4.loss_bbox: 0.2239, d4.loss_iou: 0.5042, dn_loss_cls: 0.1031, dn_loss_bbox: 0.4860, dn_loss_iou: 0.6167, d0.dn_loss_cls: 0.1321, d0.dn_loss_bbox: 0.6168, d0.dn_loss_iou: 0.7893, d1.dn_loss_cls: 0.1115, d1.dn_loss_bbox: 0.5221, d1.dn_loss_iou: 0.6682, d2.dn_loss_cls: 0.1015, d2.dn_loss_bbox: 0.4944, d2.dn_loss_iou: 0.6283, d3.dn_loss_cls: 0.0990, d3.dn_loss_bbox: 0.4883, d3.dn_loss_iou: 0.6180, d4.dn_loss_cls: 0.0998, d4.dn_loss_bbox: 0.4860, d4.dn_loss_iou: 0.6167, loss: 15.8965, grad_norm: 21.6673 2023-11-06 14:45:13,455 - mmdet - INFO - Epoch [1][2500/3665] lr: 5.563e-06, eta: 9:26:35, time: 0.814, data_time: 0.009, memory: 22660, interm_loss_cls: 0.4061, interm_loss_bbox: 0.3154, interm_loss_iou: 0.6235, loss_cls: 0.3772, loss_bbox: 0.2314, loss_iou: 0.4910, d0.loss_cls: 0.4269, d0.loss_bbox: 0.2574, d0.loss_iou: 0.5367, d1.loss_cls: 0.4052, d1.loss_bbox: 0.2397, d1.loss_iou: 0.5111, d2.loss_cls: 0.3837, d2.loss_bbox: 0.2344, d2.loss_iou: 0.4978, d3.loss_cls: 0.3754, d3.loss_bbox: 0.2329, d3.loss_iou: 0.4941, d4.loss_cls: 0.3756, d4.loss_bbox: 0.2315, d4.loss_iou: 0.4922, dn_loss_cls: 0.1008, dn_loss_bbox: 0.4957, dn_loss_iou: 0.6034, d0.dn_loss_cls: 0.1285, d0.dn_loss_bbox: 0.6297, d0.dn_loss_iou: 0.7761, d1.dn_loss_cls: 0.1087, d1.dn_loss_bbox: 0.5338, d1.dn_loss_iou: 0.6542, d2.dn_loss_cls: 0.0992, d2.dn_loss_bbox: 0.5051, d2.dn_loss_iou: 0.6139, d3.dn_loss_cls: 0.0966, d3.dn_loss_bbox: 0.4987, d3.dn_loss_iou: 0.6046, d4.dn_loss_cls: 0.0973, d4.dn_loss_bbox: 0.4956, d4.dn_loss_iou: 0.6032, loss: 15.7841, grad_norm: 22.1928 2023-11-06 14:45:54,414 - mmdet - INFO - Epoch [1][2550/3665] lr: 5.563e-06, eta: 9:25:54, time: 0.819, data_time: 0.010, memory: 22660, interm_loss_cls: 0.4068, interm_loss_bbox: 0.2970, interm_loss_iou: 0.6411, loss_cls: 0.3808, loss_bbox: 0.2207, loss_iou: 0.5133, d0.loss_cls: 0.4285, d0.loss_bbox: 0.2462, d0.loss_iou: 0.5583, d1.loss_cls: 0.4073, d1.loss_bbox: 0.2298, d1.loss_iou: 0.5318, d2.loss_cls: 0.3834, d2.loss_bbox: 0.2261, d2.loss_iou: 0.5215, d3.loss_cls: 0.3780, d3.loss_bbox: 0.2240, d3.loss_iou: 0.5176, d4.loss_cls: 0.3785, d4.loss_bbox: 0.2221, d4.loss_iou: 0.5154, dn_loss_cls: 0.1018, dn_loss_bbox: 0.4649, dn_loss_iou: 0.6190, d0.dn_loss_cls: 0.1300, d0.dn_loss_bbox: 0.5975, d0.dn_loss_iou: 0.7950, d1.dn_loss_cls: 0.1098, d1.dn_loss_bbox: 0.5019, d1.dn_loss_iou: 0.6700, d2.dn_loss_cls: 0.1001, d2.dn_loss_bbox: 0.4735, d2.dn_loss_iou: 0.6298, d3.dn_loss_cls: 0.0978, d3.dn_loss_bbox: 0.4675, d3.dn_loss_iou: 0.6202, d4.dn_loss_cls: 0.0985, d4.dn_loss_bbox: 0.4649, d4.dn_loss_iou: 0.6189, loss: 15.7897, grad_norm: 24.7707 2023-11-06 14:46:35,836 - mmdet - INFO - Epoch [1][2600/3665] lr: 5.563e-06, eta: 9:25:20, time: 0.828, data_time: 0.009, memory: 22660, interm_loss_cls: 0.3994, interm_loss_bbox: 0.2961, interm_loss_iou: 0.6478, loss_cls: 0.3699, loss_bbox: 0.2178, loss_iou: 0.5140, d0.loss_cls: 0.4187, d0.loss_bbox: 0.2446, d0.loss_iou: 0.5607, d1.loss_cls: 0.3964, d1.loss_bbox: 0.2282, d1.loss_iou: 0.5348, d2.loss_cls: 0.3774, d2.loss_bbox: 0.2218, d2.loss_iou: 0.5227, d3.loss_cls: 0.3700, d3.loss_bbox: 0.2199, d3.loss_iou: 0.5183, d4.loss_cls: 0.3687, d4.loss_bbox: 0.2188, d4.loss_iou: 0.5156, dn_loss_cls: 0.0974, dn_loss_bbox: 0.4625, dn_loss_iou: 0.6113, d0.dn_loss_cls: 0.1269, d0.dn_loss_bbox: 0.5875, d0.dn_loss_iou: 0.7797, d1.dn_loss_cls: 0.1071, d1.dn_loss_bbox: 0.4975, d1.dn_loss_iou: 0.6578, d2.dn_loss_cls: 0.0975, d2.dn_loss_bbox: 0.4711, d2.dn_loss_iou: 0.6213, d3.dn_loss_cls: 0.0946, d3.dn_loss_bbox: 0.4653, d3.dn_loss_iou: 0.6124, d4.dn_loss_cls: 0.0945, d4.dn_loss_bbox: 0.4625, d4.dn_loss_iou: 0.6112, loss: 15.6200, grad_norm: 25.4453 2023-11-06 14:47:16,993 - mmdet - INFO - Epoch [1][2650/3665] lr: 5.563e-06, eta: 9:24:42, time: 0.823, data_time: 0.010, memory: 22660, interm_loss_cls: 0.3992, interm_loss_bbox: 0.2971, interm_loss_iou: 0.6176, loss_cls: 0.3709, loss_bbox: 0.2183, loss_iou: 0.4863, d0.loss_cls: 0.4203, d0.loss_bbox: 0.2464, d0.loss_iou: 0.5339, d1.loss_cls: 0.3985, d1.loss_bbox: 0.2287, d1.loss_iou: 0.5079, d2.loss_cls: 0.3750, d2.loss_bbox: 0.2239, d2.loss_iou: 0.4961, d3.loss_cls: 0.3698, d3.loss_bbox: 0.2212, d3.loss_iou: 0.4912, d4.loss_cls: 0.3700, d4.loss_bbox: 0.2191, d4.loss_iou: 0.4883, dn_loss_cls: 0.0963, dn_loss_bbox: 0.4896, dn_loss_iou: 0.5912, d0.dn_loss_cls: 0.1270, d0.dn_loss_bbox: 0.6311, d0.dn_loss_iou: 0.7667, d1.dn_loss_cls: 0.1069, d1.dn_loss_bbox: 0.5309, d1.dn_loss_iou: 0.6422, d2.dn_loss_cls: 0.0971, d2.dn_loss_bbox: 0.5007, d2.dn_loss_iou: 0.6024, d3.dn_loss_cls: 0.0939, d3.dn_loss_bbox: 0.4926, d3.dn_loss_iou: 0.5925, d4.dn_loss_cls: 0.0939, d4.dn_loss_bbox: 0.4896, d4.dn_loss_iou: 0.5911, loss: 15.5150, grad_norm: 23.5138 2023-11-06 14:47:57,739 - mmdet - INFO - Epoch [1][2700/3665] lr: 5.563e-06, eta: 9:23:57, time: 0.815, data_time: 0.009, memory: 22660, interm_loss_cls: 0.3981, interm_loss_bbox: 0.2975, interm_loss_iou: 0.6405, loss_cls: 0.3704, loss_bbox: 0.2174, loss_iou: 0.5107, d0.loss_cls: 0.4183, d0.loss_bbox: 0.2447, d0.loss_iou: 0.5532, d1.loss_cls: 0.3965, d1.loss_bbox: 0.2277, d1.loss_iou: 0.5272, d2.loss_cls: 0.3756, d2.loss_bbox: 0.2208, d2.loss_iou: 0.5164, d3.loss_cls: 0.3692, d3.loss_bbox: 0.2192, d3.loss_iou: 0.5126, d4.loss_cls: 0.3682, d4.loss_bbox: 0.2181, d4.loss_iou: 0.5120, dn_loss_cls: 0.1007, dn_loss_bbox: 0.4699, dn_loss_iou: 0.6116, d0.dn_loss_cls: 0.1277, d0.dn_loss_bbox: 0.5989, d0.dn_loss_iou: 0.7814, d1.dn_loss_cls: 0.1078, d1.dn_loss_bbox: 0.5054, d1.dn_loss_iou: 0.6603, d2.dn_loss_cls: 0.0990, d2.dn_loss_bbox: 0.4790, d2.dn_loss_iou: 0.6221, d3.dn_loss_cls: 0.0965, d3.dn_loss_bbox: 0.4720, d3.dn_loss_iou: 0.6127, d4.dn_loss_cls: 0.0969, d4.dn_loss_bbox: 0.4699, d4.dn_loss_iou: 0.6115, loss: 15.6375, grad_norm: 22.4741 2023-11-06 14:48:38,679 - mmdet - INFO - Epoch [1][2750/3665] lr: 5.563e-06, eta: 9:23:15, time: 0.819, data_time: 0.009, memory: 22660, interm_loss_cls: 0.3985, interm_loss_bbox: 0.3048, interm_loss_iou: 0.6295, loss_cls: 0.3670, loss_bbox: 0.2232, loss_iou: 0.4996, d0.loss_cls: 0.4162, d0.loss_bbox: 0.2512, d0.loss_iou: 0.5456, d1.loss_cls: 0.3915, d1.loss_bbox: 0.2329, d1.loss_iou: 0.5191, d2.loss_cls: 0.3696, d2.loss_bbox: 0.2270, d2.loss_iou: 0.5081, d3.loss_cls: 0.3649, d3.loss_bbox: 0.2250, d3.loss_iou: 0.5034, d4.loss_cls: 0.3636, d4.loss_bbox: 0.2250, d4.loss_iou: 0.5027, dn_loss_cls: 0.0973, dn_loss_bbox: 0.4969, dn_loss_iou: 0.6057, d0.dn_loss_cls: 0.1265, d0.dn_loss_bbox: 0.6259, d0.dn_loss_iou: 0.7717, d1.dn_loss_cls: 0.1074, d1.dn_loss_bbox: 0.5322, d1.dn_loss_iou: 0.6534, d2.dn_loss_cls: 0.0973, d2.dn_loss_bbox: 0.5056, d2.dn_loss_iou: 0.6160, d3.dn_loss_cls: 0.0947, d3.dn_loss_bbox: 0.4982, d3.dn_loss_iou: 0.6065, d4.dn_loss_cls: 0.0947, d4.dn_loss_bbox: 0.4969, d4.dn_loss_iou: 0.6056, loss: 15.7008, grad_norm: 23.3271 2023-11-06 14:49:19,328 - mmdet - INFO - Epoch [1][2800/3665] lr: 5.563e-06, eta: 9:22:29, time: 0.813, data_time: 0.009, memory: 22660, interm_loss_cls: 0.4024, interm_loss_bbox: 0.2947, interm_loss_iou: 0.6267, loss_cls: 0.3726, loss_bbox: 0.2175, loss_iou: 0.4990, d0.loss_cls: 0.4208, d0.loss_bbox: 0.2408, d0.loss_iou: 0.5410, d1.loss_cls: 0.3986, d1.loss_bbox: 0.2266, d1.loss_iou: 0.5169, d2.loss_cls: 0.3754, d2.loss_bbox: 0.2211, d2.loss_iou: 0.5059, d3.loss_cls: 0.3705, d3.loss_bbox: 0.2199, d3.loss_iou: 0.5029, d4.loss_cls: 0.3716, d4.loss_bbox: 0.2176, d4.loss_iou: 0.5002, dn_loss_cls: 0.0990, dn_loss_bbox: 0.4714, dn_loss_iou: 0.6048, d0.dn_loss_cls: 0.1276, d0.dn_loss_bbox: 0.6012, d0.dn_loss_iou: 0.7768, d1.dn_loss_cls: 0.1079, d1.dn_loss_bbox: 0.5074, d1.dn_loss_iou: 0.6521, d2.dn_loss_cls: 0.0979, d2.dn_loss_bbox: 0.4805, d2.dn_loss_iou: 0.6149, d3.dn_loss_cls: 0.0952, d3.dn_loss_bbox: 0.4727, d3.dn_loss_iou: 0.6054, d4.dn_loss_cls: 0.0959, d4.dn_loss_bbox: 0.4714, d4.dn_loss_iou: 0.6047, loss: 15.5292, grad_norm: 22.2382 2023-11-06 14:50:01,133 - mmdet - INFO - Epoch [1][2850/3665] lr: 5.563e-06, eta: 9:22:00, time: 0.836, data_time: 0.009, memory: 22742, interm_loss_cls: 0.3896, interm_loss_bbox: 0.2940, interm_loss_iou: 0.6203, loss_cls: 0.3615, loss_bbox: 0.2199, loss_iou: 0.4973, d0.loss_cls: 0.4065, d0.loss_bbox: 0.2433, d0.loss_iou: 0.5384, d1.loss_cls: 0.3843, d1.loss_bbox: 0.2282, d1.loss_iou: 0.5155, d2.loss_cls: 0.3638, d2.loss_bbox: 0.2234, d2.loss_iou: 0.5043, d3.loss_cls: 0.3599, d3.loss_bbox: 0.2201, d3.loss_iou: 0.5007, d4.loss_cls: 0.3591, d4.loss_bbox: 0.2197, d4.loss_iou: 0.4994, dn_loss_cls: 0.0945, dn_loss_bbox: 0.4616, dn_loss_iou: 0.5986, d0.dn_loss_cls: 0.1202, d0.dn_loss_bbox: 0.5876, d0.dn_loss_iou: 0.7620, d1.dn_loss_cls: 0.1015, d1.dn_loss_bbox: 0.4953, d1.dn_loss_iou: 0.6423, d2.dn_loss_cls: 0.0920, d2.dn_loss_bbox: 0.4706, d2.dn_loss_iou: 0.6080, d3.dn_loss_cls: 0.0906, d3.dn_loss_bbox: 0.4627, d3.dn_loss_iou: 0.5991, d4.dn_loss_cls: 0.0910, d4.dn_loss_bbox: 0.4615, d4.dn_loss_iou: 0.5984, loss: 15.2868, grad_norm: 21.3151 2023-11-06 14:50:41,148 - mmdet - INFO - Epoch [1][2900/3665] lr: 5.563e-06, eta: 9:21:05, time: 0.800, data_time: 0.009, memory: 22742, interm_loss_cls: 0.3864, interm_loss_bbox: 0.2957, interm_loss_iou: 0.6175, loss_cls: 0.3616, loss_bbox: 0.2194, loss_iou: 0.4974, d0.loss_cls: 0.4077, d0.loss_bbox: 0.2443, d0.loss_iou: 0.5393, d1.loss_cls: 0.3858, d1.loss_bbox: 0.2293, d1.loss_iou: 0.5162, d2.loss_cls: 0.3642, d2.loss_bbox: 0.2236, d2.loss_iou: 0.5061, d3.loss_cls: 0.3582, d3.loss_bbox: 0.2221, d3.loss_iou: 0.5023, d4.loss_cls: 0.3587, d4.loss_bbox: 0.2202, d4.loss_iou: 0.5002, dn_loss_cls: 0.0940, dn_loss_bbox: 0.4660, dn_loss_iou: 0.5886, d0.dn_loss_cls: 0.1224, d0.dn_loss_bbox: 0.5954, d0.dn_loss_iou: 0.7553, d1.dn_loss_cls: 0.1031, d1.dn_loss_bbox: 0.5026, d1.dn_loss_iou: 0.6353, d2.dn_loss_cls: 0.0937, d2.dn_loss_bbox: 0.4756, d2.dn_loss_iou: 0.5992, d3.dn_loss_cls: 0.0907, d3.dn_loss_bbox: 0.4676, d3.dn_loss_iou: 0.5895, d4.dn_loss_cls: 0.0908, d4.dn_loss_bbox: 0.4660, d4.dn_loss_iou: 0.5885, loss: 15.2807, grad_norm: 23.6854 2023-11-06 14:51:22,048 - mmdet - INFO - Epoch [1][2950/3665] lr: 5.563e-06, eta: 9:20:23, time: 0.818, data_time: 0.009, memory: 22742, interm_loss_cls: 0.3876, interm_loss_bbox: 0.2942, interm_loss_iou: 0.6196, loss_cls: 0.3554, loss_bbox: 0.2194, loss_iou: 0.4999, d0.loss_cls: 0.4073, d0.loss_bbox: 0.2420, d0.loss_iou: 0.5371, d1.loss_cls: 0.3832, d1.loss_bbox: 0.2280, d1.loss_iou: 0.5154, d2.loss_cls: 0.3596, d2.loss_bbox: 0.2232, d2.loss_iou: 0.5064, d3.loss_cls: 0.3547, d3.loss_bbox: 0.2216, d3.loss_iou: 0.5030, d4.loss_cls: 0.3527, d4.loss_bbox: 0.2210, d4.loss_iou: 0.5013, dn_loss_cls: 0.0935, dn_loss_bbox: 0.4557, dn_loss_iou: 0.5958, d0.dn_loss_cls: 0.1229, d0.dn_loss_bbox: 0.5838, d0.dn_loss_iou: 0.7641, d1.dn_loss_cls: 0.1032, d1.dn_loss_bbox: 0.4908, d1.dn_loss_iou: 0.6416, d2.dn_loss_cls: 0.0930, d2.dn_loss_bbox: 0.4645, d2.dn_loss_iou: 0.6054, d3.dn_loss_cls: 0.0906, d3.dn_loss_bbox: 0.4570, d3.dn_loss_iou: 0.5964, d4.dn_loss_cls: 0.0906, d4.dn_loss_bbox: 0.4557, d4.dn_loss_iou: 0.5957, loss: 15.2328, grad_norm: 21.8888 2023-11-06 14:52:02,817 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx.py 2023-11-06 14:52:02,817 - mmdet - INFO - Epoch [1][3000/3665] lr: 5.563e-06, eta: 9:19:40, time: 0.815, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3937, interm_loss_bbox: 0.2915, interm_loss_iou: 0.6391, loss_cls: 0.3621, loss_bbox: 0.2167, loss_iou: 0.5162, d0.loss_cls: 0.4111, d0.loss_bbox: 0.2392, d0.loss_iou: 0.5577, d1.loss_cls: 0.3878, d1.loss_bbox: 0.2253, d1.loss_iou: 0.5354, d2.loss_cls: 0.3675, d2.loss_bbox: 0.2190, d2.loss_iou: 0.5230, d3.loss_cls: 0.3607, d3.loss_bbox: 0.2179, d3.loss_iou: 0.5201, d4.loss_cls: 0.3612, d4.loss_bbox: 0.2166, d4.loss_iou: 0.5178, dn_loss_cls: 0.0931, dn_loss_bbox: 0.4416, dn_loss_iou: 0.5889, d0.dn_loss_cls: 0.1222, d0.dn_loss_bbox: 0.5758, d0.dn_loss_iou: 0.7593, d1.dn_loss_cls: 0.1029, d1.dn_loss_bbox: 0.4784, d1.dn_loss_iou: 0.6353, d2.dn_loss_cls: 0.0923, d2.dn_loss_bbox: 0.4510, d2.dn_loss_iou: 0.5990, d3.dn_loss_cls: 0.0900, d3.dn_loss_bbox: 0.4426, d3.dn_loss_iou: 0.5896, d4.dn_loss_cls: 0.0902, d4.dn_loss_bbox: 0.4416, d4.dn_loss_iou: 0.5888, loss: 15.2624, grad_norm: 20.0387 2023-11-06 14:52:43,883 - mmdet - INFO - Epoch [1][3050/3665] lr: 5.563e-06, eta: 9:19:00, time: 0.821, data_time: 0.009, memory: 22742, interm_loss_cls: 0.3873, interm_loss_bbox: 0.2948, interm_loss_iou: 0.6153, loss_cls: 0.3524, loss_bbox: 0.2173, loss_iou: 0.4899, d0.loss_cls: 0.4060, d0.loss_bbox: 0.2426, d0.loss_iou: 0.5320, d1.loss_cls: 0.3793, d1.loss_bbox: 0.2280, d1.loss_iou: 0.5088, d2.loss_cls: 0.3565, d2.loss_bbox: 0.2224, d2.loss_iou: 0.4973, d3.loss_cls: 0.3520, d3.loss_bbox: 0.2200, d3.loss_iou: 0.4931, d4.loss_cls: 0.3518, d4.loss_bbox: 0.2183, d4.loss_iou: 0.4911, dn_loss_cls: 0.0939, dn_loss_bbox: 0.4694, dn_loss_iou: 0.5817, d0.dn_loss_cls: 0.1222, d0.dn_loss_bbox: 0.6047, d0.dn_loss_iou: 0.7540, d1.dn_loss_cls: 0.1038, d1.dn_loss_bbox: 0.5069, d1.dn_loss_iou: 0.6288, d2.dn_loss_cls: 0.0938, d2.dn_loss_bbox: 0.4791, d2.dn_loss_iou: 0.5918, d3.dn_loss_cls: 0.0909, d3.dn_loss_bbox: 0.4708, d3.dn_loss_iou: 0.5822, d4.dn_loss_cls: 0.0914, d4.dn_loss_bbox: 0.4694, d4.dn_loss_iou: 0.5814, loss: 15.1725, grad_norm: 24.3432 2023-11-06 14:53:23,846 - mmdet - INFO - Epoch [1][3100/3665] lr: 5.563e-06, eta: 9:18:06, time: 0.799, data_time: 0.009, memory: 22742, interm_loss_cls: 0.3874, interm_loss_bbox: 0.2848, interm_loss_iou: 0.6172, loss_cls: 0.3567, loss_bbox: 0.2107, loss_iou: 0.4942, d0.loss_cls: 0.4072, d0.loss_bbox: 0.2339, d0.loss_iou: 0.5334, d1.loss_cls: 0.3818, d1.loss_bbox: 0.2211, d1.loss_iou: 0.5118, d2.loss_cls: 0.3598, d2.loss_bbox: 0.2150, d2.loss_iou: 0.5018, d3.loss_cls: 0.3546, d3.loss_bbox: 0.2122, d3.loss_iou: 0.4988, d4.loss_cls: 0.3551, d4.loss_bbox: 0.2102, d4.loss_iou: 0.4957, dn_loss_cls: 0.0918, dn_loss_bbox: 0.4547, dn_loss_iou: 0.5782, d0.dn_loss_cls: 0.1197, d0.dn_loss_bbox: 0.5856, d0.dn_loss_iou: 0.7467, d1.dn_loss_cls: 0.1007, d1.dn_loss_bbox: 0.4921, d1.dn_loss_iou: 0.6244, d2.dn_loss_cls: 0.0908, d2.dn_loss_bbox: 0.4642, d2.dn_loss_iou: 0.5883, d3.dn_loss_cls: 0.0881, d3.dn_loss_bbox: 0.4561, d3.dn_loss_iou: 0.5791, d4.dn_loss_cls: 0.0886, d4.dn_loss_bbox: 0.4547, d4.dn_loss_iou: 0.5781, loss: 15.0252, grad_norm: 22.6035 2023-11-06 14:54:04,515 - mmdet - INFO - Epoch [1][3150/3665] lr: 5.563e-06, eta: 9:17:21, time: 0.813, data_time: 0.009, memory: 22742, interm_loss_cls: 0.3857, interm_loss_bbox: 0.2860, interm_loss_iou: 0.6194, loss_cls: 0.3547, loss_bbox: 0.2132, loss_iou: 0.5008, d0.loss_cls: 0.4070, d0.loss_bbox: 0.2345, d0.loss_iou: 0.5386, d1.loss_cls: 0.3796, d1.loss_bbox: 0.2225, d1.loss_iou: 0.5182, d2.loss_cls: 0.3592, d2.loss_bbox: 0.2179, d2.loss_iou: 0.5067, d3.loss_cls: 0.3533, d3.loss_bbox: 0.2150, d3.loss_iou: 0.5034, d4.loss_cls: 0.3523, d4.loss_bbox: 0.2142, d4.loss_iou: 0.5022, dn_loss_cls: 0.0955, dn_loss_bbox: 0.4320, dn_loss_iou: 0.5994, d0.dn_loss_cls: 0.1219, d0.dn_loss_bbox: 0.5527, d0.dn_loss_iou: 0.7653, d1.dn_loss_cls: 0.1036, d1.dn_loss_bbox: 0.4658, d1.dn_loss_iou: 0.6447, d2.dn_loss_cls: 0.0940, d2.dn_loss_bbox: 0.4403, d2.dn_loss_iou: 0.6089, d3.dn_loss_cls: 0.0915, d3.dn_loss_bbox: 0.4332, d3.dn_loss_iou: 0.6000, d4.dn_loss_cls: 0.0920, d4.dn_loss_bbox: 0.4319, d4.dn_loss_iou: 0.5993, loss: 15.0560, grad_norm: 21.2411 2023-11-06 14:54:45,347 - mmdet - INFO - Epoch [1][3200/3665] lr: 5.563e-06, eta: 9:16:38, time: 0.817, data_time: 0.009, memory: 22742, interm_loss_cls: 0.3846, interm_loss_bbox: 0.2896, interm_loss_iou: 0.6028, loss_cls: 0.3484, loss_bbox: 0.2193, loss_iou: 0.4842, d0.loss_cls: 0.4042, d0.loss_bbox: 0.2376, d0.loss_iou: 0.5207, d1.loss_cls: 0.3763, d1.loss_bbox: 0.2261, d1.loss_iou: 0.5007, d2.loss_cls: 0.3522, d2.loss_bbox: 0.2235, d2.loss_iou: 0.4918, d3.loss_cls: 0.3467, d3.loss_bbox: 0.2215, d3.loss_iou: 0.4891, d4.loss_cls: 0.3469, d4.loss_bbox: 0.2197, d4.loss_iou: 0.4856, dn_loss_cls: 0.0892, dn_loss_bbox: 0.4592, dn_loss_iou: 0.5687, d0.dn_loss_cls: 0.1172, d0.dn_loss_bbox: 0.5981, d0.dn_loss_iou: 0.7380, d1.dn_loss_cls: 0.0986, d1.dn_loss_bbox: 0.4979, d1.dn_loss_iou: 0.6144, d2.dn_loss_cls: 0.0889, d2.dn_loss_bbox: 0.4686, d2.dn_loss_iou: 0.5783, d3.dn_loss_cls: 0.0861, d3.dn_loss_bbox: 0.4605, d3.dn_loss_iou: 0.5694, d4.dn_loss_cls: 0.0866, d4.dn_loss_bbox: 0.4592, d4.dn_loss_iou: 0.5685, loss: 14.9190, grad_norm: 22.6715 2023-11-06 14:55:26,387 - mmdet - INFO - Epoch [1][3250/3665] lr: 5.563e-06, eta: 9:15:59, time: 0.821, data_time: 0.009, memory: 22742, interm_loss_cls: 0.3884, interm_loss_bbox: 0.2884, interm_loss_iou: 0.6078, loss_cls: 0.3549, loss_bbox: 0.2183, loss_iou: 0.4890, d0.loss_cls: 0.4065, d0.loss_bbox: 0.2400, d0.loss_iou: 0.5266, d1.loss_cls: 0.3815, d1.loss_bbox: 0.2257, d1.loss_iou: 0.5051, d2.loss_cls: 0.3604, d2.loss_bbox: 0.2212, d2.loss_iou: 0.4942, d3.loss_cls: 0.3547, d3.loss_bbox: 0.2192, d3.loss_iou: 0.4918, d4.loss_cls: 0.3530, d4.loss_bbox: 0.2188, d4.loss_iou: 0.4904, dn_loss_cls: 0.0926, dn_loss_bbox: 0.4570, dn_loss_iou: 0.5860, d0.dn_loss_cls: 0.1194, d0.dn_loss_bbox: 0.5812, d0.dn_loss_iou: 0.7471, d1.dn_loss_cls: 0.1014, d1.dn_loss_bbox: 0.4916, d1.dn_loss_iou: 0.6308, d2.dn_loss_cls: 0.0927, d2.dn_loss_bbox: 0.4652, d2.dn_loss_iou: 0.5952, d3.dn_loss_cls: 0.0900, d3.dn_loss_bbox: 0.4581, d3.dn_loss_iou: 0.5867, d4.dn_loss_cls: 0.0900, d4.dn_loss_bbox: 0.4571, d4.dn_loss_iou: 0.5859, loss: 15.0638, grad_norm: 21.4522 2023-11-06 14:56:07,250 - mmdet - INFO - Epoch [1][3300/3665] lr: 5.563e-06, eta: 9:15:16, time: 0.817, data_time: 0.009, memory: 22742, interm_loss_cls: 0.3837, interm_loss_bbox: 0.2838, interm_loss_iou: 0.6042, loss_cls: 0.3460, loss_bbox: 0.2125, loss_iou: 0.4906, d0.loss_cls: 0.4023, d0.loss_bbox: 0.2334, d0.loss_iou: 0.5267, d1.loss_cls: 0.3751, d1.loss_bbox: 0.2210, d1.loss_iou: 0.5072, d2.loss_cls: 0.3544, d2.loss_bbox: 0.2147, d2.loss_iou: 0.4951, d3.loss_cls: 0.3469, d3.loss_bbox: 0.2142, d3.loss_iou: 0.4927, d4.loss_cls: 0.3465, d4.loss_bbox: 0.2126, d4.loss_iou: 0.4909, dn_loss_cls: 0.0911, dn_loss_bbox: 0.4372, dn_loss_iou: 0.5825, d0.dn_loss_cls: 0.1198, d0.dn_loss_bbox: 0.5626, d0.dn_loss_iou: 0.7431, d1.dn_loss_cls: 0.1006, d1.dn_loss_bbox: 0.4716, d1.dn_loss_iou: 0.6257, d2.dn_loss_cls: 0.0911, d2.dn_loss_bbox: 0.4464, d2.dn_loss_iou: 0.5914, d3.dn_loss_cls: 0.0885, d3.dn_loss_bbox: 0.4385, d3.dn_loss_iou: 0.5829, d4.dn_loss_cls: 0.0886, d4.dn_loss_bbox: 0.4372, d4.dn_loss_iou: 0.5823, loss: 14.8353, grad_norm: 22.0628 2023-11-06 14:56:51,156 - mmdet - INFO - Epoch [1][3350/3665] lr: 5.563e-06, eta: 9:15:11, time: 0.878, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3791, interm_loss_bbox: 0.2810, interm_loss_iou: 0.6053, loss_cls: 0.3436, loss_bbox: 0.2094, loss_iou: 0.4872, d0.loss_cls: 0.3995, d0.loss_bbox: 0.2306, d0.loss_iou: 0.5217, d1.loss_cls: 0.3709, d1.loss_bbox: 0.2194, d1.loss_iou: 0.5032, d2.loss_cls: 0.3493, d2.loss_bbox: 0.2125, d2.loss_iou: 0.4920, d3.loss_cls: 0.3430, d3.loss_bbox: 0.2104, d3.loss_iou: 0.4898, d4.loss_cls: 0.3425, d4.loss_bbox: 0.2098, d4.loss_iou: 0.4887, dn_loss_cls: 0.0898, dn_loss_bbox: 0.4384, dn_loss_iou: 0.5810, d0.dn_loss_cls: 0.1186, d0.dn_loss_bbox: 0.5627, d0.dn_loss_iou: 0.7473, d1.dn_loss_cls: 0.0993, d1.dn_loss_bbox: 0.4721, d1.dn_loss_iou: 0.6265, d2.dn_loss_cls: 0.0892, d2.dn_loss_bbox: 0.4467, d2.dn_loss_iou: 0.5903, d3.dn_loss_cls: 0.0866, d3.dn_loss_bbox: 0.4398, d3.dn_loss_iou: 0.5816, d4.dn_loss_cls: 0.0869, d4.dn_loss_bbox: 0.4384, d4.dn_loss_iou: 0.5808, loss: 14.7650, grad_norm: 22.3951 2023-11-06 14:57:32,908 - mmdet - INFO - Epoch [1][3400/3665] lr: 5.563e-06, eta: 9:14:39, time: 0.835, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3713, interm_loss_bbox: 0.2786, interm_loss_iou: 0.6080, loss_cls: 0.3377, loss_bbox: 0.2068, loss_iou: 0.4855, d0.loss_cls: 0.3936, d0.loss_bbox: 0.2261, d0.loss_iou: 0.5197, d1.loss_cls: 0.3648, d1.loss_bbox: 0.2146, d1.loss_iou: 0.5017, d2.loss_cls: 0.3402, d2.loss_bbox: 0.2105, d2.loss_iou: 0.4925, d3.loss_cls: 0.3369, d3.loss_bbox: 0.2080, d3.loss_iou: 0.4888, d4.loss_cls: 0.3362, d4.loss_bbox: 0.2077, d4.loss_iou: 0.4876, dn_loss_cls: 0.0879, dn_loss_bbox: 0.4146, dn_loss_iou: 0.5718, d0.dn_loss_cls: 0.1150, d0.dn_loss_bbox: 0.5341, d0.dn_loss_iou: 0.7351, d1.dn_loss_cls: 0.0970, d1.dn_loss_bbox: 0.4470, d1.dn_loss_iou: 0.6161, d2.dn_loss_cls: 0.0875, d2.dn_loss_bbox: 0.4227, d2.dn_loss_iou: 0.5805, d3.dn_loss_cls: 0.0845, d3.dn_loss_bbox: 0.4158, d3.dn_loss_iou: 0.5724, d4.dn_loss_cls: 0.0853, d4.dn_loss_bbox: 0.4146, d4.dn_loss_iou: 0.5717, loss: 14.4705, grad_norm: 21.6422 2023-11-06 14:58:13,418 - mmdet - INFO - Epoch [1][3450/3665] lr: 5.563e-06, eta: 9:13:53, time: 0.810, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3800, interm_loss_bbox: 0.2890, interm_loss_iou: 0.5984, loss_cls: 0.3454, loss_bbox: 0.2185, loss_iou: 0.4810, d0.loss_cls: 0.3981, d0.loss_bbox: 0.2385, d0.loss_iou: 0.5180, d1.loss_cls: 0.3690, d1.loss_bbox: 0.2285, d1.loss_iou: 0.4992, d2.loss_cls: 0.3471, d2.loss_bbox: 0.2252, d2.loss_iou: 0.4882, d3.loss_cls: 0.3428, d3.loss_bbox: 0.2215, d3.loss_iou: 0.4844, d4.loss_cls: 0.3434, d4.loss_bbox: 0.2200, d4.loss_iou: 0.4823, dn_loss_cls: 0.0889, dn_loss_bbox: 0.4564, dn_loss_iou: 0.5758, d0.dn_loss_cls: 0.1157, d0.dn_loss_bbox: 0.5822, d0.dn_loss_iou: 0.7347, d1.dn_loss_cls: 0.0981, d1.dn_loss_bbox: 0.4913, d1.dn_loss_iou: 0.6184, d2.dn_loss_cls: 0.0885, d2.dn_loss_bbox: 0.4648, d2.dn_loss_iou: 0.5844, d3.dn_loss_cls: 0.0857, d3.dn_loss_bbox: 0.4575, d3.dn_loss_iou: 0.5765, d4.dn_loss_cls: 0.0861, d4.dn_loss_bbox: 0.4564, d4.dn_loss_iou: 0.5756, loss: 14.8555, grad_norm: 21.5949 2023-11-06 14:58:54,500 - mmdet - INFO - Epoch [1][3500/3665] lr: 5.563e-06, eta: 9:13:13, time: 0.822, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3687, interm_loss_bbox: 0.2765, interm_loss_iou: 0.5979, loss_cls: 0.3373, loss_bbox: 0.2065, loss_iou: 0.4776, d0.loss_cls: 0.3919, d0.loss_bbox: 0.2256, d0.loss_iou: 0.5137, d1.loss_cls: 0.3632, d1.loss_bbox: 0.2145, d1.loss_iou: 0.4934, d2.loss_cls: 0.3412, d2.loss_bbox: 0.2103, d2.loss_iou: 0.4845, d3.loss_cls: 0.3349, d3.loss_bbox: 0.2084, d3.loss_iou: 0.4815, d4.loss_cls: 0.3357, d4.loss_bbox: 0.2070, d4.loss_iou: 0.4791, dn_loss_cls: 0.0851, dn_loss_bbox: 0.4268, dn_loss_iou: 0.5705, d0.dn_loss_cls: 0.1136, d0.dn_loss_bbox: 0.5423, d0.dn_loss_iou: 0.7273, d1.dn_loss_cls: 0.0952, d1.dn_loss_bbox: 0.4577, d1.dn_loss_iou: 0.6113, d2.dn_loss_cls: 0.0852, d2.dn_loss_bbox: 0.4345, d2.dn_loss_iou: 0.5795, d3.dn_loss_cls: 0.0822, d3.dn_loss_bbox: 0.4279, d3.dn_loss_iou: 0.5710, d4.dn_loss_cls: 0.0826, d4.dn_loss_bbox: 0.4268, d4.dn_loss_iou: 0.5704, loss: 14.4392, grad_norm: 23.3528 2023-11-06 14:59:36,245 - mmdet - INFO - Epoch [1][3550/3665] lr: 5.563e-06, eta: 9:12:40, time: 0.835, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3771, interm_loss_bbox: 0.2764, interm_loss_iou: 0.5852, loss_cls: 0.3377, loss_bbox: 0.2077, loss_iou: 0.4688, d0.loss_cls: 0.3972, d0.loss_bbox: 0.2278, d0.loss_iou: 0.5056, d1.loss_cls: 0.3647, d1.loss_bbox: 0.2173, d1.loss_iou: 0.4868, d2.loss_cls: 0.3408, d2.loss_bbox: 0.2121, d2.loss_iou: 0.4772, d3.loss_cls: 0.3367, d3.loss_bbox: 0.2095, d3.loss_iou: 0.4732, d4.loss_cls: 0.3354, d4.loss_bbox: 0.2088, d4.loss_iou: 0.4714, dn_loss_cls: 0.0870, dn_loss_bbox: 0.4514, dn_loss_iou: 0.5569, d0.dn_loss_cls: 0.1160, d0.dn_loss_bbox: 0.5867, d0.dn_loss_iou: 0.7224, d1.dn_loss_cls: 0.0975, d1.dn_loss_bbox: 0.4884, d1.dn_loss_iou: 0.6018, d2.dn_loss_cls: 0.0877, d2.dn_loss_bbox: 0.4600, d2.dn_loss_iou: 0.5657, d3.dn_loss_cls: 0.0845, d3.dn_loss_bbox: 0.4524, d3.dn_loss_iou: 0.5575, d4.dn_loss_cls: 0.0844, d4.dn_loss_bbox: 0.4514, d4.dn_loss_iou: 0.5568, loss: 14.5257, grad_norm: 23.2528 2023-11-06 15:00:16,992 - mmdet - INFO - Epoch [1][3600/3665] lr: 5.563e-06, eta: 9:11:56, time: 0.815, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3715, interm_loss_bbox: 0.2777, interm_loss_iou: 0.6001, loss_cls: 0.3375, loss_bbox: 0.2123, loss_iou: 0.4885, d0.loss_cls: 0.3892, d0.loss_bbox: 0.2325, d0.loss_iou: 0.5230, d1.loss_cls: 0.3606, d1.loss_bbox: 0.2203, d1.loss_iou: 0.5037, d2.loss_cls: 0.3395, d2.loss_bbox: 0.2159, d2.loss_iou: 0.4957, d3.loss_cls: 0.3347, d3.loss_bbox: 0.2141, d3.loss_iou: 0.4925, d4.loss_cls: 0.3355, d4.loss_bbox: 0.2131, d4.loss_iou: 0.4904, dn_loss_cls: 0.0884, dn_loss_bbox: 0.4372, dn_loss_iou: 0.5699, d0.dn_loss_cls: 0.1151, d0.dn_loss_bbox: 0.5608, d0.dn_loss_iou: 0.7322, d1.dn_loss_cls: 0.0964, d1.dn_loss_bbox: 0.4706, d1.dn_loss_iou: 0.6115, d2.dn_loss_cls: 0.0876, d2.dn_loss_bbox: 0.4451, d2.dn_loss_iou: 0.5777, d3.dn_loss_cls: 0.0847, d3.dn_loss_bbox: 0.4384, d3.dn_loss_iou: 0.5703, d4.dn_loss_cls: 0.0856, d4.dn_loss_bbox: 0.4372, d4.dn_loss_iou: 0.5697, loss: 14.6264, grad_norm: 21.9489 2023-11-06 15:00:58,116 - mmdet - INFO - Epoch [1][3650/3665] lr: 5.563e-06, eta: 9:11:16, time: 0.822, data_time: 0.009, memory: 22742, interm_loss_cls: 0.3752, interm_loss_bbox: 0.2772, interm_loss_iou: 0.5909, loss_cls: 0.3420, loss_bbox: 0.2045, loss_iou: 0.4736, d0.loss_cls: 0.3947, d0.loss_bbox: 0.2237, d0.loss_iou: 0.5093, d1.loss_cls: 0.3637, d1.loss_bbox: 0.2146, d1.loss_iou: 0.4899, d2.loss_cls: 0.3434, d2.loss_bbox: 0.2096, d2.loss_iou: 0.4798, d3.loss_cls: 0.3380, d3.loss_bbox: 0.2074, d3.loss_iou: 0.4775, d4.loss_cls: 0.3393, d4.loss_bbox: 0.2054, d4.loss_iou: 0.4754, dn_loss_cls: 0.0881, dn_loss_bbox: 0.4333, dn_loss_iou: 0.5703, d0.dn_loss_cls: 0.1140, d0.dn_loss_bbox: 0.5545, d0.dn_loss_iou: 0.7271, d1.dn_loss_cls: 0.0958, d1.dn_loss_bbox: 0.4664, d1.dn_loss_iou: 0.6131, d2.dn_loss_cls: 0.0864, d2.dn_loss_bbox: 0.4402, d2.dn_loss_iou: 0.5784, d3.dn_loss_cls: 0.0842, d3.dn_loss_bbox: 0.4342, d3.dn_loss_iou: 0.5708, d4.dn_loss_cls: 0.0853, d4.dn_loss_bbox: 0.4333, d4.dn_loss_iou: 0.5702, loss: 14.4808, grad_norm: 22.5987 2023-11-06 15:01:10,872 - mmdet - INFO - Saving checkpoint at 1 epochs 2023-11-06 15:02:15,981 - mmdet - INFO - Evaluating bbox... 2023-11-06 15:04:44,926 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.359 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.521 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.390 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.224 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.398 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.482 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.634 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.641 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.641 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.444 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.686 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.829 2023-11-06 15:04:44,929 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.475 | bicycle | 0.240 | car | 0.343 | | motorcycle | 0.301 | airplane | 0.595 | bus | 0.616 | | train | 0.616 | truck | 0.326 | boat | 0.207 | | traffic light | 0.230 | fire hydrant | 0.612 | stop sign | 0.561 | | parking meter | 0.483 | bench | 0.171 | bird | 0.375 | | cat | 0.692 | dog | 0.634 | horse | 0.484 | | sheep | 0.473 | cow | 0.513 | elephant | 0.586 | | bear | 0.779 | zebra | 0.619 | giraffe | 0.626 | | backpack | 0.111 | umbrella | 0.289 | handbag | 0.103 | | tie | 0.247 | suitcase | 0.302 | frisbee | 0.646 | | skis | 0.130 | snowboard | 0.206 | sports ball | 0.412 | | kite | 0.333 | baseball bat | 0.269 | baseball glove | 0.328 | | skateboard | 0.404 | surfboard | 0.271 | tennis racket | 0.419 | | bottle | 0.301 | wine glass | 0.255 | cup | 0.363 | | fork | 0.214 | knife | 0.137 | spoon | 0.110 | | bowl | 0.284 | banana | 0.172 | apple | 0.141 | | sandwich | 0.361 | orange | 0.253 | broccoli | 0.187 | | carrot | 0.141 | hot dog | 0.318 | pizza | 0.463 | | donut | 0.415 | cake | 0.312 | chair | 0.197 | | couch | 0.344 | potted plant | 0.177 | bed | 0.367 | | dining table | 0.175 | toilet | 0.569 | tv | 0.508 | | laptop | 0.530 | mouse | 0.561 | remote | 0.280 | | keyboard | 0.420 | cell phone | 0.369 | microwave | 0.527 | | oven | 0.249 | toaster | 0.291 | sink | 0.375 | | refrigerator | 0.476 | book | 0.086 | clock | 0.498 | | vase | 0.324 | scissors | 0.235 | teddy bear | 0.410 | | hair drier | 0.125 | toothbrush | 0.198 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-06 15:04:48,843 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_1.pth. 2023-11-06 15:04:48,843 - mmdet - INFO - Best bbox_mAP is 0.3588 at 1 epoch. 2023-11-06 15:04:48,843 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx.py 2023-11-06 15:04:48,843 - mmdet - INFO - Epoch(val) [1][625] bbox_mAP: 0.3588, bbox_mAP_50: 0.5206, bbox_mAP_75: 0.3904, bbox_mAP_s: 0.2244, bbox_mAP_m: 0.3985, bbox_mAP_l: 0.4825, bbox_mAP_copypaste: 0.3588 0.5206 0.3904 0.2244 0.3985 0.4825 2023-11-06 15:05:33,278 - mmdet - INFO - Epoch [2][50/3665] lr: 5.563e-06, eta: 9:08:47, time: 0.888, data_time: 0.065, memory: 22742, interm_loss_cls: 0.3582, interm_loss_bbox: 0.2670, interm_loss_iou: 0.5797, loss_cls: 0.3138, loss_bbox: 0.2024, loss_iou: 0.4679, d0.loss_cls: 0.3754, d0.loss_bbox: 0.2186, d0.loss_iou: 0.5022, d1.loss_cls: 0.3451, d1.loss_bbox: 0.2089, d1.loss_iou: 0.4840, d2.loss_cls: 0.3227, d2.loss_bbox: 0.2038, d2.loss_iou: 0.4723, d3.loss_cls: 0.3159, d3.loss_bbox: 0.2029, d3.loss_iou: 0.4693, d4.loss_cls: 0.3131, d4.loss_bbox: 0.2026, d4.loss_iou: 0.4688, dn_loss_cls: 0.0795, dn_loss_bbox: 0.4168, dn_loss_iou: 0.5514, d0.dn_loss_cls: 0.1104, d0.dn_loss_bbox: 0.5439, d0.dn_loss_iou: 0.7166, d1.dn_loss_cls: 0.0913, d1.dn_loss_bbox: 0.4521, d1.dn_loss_iou: 0.5953, d2.dn_loss_cls: 0.0811, d2.dn_loss_bbox: 0.4238, d2.dn_loss_iou: 0.5596, d3.dn_loss_cls: 0.0778, d3.dn_loss_bbox: 0.4177, d3.dn_loss_iou: 0.5520, d4.dn_loss_cls: 0.0776, d4.dn_loss_bbox: 0.4168, d4.dn_loss_iou: 0.5513, loss: 14.0094, grad_norm: 22.9188 2023-11-06 15:06:14,190 - mmdet - INFO - Epoch [2][100/3665] lr: 5.563e-06, eta: 9:08:06, time: 0.818, data_time: 0.012, memory: 22742, interm_loss_cls: 0.3603, interm_loss_bbox: 0.2737, interm_loss_iou: 0.5909, loss_cls: 0.3163, loss_bbox: 0.2064, loss_iou: 0.4811, d0.loss_cls: 0.3789, d0.loss_bbox: 0.2238, d0.loss_iou: 0.5124, d1.loss_cls: 0.3458, d1.loss_bbox: 0.2141, d1.loss_iou: 0.4967, d2.loss_cls: 0.3236, d2.loss_bbox: 0.2097, d2.loss_iou: 0.4849, d3.loss_cls: 0.3164, d3.loss_bbox: 0.2081, d3.loss_iou: 0.4830, d4.loss_cls: 0.3150, d4.loss_bbox: 0.2077, d4.loss_iou: 0.4826, dn_loss_cls: 0.0792, dn_loss_bbox: 0.4081, dn_loss_iou: 0.5451, d0.dn_loss_cls: 0.1085, d0.dn_loss_bbox: 0.5409, d0.dn_loss_iou: 0.7092, d1.dn_loss_cls: 0.0895, d1.dn_loss_bbox: 0.4451, d1.dn_loss_iou: 0.5894, d2.dn_loss_cls: 0.0796, d2.dn_loss_bbox: 0.4161, d2.dn_loss_iou: 0.5538, d3.dn_loss_cls: 0.0769, d3.dn_loss_bbox: 0.4091, d3.dn_loss_iou: 0.5457, d4.dn_loss_cls: 0.0771, d4.dn_loss_bbox: 0.4081, d4.dn_loss_iou: 0.5450, loss: 14.0577, grad_norm: 26.1516 2023-11-06 15:06:56,257 - mmdet - INFO - Epoch [2][150/3665] lr: 5.563e-06, eta: 9:07:38, time: 0.841, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3628, interm_loss_bbox: 0.2675, interm_loss_iou: 0.5899, loss_cls: 0.3253, loss_bbox: 0.2008, loss_iou: 0.4752, d0.loss_cls: 0.3801, d0.loss_bbox: 0.2217, d0.loss_iou: 0.5130, d1.loss_cls: 0.3525, d1.loss_bbox: 0.2100, d1.loss_iou: 0.4912, d2.loss_cls: 0.3303, d2.loss_bbox: 0.2044, d2.loss_iou: 0.4805, d3.loss_cls: 0.3232, d3.loss_bbox: 0.2029, d3.loss_iou: 0.4786, d4.loss_cls: 0.3235, d4.loss_bbox: 0.2013, d4.loss_iou: 0.4763, dn_loss_cls: 0.0815, dn_loss_bbox: 0.4159, dn_loss_iou: 0.5615, d0.dn_loss_cls: 0.1118, d0.dn_loss_bbox: 0.5383, d0.dn_loss_iou: 0.7229, d1.dn_loss_cls: 0.0919, d1.dn_loss_bbox: 0.4497, d1.dn_loss_iou: 0.6034, d2.dn_loss_cls: 0.0822, d2.dn_loss_bbox: 0.4224, d2.dn_loss_iou: 0.5703, d3.dn_loss_cls: 0.0788, d3.dn_loss_bbox: 0.4168, d3.dn_loss_iou: 0.5620, d4.dn_loss_cls: 0.0789, d4.dn_loss_bbox: 0.4159, d4.dn_loss_iou: 0.5614, loss: 14.1769, grad_norm: 22.6699 2023-11-06 15:07:37,446 - mmdet - INFO - Epoch [2][200/3665] lr: 5.563e-06, eta: 9:07:00, time: 0.824, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3606, interm_loss_bbox: 0.2663, interm_loss_iou: 0.5777, loss_cls: 0.3189, loss_bbox: 0.2013, loss_iou: 0.4691, d0.loss_cls: 0.3793, d0.loss_bbox: 0.2193, d0.loss_iou: 0.5013, d1.loss_cls: 0.3477, d1.loss_bbox: 0.2096, d1.loss_iou: 0.4830, d2.loss_cls: 0.3259, d2.loss_bbox: 0.2033, d2.loss_iou: 0.4737, d3.loss_cls: 0.3191, d3.loss_bbox: 0.2017, d3.loss_iou: 0.4712, d4.loss_cls: 0.3176, d4.loss_bbox: 0.2015, d4.loss_iou: 0.4702, dn_loss_cls: 0.0820, dn_loss_bbox: 0.4202, dn_loss_iou: 0.5583, d0.dn_loss_cls: 0.1100, d0.dn_loss_bbox: 0.5455, d0.dn_loss_iou: 0.7170, d1.dn_loss_cls: 0.0914, d1.dn_loss_bbox: 0.4537, d1.dn_loss_iou: 0.5988, d2.dn_loss_cls: 0.0822, d2.dn_loss_bbox: 0.4273, d2.dn_loss_iou: 0.5659, d3.dn_loss_cls: 0.0793, d3.dn_loss_bbox: 0.4209, d3.dn_loss_iou: 0.5585, d4.dn_loss_cls: 0.0794, d4.dn_loss_bbox: 0.4202, d4.dn_loss_iou: 0.5581, loss: 14.0869, grad_norm: 21.9380 2023-11-06 15:08:20,560 - mmdet - INFO - Epoch [2][250/3665] lr: 5.563e-06, eta: 9:06:41, time: 0.862, data_time: 0.012, memory: 22742, interm_loss_cls: 0.3600, interm_loss_bbox: 0.2686, interm_loss_iou: 0.5831, loss_cls: 0.3205, loss_bbox: 0.2051, loss_iou: 0.4758, d0.loss_cls: 0.3789, d0.loss_bbox: 0.2206, d0.loss_iou: 0.5067, d1.loss_cls: 0.3468, d1.loss_bbox: 0.2117, d1.loss_iou: 0.4897, d2.loss_cls: 0.3269, d2.loss_bbox: 0.2070, d2.loss_iou: 0.4806, d3.loss_cls: 0.3202, d3.loss_bbox: 0.2062, d3.loss_iou: 0.4782, d4.loss_cls: 0.3184, d4.loss_bbox: 0.2062, d4.loss_iou: 0.4771, dn_loss_cls: 0.0810, dn_loss_bbox: 0.4257, dn_loss_iou: 0.5585, d0.dn_loss_cls: 0.1113, d0.dn_loss_bbox: 0.5495, d0.dn_loss_iou: 0.7154, d1.dn_loss_cls: 0.0912, d1.dn_loss_bbox: 0.4589, d1.dn_loss_iou: 0.5999, d2.dn_loss_cls: 0.0815, d2.dn_loss_bbox: 0.4324, d2.dn_loss_iou: 0.5668, d3.dn_loss_cls: 0.0786, d3.dn_loss_bbox: 0.4265, d3.dn_loss_iou: 0.5591, d4.dn_loss_cls: 0.0788, d4.dn_loss_bbox: 0.4257, d4.dn_loss_iou: 0.5584, loss: 14.1875, grad_norm: 20.1149 2023-11-06 15:09:01,452 - mmdet - INFO - Epoch [2][300/3665] lr: 5.563e-06, eta: 9:06:00, time: 0.818, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3593, interm_loss_bbox: 0.2711, interm_loss_iou: 0.5703, loss_cls: 0.3217, loss_bbox: 0.2059, loss_iou: 0.4561, d0.loss_cls: 0.3780, d0.loss_bbox: 0.2239, d0.loss_iou: 0.4897, d1.loss_cls: 0.3448, d1.loss_bbox: 0.2153, d1.loss_iou: 0.4719, d2.loss_cls: 0.3248, d2.loss_bbox: 0.2091, d2.loss_iou: 0.4604, d3.loss_cls: 0.3197, d3.loss_bbox: 0.2080, d3.loss_iou: 0.4586, d4.loss_cls: 0.3198, d4.loss_bbox: 0.2066, d4.loss_iou: 0.4576, dn_loss_cls: 0.0806, dn_loss_bbox: 0.4185, dn_loss_iou: 0.5416, d0.dn_loss_cls: 0.1091, d0.dn_loss_bbox: 0.5448, d0.dn_loss_iou: 0.7003, d1.dn_loss_cls: 0.0900, d1.dn_loss_bbox: 0.4523, d1.dn_loss_iou: 0.5827, d2.dn_loss_cls: 0.0809, d2.dn_loss_bbox: 0.4253, d2.dn_loss_iou: 0.5494, d3.dn_loss_cls: 0.0782, d3.dn_loss_bbox: 0.4194, d3.dn_loss_iou: 0.5422, d4.dn_loss_cls: 0.0786, d4.dn_loss_bbox: 0.4185, d4.dn_loss_iou: 0.5415, loss: 13.9265, grad_norm: 20.4918 2023-11-06 15:09:42,781 - mmdet - INFO - Epoch [2][350/3665] lr: 5.563e-06, eta: 9:05:23, time: 0.827, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3658, interm_loss_bbox: 0.2661, interm_loss_iou: 0.5827, loss_cls: 0.3256, loss_bbox: 0.2045, loss_iou: 0.4770, d0.loss_cls: 0.3823, d0.loss_bbox: 0.2212, d0.loss_iou: 0.5059, d1.loss_cls: 0.3518, d1.loss_bbox: 0.2127, d1.loss_iou: 0.4896, d2.loss_cls: 0.3307, d2.loss_bbox: 0.2084, d2.loss_iou: 0.4829, d3.loss_cls: 0.3235, d3.loss_bbox: 0.2065, d3.loss_iou: 0.4801, d4.loss_cls: 0.3235, d4.loss_bbox: 0.2054, d4.loss_iou: 0.4785, dn_loss_cls: 0.0826, dn_loss_bbox: 0.4300, dn_loss_iou: 0.5562, d0.dn_loss_cls: 0.1120, d0.dn_loss_bbox: 0.5556, d0.dn_loss_iou: 0.7121, d1.dn_loss_cls: 0.0926, d1.dn_loss_bbox: 0.4640, d1.dn_loss_iou: 0.5972, d2.dn_loss_cls: 0.0827, d2.dn_loss_bbox: 0.4364, d2.dn_loss_iou: 0.5642, d3.dn_loss_cls: 0.0800, d3.dn_loss_bbox: 0.4306, d3.dn_loss_iou: 0.5567, d4.dn_loss_cls: 0.0801, d4.dn_loss_bbox: 0.4300, d4.dn_loss_iou: 0.5561, loss: 14.2436, grad_norm: 22.6486 2023-11-06 15:10:23,487 - mmdet - INFO - Epoch [2][400/3665] lr: 5.563e-06, eta: 9:04:40, time: 0.814, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3608, interm_loss_bbox: 0.2704, interm_loss_iou: 0.5793, loss_cls: 0.3225, loss_bbox: 0.2058, loss_iou: 0.4698, d0.loss_cls: 0.3808, d0.loss_bbox: 0.2222, d0.loss_iou: 0.5038, d1.loss_cls: 0.3489, d1.loss_bbox: 0.2124, d1.loss_iou: 0.4840, d2.loss_cls: 0.3274, d2.loss_bbox: 0.2070, d2.loss_iou: 0.4738, d3.loss_cls: 0.3201, d3.loss_bbox: 0.2065, d3.loss_iou: 0.4730, d4.loss_cls: 0.3191, d4.loss_bbox: 0.2064, d4.loss_iou: 0.4716, dn_loss_cls: 0.0807, dn_loss_bbox: 0.4172, dn_loss_iou: 0.5530, d0.dn_loss_cls: 0.1086, d0.dn_loss_bbox: 0.5416, d0.dn_loss_iou: 0.7106, d1.dn_loss_cls: 0.0897, d1.dn_loss_bbox: 0.4512, d1.dn_loss_iou: 0.5929, d2.dn_loss_cls: 0.0803, d2.dn_loss_bbox: 0.4241, d2.dn_loss_iou: 0.5605, d3.dn_loss_cls: 0.0778, d3.dn_loss_bbox: 0.4180, d3.dn_loss_iou: 0.5533, d4.dn_loss_cls: 0.0782, d4.dn_loss_bbox: 0.4172, d4.dn_loss_iou: 0.5528, loss: 14.0734, grad_norm: 23.3680 2023-11-06 15:11:04,895 - mmdet - INFO - Epoch [2][450/3665] lr: 5.563e-06, eta: 9:04:03, time: 0.828, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3584, interm_loss_bbox: 0.2620, interm_loss_iou: 0.5948, loss_cls: 0.3164, loss_bbox: 0.1993, loss_iou: 0.4871, d0.loss_cls: 0.3766, d0.loss_bbox: 0.2145, d0.loss_iou: 0.5189, d1.loss_cls: 0.3429, d1.loss_bbox: 0.2068, d1.loss_iou: 0.5017, d2.loss_cls: 0.3213, d2.loss_bbox: 0.2016, d2.loss_iou: 0.4914, d3.loss_cls: 0.3150, d3.loss_bbox: 0.2013, d3.loss_iou: 0.4902, d4.loss_cls: 0.3149, d4.loss_bbox: 0.1997, d4.loss_iou: 0.4883, dn_loss_cls: 0.0824, dn_loss_bbox: 0.4118, dn_loss_iou: 0.5688, d0.dn_loss_cls: 0.1110, d0.dn_loss_bbox: 0.5276, d0.dn_loss_iou: 0.7250, d1.dn_loss_cls: 0.0915, d1.dn_loss_bbox: 0.4416, d1.dn_loss_iou: 0.6071, d2.dn_loss_cls: 0.0820, d2.dn_loss_bbox: 0.4176, d2.dn_loss_iou: 0.5764, d3.dn_loss_cls: 0.0796, d3.dn_loss_bbox: 0.4123, d3.dn_loss_iou: 0.5691, d4.dn_loss_cls: 0.0799, d4.dn_loss_bbox: 0.4118, d4.dn_loss_iou: 0.5687, loss: 14.1670, grad_norm: 23.0118 2023-11-06 15:11:46,425 - mmdet - INFO - Epoch [2][500/3665] lr: 5.563e-06, eta: 9:03:28, time: 0.831, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3612, interm_loss_bbox: 0.2655, interm_loss_iou: 0.5773, loss_cls: 0.3189, loss_bbox: 0.2064, loss_iou: 0.4696, d0.loss_cls: 0.3763, d0.loss_bbox: 0.2212, d0.loss_iou: 0.5043, d1.loss_cls: 0.3434, d1.loss_bbox: 0.2136, d1.loss_iou: 0.4843, d2.loss_cls: 0.3233, d2.loss_bbox: 0.2092, d2.loss_iou: 0.4741, d3.loss_cls: 0.3170, d3.loss_bbox: 0.2077, d3.loss_iou: 0.4726, d4.loss_cls: 0.3163, d4.loss_bbox: 0.2071, d4.loss_iou: 0.4710, dn_loss_cls: 0.0790, dn_loss_bbox: 0.4170, dn_loss_iou: 0.5565, d0.dn_loss_cls: 0.1084, d0.dn_loss_bbox: 0.5308, d0.dn_loss_iou: 0.7090, d1.dn_loss_cls: 0.0887, d1.dn_loss_bbox: 0.4468, d1.dn_loss_iou: 0.5948, d2.dn_loss_cls: 0.0797, d2.dn_loss_bbox: 0.4220, d2.dn_loss_iou: 0.5635, d3.dn_loss_cls: 0.0765, d3.dn_loss_bbox: 0.4175, d3.dn_loss_iou: 0.5569, d4.dn_loss_cls: 0.0768, d4.dn_loss_bbox: 0.4170, d4.dn_loss_iou: 0.5564, loss: 14.0377, grad_norm: 20.2541 2023-11-06 15:12:27,262 - mmdet - INFO - Epoch [2][550/3665] lr: 5.563e-06, eta: 9:02:46, time: 0.817, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3612, interm_loss_bbox: 0.2703, interm_loss_iou: 0.5890, loss_cls: 0.3243, loss_bbox: 0.2037, loss_iou: 0.4771, d0.loss_cls: 0.3798, d0.loss_bbox: 0.2206, d0.loss_iou: 0.5091, d1.loss_cls: 0.3507, d1.loss_bbox: 0.2124, d1.loss_iou: 0.4899, d2.loss_cls: 0.3292, d2.loss_bbox: 0.2059, d2.loss_iou: 0.4813, d3.loss_cls: 0.3238, d3.loss_bbox: 0.2040, d3.loss_iou: 0.4785, d4.loss_cls: 0.3222, d4.loss_bbox: 0.2040, d4.loss_iou: 0.4786, dn_loss_cls: 0.0837, dn_loss_bbox: 0.4190, dn_loss_iou: 0.5519, d0.dn_loss_cls: 0.1119, d0.dn_loss_bbox: 0.5412, d0.dn_loss_iou: 0.7075, d1.dn_loss_cls: 0.0921, d1.dn_loss_bbox: 0.4516, d1.dn_loss_iou: 0.5911, d2.dn_loss_cls: 0.0824, d2.dn_loss_bbox: 0.4250, d2.dn_loss_iou: 0.5594, d3.dn_loss_cls: 0.0802, d3.dn_loss_bbox: 0.4195, d3.dn_loss_iou: 0.5523, d4.dn_loss_cls: 0.0808, d4.dn_loss_bbox: 0.4190, d4.dn_loss_iou: 0.5518, loss: 14.1361, grad_norm: 23.0035 2023-11-06 15:13:08,556 - mmdet - INFO - Epoch [2][600/3665] lr: 5.563e-06, eta: 9:02:08, time: 0.826, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3469, interm_loss_bbox: 0.2629, interm_loss_iou: 0.5784, loss_cls: 0.3112, loss_bbox: 0.2004, loss_iou: 0.4708, d0.loss_cls: 0.3633, d0.loss_bbox: 0.2193, d0.loss_iou: 0.5034, d1.loss_cls: 0.3313, d1.loss_bbox: 0.2090, d1.loss_iou: 0.4854, d2.loss_cls: 0.3134, d2.loss_bbox: 0.2038, d2.loss_iou: 0.4758, d3.loss_cls: 0.3075, d3.loss_bbox: 0.2029, d3.loss_iou: 0.4741, d4.loss_cls: 0.3078, d4.loss_bbox: 0.2017, d4.loss_iou: 0.4725, dn_loss_cls: 0.0796, dn_loss_bbox: 0.3968, dn_loss_iou: 0.5534, d0.dn_loss_cls: 0.1071, d0.dn_loss_bbox: 0.5157, d0.dn_loss_iou: 0.7145, d1.dn_loss_cls: 0.0873, d1.dn_loss_bbox: 0.4279, d1.dn_loss_iou: 0.5934, d2.dn_loss_cls: 0.0784, d2.dn_loss_bbox: 0.4029, d2.dn_loss_iou: 0.5618, d3.dn_loss_cls: 0.0762, d3.dn_loss_bbox: 0.3974, d3.dn_loss_iou: 0.5538, d4.dn_loss_cls: 0.0768, d4.dn_loss_bbox: 0.3968, d4.dn_loss_iou: 0.5533, loss: 13.8147, grad_norm: 20.0452 2023-11-06 15:13:48,905 - mmdet - INFO - Epoch [2][650/3665] lr: 5.563e-06, eta: 9:01:22, time: 0.807, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3591, interm_loss_bbox: 0.2640, interm_loss_iou: 0.5741, loss_cls: 0.3162, loss_bbox: 0.2010, loss_iou: 0.4641, d0.loss_cls: 0.3768, d0.loss_bbox: 0.2183, d0.loss_iou: 0.4969, d1.loss_cls: 0.3419, d1.loss_bbox: 0.2093, d1.loss_iou: 0.4781, d2.loss_cls: 0.3213, d2.loss_bbox: 0.2035, d2.loss_iou: 0.4693, d3.loss_cls: 0.3144, d3.loss_bbox: 0.2021, d3.loss_iou: 0.4664, d4.loss_cls: 0.3133, d4.loss_bbox: 0.2022, d4.loss_iou: 0.4660, dn_loss_cls: 0.0793, dn_loss_bbox: 0.4088, dn_loss_iou: 0.5473, d0.dn_loss_cls: 0.1087, d0.dn_loss_bbox: 0.5383, d0.dn_loss_iou: 0.7055, d1.dn_loss_cls: 0.0883, d1.dn_loss_bbox: 0.4439, d1.dn_loss_iou: 0.5871, d2.dn_loss_cls: 0.0790, d2.dn_loss_bbox: 0.4159, d2.dn_loss_iou: 0.5550, d3.dn_loss_cls: 0.0763, d3.dn_loss_bbox: 0.4097, d3.dn_loss_iou: 0.5477, d4.dn_loss_cls: 0.0768, d4.dn_loss_bbox: 0.4088, d4.dn_loss_iou: 0.5472, loss: 13.8820, grad_norm: 22.5053 2023-11-06 15:14:29,311 - mmdet - INFO - Epoch [2][700/3665] lr: 5.563e-06, eta: 9:00:36, time: 0.808, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3547, interm_loss_bbox: 0.2650, interm_loss_iou: 0.5538, loss_cls: 0.3133, loss_bbox: 0.2019, loss_iou: 0.4499, d0.loss_cls: 0.3743, d0.loss_bbox: 0.2166, d0.loss_iou: 0.4787, d1.loss_cls: 0.3421, d1.loss_bbox: 0.2072, d1.loss_iou: 0.4603, d2.loss_cls: 0.3212, d2.loss_bbox: 0.2027, d2.loss_iou: 0.4522, d3.loss_cls: 0.3130, d3.loss_bbox: 0.2034, d3.loss_iou: 0.4514, d4.loss_cls: 0.3114, d4.loss_bbox: 0.2025, d4.loss_iou: 0.4513, dn_loss_cls: 0.0797, dn_loss_bbox: 0.4159, dn_loss_iou: 0.5435, d0.dn_loss_cls: 0.1087, d0.dn_loss_bbox: 0.5356, d0.dn_loss_iou: 0.6964, d1.dn_loss_cls: 0.0892, d1.dn_loss_bbox: 0.4476, d1.dn_loss_iou: 0.5813, d2.dn_loss_cls: 0.0799, d2.dn_loss_bbox: 0.4221, d2.dn_loss_iou: 0.5508, d3.dn_loss_cls: 0.0776, d3.dn_loss_bbox: 0.4164, d3.dn_loss_iou: 0.5439, d4.dn_loss_cls: 0.0777, d4.dn_loss_bbox: 0.4159, d4.dn_loss_iou: 0.5434, loss: 13.7527, grad_norm: 20.6378 2023-11-06 15:15:10,197 - mmdet - INFO - Epoch [2][750/3665] lr: 5.563e-06, eta: 8:59:54, time: 0.818, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3586, interm_loss_bbox: 0.2671, interm_loss_iou: 0.5734, loss_cls: 0.3203, loss_bbox: 0.2080, loss_iou: 0.4708, d0.loss_cls: 0.3779, d0.loss_bbox: 0.2257, d0.loss_iou: 0.5027, d1.loss_cls: 0.3474, d1.loss_bbox: 0.2160, d1.loss_iou: 0.4815, d2.loss_cls: 0.3272, d2.loss_bbox: 0.2108, d2.loss_iou: 0.4739, d3.loss_cls: 0.3212, d3.loss_bbox: 0.2088, d3.loss_iou: 0.4727, d4.loss_cls: 0.3197, d4.loss_bbox: 0.2082, d4.loss_iou: 0.4718, dn_loss_cls: 0.0783, dn_loss_bbox: 0.4294, dn_loss_iou: 0.5415, d0.dn_loss_cls: 0.1070, d0.dn_loss_bbox: 0.5521, d0.dn_loss_iou: 0.6963, d1.dn_loss_cls: 0.0888, d1.dn_loss_bbox: 0.4625, d1.dn_loss_iou: 0.5803, d2.dn_loss_cls: 0.0798, d2.dn_loss_bbox: 0.4363, d2.dn_loss_iou: 0.5487, d3.dn_loss_cls: 0.0768, d3.dn_loss_bbox: 0.4302, d3.dn_loss_iou: 0.5418, d4.dn_loss_cls: 0.0766, d4.dn_loss_bbox: 0.4294, d4.dn_loss_iou: 0.5414, loss: 14.0611, grad_norm: 22.2381 2023-11-06 15:15:50,795 - mmdet - INFO - Epoch [2][800/3665] lr: 5.563e-06, eta: 8:59:10, time: 0.812, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3544, interm_loss_bbox: 0.2670, interm_loss_iou: 0.5678, loss_cls: 0.3110, loss_bbox: 0.2072, loss_iou: 0.4687, d0.loss_cls: 0.3699, d0.loss_bbox: 0.2242, d0.loss_iou: 0.4983, d1.loss_cls: 0.3369, d1.loss_bbox: 0.2139, d1.loss_iou: 0.4803, d2.loss_cls: 0.3179, d2.loss_bbox: 0.2080, d2.loss_iou: 0.4699, d3.loss_cls: 0.3125, d3.loss_bbox: 0.2069, d3.loss_iou: 0.4685, d4.loss_cls: 0.3105, d4.loss_bbox: 0.2079, d4.loss_iou: 0.4686, dn_loss_cls: 0.0780, dn_loss_bbox: 0.4199, dn_loss_iou: 0.5458, d0.dn_loss_cls: 0.1085, d0.dn_loss_bbox: 0.5446, d0.dn_loss_iou: 0.7003, d1.dn_loss_cls: 0.0882, d1.dn_loss_bbox: 0.4542, d1.dn_loss_iou: 0.5854, d2.dn_loss_cls: 0.0780, d2.dn_loss_bbox: 0.4266, d2.dn_loss_iou: 0.5532, d3.dn_loss_cls: 0.0755, d3.dn_loss_bbox: 0.4204, d3.dn_loss_iou: 0.5463, d4.dn_loss_cls: 0.0758, d4.dn_loss_bbox: 0.4199, d4.dn_loss_iou: 0.5457, loss: 13.9365, grad_norm: 22.8690 2023-11-06 15:16:32,156 - mmdet - INFO - Epoch [2][850/3665] lr: 5.563e-06, eta: 8:58:33, time: 0.827, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3500, interm_loss_bbox: 0.2655, interm_loss_iou: 0.5616, loss_cls: 0.3033, loss_bbox: 0.2028, loss_iou: 0.4578, d0.loss_cls: 0.3646, d0.loss_bbox: 0.2182, d0.loss_iou: 0.4868, d1.loss_cls: 0.3307, d1.loss_bbox: 0.2091, d1.loss_iou: 0.4688, d2.loss_cls: 0.3103, d2.loss_bbox: 0.2047, d2.loss_iou: 0.4606, d3.loss_cls: 0.3049, d3.loss_bbox: 0.2036, d3.loss_iou: 0.4590, d4.loss_cls: 0.3030, d4.loss_bbox: 0.2028, d4.loss_iou: 0.4584, dn_loss_cls: 0.0741, dn_loss_bbox: 0.4055, dn_loss_iou: 0.5278, d0.dn_loss_cls: 0.1053, d0.dn_loss_bbox: 0.5279, d0.dn_loss_iou: 0.6813, d1.dn_loss_cls: 0.0853, d1.dn_loss_bbox: 0.4391, d1.dn_loss_iou: 0.5675, d2.dn_loss_cls: 0.0756, d2.dn_loss_bbox: 0.4120, d2.dn_loss_iou: 0.5354, d3.dn_loss_cls: 0.0730, d3.dn_loss_bbox: 0.4061, d3.dn_loss_iou: 0.5283, d4.dn_loss_cls: 0.0724, d4.dn_loss_bbox: 0.4055, d4.dn_loss_iou: 0.5277, loss: 13.5762, grad_norm: 22.6321 2023-11-06 15:17:13,188 - mmdet - INFO - Epoch [2][900/3665] lr: 5.563e-06, eta: 8:57:53, time: 0.821, data_time: 0.009, memory: 22742, interm_loss_cls: 0.3430, interm_loss_bbox: 0.2512, interm_loss_iou: 0.5702, loss_cls: 0.3064, loss_bbox: 0.1922, loss_iou: 0.4652, d0.loss_cls: 0.3612, d0.loss_bbox: 0.2063, d0.loss_iou: 0.4951, d1.loss_cls: 0.3294, d1.loss_bbox: 0.1991, d1.loss_iou: 0.4773, d2.loss_cls: 0.3109, d2.loss_bbox: 0.1952, d2.loss_iou: 0.4704, d3.loss_cls: 0.3036, d3.loss_bbox: 0.1948, d3.loss_iou: 0.4689, d4.loss_cls: 0.3036, d4.loss_bbox: 0.1938, d4.loss_iou: 0.4675, dn_loss_cls: 0.0763, dn_loss_bbox: 0.3979, dn_loss_iou: 0.5493, d0.dn_loss_cls: 0.1049, d0.dn_loss_bbox: 0.5147, d0.dn_loss_iou: 0.7013, d1.dn_loss_cls: 0.0852, d1.dn_loss_bbox: 0.4285, d1.dn_loss_iou: 0.5864, d2.dn_loss_cls: 0.0764, d2.dn_loss_bbox: 0.4041, d2.dn_loss_iou: 0.5557, d3.dn_loss_cls: 0.0741, d3.dn_loss_bbox: 0.3984, d3.dn_loss_iou: 0.5495, d4.dn_loss_cls: 0.0742, d4.dn_loss_bbox: 0.3979, d4.dn_loss_iou: 0.5492, loss: 13.6293, grad_norm: 21.3442 2023-11-06 15:17:54,611 - mmdet - INFO - Epoch [2][950/3665] lr: 5.563e-06, eta: 8:57:16, time: 0.828, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3522, interm_loss_bbox: 0.2701, interm_loss_iou: 0.5709, loss_cls: 0.3076, loss_bbox: 0.2081, loss_iou: 0.4675, d0.loss_cls: 0.3679, d0.loss_bbox: 0.2228, d0.loss_iou: 0.4958, d1.loss_cls: 0.3329, d1.loss_bbox: 0.2155, d1.loss_iou: 0.4811, d2.loss_cls: 0.3115, d2.loss_bbox: 0.2111, d2.loss_iou: 0.4731, d3.loss_cls: 0.3054, d3.loss_bbox: 0.2097, d3.loss_iou: 0.4701, d4.loss_cls: 0.3056, d4.loss_bbox: 0.2093, d4.loss_iou: 0.4690, dn_loss_cls: 0.0769, dn_loss_bbox: 0.4099, dn_loss_iou: 0.5421, d0.dn_loss_cls: 0.1063, d0.dn_loss_bbox: 0.5382, d0.dn_loss_iou: 0.7010, d1.dn_loss_cls: 0.0864, d1.dn_loss_bbox: 0.4455, d1.dn_loss_iou: 0.5821, d2.dn_loss_cls: 0.0775, d2.dn_loss_bbox: 0.4172, d2.dn_loss_iou: 0.5503, d3.dn_loss_cls: 0.0750, d3.dn_loss_bbox: 0.4105, d3.dn_loss_iou: 0.5426, d4.dn_loss_cls: 0.0750, d4.dn_loss_bbox: 0.4099, d4.dn_loss_iou: 0.5420, loss: 13.8453, grad_norm: 21.3568 2023-11-06 15:18:35,268 - mmdet - INFO - Epoch [2][1000/3665] lr: 5.563e-06, eta: 8:56:33, time: 0.813, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3492, interm_loss_bbox: 0.2597, interm_loss_iou: 0.5742, loss_cls: 0.3118, loss_bbox: 0.1984, loss_iou: 0.4681, d0.loss_cls: 0.3704, d0.loss_bbox: 0.2145, d0.loss_iou: 0.5004, d1.loss_cls: 0.3359, d1.loss_bbox: 0.2054, d1.loss_iou: 0.4815, d2.loss_cls: 0.3163, d2.loss_bbox: 0.2007, d2.loss_iou: 0.4728, d3.loss_cls: 0.3107, d3.loss_bbox: 0.1995, d3.loss_iou: 0.4703, d4.loss_cls: 0.3090, d4.loss_bbox: 0.1996, d4.loss_iou: 0.4695, dn_loss_cls: 0.0786, dn_loss_bbox: 0.4019, dn_loss_iou: 0.5398, d0.dn_loss_cls: 0.1067, d0.dn_loss_bbox: 0.5268, d0.dn_loss_iou: 0.6960, d1.dn_loss_cls: 0.0858, d1.dn_loss_bbox: 0.4364, d1.dn_loss_iou: 0.5799, d2.dn_loss_cls: 0.0775, d2.dn_loss_bbox: 0.4097, d2.dn_loss_iou: 0.5483, d3.dn_loss_cls: 0.0754, d3.dn_loss_bbox: 0.4028, d3.dn_loss_iou: 0.5403, d4.dn_loss_cls: 0.0758, d4.dn_loss_bbox: 0.4019, d4.dn_loss_iou: 0.5397, loss: 13.7412, grad_norm: 21.1091 2023-11-06 15:19:16,449 - mmdet - INFO - Epoch [2][1050/3665] lr: 5.563e-06, eta: 8:55:54, time: 0.824, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3523, interm_loss_bbox: 0.2707, interm_loss_iou: 0.5764, loss_cls: 0.3071, loss_bbox: 0.2053, loss_iou: 0.4639, d0.loss_cls: 0.3721, d0.loss_bbox: 0.2211, d0.loss_iou: 0.4954, d1.loss_cls: 0.3386, d1.loss_bbox: 0.2118, d1.loss_iou: 0.4760, d2.loss_cls: 0.3148, d2.loss_bbox: 0.2066, d2.loss_iou: 0.4682, d3.loss_cls: 0.3088, d3.loss_bbox: 0.2056, d3.loss_iou: 0.4666, d4.loss_cls: 0.3060, d4.loss_bbox: 0.2058, d4.loss_iou: 0.4654, dn_loss_cls: 0.0762, dn_loss_bbox: 0.4161, dn_loss_iou: 0.5420, d0.dn_loss_cls: 0.1067, d0.dn_loss_bbox: 0.5418, d0.dn_loss_iou: 0.6960, d1.dn_loss_cls: 0.0867, d1.dn_loss_bbox: 0.4496, d1.dn_loss_iou: 0.5801, d2.dn_loss_cls: 0.0772, d2.dn_loss_bbox: 0.4226, d2.dn_loss_iou: 0.5493, d3.dn_loss_cls: 0.0743, d3.dn_loss_bbox: 0.4165, d3.dn_loss_iou: 0.5423, d4.dn_loss_cls: 0.0743, d4.dn_loss_bbox: 0.4160, d4.dn_loss_iou: 0.5418, loss: 13.8479, grad_norm: 21.2651 2023-11-06 15:19:57,933 - mmdet - INFO - Epoch [2][1100/3665] lr: 5.563e-06, eta: 8:55:17, time: 0.830, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3473, interm_loss_bbox: 0.2626, interm_loss_iou: 0.5698, loss_cls: 0.3040, loss_bbox: 0.2004, loss_iou: 0.4662, d0.loss_cls: 0.3661, d0.loss_bbox: 0.2136, d0.loss_iou: 0.4949, d1.loss_cls: 0.3299, d1.loss_bbox: 0.2072, d1.loss_iou: 0.4782, d2.loss_cls: 0.3101, d2.loss_bbox: 0.2013, d2.loss_iou: 0.4692, d3.loss_cls: 0.3034, d3.loss_bbox: 0.2012, d3.loss_iou: 0.4689, d4.loss_cls: 0.3025, d4.loss_bbox: 0.2005, d4.loss_iou: 0.4682, dn_loss_cls: 0.0752, dn_loss_bbox: 0.4049, dn_loss_iou: 0.5363, d0.dn_loss_cls: 0.1034, d0.dn_loss_bbox: 0.5304, d0.dn_loss_iou: 0.6897, d1.dn_loss_cls: 0.0841, d1.dn_loss_bbox: 0.4386, d1.dn_loss_iou: 0.5739, d2.dn_loss_cls: 0.0751, d2.dn_loss_bbox: 0.4118, d2.dn_loss_iou: 0.5434, d3.dn_loss_cls: 0.0727, d3.dn_loss_bbox: 0.4055, d3.dn_loss_iou: 0.5365, d4.dn_loss_cls: 0.0730, d4.dn_loss_bbox: 0.4049, d4.dn_loss_iou: 0.5361, loss: 13.6609, grad_norm: 21.5022 2023-11-06 15:20:38,797 - mmdet - INFO - Epoch [2][1150/3665] lr: 5.563e-06, eta: 8:54:36, time: 0.817, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3443, interm_loss_bbox: 0.2628, interm_loss_iou: 0.5481, loss_cls: 0.2963, loss_bbox: 0.2010, loss_iou: 0.4493, d0.loss_cls: 0.3594, d0.loss_bbox: 0.2143, d0.loss_iou: 0.4772, d1.loss_cls: 0.3244, d1.loss_bbox: 0.2075, d1.loss_iou: 0.4612, d2.loss_cls: 0.3023, d2.loss_bbox: 0.2032, d2.loss_iou: 0.4531, d3.loss_cls: 0.2957, d3.loss_bbox: 0.2024, d3.loss_iou: 0.4515, d4.loss_cls: 0.2941, d4.loss_bbox: 0.2018, d4.loss_iou: 0.4503, dn_loss_cls: 0.0719, dn_loss_bbox: 0.4008, dn_loss_iou: 0.5261, d0.dn_loss_cls: 0.1032, d0.dn_loss_bbox: 0.5261, d0.dn_loss_iou: 0.6754, d1.dn_loss_cls: 0.0829, d1.dn_loss_bbox: 0.4359, d1.dn_loss_iou: 0.5644, d2.dn_loss_cls: 0.0730, d2.dn_loss_bbox: 0.4081, d2.dn_loss_iou: 0.5335, d3.dn_loss_cls: 0.0701, d3.dn_loss_bbox: 0.4014, d3.dn_loss_iou: 0.5263, d4.dn_loss_cls: 0.0699, d4.dn_loss_bbox: 0.4008, d4.dn_loss_iou: 0.5259, loss: 13.3958, grad_norm: 21.7591 2023-11-06 15:21:19,786 - mmdet - INFO - Epoch [2][1200/3665] lr: 5.563e-06, eta: 8:53:55, time: 0.820, data_time: 0.009, memory: 22742, interm_loss_cls: 0.3449, interm_loss_bbox: 0.2541, interm_loss_iou: 0.5634, loss_cls: 0.3003, loss_bbox: 0.1966, loss_iou: 0.4608, d0.loss_cls: 0.3604, d0.loss_bbox: 0.2103, d0.loss_iou: 0.4902, d1.loss_cls: 0.3257, d1.loss_bbox: 0.2026, d1.loss_iou: 0.4739, d2.loss_cls: 0.3070, d2.loss_bbox: 0.1976, d2.loss_iou: 0.4652, d3.loss_cls: 0.2998, d3.loss_bbox: 0.1978, d3.loss_iou: 0.4628, d4.loss_cls: 0.2982, d4.loss_bbox: 0.1976, d4.loss_iou: 0.4623, dn_loss_cls: 0.0732, dn_loss_bbox: 0.3842, dn_loss_iou: 0.5357, d0.dn_loss_cls: 0.1035, d0.dn_loss_bbox: 0.5052, d0.dn_loss_iou: 0.6862, d1.dn_loss_cls: 0.0836, d1.dn_loss_bbox: 0.4172, d1.dn_loss_iou: 0.5731, d2.dn_loss_cls: 0.0741, d2.dn_loss_bbox: 0.3909, d2.dn_loss_iou: 0.5432, d3.dn_loss_cls: 0.0715, d3.dn_loss_bbox: 0.3848, d3.dn_loss_iou: 0.5361, d4.dn_loss_cls: 0.0713, d4.dn_loss_bbox: 0.3842, d4.dn_loss_iou: 0.5356, loss: 13.4251, grad_norm: 21.6806 2023-11-06 15:22:00,897 - mmdet - INFO - Epoch [2][1250/3665] lr: 5.563e-06, eta: 8:53:15, time: 0.822, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3486, interm_loss_bbox: 0.2530, interm_loss_iou: 0.5572, loss_cls: 0.3049, loss_bbox: 0.1959, loss_iou: 0.4572, d0.loss_cls: 0.3657, d0.loss_bbox: 0.2073, d0.loss_iou: 0.4844, d1.loss_cls: 0.3298, d1.loss_bbox: 0.2022, d1.loss_iou: 0.4686, d2.loss_cls: 0.3089, d2.loss_bbox: 0.1983, d2.loss_iou: 0.4609, d3.loss_cls: 0.3041, d3.loss_bbox: 0.1968, d3.loss_iou: 0.4596, d4.loss_cls: 0.3024, d4.loss_bbox: 0.1972, d4.loss_iou: 0.4591, dn_loss_cls: 0.0735, dn_loss_bbox: 0.3901, dn_loss_iou: 0.5341, d0.dn_loss_cls: 0.1039, d0.dn_loss_bbox: 0.5089, d0.dn_loss_iou: 0.6850, d1.dn_loss_cls: 0.0834, d1.dn_loss_bbox: 0.4204, d1.dn_loss_iou: 0.5694, d2.dn_loss_cls: 0.0743, d2.dn_loss_bbox: 0.3959, d2.dn_loss_iou: 0.5409, d3.dn_loss_cls: 0.0721, d3.dn_loss_bbox: 0.3906, d3.dn_loss_iou: 0.5344, d4.dn_loss_cls: 0.0720, d4.dn_loss_bbox: 0.3901, d4.dn_loss_iou: 0.5340, loss: 13.4353, grad_norm: 20.4835 2023-11-06 15:22:41,745 - mmdet - INFO - Epoch [2][1300/3665] lr: 5.563e-06, eta: 8:52:34, time: 0.817, data_time: 0.009, memory: 22742, interm_loss_cls: 0.3483, interm_loss_bbox: 0.2598, interm_loss_iou: 0.5688, loss_cls: 0.3099, loss_bbox: 0.1995, loss_iou: 0.4650, d0.loss_cls: 0.3702, d0.loss_bbox: 0.2124, d0.loss_iou: 0.4928, d1.loss_cls: 0.3367, d1.loss_bbox: 0.2051, d1.loss_iou: 0.4770, d2.loss_cls: 0.3158, d2.loss_bbox: 0.2018, d2.loss_iou: 0.4694, d3.loss_cls: 0.3094, d3.loss_bbox: 0.2006, d3.loss_iou: 0.4675, d4.loss_cls: 0.3088, d4.loss_bbox: 0.2001, d4.loss_iou: 0.4668, dn_loss_cls: 0.0759, dn_loss_bbox: 0.3861, dn_loss_iou: 0.5380, d0.dn_loss_cls: 0.1057, d0.dn_loss_bbox: 0.5020, d0.dn_loss_iou: 0.6884, d1.dn_loss_cls: 0.0843, d1.dn_loss_bbox: 0.4162, d1.dn_loss_iou: 0.5744, d2.dn_loss_cls: 0.0751, d2.dn_loss_bbox: 0.3920, d2.dn_loss_iou: 0.5448, d3.dn_loss_cls: 0.0732, d3.dn_loss_bbox: 0.3865, d3.dn_loss_iou: 0.5383, d4.dn_loss_cls: 0.0738, d4.dn_loss_bbox: 0.3861, d4.dn_loss_iou: 0.5379, loss: 13.5642, grad_norm: 20.9028 2023-11-06 15:23:22,929 - mmdet - INFO - Epoch [2][1350/3665] lr: 5.563e-06, eta: 8:51:54, time: 0.824, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3396, interm_loss_bbox: 0.2524, interm_loss_iou: 0.5455, loss_cls: 0.2959, loss_bbox: 0.1950, loss_iou: 0.4487, d0.loss_cls: 0.3568, d0.loss_bbox: 0.2079, d0.loss_iou: 0.4754, d1.loss_cls: 0.3214, d1.loss_bbox: 0.2022, d1.loss_iou: 0.4617, d2.loss_cls: 0.3016, d2.loss_bbox: 0.1976, d2.loss_iou: 0.4530, d3.loss_cls: 0.2945, d3.loss_bbox: 0.1964, d3.loss_iou: 0.4513, d4.loss_cls: 0.2936, d4.loss_bbox: 0.1957, d4.loss_iou: 0.4504, dn_loss_cls: 0.0722, dn_loss_bbox: 0.3751, dn_loss_iou: 0.5205, d0.dn_loss_cls: 0.1038, d0.dn_loss_bbox: 0.4955, d0.dn_loss_iou: 0.6703, d1.dn_loss_cls: 0.0826, d1.dn_loss_bbox: 0.4070, d1.dn_loss_iou: 0.5574, d2.dn_loss_cls: 0.0729, d2.dn_loss_bbox: 0.3813, d2.dn_loss_iou: 0.5274, d3.dn_loss_cls: 0.0703, d3.dn_loss_bbox: 0.3756, d3.dn_loss_iou: 0.5208, d4.dn_loss_cls: 0.0702, d4.dn_loss_bbox: 0.3751, d4.dn_loss_iou: 0.5204, loss: 13.1349, grad_norm: 20.2157 2023-11-06 15:24:03,697 - mmdet - INFO - Epoch [2][1400/3665] lr: 5.563e-06, eta: 8:51:12, time: 0.815, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3422, interm_loss_bbox: 0.2497, interm_loss_iou: 0.5462, loss_cls: 0.2968, loss_bbox: 0.1938, loss_iou: 0.4485, d0.loss_cls: 0.3574, d0.loss_bbox: 0.2057, d0.loss_iou: 0.4748, d1.loss_cls: 0.3226, d1.loss_bbox: 0.2005, d1.loss_iou: 0.4600, d2.loss_cls: 0.3034, d2.loss_bbox: 0.1952, d2.loss_iou: 0.4508, d3.loss_cls: 0.2969, d3.loss_bbox: 0.1947, d3.loss_iou: 0.4502, d4.loss_cls: 0.2956, d4.loss_bbox: 0.1946, d4.loss_iou: 0.4500, dn_loss_cls: 0.0720, dn_loss_bbox: 0.3835, dn_loss_iou: 0.5297, d0.dn_loss_cls: 0.1024, d0.dn_loss_bbox: 0.4993, d0.dn_loss_iou: 0.6726, d1.dn_loss_cls: 0.0821, d1.dn_loss_bbox: 0.4138, d1.dn_loss_iou: 0.5633, d2.dn_loss_cls: 0.0728, d2.dn_loss_bbox: 0.3894, d2.dn_loss_iou: 0.5363, d3.dn_loss_cls: 0.0703, d3.dn_loss_bbox: 0.3839, d3.dn_loss_iou: 0.5299, d4.dn_loss_cls: 0.0703, d4.dn_loss_bbox: 0.3835, d4.dn_loss_iou: 0.5296, loss: 13.2143, grad_norm: 21.1449 2023-11-06 15:24:44,099 - mmdet - INFO - Epoch [2][1450/3665] lr: 5.563e-06, eta: 8:50:27, time: 0.808, data_time: 0.009, memory: 22742, interm_loss_cls: 0.3460, interm_loss_bbox: 0.2587, interm_loss_iou: 0.5540, loss_cls: 0.3023, loss_bbox: 0.2005, loss_iou: 0.4537, d0.loss_cls: 0.3617, d0.loss_bbox: 0.2146, d0.loss_iou: 0.4835, d1.loss_cls: 0.3277, d1.loss_bbox: 0.2067, d1.loss_iou: 0.4686, d2.loss_cls: 0.3078, d2.loss_bbox: 0.2024, d2.loss_iou: 0.4583, d3.loss_cls: 0.3021, d3.loss_bbox: 0.2010, d3.loss_iou: 0.4562, d4.loss_cls: 0.3007, d4.loss_bbox: 0.2009, d4.loss_iou: 0.4555, dn_loss_cls: 0.0734, dn_loss_bbox: 0.3911, dn_loss_iou: 0.5245, d0.dn_loss_cls: 0.1021, d0.dn_loss_bbox: 0.5126, d0.dn_loss_iou: 0.6735, d1.dn_loss_cls: 0.0830, d1.dn_loss_bbox: 0.4240, d1.dn_loss_iou: 0.5611, d2.dn_loss_cls: 0.0741, d2.dn_loss_bbox: 0.3975, d2.dn_loss_iou: 0.5311, d3.dn_loss_cls: 0.0718, d3.dn_loss_bbox: 0.3915, d3.dn_loss_iou: 0.5247, d4.dn_loss_cls: 0.0718, d4.dn_loss_bbox: 0.3911, d4.dn_loss_iou: 0.5244, loss: 13.3860, grad_norm: 19.7923 2023-11-06 15:25:25,061 - mmdet - INFO - Epoch [2][1500/3665] lr: 5.563e-06, eta: 8:49:46, time: 0.819, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3399, interm_loss_bbox: 0.2534, interm_loss_iou: 0.5603, loss_cls: 0.2942, loss_bbox: 0.1931, loss_iou: 0.4594, d0.loss_cls: 0.3568, d0.loss_bbox: 0.2061, d0.loss_iou: 0.4869, d1.loss_cls: 0.3199, d1.loss_bbox: 0.1995, d1.loss_iou: 0.4716, d2.loss_cls: 0.2981, d2.loss_bbox: 0.1964, d2.loss_iou: 0.4651, d3.loss_cls: 0.2949, d3.loss_bbox: 0.1938, d3.loss_iou: 0.4612, d4.loss_cls: 0.2935, d4.loss_bbox: 0.1933, d4.loss_iou: 0.4605, dn_loss_cls: 0.0692, dn_loss_bbox: 0.3861, dn_loss_iou: 0.5266, d0.dn_loss_cls: 0.1013, d0.dn_loss_bbox: 0.5079, d0.dn_loss_iou: 0.6736, d1.dn_loss_cls: 0.0807, d1.dn_loss_bbox: 0.4187, d1.dn_loss_iou: 0.5625, d2.dn_loss_cls: 0.0706, d2.dn_loss_bbox: 0.3927, d2.dn_loss_iou: 0.5335, d3.dn_loss_cls: 0.0684, d3.dn_loss_bbox: 0.3864, d3.dn_loss_iou: 0.5267, d4.dn_loss_cls: 0.0680, d4.dn_loss_bbox: 0.3861, d4.dn_loss_iou: 0.5264, loss: 13.2830, grad_norm: 22.7605 2023-11-06 15:26:06,259 - mmdet - INFO - Epoch [2][1550/3665] lr: 5.563e-06, eta: 8:49:07, time: 0.824, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3401, interm_loss_bbox: 0.2538, interm_loss_iou: 0.5538, loss_cls: 0.2958, loss_bbox: 0.1986, loss_iou: 0.4548, d0.loss_cls: 0.3586, d0.loss_bbox: 0.2104, d0.loss_iou: 0.4820, d1.loss_cls: 0.3216, d1.loss_bbox: 0.2055, d1.loss_iou: 0.4671, d2.loss_cls: 0.3024, d2.loss_bbox: 0.2009, d2.loss_iou: 0.4583, d3.loss_cls: 0.2966, d3.loss_bbox: 0.1987, d3.loss_iou: 0.4561, d4.loss_cls: 0.2940, d4.loss_bbox: 0.1992, d4.loss_iou: 0.4565, dn_loss_cls: 0.0696, dn_loss_bbox: 0.3851, dn_loss_iou: 0.5232, d0.dn_loss_cls: 0.1014, d0.dn_loss_bbox: 0.5110, d0.dn_loss_iou: 0.6763, d1.dn_loss_cls: 0.0810, d1.dn_loss_bbox: 0.4185, d1.dn_loss_iou: 0.5604, d2.dn_loss_cls: 0.0711, d2.dn_loss_bbox: 0.3920, d2.dn_loss_iou: 0.5303, d3.dn_loss_cls: 0.0683, d3.dn_loss_bbox: 0.3856, d3.dn_loss_iou: 0.5233, d4.dn_loss_cls: 0.0681, d4.dn_loss_bbox: 0.3851, d4.dn_loss_iou: 0.5230, loss: 13.2780, grad_norm: 22.2842 2023-11-06 15:26:47,202 - mmdet - INFO - Epoch [2][1600/3665] lr: 5.563e-06, eta: 8:48:26, time: 0.819, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3408, interm_loss_bbox: 0.2611, interm_loss_iou: 0.5468, loss_cls: 0.2968, loss_bbox: 0.2030, loss_iou: 0.4500, d0.loss_cls: 0.3570, d0.loss_bbox: 0.2167, d0.loss_iou: 0.4788, d1.loss_cls: 0.3237, d1.loss_bbox: 0.2092, d1.loss_iou: 0.4606, d2.loss_cls: 0.3038, d2.loss_bbox: 0.2055, d2.loss_iou: 0.4540, d3.loss_cls: 0.2971, d3.loss_bbox: 0.2043, d3.loss_iou: 0.4521, d4.loss_cls: 0.2950, d4.loss_bbox: 0.2040, d4.loss_iou: 0.4517, dn_loss_cls: 0.0726, dn_loss_bbox: 0.3935, dn_loss_iou: 0.5254, d0.dn_loss_cls: 0.1022, d0.dn_loss_bbox: 0.5125, d0.dn_loss_iou: 0.6723, d1.dn_loss_cls: 0.0817, d1.dn_loss_bbox: 0.4259, d1.dn_loss_iou: 0.5613, d2.dn_loss_cls: 0.0731, d2.dn_loss_bbox: 0.3994, d2.dn_loss_iou: 0.5320, d3.dn_loss_cls: 0.0710, d3.dn_loss_bbox: 0.3939, d3.dn_loss_iou: 0.5257, d4.dn_loss_cls: 0.0709, d4.dn_loss_bbox: 0.3935, d4.dn_loss_iou: 0.5253, loss: 13.3443, grad_norm: 21.1132 2023-11-06 15:27:28,012 - mmdet - INFO - Epoch [2][1650/3665] lr: 5.563e-06, eta: 8:47:44, time: 0.816, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3355, interm_loss_bbox: 0.2575, interm_loss_iou: 0.5531, loss_cls: 0.2877, loss_bbox: 0.1980, loss_iou: 0.4539, d0.loss_cls: 0.3529, d0.loss_bbox: 0.2089, d0.loss_iou: 0.4785, d1.loss_cls: 0.3178, d1.loss_bbox: 0.2018, d1.loss_iou: 0.4626, d2.loss_cls: 0.2965, d2.loss_bbox: 0.1986, d2.loss_iou: 0.4553, d3.loss_cls: 0.2897, d3.loss_bbox: 0.1977, d3.loss_iou: 0.4546, d4.loss_cls: 0.2875, d4.loss_bbox: 0.1981, d4.loss_iou: 0.4541, dn_loss_cls: 0.0692, dn_loss_bbox: 0.3821, dn_loss_iou: 0.5170, d0.dn_loss_cls: 0.0995, d0.dn_loss_bbox: 0.5002, d0.dn_loss_iou: 0.6625, d1.dn_loss_cls: 0.0785, d1.dn_loss_bbox: 0.4161, d1.dn_loss_iou: 0.5530, d2.dn_loss_cls: 0.0702, d2.dn_loss_bbox: 0.3887, d2.dn_loss_iou: 0.5237, d3.dn_loss_cls: 0.0675, d3.dn_loss_bbox: 0.3827, d3.dn_loss_iou: 0.5172, d4.dn_loss_cls: 0.0678, d4.dn_loss_bbox: 0.3821, d4.dn_loss_iou: 0.5169, loss: 13.1351, grad_norm: 22.4781 2023-11-06 15:28:08,558 - mmdet - INFO - Epoch [2][1700/3665] lr: 5.563e-06, eta: 8:47:00, time: 0.811, data_time: 0.009, memory: 22742, interm_loss_cls: 0.3435, interm_loss_bbox: 0.2592, interm_loss_iou: 0.5500, loss_cls: 0.2973, loss_bbox: 0.1983, loss_iou: 0.4495, d0.loss_cls: 0.3606, d0.loss_bbox: 0.2128, d0.loss_iou: 0.4758, d1.loss_cls: 0.3257, d1.loss_bbox: 0.2043, d1.loss_iou: 0.4609, d2.loss_cls: 0.3047, d2.loss_bbox: 0.1995, d2.loss_iou: 0.4530, d3.loss_cls: 0.2979, d3.loss_bbox: 0.1983, d3.loss_iou: 0.4503, d4.loss_cls: 0.2962, d4.loss_bbox: 0.1988, d4.loss_iou: 0.4498, dn_loss_cls: 0.0706, dn_loss_bbox: 0.4010, dn_loss_iou: 0.5180, d0.dn_loss_cls: 0.1020, d0.dn_loss_bbox: 0.5281, d0.dn_loss_iou: 0.6665, d1.dn_loss_cls: 0.0808, d1.dn_loss_bbox: 0.4365, d1.dn_loss_iou: 0.5543, d2.dn_loss_cls: 0.0716, d2.dn_loss_bbox: 0.4081, d2.dn_loss_iou: 0.5253, d3.dn_loss_cls: 0.0690, d3.dn_loss_bbox: 0.4015, d3.dn_loss_iou: 0.5183, d4.dn_loss_cls: 0.0691, d4.dn_loss_bbox: 0.4010, d4.dn_loss_iou: 0.5179, loss: 13.3261, grad_norm: 22.0909 2023-11-06 15:28:49,514 - mmdet - INFO - Epoch [2][1750/3665] lr: 5.563e-06, eta: 8:46:19, time: 0.819, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3403, interm_loss_bbox: 0.2528, interm_loss_iou: 0.5507, loss_cls: 0.2944, loss_bbox: 0.1969, loss_iou: 0.4531, d0.loss_cls: 0.3576, d0.loss_bbox: 0.2081, d0.loss_iou: 0.4792, d1.loss_cls: 0.3209, d1.loss_bbox: 0.2020, d1.loss_iou: 0.4643, d2.loss_cls: 0.3013, d2.loss_bbox: 0.1985, d2.loss_iou: 0.4560, d3.loss_cls: 0.2944, d3.loss_bbox: 0.1974, d3.loss_iou: 0.4546, d4.loss_cls: 0.2931, d4.loss_bbox: 0.1965, d4.loss_iou: 0.4537, dn_loss_cls: 0.0695, dn_loss_bbox: 0.3797, dn_loss_iou: 0.5203, d0.dn_loss_cls: 0.1003, d0.dn_loss_bbox: 0.4939, d0.dn_loss_iou: 0.6666, d1.dn_loss_cls: 0.0795, d1.dn_loss_bbox: 0.4098, d1.dn_loss_iou: 0.5549, d2.dn_loss_cls: 0.0704, d2.dn_loss_bbox: 0.3861, d2.dn_loss_iou: 0.5271, d3.dn_loss_cls: 0.0677, d3.dn_loss_bbox: 0.3801, d3.dn_loss_iou: 0.5206, d4.dn_loss_cls: 0.0677, d4.dn_loss_bbox: 0.3797, d4.dn_loss_iou: 0.5202, loss: 13.1598, grad_norm: 21.2256 2023-11-06 15:29:30,375 - mmdet - INFO - Epoch [2][1800/3665] lr: 5.563e-06, eta: 8:45:38, time: 0.817, data_time: 0.009, memory: 22742, interm_loss_cls: 0.3376, interm_loss_bbox: 0.2521, interm_loss_iou: 0.5420, loss_cls: 0.2947, loss_bbox: 0.1937, loss_iou: 0.4470, d0.loss_cls: 0.3538, d0.loss_bbox: 0.2072, d0.loss_iou: 0.4735, d1.loss_cls: 0.3187, d1.loss_bbox: 0.2026, d1.loss_iou: 0.4599, d2.loss_cls: 0.3003, d2.loss_bbox: 0.1967, d2.loss_iou: 0.4516, d3.loss_cls: 0.2950, d3.loss_bbox: 0.1947, d3.loss_iou: 0.4488, d4.loss_cls: 0.2932, d4.loss_bbox: 0.1947, d4.loss_iou: 0.4478, dn_loss_cls: 0.0685, dn_loss_bbox: 0.3813, dn_loss_iou: 0.5138, d0.dn_loss_cls: 0.1004, d0.dn_loss_bbox: 0.5009, d0.dn_loss_iou: 0.6583, d1.dn_loss_cls: 0.0788, d1.dn_loss_bbox: 0.4129, d1.dn_loss_iou: 0.5487, d2.dn_loss_cls: 0.0697, d2.dn_loss_bbox: 0.3876, d2.dn_loss_iou: 0.5206, d3.dn_loss_cls: 0.0671, d3.dn_loss_bbox: 0.3817, d3.dn_loss_iou: 0.5142, d4.dn_loss_cls: 0.0670, d4.dn_loss_bbox: 0.3813, d4.dn_loss_iou: 0.5138, loss: 13.0723, grad_norm: 19.4841 2023-11-06 15:30:11,021 - mmdet - INFO - Epoch [2][1850/3665] lr: 5.563e-06, eta: 8:44:55, time: 0.813, data_time: 0.009, memory: 22742, interm_loss_cls: 0.3341, interm_loss_bbox: 0.2527, interm_loss_iou: 0.5407, loss_cls: 0.2924, loss_bbox: 0.1909, loss_iou: 0.4409, d0.loss_cls: 0.3526, d0.loss_bbox: 0.2044, d0.loss_iou: 0.4674, d1.loss_cls: 0.3171, d1.loss_bbox: 0.1991, d1.loss_iou: 0.4521, d2.loss_cls: 0.2994, d2.loss_bbox: 0.1926, d2.loss_iou: 0.4430, d3.loss_cls: 0.2943, d3.loss_bbox: 0.1914, d3.loss_iou: 0.4416, d4.loss_cls: 0.2918, d4.loss_bbox: 0.1918, d4.loss_iou: 0.4421, dn_loss_cls: 0.0681, dn_loss_bbox: 0.3872, dn_loss_iou: 0.5132, d0.dn_loss_cls: 0.0992, d0.dn_loss_bbox: 0.5067, d0.dn_loss_iou: 0.6585, d1.dn_loss_cls: 0.0779, d1.dn_loss_bbox: 0.4186, d1.dn_loss_iou: 0.5473, d2.dn_loss_cls: 0.0690, d2.dn_loss_bbox: 0.3931, d2.dn_loss_iou: 0.5195, d3.dn_loss_cls: 0.0669, d3.dn_loss_bbox: 0.3877, d3.dn_loss_iou: 0.5134, d4.dn_loss_cls: 0.0667, d4.dn_loss_bbox: 0.3872, d4.dn_loss_iou: 0.5130, loss: 13.0257, grad_norm: 22.4738 2023-11-06 15:30:52,240 - mmdet - INFO - Epoch [2][1900/3665] lr: 5.563e-06, eta: 8:44:16, time: 0.824, data_time: 0.009, memory: 22742, interm_loss_cls: 0.3362, interm_loss_bbox: 0.2539, interm_loss_iou: 0.5359, loss_cls: 0.2905, loss_bbox: 0.1958, loss_iou: 0.4364, d0.loss_cls: 0.3544, d0.loss_bbox: 0.2104, d0.loss_iou: 0.4644, d1.loss_cls: 0.3202, d1.loss_bbox: 0.2013, d1.loss_iou: 0.4467, d2.loss_cls: 0.2979, d2.loss_bbox: 0.1970, d2.loss_iou: 0.4395, d3.loss_cls: 0.2918, d3.loss_bbox: 0.1970, d3.loss_iou: 0.4377, d4.loss_cls: 0.2897, d4.loss_bbox: 0.1967, d4.loss_iou: 0.4371, dn_loss_cls: 0.0722, dn_loss_bbox: 0.3911, dn_loss_iou: 0.5138, d0.dn_loss_cls: 0.1029, d0.dn_loss_bbox: 0.5134, d0.dn_loss_iou: 0.6628, d1.dn_loss_cls: 0.0815, d1.dn_loss_bbox: 0.4215, d1.dn_loss_iou: 0.5487, d2.dn_loss_cls: 0.0724, d2.dn_loss_bbox: 0.3966, d2.dn_loss_iou: 0.5205, d3.dn_loss_cls: 0.0705, d3.dn_loss_bbox: 0.3916, d3.dn_loss_iou: 0.5141, d4.dn_loss_cls: 0.0706, d4.dn_loss_bbox: 0.3911, d4.dn_loss_iou: 0.5137, loss: 13.0796, grad_norm: 21.4281 2023-11-06 15:31:33,330 - mmdet - INFO - Epoch [2][1950/3665] lr: 5.563e-06, eta: 8:43:36, time: 0.822, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3418, interm_loss_bbox: 0.2537, interm_loss_iou: 0.5507, loss_cls: 0.2955, loss_bbox: 0.1947, loss_iou: 0.4549, d0.loss_cls: 0.3558, d0.loss_bbox: 0.2096, d0.loss_iou: 0.4814, d1.loss_cls: 0.3229, d1.loss_bbox: 0.2013, d1.loss_iou: 0.4641, d2.loss_cls: 0.3024, d2.loss_bbox: 0.1959, d2.loss_iou: 0.4580, d3.loss_cls: 0.2956, d3.loss_bbox: 0.1951, d3.loss_iou: 0.4566, d4.loss_cls: 0.2939, d4.loss_bbox: 0.1956, d4.loss_iou: 0.4563, dn_loss_cls: 0.0699, dn_loss_bbox: 0.3883, dn_loss_iou: 0.5209, d0.dn_loss_cls: 0.1002, d0.dn_loss_bbox: 0.5088, d0.dn_loss_iou: 0.6698, d1.dn_loss_cls: 0.0793, d1.dn_loss_bbox: 0.4197, d1.dn_loss_iou: 0.5570, d2.dn_loss_cls: 0.0706, d2.dn_loss_bbox: 0.3939, d2.dn_loss_iou: 0.5277, d3.dn_loss_cls: 0.0685, d3.dn_loss_bbox: 0.3886, d3.dn_loss_iou: 0.5211, d4.dn_loss_cls: 0.0684, d4.dn_loss_bbox: 0.3883, d4.dn_loss_iou: 0.5208, loss: 13.2375, grad_norm: 20.9757 2023-11-06 15:32:14,147 - mmdet - INFO - Epoch [2][2000/3665] lr: 5.563e-06, eta: 8:42:54, time: 0.816, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3346, interm_loss_bbox: 0.2504, interm_loss_iou: 0.5479, loss_cls: 0.2885, loss_bbox: 0.1918, loss_iou: 0.4533, d0.loss_cls: 0.3510, d0.loss_bbox: 0.2061, d0.loss_iou: 0.4794, d1.loss_cls: 0.3145, d1.loss_bbox: 0.1987, d1.loss_iou: 0.4659, d2.loss_cls: 0.2953, d2.loss_bbox: 0.1932, d2.loss_iou: 0.4554, d3.loss_cls: 0.2895, d3.loss_bbox: 0.1924, d3.loss_iou: 0.4542, d4.loss_cls: 0.2877, d4.loss_bbox: 0.1919, d4.loss_iou: 0.4540, dn_loss_cls: 0.0696, dn_loss_bbox: 0.3726, dn_loss_iou: 0.5200, d0.dn_loss_cls: 0.0999, d0.dn_loss_bbox: 0.4933, d0.dn_loss_iou: 0.6634, d1.dn_loss_cls: 0.0788, d1.dn_loss_bbox: 0.4051, d1.dn_loss_iou: 0.5549, d2.dn_loss_cls: 0.0698, d2.dn_loss_bbox: 0.3781, d2.dn_loss_iou: 0.5261, d3.dn_loss_cls: 0.0678, d3.dn_loss_bbox: 0.3729, d3.dn_loss_iou: 0.5200, d4.dn_loss_cls: 0.0678, d4.dn_loss_bbox: 0.3726, d4.dn_loss_iou: 0.5197, loss: 13.0481, grad_norm: 23.8819 2023-11-06 15:32:55,001 - mmdet - INFO - Epoch [2][2050/3665] lr: 5.563e-06, eta: 8:42:13, time: 0.817, data_time: 0.009, memory: 22742, interm_loss_cls: 0.3384, interm_loss_bbox: 0.2498, interm_loss_iou: 0.5393, loss_cls: 0.2874, loss_bbox: 0.1944, loss_iou: 0.4468, d0.loss_cls: 0.3534, d0.loss_bbox: 0.2058, d0.loss_iou: 0.4709, d1.loss_cls: 0.3161, d1.loss_bbox: 0.1987, d1.loss_iou: 0.4552, d2.loss_cls: 0.2947, d2.loss_bbox: 0.1954, d2.loss_iou: 0.4487, d3.loss_cls: 0.2886, d3.loss_bbox: 0.1940, d3.loss_iou: 0.4473, d4.loss_cls: 0.2860, d4.loss_bbox: 0.1950, d4.loss_iou: 0.4473, dn_loss_cls: 0.0658, dn_loss_bbox: 0.3901, dn_loss_iou: 0.5114, d0.dn_loss_cls: 0.0975, d0.dn_loss_bbox: 0.5121, d0.dn_loss_iou: 0.6598, d1.dn_loss_cls: 0.0761, d1.dn_loss_bbox: 0.4206, d1.dn_loss_iou: 0.5464, d2.dn_loss_cls: 0.0670, d2.dn_loss_bbox: 0.3954, d2.dn_loss_iou: 0.5182, d3.dn_loss_cls: 0.0648, d3.dn_loss_bbox: 0.3903, d3.dn_loss_iou: 0.5116, d4.dn_loss_cls: 0.0645, d4.dn_loss_bbox: 0.3901, d4.dn_loss_iou: 0.5113, loss: 13.0462, grad_norm: 20.9974 2023-11-06 15:33:35,626 - mmdet - INFO - Epoch [2][2100/3665] lr: 5.563e-06, eta: 8:41:30, time: 0.813, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3418, interm_loss_bbox: 0.2462, interm_loss_iou: 0.5338, loss_cls: 0.2947, loss_bbox: 0.1920, loss_iou: 0.4378, d0.loss_cls: 0.3607, d0.loss_bbox: 0.2009, d0.loss_iou: 0.4605, d1.loss_cls: 0.3218, d1.loss_bbox: 0.1973, d1.loss_iou: 0.4471, d2.loss_cls: 0.3015, d2.loss_bbox: 0.1932, d2.loss_iou: 0.4392, d3.loss_cls: 0.2956, d3.loss_bbox: 0.1925, d3.loss_iou: 0.4388, d4.loss_cls: 0.2933, d4.loss_bbox: 0.1925, d4.loss_iou: 0.4385, dn_loss_cls: 0.0695, dn_loss_bbox: 0.3907, dn_loss_iou: 0.5140, d0.dn_loss_cls: 0.1003, d0.dn_loss_bbox: 0.5166, d0.dn_loss_iou: 0.6599, d1.dn_loss_cls: 0.0791, d1.dn_loss_bbox: 0.4238, d1.dn_loss_iou: 0.5492, d2.dn_loss_cls: 0.0701, d2.dn_loss_bbox: 0.3963, d2.dn_loss_iou: 0.5207, d3.dn_loss_cls: 0.0680, d3.dn_loss_bbox: 0.3910, d3.dn_loss_iou: 0.5142, d4.dn_loss_cls: 0.0679, d4.dn_loss_bbox: 0.3907, d4.dn_loss_iou: 0.5138, loss: 13.0553, grad_norm: 22.3169 2023-11-06 15:34:16,804 - mmdet - INFO - Epoch [2][2150/3665] lr: 5.563e-06, eta: 8:40:50, time: 0.823, data_time: 0.009, memory: 22742, interm_loss_cls: 0.3353, interm_loss_bbox: 0.2503, interm_loss_iou: 0.5457, loss_cls: 0.2867, loss_bbox: 0.1940, loss_iou: 0.4533, d0.loss_cls: 0.3533, d0.loss_bbox: 0.2055, d0.loss_iou: 0.4776, d1.loss_cls: 0.3161, d1.loss_bbox: 0.1995, d1.loss_iou: 0.4625, d2.loss_cls: 0.2950, d2.loss_bbox: 0.1946, d2.loss_iou: 0.4552, d3.loss_cls: 0.2883, d3.loss_bbox: 0.1944, d3.loss_iou: 0.4541, d4.loss_cls: 0.2858, d4.loss_bbox: 0.1942, d4.loss_iou: 0.4537, dn_loss_cls: 0.0682, dn_loss_bbox: 0.3742, dn_loss_iou: 0.5160, d0.dn_loss_cls: 0.0999, d0.dn_loss_bbox: 0.4879, d0.dn_loss_iou: 0.6618, d1.dn_loss_cls: 0.0777, d1.dn_loss_bbox: 0.4030, d1.dn_loss_iou: 0.5509, d2.dn_loss_cls: 0.0688, d2.dn_loss_bbox: 0.3793, d2.dn_loss_iou: 0.5222, d3.dn_loss_cls: 0.0667, d3.dn_loss_bbox: 0.3745, d3.dn_loss_iou: 0.5162, d4.dn_loss_cls: 0.0666, d4.dn_loss_bbox: 0.3742, d4.dn_loss_iou: 0.5159, loss: 13.0191, grad_norm: 20.7828 2023-11-06 15:34:57,733 - mmdet - INFO - Epoch [2][2200/3665] lr: 5.563e-06, eta: 8:40:09, time: 0.819, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3340, interm_loss_bbox: 0.2489, interm_loss_iou: 0.5472, loss_cls: 0.2854, loss_bbox: 0.1930, loss_iou: 0.4527, d0.loss_cls: 0.3476, d0.loss_bbox: 0.2041, d0.loss_iou: 0.4778, d1.loss_cls: 0.3103, d1.loss_bbox: 0.1989, d1.loss_iou: 0.4635, d2.loss_cls: 0.2907, d2.loss_bbox: 0.1952, d2.loss_iou: 0.4566, d3.loss_cls: 0.2843, d3.loss_bbox: 0.1945, d3.loss_iou: 0.4555, d4.loss_cls: 0.2831, d4.loss_bbox: 0.1936, d4.loss_iou: 0.4544, dn_loss_cls: 0.0677, dn_loss_bbox: 0.3817, dn_loss_iou: 0.5178, d0.dn_loss_cls: 0.0986, d0.dn_loss_bbox: 0.4965, d0.dn_loss_iou: 0.6611, d1.dn_loss_cls: 0.0772, d1.dn_loss_bbox: 0.4104, d1.dn_loss_iou: 0.5512, d2.dn_loss_cls: 0.0683, d2.dn_loss_bbox: 0.3867, d2.dn_loss_iou: 0.5240, d3.dn_loss_cls: 0.0658, d3.dn_loss_bbox: 0.3820, d3.dn_loss_iou: 0.5179, d4.dn_loss_cls: 0.0659, d4.dn_loss_bbox: 0.3817, d4.dn_loss_iou: 0.5176, loss: 13.0437, grad_norm: 21.9095 2023-11-06 15:35:38,418 - mmdet - INFO - Epoch [2][2250/3665] lr: 5.563e-06, eta: 8:39:27, time: 0.814, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3335, interm_loss_bbox: 0.2460, interm_loss_iou: 0.5421, loss_cls: 0.2857, loss_bbox: 0.1887, loss_iou: 0.4456, d0.loss_cls: 0.3520, d0.loss_bbox: 0.2003, d0.loss_iou: 0.4713, d1.loss_cls: 0.3103, d1.loss_bbox: 0.1956, d1.loss_iou: 0.4574, d2.loss_cls: 0.2910, d2.loss_bbox: 0.1904, d2.loss_iou: 0.4481, d3.loss_cls: 0.2861, d3.loss_bbox: 0.1889, d3.loss_iou: 0.4458, d4.loss_cls: 0.2836, d4.loss_bbox: 0.1902, d4.loss_iou: 0.4470, dn_loss_cls: 0.0687, dn_loss_bbox: 0.3715, dn_loss_iou: 0.5096, d0.dn_loss_cls: 0.0993, d0.dn_loss_bbox: 0.4916, d0.dn_loss_iou: 0.6512, d1.dn_loss_cls: 0.0772, d1.dn_loss_bbox: 0.4033, d1.dn_loss_iou: 0.5434, d2.dn_loss_cls: 0.0692, d2.dn_loss_bbox: 0.3772, d2.dn_loss_iou: 0.5162, d3.dn_loss_cls: 0.0672, d3.dn_loss_bbox: 0.3717, d3.dn_loss_iou: 0.5099, d4.dn_loss_cls: 0.0671, d4.dn_loss_bbox: 0.3715, d4.dn_loss_iou: 0.5095, loss: 12.8749, grad_norm: 21.3530 2023-11-06 15:36:18,509 - mmdet - INFO - Epoch [2][2300/3665] lr: 5.563e-06, eta: 8:38:40, time: 0.802, data_time: 0.012, memory: 22742, interm_loss_cls: 0.3315, interm_loss_bbox: 0.2456, interm_loss_iou: 0.5298, loss_cls: 0.2867, loss_bbox: 0.1891, loss_iou: 0.4324, d0.loss_cls: 0.3496, d0.loss_bbox: 0.2012, d0.loss_iou: 0.4595, d1.loss_cls: 0.3170, d1.loss_bbox: 0.1944, d1.loss_iou: 0.4422, d2.loss_cls: 0.2949, d2.loss_bbox: 0.1900, d2.loss_iou: 0.4331, d3.loss_cls: 0.2875, d3.loss_bbox: 0.1901, d3.loss_iou: 0.4337, d4.loss_cls: 0.2862, d4.loss_bbox: 0.1893, d4.loss_iou: 0.4329, dn_loss_cls: 0.0640, dn_loss_bbox: 0.3655, dn_loss_iou: 0.4996, d0.dn_loss_cls: 0.0952, d0.dn_loss_bbox: 0.4834, d0.dn_loss_iou: 0.6469, d1.dn_loss_cls: 0.0738, d1.dn_loss_bbox: 0.3955, d1.dn_loss_iou: 0.5330, d2.dn_loss_cls: 0.0652, d2.dn_loss_bbox: 0.3705, d2.dn_loss_iou: 0.5055, d3.dn_loss_cls: 0.0629, d3.dn_loss_bbox: 0.3659, d3.dn_loss_iou: 0.4999, d4.dn_loss_cls: 0.0628, d4.dn_loss_bbox: 0.3655, d4.dn_loss_iou: 0.4995, loss: 12.6712, grad_norm: 19.6735 2023-11-06 15:36:59,424 - mmdet - INFO - Epoch [2][2350/3665] lr: 5.563e-06, eta: 8:37:59, time: 0.818, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3362, interm_loss_bbox: 0.2502, interm_loss_iou: 0.5449, loss_cls: 0.2900, loss_bbox: 0.1982, loss_iou: 0.4534, d0.loss_cls: 0.3532, d0.loss_bbox: 0.2076, d0.loss_iou: 0.4782, d1.loss_cls: 0.3188, d1.loss_bbox: 0.2024, d1.loss_iou: 0.4624, d2.loss_cls: 0.3007, d2.loss_bbox: 0.1972, d2.loss_iou: 0.4537, d3.loss_cls: 0.2935, d3.loss_bbox: 0.1971, d3.loss_iou: 0.4538, d4.loss_cls: 0.2907, d4.loss_bbox: 0.1982, d4.loss_iou: 0.4542, dn_loss_cls: 0.0677, dn_loss_bbox: 0.3743, dn_loss_iou: 0.5164, d0.dn_loss_cls: 0.0987, d0.dn_loss_bbox: 0.4882, d0.dn_loss_iou: 0.6602, d1.dn_loss_cls: 0.0767, d1.dn_loss_bbox: 0.4037, d1.dn_loss_iou: 0.5505, d2.dn_loss_cls: 0.0684, d2.dn_loss_bbox: 0.3790, d2.dn_loss_iou: 0.5223, d3.dn_loss_cls: 0.0660, d3.dn_loss_bbox: 0.3748, d3.dn_loss_iou: 0.5166, d4.dn_loss_cls: 0.0660, d4.dn_loss_bbox: 0.3743, d4.dn_loss_iou: 0.5163, loss: 13.0545, grad_norm: 19.9032 2023-11-06 15:37:40,240 - mmdet - INFO - Epoch [2][2400/3665] lr: 5.563e-06, eta: 8:37:17, time: 0.816, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3303, interm_loss_bbox: 0.2446, interm_loss_iou: 0.5496, loss_cls: 0.2832, loss_bbox: 0.1914, loss_iou: 0.4526, d0.loss_cls: 0.3471, d0.loss_bbox: 0.2018, d0.loss_iou: 0.4796, d1.loss_cls: 0.3099, d1.loss_bbox: 0.1960, d1.loss_iou: 0.4622, d2.loss_cls: 0.2920, d2.loss_bbox: 0.1907, d2.loss_iou: 0.4535, d3.loss_cls: 0.2857, d3.loss_bbox: 0.1908, d3.loss_iou: 0.4530, d4.loss_cls: 0.2828, d4.loss_bbox: 0.1915, d4.loss_iou: 0.4529, dn_loss_cls: 0.0655, dn_loss_bbox: 0.3674, dn_loss_iou: 0.5220, d0.dn_loss_cls: 0.0971, d0.dn_loss_bbox: 0.4860, d0.dn_loss_iou: 0.6661, d1.dn_loss_cls: 0.0753, d1.dn_loss_bbox: 0.3981, d1.dn_loss_iou: 0.5555, d2.dn_loss_cls: 0.0668, d2.dn_loss_bbox: 0.3724, d2.dn_loss_iou: 0.5278, d3.dn_loss_cls: 0.0645, d3.dn_loss_bbox: 0.3677, d3.dn_loss_iou: 0.5221, d4.dn_loss_cls: 0.0642, d4.dn_loss_bbox: 0.3674, d4.dn_loss_iou: 0.5219, loss: 12.9488, grad_norm: 22.2778 2023-11-06 15:38:21,258 - mmdet - INFO - Epoch [2][2450/3665] lr: 5.563e-06, eta: 8:36:37, time: 0.821, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3304, interm_loss_bbox: 0.2397, interm_loss_iou: 0.5525, loss_cls: 0.2879, loss_bbox: 0.1880, loss_iou: 0.4589, d0.loss_cls: 0.3478, d0.loss_bbox: 0.1999, d0.loss_iou: 0.4857, d1.loss_cls: 0.3134, d1.loss_bbox: 0.1930, d1.loss_iou: 0.4683, d2.loss_cls: 0.2952, d2.loss_bbox: 0.1895, d2.loss_iou: 0.4614, d3.loss_cls: 0.2897, d3.loss_bbox: 0.1885, d3.loss_iou: 0.4603, d4.loss_cls: 0.2868, d4.loss_bbox: 0.1887, d4.loss_iou: 0.4603, dn_loss_cls: 0.0671, dn_loss_bbox: 0.3727, dn_loss_iou: 0.5219, d0.dn_loss_cls: 0.0984, d0.dn_loss_bbox: 0.4873, d0.dn_loss_iou: 0.6616, d1.dn_loss_cls: 0.0766, d1.dn_loss_bbox: 0.4014, d1.dn_loss_iou: 0.5548, d2.dn_loss_cls: 0.0683, d2.dn_loss_bbox: 0.3776, d2.dn_loss_iou: 0.5279, d3.dn_loss_cls: 0.0661, d3.dn_loss_bbox: 0.3730, d3.dn_loss_iou: 0.5222, d4.dn_loss_cls: 0.0656, d4.dn_loss_bbox: 0.3727, d4.dn_loss_iou: 0.5218, loss: 13.0226, grad_norm: 23.6070 2023-11-06 15:39:01,824 - mmdet - INFO - Epoch [2][2500/3665] lr: 5.563e-06, eta: 8:35:54, time: 0.811, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3237, interm_loss_bbox: 0.2362, interm_loss_iou: 0.5413, loss_cls: 0.2816, loss_bbox: 0.1857, loss_iou: 0.4513, d0.loss_cls: 0.3425, d0.loss_bbox: 0.1952, d0.loss_iou: 0.4735, d1.loss_cls: 0.3080, d1.loss_bbox: 0.1909, d1.loss_iou: 0.4590, d2.loss_cls: 0.2886, d2.loss_bbox: 0.1866, d2.loss_iou: 0.4543, d3.loss_cls: 0.2810, d3.loss_bbox: 0.1872, d3.loss_iou: 0.4535, d4.loss_cls: 0.2801, d4.loss_bbox: 0.1864, d4.loss_iou: 0.4524, dn_loss_cls: 0.0653, dn_loss_bbox: 0.3528, dn_loss_iou: 0.5041, d0.dn_loss_cls: 0.0962, d0.dn_loss_bbox: 0.4726, d0.dn_loss_iou: 0.6456, d1.dn_loss_cls: 0.0745, d1.dn_loss_bbox: 0.3842, d1.dn_loss_iou: 0.5374, d2.dn_loss_cls: 0.0659, d2.dn_loss_bbox: 0.3581, d2.dn_loss_iou: 0.5099, d3.dn_loss_cls: 0.0639, d3.dn_loss_bbox: 0.3531, d3.dn_loss_iou: 0.5041, d4.dn_loss_cls: 0.0638, d4.dn_loss_bbox: 0.3528, d4.dn_loss_iou: 0.5040, loss: 12.6676, grad_norm: 23.5710 2023-11-06 15:39:42,892 - mmdet - INFO - Epoch [2][2550/3665] lr: 5.563e-06, eta: 8:35:14, time: 0.821, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3313, interm_loss_bbox: 0.2447, interm_loss_iou: 0.5471, loss_cls: 0.2866, loss_bbox: 0.1913, loss_iou: 0.4552, d0.loss_cls: 0.3453, d0.loss_bbox: 0.2034, d0.loss_iou: 0.4791, d1.loss_cls: 0.3094, d1.loss_bbox: 0.1981, d1.loss_iou: 0.4657, d2.loss_cls: 0.2917, d2.loss_bbox: 0.1930, d2.loss_iou: 0.4572, d3.loss_cls: 0.2871, d3.loss_bbox: 0.1918, d3.loss_iou: 0.4556, d4.loss_cls: 0.2846, d4.loss_bbox: 0.1918, d4.loss_iou: 0.4565, dn_loss_cls: 0.0664, dn_loss_bbox: 0.3732, dn_loss_iou: 0.5123, d0.dn_loss_cls: 0.0967, d0.dn_loss_bbox: 0.4928, d0.dn_loss_iou: 0.6558, d1.dn_loss_cls: 0.0751, d1.dn_loss_bbox: 0.4023, d1.dn_loss_iou: 0.5454, d2.dn_loss_cls: 0.0665, d2.dn_loss_bbox: 0.3783, d2.dn_loss_iou: 0.5187, d3.dn_loss_cls: 0.0646, d3.dn_loss_bbox: 0.3734, d3.dn_loss_iou: 0.5126, d4.dn_loss_cls: 0.0647, d4.dn_loss_bbox: 0.3732, d4.dn_loss_iou: 0.5123, loss: 12.9508, grad_norm: 20.3361 2023-11-06 15:40:23,672 - mmdet - INFO - Epoch [2][2600/3665] lr: 5.563e-06, eta: 8:34:32, time: 0.816, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3289, interm_loss_bbox: 0.2512, interm_loss_iou: 0.5343, loss_cls: 0.2832, loss_bbox: 0.1915, loss_iou: 0.4369, d0.loss_cls: 0.3468, d0.loss_bbox: 0.2038, d0.loss_iou: 0.4625, d1.loss_cls: 0.3085, d1.loss_bbox: 0.1974, d1.loss_iou: 0.4483, d2.loss_cls: 0.2884, d2.loss_bbox: 0.1936, d2.loss_iou: 0.4401, d3.loss_cls: 0.2840, d3.loss_bbox: 0.1919, d3.loss_iou: 0.4380, d4.loss_cls: 0.2824, d4.loss_bbox: 0.1915, d4.loss_iou: 0.4374, dn_loss_cls: 0.0677, dn_loss_bbox: 0.3879, dn_loss_iou: 0.5111, d0.dn_loss_cls: 0.0996, d0.dn_loss_bbox: 0.5111, d0.dn_loss_iou: 0.6555, d1.dn_loss_cls: 0.0771, d1.dn_loss_bbox: 0.4194, d1.dn_loss_iou: 0.5466, d2.dn_loss_cls: 0.0683, d2.dn_loss_bbox: 0.3933, d2.dn_loss_iou: 0.5175, d3.dn_loss_cls: 0.0659, d3.dn_loss_bbox: 0.3883, d3.dn_loss_iou: 0.5112, d4.dn_loss_cls: 0.0662, d4.dn_loss_bbox: 0.3879, d4.dn_loss_iou: 0.5110, loss: 12.9264, grad_norm: 21.5108 2023-11-06 15:41:04,777 - mmdet - INFO - Epoch [2][2650/3665] lr: 5.563e-06, eta: 8:33:52, time: 0.822, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3333, interm_loss_bbox: 0.2455, interm_loss_iou: 0.5476, loss_cls: 0.2831, loss_bbox: 0.1889, loss_iou: 0.4489, d0.loss_cls: 0.3486, d0.loss_bbox: 0.2002, d0.loss_iou: 0.4760, d1.loss_cls: 0.3110, d1.loss_bbox: 0.1954, d1.loss_iou: 0.4583, d2.loss_cls: 0.2903, d2.loss_bbox: 0.1907, d2.loss_iou: 0.4509, d3.loss_cls: 0.2838, d3.loss_bbox: 0.1902, d3.loss_iou: 0.4500, d4.loss_cls: 0.2824, d4.loss_bbox: 0.1898, d4.loss_iou: 0.4499, dn_loss_cls: 0.0664, dn_loss_bbox: 0.3724, dn_loss_iou: 0.5033, d0.dn_loss_cls: 0.0982, d0.dn_loss_bbox: 0.4910, d0.dn_loss_iou: 0.6474, d1.dn_loss_cls: 0.0760, d1.dn_loss_bbox: 0.4030, d1.dn_loss_iou: 0.5370, d2.dn_loss_cls: 0.0675, d2.dn_loss_bbox: 0.3774, d2.dn_loss_iou: 0.5092, d3.dn_loss_cls: 0.0653, d3.dn_loss_bbox: 0.3728, d3.dn_loss_iou: 0.5035, d4.dn_loss_cls: 0.0653, d4.dn_loss_bbox: 0.3724, d4.dn_loss_iou: 0.5032, loss: 12.8460, grad_norm: 23.6549 2023-11-06 15:41:48,555 - mmdet - INFO - Epoch [2][2700/3665] lr: 5.563e-06, eta: 8:33:28, time: 0.876, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3319, interm_loss_bbox: 0.2428, interm_loss_iou: 0.5431, loss_cls: 0.2838, loss_bbox: 0.1895, loss_iou: 0.4557, d0.loss_cls: 0.3463, d0.loss_bbox: 0.2011, d0.loss_iou: 0.4781, d1.loss_cls: 0.3109, d1.loss_bbox: 0.1958, d1.loss_iou: 0.4636, d2.loss_cls: 0.2937, d2.loss_bbox: 0.1912, d2.loss_iou: 0.4570, d3.loss_cls: 0.2855, d3.loss_bbox: 0.1900, d3.loss_iou: 0.4561, d4.loss_cls: 0.2832, d4.loss_bbox: 0.1900, d4.loss_iou: 0.4559, dn_loss_cls: 0.0669, dn_loss_bbox: 0.3816, dn_loss_iou: 0.5144, d0.dn_loss_cls: 0.0995, d0.dn_loss_bbox: 0.5005, d0.dn_loss_iou: 0.6599, d1.dn_loss_cls: 0.0769, d1.dn_loss_bbox: 0.4133, d1.dn_loss_iou: 0.5500, d2.dn_loss_cls: 0.0680, d2.dn_loss_bbox: 0.3864, d2.dn_loss_iou: 0.5205, d3.dn_loss_cls: 0.0661, d3.dn_loss_bbox: 0.3820, d3.dn_loss_iou: 0.5146, d4.dn_loss_cls: 0.0657, d4.dn_loss_bbox: 0.3816, d4.dn_loss_iou: 0.5143, loss: 13.0074, grad_norm: 22.5347 2023-11-06 15:42:29,795 - mmdet - INFO - Epoch [2][2750/3665] lr: 5.563e-06, eta: 8:32:49, time: 0.825, data_time: 0.012, memory: 22742, interm_loss_cls: 0.3224, interm_loss_bbox: 0.2498, interm_loss_iou: 0.5362, loss_cls: 0.2727, loss_bbox: 0.1943, loss_iou: 0.4416, d0.loss_cls: 0.3364, d0.loss_bbox: 0.2061, d0.loss_iou: 0.4661, d1.loss_cls: 0.2987, d1.loss_bbox: 0.2000, d1.loss_iou: 0.4519, d2.loss_cls: 0.2788, d2.loss_bbox: 0.1957, d2.loss_iou: 0.4434, d3.loss_cls: 0.2730, d3.loss_bbox: 0.1953, d3.loss_iou: 0.4430, d4.loss_cls: 0.2716, d4.loss_bbox: 0.1951, d4.loss_iou: 0.4428, dn_loss_cls: 0.0618, dn_loss_bbox: 0.3731, dn_loss_iou: 0.5045, d0.dn_loss_cls: 0.0959, d0.dn_loss_bbox: 0.4950, d0.dn_loss_iou: 0.6493, d1.dn_loss_cls: 0.0729, d1.dn_loss_bbox: 0.4036, d1.dn_loss_iou: 0.5384, d2.dn_loss_cls: 0.0640, d2.dn_loss_bbox: 0.3779, d2.dn_loss_iou: 0.5100, d3.dn_loss_cls: 0.0615, d3.dn_loss_bbox: 0.3732, d3.dn_loss_iou: 0.5045, d4.dn_loss_cls: 0.0608, d4.dn_loss_bbox: 0.3731, d4.dn_loss_iou: 0.5043, loss: 12.7387, grad_norm: 22.5631 2023-11-06 15:43:11,206 - mmdet - INFO - Epoch [2][2800/3665] lr: 5.563e-06, eta: 8:32:10, time: 0.828, data_time: 0.012, memory: 22742, interm_loss_cls: 0.3304, interm_loss_bbox: 0.2450, interm_loss_iou: 0.5431, loss_cls: 0.2835, loss_bbox: 0.1949, loss_iou: 0.4581, d0.loss_cls: 0.3459, d0.loss_bbox: 0.2061, d0.loss_iou: 0.4806, d1.loss_cls: 0.3117, d1.loss_bbox: 0.1988, d1.loss_iou: 0.4658, d2.loss_cls: 0.2914, d2.loss_bbox: 0.1965, d2.loss_iou: 0.4602, d3.loss_cls: 0.2844, d3.loss_bbox: 0.1955, d3.loss_iou: 0.4587, d4.loss_cls: 0.2830, d4.loss_bbox: 0.1950, d4.loss_iou: 0.4582, dn_loss_cls: 0.0640, dn_loss_bbox: 0.3689, dn_loss_iou: 0.5100, d0.dn_loss_cls: 0.0956, d0.dn_loss_bbox: 0.4855, d0.dn_loss_iou: 0.6507, d1.dn_loss_cls: 0.0731, d1.dn_loss_bbox: 0.3983, d1.dn_loss_iou: 0.5424, d2.dn_loss_cls: 0.0648, d2.dn_loss_bbox: 0.3736, d2.dn_loss_iou: 0.5159, d3.dn_loss_cls: 0.0629, d3.dn_loss_bbox: 0.3692, d3.dn_loss_iou: 0.5102, d4.dn_loss_cls: 0.0627, d4.dn_loss_bbox: 0.3689, d4.dn_loss_iou: 0.5100, loss: 12.9137, grad_norm: 21.2019 2023-11-06 15:43:51,910 - mmdet - INFO - Epoch [2][2850/3665] lr: 5.563e-06, eta: 8:31:28, time: 0.814, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3289, interm_loss_bbox: 0.2453, interm_loss_iou: 0.5336, loss_cls: 0.2810, loss_bbox: 0.1942, loss_iou: 0.4451, d0.loss_cls: 0.3439, d0.loss_bbox: 0.2019, d0.loss_iou: 0.4652, d1.loss_cls: 0.3096, d1.loss_bbox: 0.1970, d1.loss_iou: 0.4502, d2.loss_cls: 0.2897, d2.loss_bbox: 0.1946, d2.loss_iou: 0.4450, d3.loss_cls: 0.2833, d3.loss_bbox: 0.1937, d3.loss_iou: 0.4446, d4.loss_cls: 0.2804, d4.loss_bbox: 0.1943, d4.loss_iou: 0.4453, dn_loss_cls: 0.0654, dn_loss_bbox: 0.3720, dn_loss_iou: 0.4932, d0.dn_loss_cls: 0.0973, d0.dn_loss_bbox: 0.4955, d0.dn_loss_iou: 0.6347, d1.dn_loss_cls: 0.0750, d1.dn_loss_bbox: 0.4032, d1.dn_loss_iou: 0.5268, d2.dn_loss_cls: 0.0661, d2.dn_loss_bbox: 0.3767, d2.dn_loss_iou: 0.4987, d3.dn_loss_cls: 0.0639, d3.dn_loss_bbox: 0.3723, d3.dn_loss_iou: 0.4934, d4.dn_loss_cls: 0.0639, d4.dn_loss_bbox: 0.3720, d4.dn_loss_iou: 0.4931, loss: 12.7301, grad_norm: 21.4126 2023-11-06 15:44:32,723 - mmdet - INFO - Epoch [2][2900/3665] lr: 5.563e-06, eta: 8:30:46, time: 0.816, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3241, interm_loss_bbox: 0.2441, interm_loss_iou: 0.5356, loss_cls: 0.2817, loss_bbox: 0.1881, loss_iou: 0.4410, d0.loss_cls: 0.3412, d0.loss_bbox: 0.2017, d0.loss_iou: 0.4665, d1.loss_cls: 0.3065, d1.loss_bbox: 0.1963, d1.loss_iou: 0.4525, d2.loss_cls: 0.2882, d2.loss_bbox: 0.1900, d2.loss_iou: 0.4447, d3.loss_cls: 0.2822, d3.loss_bbox: 0.1885, d3.loss_iou: 0.4428, d4.loss_cls: 0.2807, d4.loss_bbox: 0.1881, d4.loss_iou: 0.4421, dn_loss_cls: 0.0641, dn_loss_bbox: 0.3585, dn_loss_iou: 0.4956, d0.dn_loss_cls: 0.0962, d0.dn_loss_bbox: 0.4852, d0.dn_loss_iou: 0.6408, d1.dn_loss_cls: 0.0740, d1.dn_loss_bbox: 0.3908, d1.dn_loss_iou: 0.5281, d2.dn_loss_cls: 0.0651, d2.dn_loss_bbox: 0.3638, d2.dn_loss_iou: 0.5010, d3.dn_loss_cls: 0.0626, d3.dn_loss_bbox: 0.3587, d3.dn_loss_iou: 0.4957, d4.dn_loss_cls: 0.0626, d4.dn_loss_bbox: 0.3585, d4.dn_loss_iou: 0.4954, loss: 12.6230, grad_norm: 20.4339 2023-11-06 15:45:12,978 - mmdet - INFO - Epoch [2][2950/3665] lr: 5.563e-06, eta: 8:30:01, time: 0.805, data_time: 0.013, memory: 22742, interm_loss_cls: 0.3284, interm_loss_bbox: 0.2488, interm_loss_iou: 0.5213, loss_cls: 0.2784, loss_bbox: 0.1922, loss_iou: 0.4311, d0.loss_cls: 0.3461, d0.loss_bbox: 0.1995, d0.loss_iou: 0.4517, d1.loss_cls: 0.3081, d1.loss_bbox: 0.1963, d1.loss_iou: 0.4372, d2.loss_cls: 0.2870, d2.loss_bbox: 0.1929, d2.loss_iou: 0.4318, d3.loss_cls: 0.2795, d3.loss_bbox: 0.1925, d3.loss_iou: 0.4320, d4.loss_cls: 0.2775, d4.loss_bbox: 0.1921, d4.loss_iou: 0.4312, dn_loss_cls: 0.0651, dn_loss_bbox: 0.3796, dn_loss_iou: 0.4985, d0.dn_loss_cls: 0.0973, d0.dn_loss_bbox: 0.5010, d0.dn_loss_iou: 0.6425, d1.dn_loss_cls: 0.0746, d1.dn_loss_bbox: 0.4113, d1.dn_loss_iou: 0.5327, d2.dn_loss_cls: 0.0664, d2.dn_loss_bbox: 0.3847, d2.dn_loss_iou: 0.5046, d3.dn_loss_cls: 0.0636, d3.dn_loss_bbox: 0.3799, d3.dn_loss_iou: 0.4985, d4.dn_loss_cls: 0.0635, d4.dn_loss_bbox: 0.3796, d4.dn_loss_iou: 0.4983, loss: 12.6974, grad_norm: 24.8779 2023-11-06 15:45:53,791 - mmdet - INFO - Epoch [2][3000/3665] lr: 5.563e-06, eta: 8:29:20, time: 0.816, data_time: 0.014, memory: 22742, interm_loss_cls: 0.3214, interm_loss_bbox: 0.2376, interm_loss_iou: 0.5305, loss_cls: 0.2733, loss_bbox: 0.1883, loss_iou: 0.4435, d0.loss_cls: 0.3363, d0.loss_bbox: 0.1965, d0.loss_iou: 0.4650, d1.loss_cls: 0.3012, d1.loss_bbox: 0.1913, d1.loss_iou: 0.4503, d2.loss_cls: 0.2797, d2.loss_bbox: 0.1894, d2.loss_iou: 0.4449, d3.loss_cls: 0.2743, d3.loss_bbox: 0.1889, d3.loss_iou: 0.4438, d4.loss_cls: 0.2725, d4.loss_bbox: 0.1884, d4.loss_iou: 0.4441, dn_loss_cls: 0.0636, dn_loss_bbox: 0.3620, dn_loss_iou: 0.5061, d0.dn_loss_cls: 0.0956, d0.dn_loss_bbox: 0.4738, d0.dn_loss_iou: 0.6476, d1.dn_loss_cls: 0.0728, d1.dn_loss_bbox: 0.3894, d1.dn_loss_iou: 0.5389, d2.dn_loss_cls: 0.0644, d2.dn_loss_bbox: 0.3665, d2.dn_loss_iou: 0.5118, d3.dn_loss_cls: 0.0624, d3.dn_loss_bbox: 0.3622, d3.dn_loss_iou: 0.5062, d4.dn_loss_cls: 0.0626, d4.dn_loss_bbox: 0.3620, d4.dn_loss_iou: 0.5059, loss: 12.6150, grad_norm: 23.5093 2023-11-06 15:46:35,374 - mmdet - INFO - Epoch [2][3050/3665] lr: 5.563e-06, eta: 8:28:42, time: 0.832, data_time: 0.012, memory: 22742, interm_loss_cls: 0.3252, interm_loss_bbox: 0.2399, interm_loss_iou: 0.5235, loss_cls: 0.2768, loss_bbox: 0.1870, loss_iou: 0.4312, d0.loss_cls: 0.3389, d0.loss_bbox: 0.1980, d0.loss_iou: 0.4560, d1.loss_cls: 0.3012, d1.loss_bbox: 0.1922, d1.loss_iou: 0.4412, d2.loss_cls: 0.2828, d2.loss_bbox: 0.1876, d2.loss_iou: 0.4340, d3.loss_cls: 0.2774, d3.loss_bbox: 0.1868, d3.loss_iou: 0.4323, d4.loss_cls: 0.2757, d4.loss_bbox: 0.1874, d4.loss_iou: 0.4322, dn_loss_cls: 0.0647, dn_loss_bbox: 0.3638, dn_loss_iou: 0.4900, d0.dn_loss_cls: 0.0970, d0.dn_loss_bbox: 0.4817, d0.dn_loss_iou: 0.6325, d1.dn_loss_cls: 0.0739, d1.dn_loss_bbox: 0.3927, d1.dn_loss_iou: 0.5228, d2.dn_loss_cls: 0.0652, d2.dn_loss_bbox: 0.3682, d2.dn_loss_iou: 0.4957, d3.dn_loss_cls: 0.0634, d3.dn_loss_bbox: 0.3640, d3.dn_loss_iou: 0.4902, d4.dn_loss_cls: 0.0632, d4.dn_loss_bbox: 0.3638, d4.dn_loss_iou: 0.4899, loss: 12.4900, grad_norm: 19.9297 2023-11-06 15:47:16,577 - mmdet - INFO - Epoch [2][3100/3665] lr: 5.563e-06, eta: 8:28:03, time: 0.824, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3289, interm_loss_bbox: 0.2485, interm_loss_iou: 0.5364, loss_cls: 0.2856, loss_bbox: 0.1958, loss_iou: 0.4459, d0.loss_cls: 0.3478, d0.loss_bbox: 0.2047, d0.loss_iou: 0.4694, d1.loss_cls: 0.3105, d1.loss_bbox: 0.2001, d1.loss_iou: 0.4561, d2.loss_cls: 0.2943, d2.loss_bbox: 0.1953, d2.loss_iou: 0.4469, d3.loss_cls: 0.2869, d3.loss_bbox: 0.1942, d3.loss_iou: 0.4463, d4.loss_cls: 0.2847, d4.loss_bbox: 0.1957, d4.loss_iou: 0.4473, dn_loss_cls: 0.0643, dn_loss_bbox: 0.3706, dn_loss_iou: 0.5099, d0.dn_loss_cls: 0.0958, d0.dn_loss_bbox: 0.4908, d0.dn_loss_iou: 0.6521, d1.dn_loss_cls: 0.0732, d1.dn_loss_bbox: 0.4000, d1.dn_loss_iou: 0.5436, d2.dn_loss_cls: 0.0651, d2.dn_loss_bbox: 0.3751, d2.dn_loss_iou: 0.5157, d3.dn_loss_cls: 0.0626, d3.dn_loss_bbox: 0.3707, d3.dn_loss_iou: 0.5100, d4.dn_loss_cls: 0.0629, d4.dn_loss_bbox: 0.3706, d4.dn_loss_iou: 0.5098, loss: 12.8642, grad_norm: 20.0191 2023-11-06 15:47:57,591 - mmdet - INFO - Epoch [2][3150/3665] lr: 5.563e-06, eta: 8:27:22, time: 0.820, data_time: 0.012, memory: 22742, interm_loss_cls: 0.3267, interm_loss_bbox: 0.2471, interm_loss_iou: 0.5300, loss_cls: 0.2770, loss_bbox: 0.1934, loss_iou: 0.4400, d0.loss_cls: 0.3452, d0.loss_bbox: 0.2011, d0.loss_iou: 0.4589, d1.loss_cls: 0.3071, d1.loss_bbox: 0.1968, d1.loss_iou: 0.4475, d2.loss_cls: 0.2870, d2.loss_bbox: 0.1924, d2.loss_iou: 0.4397, d3.loss_cls: 0.2790, d3.loss_bbox: 0.1929, d3.loss_iou: 0.4396, d4.loss_cls: 0.2764, d4.loss_bbox: 0.1936, d4.loss_iou: 0.4405, dn_loss_cls: 0.0627, dn_loss_bbox: 0.3693, dn_loss_iou: 0.5017, d0.dn_loss_cls: 0.0957, d0.dn_loss_bbox: 0.4913, d0.dn_loss_iou: 0.6441, d1.dn_loss_cls: 0.0729, d1.dn_loss_bbox: 0.4007, d1.dn_loss_iou: 0.5356, d2.dn_loss_cls: 0.0643, d2.dn_loss_bbox: 0.3740, d2.dn_loss_iou: 0.5071, d3.dn_loss_cls: 0.0619, d3.dn_loss_bbox: 0.3696, d3.dn_loss_iou: 0.5019, d4.dn_loss_cls: 0.0616, d4.dn_loss_bbox: 0.3693, d4.dn_loss_iou: 0.5016, loss: 12.6973, grad_norm: 23.2625 2023-11-06 15:48:38,322 - mmdet - INFO - Epoch [2][3200/3665] lr: 5.563e-06, eta: 8:26:40, time: 0.815, data_time: 0.012, memory: 22742, interm_loss_cls: 0.3237, interm_loss_bbox: 0.2482, interm_loss_iou: 0.5318, loss_cls: 0.2803, loss_bbox: 0.1913, loss_iou: 0.4377, d0.loss_cls: 0.3408, d0.loss_bbox: 0.2016, d0.loss_iou: 0.4602, d1.loss_cls: 0.3036, d1.loss_bbox: 0.1965, d1.loss_iou: 0.4476, d2.loss_cls: 0.2864, d2.loss_bbox: 0.1916, d2.loss_iou: 0.4398, d3.loss_cls: 0.2815, d3.loss_bbox: 0.1913, d3.loss_iou: 0.4383, d4.loss_cls: 0.2789, d4.loss_bbox: 0.1918, d4.loss_iou: 0.4387, dn_loss_cls: 0.0644, dn_loss_bbox: 0.3645, dn_loss_iou: 0.5039, d0.dn_loss_cls: 0.0967, d0.dn_loss_bbox: 0.4831, d0.dn_loss_iou: 0.6449, d1.dn_loss_cls: 0.0738, d1.dn_loss_bbox: 0.3940, d1.dn_loss_iou: 0.5366, d2.dn_loss_cls: 0.0652, d2.dn_loss_bbox: 0.3692, d2.dn_loss_iou: 0.5099, d3.dn_loss_cls: 0.0632, d3.dn_loss_bbox: 0.3648, d3.dn_loss_iou: 0.5041, d4.dn_loss_cls: 0.0632, d4.dn_loss_bbox: 0.3645, d4.dn_loss_iou: 0.5039, loss: 12.6715, grad_norm: 21.0211 2023-11-06 15:49:18,680 - mmdet - INFO - Epoch [2][3250/3665] lr: 5.563e-06, eta: 8:25:56, time: 0.807, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3259, interm_loss_bbox: 0.2371, interm_loss_iou: 0.5367, loss_cls: 0.2783, loss_bbox: 0.1857, loss_iou: 0.4447, d0.loss_cls: 0.3411, d0.loss_bbox: 0.1935, d0.loss_iou: 0.4670, d1.loss_cls: 0.3064, d1.loss_bbox: 0.1884, d1.loss_iou: 0.4524, d2.loss_cls: 0.2863, d2.loss_bbox: 0.1855, d2.loss_iou: 0.4459, d3.loss_cls: 0.2791, d3.loss_bbox: 0.1852, d3.loss_iou: 0.4451, d4.loss_cls: 0.2777, d4.loss_bbox: 0.1857, d4.loss_iou: 0.4450, dn_loss_cls: 0.0648, dn_loss_bbox: 0.3510, dn_loss_iou: 0.5015, d0.dn_loss_cls: 0.0942, d0.dn_loss_bbox: 0.4654, d0.dn_loss_iou: 0.6414, d1.dn_loss_cls: 0.0725, d1.dn_loss_bbox: 0.3792, d1.dn_loss_iou: 0.5326, d2.dn_loss_cls: 0.0647, d2.dn_loss_bbox: 0.3554, d2.dn_loss_iou: 0.5067, d3.dn_loss_cls: 0.0629, d3.dn_loss_bbox: 0.3512, d3.dn_loss_iou: 0.5015, d4.dn_loss_cls: 0.0632, d4.dn_loss_bbox: 0.3509, d4.dn_loss_iou: 0.5013, loss: 12.5530, grad_norm: 21.6159 2023-11-06 15:49:59,673 - mmdet - INFO - Epoch [2][3300/3665] lr: 5.563e-06, eta: 8:25:15, time: 0.820, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3289, interm_loss_bbox: 0.2379, interm_loss_iou: 0.5347, loss_cls: 0.2812, loss_bbox: 0.1859, loss_iou: 0.4476, d0.loss_cls: 0.3444, d0.loss_bbox: 0.1967, d0.loss_iou: 0.4674, d1.loss_cls: 0.3070, d1.loss_bbox: 0.1909, d1.loss_iou: 0.4562, d2.loss_cls: 0.2879, d2.loss_bbox: 0.1866, d2.loss_iou: 0.4502, d3.loss_cls: 0.2817, d3.loss_bbox: 0.1861, d3.loss_iou: 0.4482, d4.loss_cls: 0.2799, d4.loss_bbox: 0.1866, d4.loss_iou: 0.4483, dn_loss_cls: 0.0619, dn_loss_bbox: 0.3519, dn_loss_iou: 0.4994, d0.dn_loss_cls: 0.0934, d0.dn_loss_bbox: 0.4609, d0.dn_loss_iou: 0.6343, d1.dn_loss_cls: 0.0709, d1.dn_loss_bbox: 0.3792, d1.dn_loss_iou: 0.5297, d2.dn_loss_cls: 0.0626, d2.dn_loss_bbox: 0.3565, d2.dn_loss_iou: 0.5050, d3.dn_loss_cls: 0.0605, d3.dn_loss_bbox: 0.3522, d3.dn_loss_iou: 0.4996, d4.dn_loss_cls: 0.0605, d4.dn_loss_bbox: 0.3519, d4.dn_loss_iou: 0.4993, loss: 12.5641, grad_norm: 20.9931 2023-11-06 15:50:40,239 - mmdet - INFO - Epoch [2][3350/3665] lr: 5.563e-06, eta: 8:24:32, time: 0.811, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3202, interm_loss_bbox: 0.2331, interm_loss_iou: 0.5331, loss_cls: 0.2733, loss_bbox: 0.1821, loss_iou: 0.4472, d0.loss_cls: 0.3318, d0.loss_bbox: 0.1924, d0.loss_iou: 0.4687, d1.loss_cls: 0.2947, d1.loss_bbox: 0.1894, d1.loss_iou: 0.4580, d2.loss_cls: 0.2789, d2.loss_bbox: 0.1839, d2.loss_iou: 0.4498, d3.loss_cls: 0.2745, d3.loss_bbox: 0.1827, d3.loss_iou: 0.4479, d4.loss_cls: 0.2726, d4.loss_bbox: 0.1824, d4.loss_iou: 0.4481, dn_loss_cls: 0.0604, dn_loss_bbox: 0.3491, dn_loss_iou: 0.4982, d0.dn_loss_cls: 0.0943, d0.dn_loss_bbox: 0.4659, d0.dn_loss_iou: 0.6407, d1.dn_loss_cls: 0.0707, d1.dn_loss_bbox: 0.3785, d1.dn_loss_iou: 0.5305, d2.dn_loss_cls: 0.0620, d2.dn_loss_bbox: 0.3534, d2.dn_loss_iou: 0.5039, d3.dn_loss_cls: 0.0595, d3.dn_loss_bbox: 0.3493, d3.dn_loss_iou: 0.4984, d4.dn_loss_cls: 0.0594, d4.dn_loss_bbox: 0.3491, d4.dn_loss_iou: 0.4981, loss: 12.4663, grad_norm: 21.4162 2023-11-06 15:51:21,759 - mmdet - INFO - Epoch [2][3400/3665] lr: 5.563e-06, eta: 8:23:54, time: 0.830, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3230, interm_loss_bbox: 0.2410, interm_loss_iou: 0.5280, loss_cls: 0.2729, loss_bbox: 0.1879, loss_iou: 0.4391, d0.loss_cls: 0.3383, d0.loss_bbox: 0.1983, d0.loss_iou: 0.4590, d1.loss_cls: 0.3019, d1.loss_bbox: 0.1924, d1.loss_iou: 0.4464, d2.loss_cls: 0.2818, d2.loss_bbox: 0.1888, d2.loss_iou: 0.4388, d3.loss_cls: 0.2751, d3.loss_bbox: 0.1872, d3.loss_iou: 0.4385, d4.loss_cls: 0.2723, d4.loss_bbox: 0.1875, d4.loss_iou: 0.4390, dn_loss_cls: 0.0611, dn_loss_bbox: 0.3431, dn_loss_iou: 0.4936, d0.dn_loss_cls: 0.0940, d0.dn_loss_bbox: 0.4575, d0.dn_loss_iou: 0.6328, d1.dn_loss_cls: 0.0707, d1.dn_loss_bbox: 0.3710, d1.dn_loss_iou: 0.5245, d2.dn_loss_cls: 0.0624, d2.dn_loss_bbox: 0.3473, d2.dn_loss_iou: 0.4988, d3.dn_loss_cls: 0.0601, d3.dn_loss_bbox: 0.3432, d3.dn_loss_iou: 0.4935, d4.dn_loss_cls: 0.0598, d4.dn_loss_bbox: 0.3431, d4.dn_loss_iou: 0.4934, loss: 12.3871, grad_norm: 21.2917 2023-11-06 15:52:02,628 - mmdet - INFO - Epoch [2][3450/3665] lr: 5.563e-06, eta: 8:23:13, time: 0.817, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3213, interm_loss_bbox: 0.2420, interm_loss_iou: 0.5224, loss_cls: 0.2751, loss_bbox: 0.1883, loss_iou: 0.4315, d0.loss_cls: 0.3372, d0.loss_bbox: 0.1993, d0.loss_iou: 0.4551, d1.loss_cls: 0.3006, d1.loss_bbox: 0.1944, d1.loss_iou: 0.4416, d2.loss_cls: 0.2835, d2.loss_bbox: 0.1898, d2.loss_iou: 0.4329, d3.loss_cls: 0.2781, d3.loss_bbox: 0.1885, d3.loss_iou: 0.4310, d4.loss_cls: 0.2743, d4.loss_bbox: 0.1887, d4.loss_iou: 0.4319, dn_loss_cls: 0.0616, dn_loss_bbox: 0.3702, dn_loss_iou: 0.4961, d0.dn_loss_cls: 0.0946, d0.dn_loss_bbox: 0.4923, d0.dn_loss_iou: 0.6386, d1.dn_loss_cls: 0.0715, d1.dn_loss_bbox: 0.4017, d1.dn_loss_iou: 0.5290, d2.dn_loss_cls: 0.0633, d2.dn_loss_bbox: 0.3752, d2.dn_loss_iou: 0.5021, d3.dn_loss_cls: 0.0608, d3.dn_loss_bbox: 0.3704, d3.dn_loss_iou: 0.4963, d4.dn_loss_cls: 0.0605, d4.dn_loss_bbox: 0.3702, d4.dn_loss_iou: 0.4960, loss: 12.5581, grad_norm: 20.8701 2023-11-06 15:52:43,453 - mmdet - INFO - Epoch [2][3500/3665] lr: 5.563e-06, eta: 8:22:31, time: 0.817, data_time: 0.013, memory: 22742, interm_loss_cls: 0.3186, interm_loss_bbox: 0.2344, interm_loss_iou: 0.5237, loss_cls: 0.2713, loss_bbox: 0.1857, loss_iou: 0.4368, d0.loss_cls: 0.3369, d0.loss_bbox: 0.1914, d0.loss_iou: 0.4557, d1.loss_cls: 0.2988, d1.loss_bbox: 0.1879, d1.loss_iou: 0.4442, d2.loss_cls: 0.2813, d2.loss_bbox: 0.1846, d2.loss_iou: 0.4364, d3.loss_cls: 0.2736, d3.loss_bbox: 0.1847, d3.loss_iou: 0.4365, d4.loss_cls: 0.2714, d4.loss_bbox: 0.1854, d4.loss_iou: 0.4373, dn_loss_cls: 0.0599, dn_loss_bbox: 0.3591, dn_loss_iou: 0.4981, d0.dn_loss_cls: 0.0922, d0.dn_loss_bbox: 0.4710, d0.dn_loss_iou: 0.6345, d1.dn_loss_cls: 0.0694, d1.dn_loss_bbox: 0.3873, d1.dn_loss_iou: 0.5291, d2.dn_loss_cls: 0.0613, d2.dn_loss_bbox: 0.3636, d2.dn_loss_iou: 0.5034, d3.dn_loss_cls: 0.0591, d3.dn_loss_bbox: 0.3595, d3.dn_loss_iou: 0.4981, d4.dn_loss_cls: 0.0590, d4.dn_loss_bbox: 0.3591, d4.dn_loss_iou: 0.4980, loss: 12.4382, grad_norm: 21.4881 2023-11-06 15:53:26,397 - mmdet - INFO - Epoch [2][3550/3665] lr: 5.563e-06, eta: 8:22:00, time: 0.859, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3303, interm_loss_bbox: 0.2323, interm_loss_iou: 0.5197, loss_cls: 0.2833, loss_bbox: 0.1812, loss_iou: 0.4318, d0.loss_cls: 0.3441, d0.loss_bbox: 0.1904, d0.loss_iou: 0.4530, d1.loss_cls: 0.3069, d1.loss_bbox: 0.1877, d1.loss_iou: 0.4408, d2.loss_cls: 0.2903, d2.loss_bbox: 0.1832, d2.loss_iou: 0.4331, d3.loss_cls: 0.2834, d3.loss_bbox: 0.1825, d3.loss_iou: 0.4326, d4.loss_cls: 0.2814, d4.loss_bbox: 0.1823, d4.loss_iou: 0.4325, dn_loss_cls: 0.0602, dn_loss_bbox: 0.3705, dn_loss_iou: 0.4931, d0.dn_loss_cls: 0.0932, d0.dn_loss_bbox: 0.4875, d0.dn_loss_iou: 0.6324, d1.dn_loss_cls: 0.0700, d1.dn_loss_bbox: 0.4005, d1.dn_loss_iou: 0.5254, d2.dn_loss_cls: 0.0616, d2.dn_loss_bbox: 0.3753, d2.dn_loss_iou: 0.4988, d3.dn_loss_cls: 0.0593, d3.dn_loss_bbox: 0.3708, d3.dn_loss_iou: 0.4932, d4.dn_loss_cls: 0.0591, d4.dn_loss_bbox: 0.3704, d4.dn_loss_iou: 0.4929, loss: 12.5170, grad_norm: 22.0911 2023-11-06 15:54:07,079 - mmdet - INFO - Epoch [2][3600/3665] lr: 5.563e-06, eta: 8:21:18, time: 0.814, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3182, interm_loss_bbox: 0.2335, interm_loss_iou: 0.5199, loss_cls: 0.2684, loss_bbox: 0.1828, loss_iou: 0.4325, d0.loss_cls: 0.3363, d0.loss_bbox: 0.1894, d0.loss_iou: 0.4513, d1.loss_cls: 0.2989, d1.loss_bbox: 0.1855, d1.loss_iou: 0.4379, d2.loss_cls: 0.2780, d2.loss_bbox: 0.1820, d2.loss_iou: 0.4313, d3.loss_cls: 0.2710, d3.loss_bbox: 0.1824, d3.loss_iou: 0.4316, d4.loss_cls: 0.2685, d4.loss_bbox: 0.1829, d4.loss_iou: 0.4325, dn_loss_cls: 0.0588, dn_loss_bbox: 0.3326, dn_loss_iou: 0.4846, d0.dn_loss_cls: 0.0909, d0.dn_loss_bbox: 0.4472, d0.dn_loss_iou: 0.6223, d1.dn_loss_cls: 0.0675, d1.dn_loss_bbox: 0.3624, d1.dn_loss_iou: 0.5168, d2.dn_loss_cls: 0.0598, d2.dn_loss_bbox: 0.3375, d2.dn_loss_iou: 0.4903, d3.dn_loss_cls: 0.0579, d3.dn_loss_bbox: 0.3328, d3.dn_loss_iou: 0.4848, d4.dn_loss_cls: 0.0577, d4.dn_loss_bbox: 0.3326, d4.dn_loss_iou: 0.4845, loss: 12.1356, grad_norm: 22.2059 2023-11-06 15:54:47,878 - mmdet - INFO - Epoch [2][3650/3665] lr: 5.563e-06, eta: 8:20:36, time: 0.816, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3211, interm_loss_bbox: 0.2323, interm_loss_iou: 0.5183, loss_cls: 0.2725, loss_bbox: 0.1893, loss_iou: 0.4382, d0.loss_cls: 0.3381, d0.loss_bbox: 0.1945, d0.loss_iou: 0.4554, d1.loss_cls: 0.2995, d1.loss_bbox: 0.1930, d1.loss_iou: 0.4450, d2.loss_cls: 0.2808, d2.loss_bbox: 0.1890, d2.loss_iou: 0.4388, d3.loss_cls: 0.2746, d3.loss_bbox: 0.1885, d3.loss_iou: 0.4382, d4.loss_cls: 0.2713, d4.loss_bbox: 0.1896, d4.loss_iou: 0.4386, dn_loss_cls: 0.0601, dn_loss_bbox: 0.3435, dn_loss_iou: 0.4918, d0.dn_loss_cls: 0.0938, d0.dn_loss_bbox: 0.4593, d0.dn_loss_iou: 0.6311, d1.dn_loss_cls: 0.0699, d1.dn_loss_bbox: 0.3720, d1.dn_loss_iou: 0.5236, d2.dn_loss_cls: 0.0619, d2.dn_loss_bbox: 0.3479, d2.dn_loss_iou: 0.4971, d3.dn_loss_cls: 0.0595, d3.dn_loss_bbox: 0.3439, d3.dn_loss_iou: 0.4920, d4.dn_loss_cls: 0.0590, d4.dn_loss_bbox: 0.3435, d4.dn_loss_iou: 0.4917, loss: 12.3486, grad_norm: 22.1311 2023-11-06 15:55:00,567 - mmdet - INFO - Saving checkpoint at 2 epochs 2023-11-06 15:56:07,119 - mmdet - INFO - Evaluating bbox... 2023-11-06 15:58:30,602 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.441 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.616 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.480 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.276 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.479 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.599 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.679 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.685 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.685 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.504 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.730 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.858 2023-11-06 15:58:30,604 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.551 | bicycle | 0.336 | car | 0.420 | | motorcycle | 0.415 | airplane | 0.704 | bus | 0.696 | | train | 0.715 | truck | 0.396 | boat | 0.281 | | traffic light | 0.287 | fire hydrant | 0.673 | stop sign | 0.645 | | parking meter | 0.499 | bench | 0.254 | bird | 0.379 | | cat | 0.763 | dog | 0.712 | horse | 0.596 | | sheep | 0.556 | cow | 0.596 | elephant | 0.707 | | bear | 0.808 | zebra | 0.701 | giraffe | 0.715 | | backpack | 0.162 | umbrella | 0.408 | handbag | 0.163 | | tie | 0.353 | suitcase | 0.388 | frisbee | 0.697 | | skis | 0.224 | snowboard | 0.355 | sports ball | 0.456 | | kite | 0.446 | baseball bat | 0.350 | baseball glove | 0.395 | | skateboard | 0.515 | surfboard | 0.363 | tennis racket | 0.493 | | bottle | 0.399 | wine glass | 0.365 | cup | 0.455 | | fork | 0.377 | knife | 0.224 | spoon | 0.227 | | bowl | 0.408 | banana | 0.255 | apple | 0.195 | | sandwich | 0.427 | orange | 0.298 | broccoli | 0.227 | | carrot | 0.193 | hot dog | 0.395 | pizza | 0.552 | | donut | 0.456 | cake | 0.368 | chair | 0.304 | | couch | 0.472 | potted plant | 0.248 | bed | 0.482 | | dining table | 0.195 | toilet | 0.646 | tv | 0.605 | | laptop | 0.660 | mouse | 0.623 | remote | 0.353 | | keyboard | 0.557 | cell phone | 0.410 | microwave | 0.626 | | oven | 0.363 | toaster | 0.352 | sink | 0.406 | | refrigerator | 0.580 | book | 0.136 | clock | 0.551 | | vase | 0.415 | scissors | 0.360 | teddy bear | 0.514 | | hair drier | 0.136 | toothbrush | 0.300 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-06 15:58:32,340 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx/best_bbox_mAP_epoch_1.pth was removed 2023-11-06 15:58:34,726 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_2.pth. 2023-11-06 15:58:34,726 - mmdet - INFO - Best bbox_mAP is 0.4407 at 2 epoch. 2023-11-06 15:58:34,727 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx.py 2023-11-06 15:58:34,727 - mmdet - INFO - Epoch(val) [2][625] bbox_mAP: 0.4407, bbox_mAP_50: 0.6165, bbox_mAP_75: 0.4797, bbox_mAP_s: 0.2756, bbox_mAP_m: 0.4788, bbox_mAP_l: 0.5987, bbox_mAP_copypaste: 0.4407 0.6165 0.4797 0.2756 0.4788 0.5987 2023-11-06 15:59:18,597 - mmdet - INFO - Epoch [3][50/3665] lr: 5.563e-06, eta: 8:18:56, time: 0.877, data_time: 0.066, memory: 22742, interm_loss_cls: 0.3139, interm_loss_bbox: 0.2312, interm_loss_iou: 0.5169, loss_cls: 0.2640, loss_bbox: 0.1826, loss_iou: 0.4291, d0.loss_cls: 0.3286, d0.loss_bbox: 0.1886, d0.loss_iou: 0.4488, d1.loss_cls: 0.2896, d1.loss_bbox: 0.1837, d1.loss_iou: 0.4349, d2.loss_cls: 0.2705, d2.loss_bbox: 0.1821, d2.loss_iou: 0.4295, d3.loss_cls: 0.2647, d3.loss_bbox: 0.1805, d3.loss_iou: 0.4285, d4.loss_cls: 0.2629, d4.loss_bbox: 0.1819, d4.loss_iou: 0.4295, dn_loss_cls: 0.0563, dn_loss_bbox: 0.3481, dn_loss_iou: 0.4876, d0.dn_loss_cls: 0.0901, d0.dn_loss_bbox: 0.4691, d0.dn_loss_iou: 0.6295, d1.dn_loss_cls: 0.0669, d1.dn_loss_bbox: 0.3773, d1.dn_loss_iou: 0.5197, d2.dn_loss_cls: 0.0584, d2.dn_loss_bbox: 0.3527, d2.dn_loss_iou: 0.4935, d3.dn_loss_cls: 0.0560, d3.dn_loss_bbox: 0.3482, d3.dn_loss_iou: 0.4878, d4.dn_loss_cls: 0.0557, d4.dn_loss_bbox: 0.3481, d4.dn_loss_iou: 0.4875, loss: 12.1743, grad_norm: 21.1304 2023-11-06 15:59:59,897 - mmdet - INFO - Epoch [3][100/3665] lr: 5.563e-06, eta: 8:18:17, time: 0.826, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3095, interm_loss_bbox: 0.2365, interm_loss_iou: 0.5153, loss_cls: 0.2599, loss_bbox: 0.1865, loss_iou: 0.4285, d0.loss_cls: 0.3276, d0.loss_bbox: 0.1951, d0.loss_iou: 0.4484, d1.loss_cls: 0.2884, d1.loss_bbox: 0.1895, d1.loss_iou: 0.4365, d2.loss_cls: 0.2692, d2.loss_bbox: 0.1862, d2.loss_iou: 0.4294, d3.loss_cls: 0.2607, d3.loss_bbox: 0.1870, d3.loss_iou: 0.4291, d4.loss_cls: 0.2586, d4.loss_bbox: 0.1868, d4.loss_iou: 0.4288, dn_loss_cls: 0.0572, dn_loss_bbox: 0.3486, dn_loss_iou: 0.4820, d0.dn_loss_cls: 0.0905, d0.dn_loss_bbox: 0.4646, d0.dn_loss_iou: 0.6194, d1.dn_loss_cls: 0.0671, d1.dn_loss_bbox: 0.3780, d1.dn_loss_iou: 0.5138, d2.dn_loss_cls: 0.0587, d2.dn_loss_bbox: 0.3533, d2.dn_loss_iou: 0.4872, d3.dn_loss_cls: 0.0566, d3.dn_loss_bbox: 0.3488, d3.dn_loss_iou: 0.4821, d4.dn_loss_cls: 0.0561, d4.dn_loss_bbox: 0.3486, d4.dn_loss_iou: 0.4819, loss: 12.1517, grad_norm: 20.1000 2023-11-06 16:00:41,017 - mmdet - INFO - Epoch [3][150/3665] lr: 5.563e-06, eta: 8:17:37, time: 0.823, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3156, interm_loss_bbox: 0.2429, interm_loss_iou: 0.5311, loss_cls: 0.2640, loss_bbox: 0.1886, loss_iou: 0.4394, d0.loss_cls: 0.3341, d0.loss_bbox: 0.1971, d0.loss_iou: 0.4619, d1.loss_cls: 0.2952, d1.loss_bbox: 0.1916, d1.loss_iou: 0.4451, d2.loss_cls: 0.2748, d2.loss_bbox: 0.1881, d2.loss_iou: 0.4394, d3.loss_cls: 0.2662, d3.loss_bbox: 0.1880, d3.loss_iou: 0.4398, d4.loss_cls: 0.2633, d4.loss_bbox: 0.1886, d4.loss_iou: 0.4401, dn_loss_cls: 0.0586, dn_loss_bbox: 0.3555, dn_loss_iou: 0.4905, d0.dn_loss_cls: 0.0921, d0.dn_loss_bbox: 0.4740, d0.dn_loss_iou: 0.6304, d1.dn_loss_cls: 0.0686, d1.dn_loss_bbox: 0.3856, d1.dn_loss_iou: 0.5226, d2.dn_loss_cls: 0.0604, d2.dn_loss_bbox: 0.3605, d2.dn_loss_iou: 0.4966, d3.dn_loss_cls: 0.0582, d3.dn_loss_bbox: 0.3557, d3.dn_loss_iou: 0.4907, d4.dn_loss_cls: 0.0578, d4.dn_loss_bbox: 0.3555, d4.dn_loss_iou: 0.4905, loss: 12.3986, grad_norm: 19.6771 2023-11-06 16:01:22,009 - mmdet - INFO - Epoch [3][200/3665] lr: 5.563e-06, eta: 8:16:57, time: 0.820, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3145, interm_loss_bbox: 0.2326, interm_loss_iou: 0.5221, loss_cls: 0.2635, loss_bbox: 0.1825, loss_iou: 0.4419, d0.loss_cls: 0.3308, d0.loss_bbox: 0.1928, d0.loss_iou: 0.4624, d1.loss_cls: 0.2964, d1.loss_bbox: 0.1856, d1.loss_iou: 0.4476, d2.loss_cls: 0.2745, d2.loss_bbox: 0.1823, d2.loss_iou: 0.4418, d3.loss_cls: 0.2666, d3.loss_bbox: 0.1822, d3.loss_iou: 0.4425, d4.loss_cls: 0.2640, d4.loss_bbox: 0.1823, d4.loss_iou: 0.4421, dn_loss_cls: 0.0571, dn_loss_bbox: 0.3400, dn_loss_iou: 0.4827, d0.dn_loss_cls: 0.0923, d0.dn_loss_bbox: 0.4614, d0.dn_loss_iou: 0.6275, d1.dn_loss_cls: 0.0682, d1.dn_loss_bbox: 0.3706, d1.dn_loss_iou: 0.5165, d2.dn_loss_cls: 0.0597, d2.dn_loss_bbox: 0.3450, d2.dn_loss_iou: 0.4886, d3.dn_loss_cls: 0.0573, d3.dn_loss_bbox: 0.3401, d3.dn_loss_iou: 0.4828, d4.dn_loss_cls: 0.0565, d4.dn_loss_bbox: 0.3400, d4.dn_loss_iou: 0.4826, loss: 12.2198, grad_norm: 23.6191 2023-11-06 16:02:02,879 - mmdet - INFO - Epoch [3][250/3665] lr: 5.563e-06, eta: 8:16:16, time: 0.817, data_time: 0.013, memory: 22742, interm_loss_cls: 0.3110, interm_loss_bbox: 0.2341, interm_loss_iou: 0.5077, loss_cls: 0.2644, loss_bbox: 0.1806, loss_iou: 0.4187, d0.loss_cls: 0.3302, d0.loss_bbox: 0.1910, d0.loss_iou: 0.4424, d1.loss_cls: 0.2927, d1.loss_bbox: 0.1874, d1.loss_iou: 0.4282, d2.loss_cls: 0.2741, d2.loss_bbox: 0.1813, d2.loss_iou: 0.4197, d3.loss_cls: 0.2671, d3.loss_bbox: 0.1810, d3.loss_iou: 0.4189, d4.loss_cls: 0.2637, d4.loss_bbox: 0.1810, d4.loss_iou: 0.4194, dn_loss_cls: 0.0571, dn_loss_bbox: 0.3510, dn_loss_iou: 0.4815, d0.dn_loss_cls: 0.0902, d0.dn_loss_bbox: 0.4677, d0.dn_loss_iou: 0.6196, d1.dn_loss_cls: 0.0670, d1.dn_loss_bbox: 0.3816, d1.dn_loss_iou: 0.5133, d2.dn_loss_cls: 0.0590, d2.dn_loss_bbox: 0.3562, d2.dn_loss_iou: 0.4871, d3.dn_loss_cls: 0.0568, d3.dn_loss_bbox: 0.3512, d3.dn_loss_iou: 0.4816, d4.dn_loss_cls: 0.0565, d4.dn_loss_bbox: 0.3510, d4.dn_loss_iou: 0.4814, loss: 12.1045, grad_norm: 21.2668 2023-11-06 16:02:43,724 - mmdet - INFO - Epoch [3][300/3665] lr: 5.563e-06, eta: 8:15:35, time: 0.817, data_time: 0.013, memory: 22742, interm_loss_cls: 0.3134, interm_loss_bbox: 0.2409, interm_loss_iou: 0.5262, loss_cls: 0.2639, loss_bbox: 0.1865, loss_iou: 0.4360, d0.loss_cls: 0.3324, d0.loss_bbox: 0.1947, d0.loss_iou: 0.4571, d1.loss_cls: 0.2943, d1.loss_bbox: 0.1890, d1.loss_iou: 0.4422, d2.loss_cls: 0.2745, d2.loss_bbox: 0.1850, d2.loss_iou: 0.4361, d3.loss_cls: 0.2663, d3.loss_bbox: 0.1856, d3.loss_iou: 0.4358, d4.loss_cls: 0.2635, d4.loss_bbox: 0.1861, d4.loss_iou: 0.4367, dn_loss_cls: 0.0567, dn_loss_bbox: 0.3471, dn_loss_iou: 0.4820, d0.dn_loss_cls: 0.0914, d0.dn_loss_bbox: 0.4674, d0.dn_loss_iou: 0.6220, d1.dn_loss_cls: 0.0671, d1.dn_loss_bbox: 0.3773, d1.dn_loss_iou: 0.5143, d2.dn_loss_cls: 0.0587, d2.dn_loss_bbox: 0.3517, d2.dn_loss_iou: 0.4876, d3.dn_loss_cls: 0.0564, d3.dn_loss_bbox: 0.3473, d3.dn_loss_iou: 0.4822, d4.dn_loss_cls: 0.0558, d4.dn_loss_bbox: 0.3471, d4.dn_loss_iou: 0.4819, loss: 12.2403, grad_norm: 23.9188 2023-11-06 16:03:24,302 - mmdet - INFO - Epoch [3][350/3665] lr: 5.563e-06, eta: 8:14:52, time: 0.812, data_time: 0.014, memory: 22742, interm_loss_cls: 0.3096, interm_loss_bbox: 0.2370, interm_loss_iou: 0.5152, loss_cls: 0.2646, loss_bbox: 0.1850, loss_iou: 0.4286, d0.loss_cls: 0.3261, d0.loss_bbox: 0.1964, d0.loss_iou: 0.4528, d1.loss_cls: 0.2918, d1.loss_bbox: 0.1895, d1.loss_iou: 0.4362, d2.loss_cls: 0.2731, d2.loss_bbox: 0.1856, d2.loss_iou: 0.4293, d3.loss_cls: 0.2658, d3.loss_bbox: 0.1847, d3.loss_iou: 0.4288, d4.loss_cls: 0.2641, d4.loss_bbox: 0.1848, d4.loss_iou: 0.4291, dn_loss_cls: 0.0566, dn_loss_bbox: 0.3509, dn_loss_iou: 0.4830, d0.dn_loss_cls: 0.0900, d0.dn_loss_bbox: 0.4699, d0.dn_loss_iou: 0.6220, d1.dn_loss_cls: 0.0670, d1.dn_loss_bbox: 0.3791, d1.dn_loss_iou: 0.5142, d2.dn_loss_cls: 0.0590, d2.dn_loss_bbox: 0.3554, d2.dn_loss_iou: 0.4886, d3.dn_loss_cls: 0.0567, d3.dn_loss_bbox: 0.3511, d3.dn_loss_iou: 0.4832, d4.dn_loss_cls: 0.0559, d4.dn_loss_bbox: 0.3509, d4.dn_loss_iou: 0.4829, loss: 12.1944, grad_norm: 22.0728 2023-11-06 16:04:04,795 - mmdet - INFO - Epoch [3][400/3665] lr: 5.563e-06, eta: 8:14:10, time: 0.810, data_time: 0.013, memory: 22742, interm_loss_cls: 0.3130, interm_loss_bbox: 0.2252, interm_loss_iou: 0.5138, loss_cls: 0.2609, loss_bbox: 0.1780, loss_iou: 0.4330, d0.loss_cls: 0.3291, d0.loss_bbox: 0.1861, d0.loss_iou: 0.4533, d1.loss_cls: 0.2910, d1.loss_bbox: 0.1833, d1.loss_iou: 0.4410, d2.loss_cls: 0.2705, d2.loss_bbox: 0.1785, d2.loss_iou: 0.4330, d3.loss_cls: 0.2646, d3.loss_bbox: 0.1776, d3.loss_iou: 0.4320, d4.loss_cls: 0.2610, d4.loss_bbox: 0.1779, d4.loss_iou: 0.4331, dn_loss_cls: 0.0568, dn_loss_bbox: 0.3363, dn_loss_iou: 0.4825, d0.dn_loss_cls: 0.0902, d0.dn_loss_bbox: 0.4535, d0.dn_loss_iou: 0.6228, d1.dn_loss_cls: 0.0668, d1.dn_loss_bbox: 0.3667, d1.dn_loss_iou: 0.5149, d2.dn_loss_cls: 0.0586, d2.dn_loss_bbox: 0.3412, d2.dn_loss_iou: 0.4881, d3.dn_loss_cls: 0.0565, d3.dn_loss_bbox: 0.3366, d3.dn_loss_iou: 0.4825, d4.dn_loss_cls: 0.0558, d4.dn_loss_bbox: 0.3363, d4.dn_loss_iou: 0.4824, loss: 12.0645, grad_norm: 22.7749 2023-11-06 16:04:45,689 - mmdet - INFO - Epoch [3][450/3665] lr: 5.563e-06, eta: 8:13:29, time: 0.818, data_time: 0.012, memory: 22742, interm_loss_cls: 0.3105, interm_loss_bbox: 0.2345, interm_loss_iou: 0.5279, loss_cls: 0.2632, loss_bbox: 0.1854, loss_iou: 0.4415, d0.loss_cls: 0.3266, d0.loss_bbox: 0.1942, d0.loss_iou: 0.4644, d1.loss_cls: 0.2913, d1.loss_bbox: 0.1887, d1.loss_iou: 0.4492, d2.loss_cls: 0.2740, d2.loss_bbox: 0.1845, d2.loss_iou: 0.4410, d3.loss_cls: 0.2650, d3.loss_bbox: 0.1856, d3.loss_iou: 0.4420, d4.loss_cls: 0.2628, d4.loss_bbox: 0.1852, d4.loss_iou: 0.4417, dn_loss_cls: 0.0569, dn_loss_bbox: 0.3351, dn_loss_iou: 0.4965, d0.dn_loss_cls: 0.0908, d0.dn_loss_bbox: 0.4486, d0.dn_loss_iou: 0.6310, d1.dn_loss_cls: 0.0669, d1.dn_loss_bbox: 0.3629, d1.dn_loss_iou: 0.5261, d2.dn_loss_cls: 0.0586, d2.dn_loss_bbox: 0.3387, d2.dn_loss_iou: 0.5012, d3.dn_loss_cls: 0.0566, d3.dn_loss_bbox: 0.3353, d3.dn_loss_iou: 0.4965, d4.dn_loss_cls: 0.0561, d4.dn_loss_bbox: 0.3351, d4.dn_loss_iou: 0.4963, loss: 12.2484, grad_norm: 21.3537 2023-11-06 16:05:26,913 - mmdet - INFO - Epoch [3][500/3665] lr: 5.563e-06, eta: 8:12:49, time: 0.825, data_time: 0.012, memory: 22742, interm_loss_cls: 0.3159, interm_loss_bbox: 0.2495, interm_loss_iou: 0.5150, loss_cls: 0.2635, loss_bbox: 0.1900, loss_iou: 0.4214, d0.loss_cls: 0.3317, d0.loss_bbox: 0.2018, d0.loss_iou: 0.4448, d1.loss_cls: 0.2903, d1.loss_bbox: 0.1984, d1.loss_iou: 0.4331, d2.loss_cls: 0.2731, d2.loss_bbox: 0.1907, d2.loss_iou: 0.4233, d3.loss_cls: 0.2659, d3.loss_bbox: 0.1896, d3.loss_iou: 0.4222, d4.loss_cls: 0.2630, d4.loss_bbox: 0.1906, d4.loss_iou: 0.4228, dn_loss_cls: 0.0564, dn_loss_bbox: 0.3593, dn_loss_iou: 0.4802, d0.dn_loss_cls: 0.0913, d0.dn_loss_bbox: 0.4822, d0.dn_loss_iou: 0.6209, d1.dn_loss_cls: 0.0672, d1.dn_loss_bbox: 0.3897, d1.dn_loss_iou: 0.5119, d2.dn_loss_cls: 0.0585, d2.dn_loss_bbox: 0.3636, d2.dn_loss_iou: 0.4856, d3.dn_loss_cls: 0.0562, d3.dn_loss_bbox: 0.3594, d3.dn_loss_iou: 0.4802, d4.dn_loss_cls: 0.0558, d4.dn_loss_bbox: 0.3593, d4.dn_loss_iou: 0.4801, loss: 12.2542, grad_norm: 20.5717 2023-11-06 16:06:08,681 - mmdet - INFO - Epoch [3][550/3665] lr: 5.563e-06, eta: 8:12:12, time: 0.835, data_time: 0.012, memory: 22742, interm_loss_cls: 0.3181, interm_loss_bbox: 0.2320, interm_loss_iou: 0.5143, loss_cls: 0.2665, loss_bbox: 0.1803, loss_iou: 0.4319, d0.loss_cls: 0.3368, d0.loss_bbox: 0.1889, d0.loss_iou: 0.4506, d1.loss_cls: 0.2969, d1.loss_bbox: 0.1852, d1.loss_iou: 0.4393, d2.loss_cls: 0.2753, d2.loss_bbox: 0.1811, d2.loss_iou: 0.4328, d3.loss_cls: 0.2694, d3.loss_bbox: 0.1795, d3.loss_iou: 0.4320, d4.loss_cls: 0.2669, d4.loss_bbox: 0.1796, d4.loss_iou: 0.4316, dn_loss_cls: 0.0576, dn_loss_bbox: 0.3415, dn_loss_iou: 0.4819, d0.dn_loss_cls: 0.0912, d0.dn_loss_bbox: 0.4580, d0.dn_loss_iou: 0.6191, d1.dn_loss_cls: 0.0672, d1.dn_loss_bbox: 0.3706, d1.dn_loss_iou: 0.5131, d2.dn_loss_cls: 0.0593, d2.dn_loss_bbox: 0.3465, d2.dn_loss_iou: 0.4877, d3.dn_loss_cls: 0.0573, d3.dn_loss_bbox: 0.3418, d3.dn_loss_iou: 0.4820, d4.dn_loss_cls: 0.0568, d4.dn_loss_bbox: 0.3415, d4.dn_loss_iou: 0.4818, loss: 12.1438, grad_norm: 20.8691 2023-11-06 16:06:49,517 - mmdet - INFO - Epoch [3][600/3665] lr: 5.563e-06, eta: 8:11:31, time: 0.817, data_time: 0.015, memory: 22742, interm_loss_cls: 0.3096, interm_loss_bbox: 0.2302, interm_loss_iou: 0.5164, loss_cls: 0.2573, loss_bbox: 0.1812, loss_iou: 0.4345, d0.loss_cls: 0.3273, d0.loss_bbox: 0.1881, d0.loss_iou: 0.4518, d1.loss_cls: 0.2869, d1.loss_bbox: 0.1845, d1.loss_iou: 0.4399, d2.loss_cls: 0.2679, d2.loss_bbox: 0.1794, d2.loss_iou: 0.4334, d3.loss_cls: 0.2602, d3.loss_bbox: 0.1801, d3.loss_iou: 0.4335, d4.loss_cls: 0.2571, d4.loss_bbox: 0.1810, d4.loss_iou: 0.4341, dn_loss_cls: 0.0542, dn_loss_bbox: 0.3277, dn_loss_iou: 0.4784, d0.dn_loss_cls: 0.0877, d0.dn_loss_bbox: 0.4444, d0.dn_loss_iou: 0.6156, d1.dn_loss_cls: 0.0638, d1.dn_loss_bbox: 0.3566, d1.dn_loss_iou: 0.5088, d2.dn_loss_cls: 0.0559, d2.dn_loss_bbox: 0.3321, d2.dn_loss_iou: 0.4838, d3.dn_loss_cls: 0.0538, d3.dn_loss_bbox: 0.3280, d3.dn_loss_iou: 0.4785, d4.dn_loss_cls: 0.0533, d4.dn_loss_bbox: 0.3277, d4.dn_loss_iou: 0.4783, loss: 11.9629, grad_norm: 21.1614 2023-11-06 16:07:30,444 - mmdet - INFO - Epoch [3][650/3665] lr: 5.563e-06, eta: 8:10:50, time: 0.819, data_time: 0.014, memory: 22742, interm_loss_cls: 0.3145, interm_loss_bbox: 0.2355, interm_loss_iou: 0.5196, loss_cls: 0.2645, loss_bbox: 0.1862, loss_iou: 0.4343, d0.loss_cls: 0.3294, d0.loss_bbox: 0.1955, d0.loss_iou: 0.4572, d1.loss_cls: 0.2917, d1.loss_bbox: 0.1906, d1.loss_iou: 0.4428, d2.loss_cls: 0.2716, d2.loss_bbox: 0.1871, d2.loss_iou: 0.4364, d3.loss_cls: 0.2659, d3.loss_bbox: 0.1860, d3.loss_iou: 0.4341, d4.loss_cls: 0.2639, d4.loss_bbox: 0.1865, d4.loss_iou: 0.4343, dn_loss_cls: 0.0572, dn_loss_bbox: 0.3464, dn_loss_iou: 0.4862, d0.dn_loss_cls: 0.0912, d0.dn_loss_bbox: 0.4642, d0.dn_loss_iou: 0.6215, d1.dn_loss_cls: 0.0674, d1.dn_loss_bbox: 0.3750, d1.dn_loss_iou: 0.5163, d2.dn_loss_cls: 0.0590, d2.dn_loss_bbox: 0.3508, d2.dn_loss_iou: 0.4914, d3.dn_loss_cls: 0.0569, d3.dn_loss_bbox: 0.3467, d3.dn_loss_iou: 0.4863, d4.dn_loss_cls: 0.0565, d4.dn_loss_bbox: 0.3464, d4.dn_loss_iou: 0.4861, loss: 12.2331, grad_norm: 21.6712 2023-11-06 16:08:10,823 - mmdet - INFO - Epoch [3][700/3665] lr: 5.563e-06, eta: 8:10:07, time: 0.808, data_time: 0.012, memory: 22742, interm_loss_cls: 0.3121, interm_loss_bbox: 0.2326, interm_loss_iou: 0.5134, loss_cls: 0.2629, loss_bbox: 0.1846, loss_iou: 0.4296, d0.loss_cls: 0.3285, d0.loss_bbox: 0.1924, d0.loss_iou: 0.4520, d1.loss_cls: 0.2906, d1.loss_bbox: 0.1885, d1.loss_iou: 0.4382, d2.loss_cls: 0.2703, d2.loss_bbox: 0.1846, d2.loss_iou: 0.4310, d3.loss_cls: 0.2642, d3.loss_bbox: 0.1843, d3.loss_iou: 0.4296, d4.loss_cls: 0.2618, d4.loss_bbox: 0.1846, d4.loss_iou: 0.4298, dn_loss_cls: 0.0555, dn_loss_bbox: 0.3374, dn_loss_iou: 0.4832, d0.dn_loss_cls: 0.0888, d0.dn_loss_bbox: 0.4505, d0.dn_loss_iou: 0.6217, d1.dn_loss_cls: 0.0652, d1.dn_loss_bbox: 0.3639, d1.dn_loss_iou: 0.5141, d2.dn_loss_cls: 0.0574, d2.dn_loss_bbox: 0.3418, d2.dn_loss_iou: 0.4887, d3.dn_loss_cls: 0.0550, d3.dn_loss_bbox: 0.3376, d3.dn_loss_iou: 0.4834, d4.dn_loss_cls: 0.0547, d4.dn_loss_bbox: 0.3374, d4.dn_loss_iou: 0.4831, loss: 12.0848, grad_norm: 20.1526 2023-11-06 16:08:52,414 - mmdet - INFO - Epoch [3][750/3665] lr: 5.563e-06, eta: 8:09:29, time: 0.832, data_time: 0.012, memory: 22742, interm_loss_cls: 0.3081, interm_loss_bbox: 0.2329, interm_loss_iou: 0.5107, loss_cls: 0.2565, loss_bbox: 0.1834, loss_iou: 0.4253, d0.loss_cls: 0.3205, d0.loss_bbox: 0.1921, d0.loss_iou: 0.4464, d1.loss_cls: 0.2862, d1.loss_bbox: 0.1861, d1.loss_iou: 0.4311, d2.loss_cls: 0.2675, d2.loss_bbox: 0.1826, d2.loss_iou: 0.4254, d3.loss_cls: 0.2592, d3.loss_bbox: 0.1832, d3.loss_iou: 0.4250, d4.loss_cls: 0.2568, d4.loss_bbox: 0.1832, d4.loss_iou: 0.4245, dn_loss_cls: 0.0550, dn_loss_bbox: 0.3331, dn_loss_iou: 0.4737, d0.dn_loss_cls: 0.0900, d0.dn_loss_bbox: 0.4493, d0.dn_loss_iou: 0.6099, d1.dn_loss_cls: 0.0653, d1.dn_loss_bbox: 0.3627, d1.dn_loss_iou: 0.5051, d2.dn_loss_cls: 0.0571, d2.dn_loss_bbox: 0.3375, d2.dn_loss_iou: 0.4791, d3.dn_loss_cls: 0.0547, d3.dn_loss_bbox: 0.3332, d3.dn_loss_iou: 0.4738, d4.dn_loss_cls: 0.0543, d4.dn_loss_bbox: 0.3331, d4.dn_loss_iou: 0.4736, loss: 11.9272, grad_norm: 20.7508 2023-11-06 16:09:33,112 - mmdet - INFO - Epoch [3][800/3665] lr: 5.563e-06, eta: 8:08:47, time: 0.814, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3127, interm_loss_bbox: 0.2287, interm_loss_iou: 0.5172, loss_cls: 0.2663, loss_bbox: 0.1829, loss_iou: 0.4364, d0.loss_cls: 0.3287, d0.loss_bbox: 0.1919, d0.loss_iou: 0.4565, d1.loss_cls: 0.2925, d1.loss_bbox: 0.1873, d1.loss_iou: 0.4441, d2.loss_cls: 0.2744, d2.loss_bbox: 0.1829, d2.loss_iou: 0.4363, d3.loss_cls: 0.2677, d3.loss_bbox: 0.1827, d3.loss_iou: 0.4367, d4.loss_cls: 0.2654, d4.loss_bbox: 0.1831, d4.loss_iou: 0.4365, dn_loss_cls: 0.0582, dn_loss_bbox: 0.3450, dn_loss_iou: 0.4936, d0.dn_loss_cls: 0.0912, d0.dn_loss_bbox: 0.4575, d0.dn_loss_iou: 0.6288, d1.dn_loss_cls: 0.0673, d1.dn_loss_bbox: 0.3723, d1.dn_loss_iou: 0.5230, d2.dn_loss_cls: 0.0593, d2.dn_loss_bbox: 0.3489, d2.dn_loss_iou: 0.4988, d3.dn_loss_cls: 0.0572, d3.dn_loss_bbox: 0.3453, d3.dn_loss_iou: 0.4935, d4.dn_loss_cls: 0.0571, d4.dn_loss_bbox: 0.3450, d4.dn_loss_iou: 0.4934, loss: 12.2462, grad_norm: 22.1998 2023-11-06 16:10:13,629 - mmdet - INFO - Epoch [3][850/3665] lr: 5.563e-06, eta: 8:08:05, time: 0.810, data_time: 0.012, memory: 22742, interm_loss_cls: 0.3158, interm_loss_bbox: 0.2376, interm_loss_iou: 0.5194, loss_cls: 0.2726, loss_bbox: 0.1843, loss_iou: 0.4292, d0.loss_cls: 0.3365, d0.loss_bbox: 0.1924, d0.loss_iou: 0.4510, d1.loss_cls: 0.3000, d1.loss_bbox: 0.1906, d1.loss_iou: 0.4397, d2.loss_cls: 0.2813, d2.loss_bbox: 0.1850, d2.loss_iou: 0.4301, d3.loss_cls: 0.2739, d3.loss_bbox: 0.1841, d3.loss_iou: 0.4293, d4.loss_cls: 0.2727, d4.loss_bbox: 0.1841, d4.loss_iou: 0.4288, dn_loss_cls: 0.0584, dn_loss_bbox: 0.3457, dn_loss_iou: 0.4913, d0.dn_loss_cls: 0.0904, d0.dn_loss_bbox: 0.4571, d0.dn_loss_iou: 0.6262, d1.dn_loss_cls: 0.0679, d1.dn_loss_bbox: 0.3725, d1.dn_loss_iou: 0.5212, d2.dn_loss_cls: 0.0600, d2.dn_loss_bbox: 0.3493, d2.dn_loss_iou: 0.4961, d3.dn_loss_cls: 0.0580, d3.dn_loss_bbox: 0.3457, d3.dn_loss_iou: 0.4915, d4.dn_loss_cls: 0.0577, d4.dn_loss_bbox: 0.3457, d4.dn_loss_iou: 0.4912, loss: 12.2647, grad_norm: 20.9039 2023-11-06 16:10:54,495 - mmdet - INFO - Epoch [3][900/3665] lr: 5.563e-06, eta: 8:07:24, time: 0.817, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3038, interm_loss_bbox: 0.2235, interm_loss_iou: 0.5019, loss_cls: 0.2555, loss_bbox: 0.1768, loss_iou: 0.4188, d0.loss_cls: 0.3203, d0.loss_bbox: 0.1845, d0.loss_iou: 0.4401, d1.loss_cls: 0.2821, d1.loss_bbox: 0.1810, d1.loss_iou: 0.4263, d2.loss_cls: 0.2633, d2.loss_bbox: 0.1773, d2.loss_iou: 0.4201, d3.loss_cls: 0.2587, d3.loss_bbox: 0.1768, d3.loss_iou: 0.4190, d4.loss_cls: 0.2561, d4.loss_bbox: 0.1769, d4.loss_iou: 0.4190, dn_loss_cls: 0.0548, dn_loss_bbox: 0.3435, dn_loss_iou: 0.4710, d0.dn_loss_cls: 0.0883, d0.dn_loss_bbox: 0.4606, d0.dn_loss_iou: 0.6092, d1.dn_loss_cls: 0.0645, d1.dn_loss_bbox: 0.3725, d1.dn_loss_iou: 0.5030, d2.dn_loss_cls: 0.0566, d2.dn_loss_bbox: 0.3476, d2.dn_loss_iou: 0.4763, d3.dn_loss_cls: 0.0546, d3.dn_loss_bbox: 0.3437, d3.dn_loss_iou: 0.4711, d4.dn_loss_cls: 0.0539, d4.dn_loss_bbox: 0.3436, d4.dn_loss_iou: 0.4709, loss: 11.8673, grad_norm: 20.4924 2023-11-06 16:11:35,909 - mmdet - INFO - Epoch [3][950/3665] lr: 5.563e-06, eta: 8:06:45, time: 0.828, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3120, interm_loss_bbox: 0.2374, interm_loss_iou: 0.5188, loss_cls: 0.2680, loss_bbox: 0.1871, loss_iou: 0.4329, d0.loss_cls: 0.3291, d0.loss_bbox: 0.1962, d0.loss_iou: 0.4564, d1.loss_cls: 0.2933, d1.loss_bbox: 0.1922, d1.loss_iou: 0.4430, d2.loss_cls: 0.2756, d2.loss_bbox: 0.1886, d2.loss_iou: 0.4349, d3.loss_cls: 0.2692, d3.loss_bbox: 0.1871, d3.loss_iou: 0.4334, d4.loss_cls: 0.2671, d4.loss_bbox: 0.1875, d4.loss_iou: 0.4337, dn_loss_cls: 0.0576, dn_loss_bbox: 0.3432, dn_loss_iou: 0.4885, d0.dn_loss_cls: 0.0904, d0.dn_loss_bbox: 0.4626, d0.dn_loss_iou: 0.6293, d1.dn_loss_cls: 0.0668, d1.dn_loss_bbox: 0.3722, d1.dn_loss_iou: 0.5209, d2.dn_loss_cls: 0.0589, d2.dn_loss_bbox: 0.3474, d2.dn_loss_iou: 0.4939, d3.dn_loss_cls: 0.0567, d3.dn_loss_bbox: 0.3435, d3.dn_loss_iou: 0.4887, d4.dn_loss_cls: 0.0566, d4.dn_loss_bbox: 0.3432, d4.dn_loss_iou: 0.4884, loss: 12.2525, grad_norm: 20.5581 2023-11-06 16:12:16,295 - mmdet - INFO - Epoch [3][1000/3665] lr: 5.563e-06, eta: 8:06:02, time: 0.808, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3053, interm_loss_bbox: 0.2299, interm_loss_iou: 0.5107, loss_cls: 0.2597, loss_bbox: 0.1848, loss_iou: 0.4300, d0.loss_cls: 0.3222, d0.loss_bbox: 0.1929, d0.loss_iou: 0.4497, d1.loss_cls: 0.2855, d1.loss_bbox: 0.1898, d1.loss_iou: 0.4366, d2.loss_cls: 0.2679, d2.loss_bbox: 0.1855, d2.loss_iou: 0.4305, d3.loss_cls: 0.2618, d3.loss_bbox: 0.1858, d3.loss_iou: 0.4307, d4.loss_cls: 0.2597, d4.loss_bbox: 0.1847, d4.loss_iou: 0.4298, dn_loss_cls: 0.0564, dn_loss_bbox: 0.3486, dn_loss_iou: 0.4802, d0.dn_loss_cls: 0.0885, d0.dn_loss_bbox: 0.4627, d0.dn_loss_iou: 0.6147, d1.dn_loss_cls: 0.0656, d1.dn_loss_bbox: 0.3775, d1.dn_loss_iou: 0.5119, d2.dn_loss_cls: 0.0575, d2.dn_loss_bbox: 0.3532, d2.dn_loss_iou: 0.4859, d3.dn_loss_cls: 0.0559, d3.dn_loss_bbox: 0.3488, d3.dn_loss_iou: 0.4803, d4.dn_loss_cls: 0.0555, d4.dn_loss_bbox: 0.3485, d4.dn_loss_iou: 0.4801, loss: 12.1053, grad_norm: 20.6608 2023-11-06 16:12:58,458 - mmdet - INFO - Epoch [3][1050/3665] lr: 5.563e-06, eta: 8:05:26, time: 0.843, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3093, interm_loss_bbox: 0.2250, interm_loss_iou: 0.5176, loss_cls: 0.2604, loss_bbox: 0.1814, loss_iou: 0.4420, d0.loss_cls: 0.3276, d0.loss_bbox: 0.1891, d0.loss_iou: 0.4569, d1.loss_cls: 0.2904, d1.loss_bbox: 0.1847, d1.loss_iou: 0.4468, d2.loss_cls: 0.2698, d2.loss_bbox: 0.1812, d2.loss_iou: 0.4422, d3.loss_cls: 0.2632, d3.loss_bbox: 0.1810, d3.loss_iou: 0.4412, d4.loss_cls: 0.2597, d4.loss_bbox: 0.1818, d4.loss_iou: 0.4426, dn_loss_cls: 0.0549, dn_loss_bbox: 0.3300, dn_loss_iou: 0.4772, d0.dn_loss_cls: 0.0894, d0.dn_loss_bbox: 0.4480, d0.dn_loss_iou: 0.6113, d1.dn_loss_cls: 0.0655, d1.dn_loss_bbox: 0.3593, d1.dn_loss_iou: 0.5074, d2.dn_loss_cls: 0.0571, d2.dn_loss_bbox: 0.3346, d2.dn_loss_iou: 0.4825, d3.dn_loss_cls: 0.0550, d3.dn_loss_bbox: 0.3301, d3.dn_loss_iou: 0.4773, d4.dn_loss_cls: 0.0544, d4.dn_loss_bbox: 0.3300, d4.dn_loss_iou: 0.4771, loss: 12.0348, grad_norm: 22.7574 2023-11-06 16:13:38,976 - mmdet - INFO - Epoch [3][1100/3665] lr: 5.563e-06, eta: 8:04:44, time: 0.810, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3067, interm_loss_bbox: 0.2320, interm_loss_iou: 0.5070, loss_cls: 0.2581, loss_bbox: 0.1842, loss_iou: 0.4243, d0.loss_cls: 0.3246, d0.loss_bbox: 0.1914, d0.loss_iou: 0.4455, d1.loss_cls: 0.2845, d1.loss_bbox: 0.1888, d1.loss_iou: 0.4319, d2.loss_cls: 0.2668, d2.loss_bbox: 0.1843, d2.loss_iou: 0.4245, d3.loss_cls: 0.2609, d3.loss_bbox: 0.1838, d3.loss_iou: 0.4236, d4.loss_cls: 0.2569, d4.loss_bbox: 0.1848, d4.loss_iou: 0.4248, dn_loss_cls: 0.0544, dn_loss_bbox: 0.3378, dn_loss_iou: 0.4802, d0.dn_loss_cls: 0.0885, d0.dn_loss_bbox: 0.4524, d0.dn_loss_iou: 0.6153, d1.dn_loss_cls: 0.0644, d1.dn_loss_bbox: 0.3657, d1.dn_loss_iou: 0.5100, d2.dn_loss_cls: 0.0564, d2.dn_loss_bbox: 0.3421, d2.dn_loss_iou: 0.4853, d3.dn_loss_cls: 0.0543, d3.dn_loss_bbox: 0.3380, d3.dn_loss_iou: 0.4801, d4.dn_loss_cls: 0.0536, d4.dn_loss_bbox: 0.3378, d4.dn_loss_iou: 0.4800, loss: 11.9858, grad_norm: 22.4106 2023-11-06 16:14:23,404 - mmdet - INFO - Epoch [3][1150/3665] lr: 5.563e-06, eta: 8:04:18, time: 0.888, data_time: 0.013, memory: 22742, interm_loss_cls: 0.3042, interm_loss_bbox: 0.2276, interm_loss_iou: 0.4957, loss_cls: 0.2590, loss_bbox: 0.1823, loss_iou: 0.4157, d0.loss_cls: 0.3220, d0.loss_bbox: 0.1897, d0.loss_iou: 0.4367, d1.loss_cls: 0.2852, d1.loss_bbox: 0.1852, d1.loss_iou: 0.4232, d2.loss_cls: 0.2667, d2.loss_bbox: 0.1821, d2.loss_iou: 0.4162, d3.loss_cls: 0.2609, d3.loss_bbox: 0.1826, d3.loss_iou: 0.4156, d4.loss_cls: 0.2579, d4.loss_bbox: 0.1824, d4.loss_iou: 0.4160, dn_loss_cls: 0.0550, dn_loss_bbox: 0.3380, dn_loss_iou: 0.4737, d0.dn_loss_cls: 0.0881, d0.dn_loss_bbox: 0.4518, d0.dn_loss_iou: 0.6082, d1.dn_loss_cls: 0.0639, d1.dn_loss_bbox: 0.3646, d1.dn_loss_iou: 0.5037, d2.dn_loss_cls: 0.0562, d2.dn_loss_bbox: 0.3418, d2.dn_loss_iou: 0.4791, d3.dn_loss_cls: 0.0544, d3.dn_loss_bbox: 0.3382, d3.dn_loss_iou: 0.4739, d4.dn_loss_cls: 0.0541, d4.dn_loss_bbox: 0.3380, d4.dn_loss_iou: 0.4736, loss: 11.8631, grad_norm: 21.5206 2023-11-06 16:15:03,760 - mmdet - INFO - Epoch [3][1200/3665] lr: 5.563e-06, eta: 8:03:34, time: 0.807, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3095, interm_loss_bbox: 0.2499, interm_loss_iou: 0.5158, loss_cls: 0.2592, loss_bbox: 0.1892, loss_iou: 0.4234, d0.loss_cls: 0.3238, d0.loss_bbox: 0.2026, d0.loss_iou: 0.4483, d1.loss_cls: 0.2880, d1.loss_bbox: 0.1955, d1.loss_iou: 0.4319, d2.loss_cls: 0.2692, d2.loss_bbox: 0.1901, d2.loss_iou: 0.4244, d3.loss_cls: 0.2614, d3.loss_bbox: 0.1899, d3.loss_iou: 0.4246, d4.loss_cls: 0.2589, d4.loss_bbox: 0.1892, d4.loss_iou: 0.4240, dn_loss_cls: 0.0537, dn_loss_bbox: 0.3564, dn_loss_iou: 0.4765, d0.dn_loss_cls: 0.0868, d0.dn_loss_bbox: 0.4743, d0.dn_loss_iou: 0.6142, d1.dn_loss_cls: 0.0639, d1.dn_loss_bbox: 0.3849, d1.dn_loss_iou: 0.5075, d2.dn_loss_cls: 0.0559, d2.dn_loss_bbox: 0.3605, d2.dn_loss_iou: 0.4816, d3.dn_loss_cls: 0.0539, d3.dn_loss_bbox: 0.3565, d3.dn_loss_iou: 0.4766, d4.dn_loss_cls: 0.0532, d4.dn_loss_bbox: 0.3564, d4.dn_loss_iou: 0.4765, loss: 12.1585, grad_norm: 19.2357 2023-11-06 16:15:44,317 - mmdet - INFO - Epoch [3][1250/3665] lr: 5.563e-06, eta: 8:02:52, time: 0.811, data_time: 0.012, memory: 22742, interm_loss_cls: 0.3089, interm_loss_bbox: 0.2324, interm_loss_iou: 0.5084, loss_cls: 0.2598, loss_bbox: 0.1846, loss_iou: 0.4272, d0.loss_cls: 0.3256, d0.loss_bbox: 0.1912, d0.loss_iou: 0.4451, d1.loss_cls: 0.2859, d1.loss_bbox: 0.1889, d1.loss_iou: 0.4355, d2.loss_cls: 0.2682, d2.loss_bbox: 0.1848, d2.loss_iou: 0.4280, d3.loss_cls: 0.2619, d3.loss_bbox: 0.1841, d3.loss_iou: 0.4270, d4.loss_cls: 0.2594, d4.loss_bbox: 0.1849, d4.loss_iou: 0.4278, dn_loss_cls: 0.0567, dn_loss_bbox: 0.3478, dn_loss_iou: 0.4751, d0.dn_loss_cls: 0.0902, d0.dn_loss_bbox: 0.4653, d0.dn_loss_iou: 0.6110, d1.dn_loss_cls: 0.0663, d1.dn_loss_bbox: 0.3762, d1.dn_loss_iou: 0.5060, d2.dn_loss_cls: 0.0584, d2.dn_loss_bbox: 0.3521, d2.dn_loss_iou: 0.4805, d3.dn_loss_cls: 0.0565, d3.dn_loss_bbox: 0.3481, d3.dn_loss_iou: 0.4752, d4.dn_loss_cls: 0.0560, d4.dn_loss_bbox: 0.3478, d4.dn_loss_iou: 0.4749, loss: 12.0637, grad_norm: 21.6166 2023-11-06 16:16:25,382 - mmdet - INFO - Epoch [3][1300/3665] lr: 5.563e-06, eta: 8:02:12, time: 0.821, data_time: 0.012, memory: 22742, interm_loss_cls: 0.3108, interm_loss_bbox: 0.2363, interm_loss_iou: 0.5104, loss_cls: 0.2611, loss_bbox: 0.1867, loss_iou: 0.4267, d0.loss_cls: 0.3263, d0.loss_bbox: 0.1967, d0.loss_iou: 0.4498, d1.loss_cls: 0.2907, d1.loss_bbox: 0.1911, d1.loss_iou: 0.4336, d2.loss_cls: 0.2707, d2.loss_bbox: 0.1877, d2.loss_iou: 0.4280, d3.loss_cls: 0.2639, d3.loss_bbox: 0.1862, d3.loss_iou: 0.4261, d4.loss_cls: 0.2612, d4.loss_bbox: 0.1864, d4.loss_iou: 0.4264, dn_loss_cls: 0.0558, dn_loss_bbox: 0.3403, dn_loss_iou: 0.4746, d0.dn_loss_cls: 0.0881, d0.dn_loss_bbox: 0.4524, d0.dn_loss_iou: 0.6090, d1.dn_loss_cls: 0.0645, d1.dn_loss_bbox: 0.3660, d1.dn_loss_iou: 0.5038, d2.dn_loss_cls: 0.0565, d2.dn_loss_bbox: 0.3441, d2.dn_loss_iou: 0.4797, d3.dn_loss_cls: 0.0547, d3.dn_loss_bbox: 0.3406, d3.dn_loss_iou: 0.4747, d4.dn_loss_cls: 0.0544, d4.dn_loss_bbox: 0.3403, d4.dn_loss_iou: 0.4745, loss: 12.0308, grad_norm: 21.7864 2023-11-06 16:17:06,633 - mmdet - INFO - Epoch [3][1350/3665] lr: 5.563e-06, eta: 8:01:32, time: 0.825, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3063, interm_loss_bbox: 0.2294, interm_loss_iou: 0.5076, loss_cls: 0.2503, loss_bbox: 0.1851, loss_iou: 0.4325, d0.loss_cls: 0.3204, d0.loss_bbox: 0.1925, d0.loss_iou: 0.4498, d1.loss_cls: 0.2790, d1.loss_bbox: 0.1904, d1.loss_iou: 0.4402, d2.loss_cls: 0.2598, d2.loss_bbox: 0.1863, d2.loss_iou: 0.4331, d3.loss_cls: 0.2524, d3.loss_bbox: 0.1856, d3.loss_iou: 0.4324, d4.loss_cls: 0.2503, d4.loss_bbox: 0.1850, d4.loss_iou: 0.4325, dn_loss_cls: 0.0549, dn_loss_bbox: 0.3346, dn_loss_iou: 0.4777, d0.dn_loss_cls: 0.0895, d0.dn_loss_bbox: 0.4509, d0.dn_loss_iou: 0.6119, d1.dn_loss_cls: 0.0648, d1.dn_loss_bbox: 0.3622, d1.dn_loss_iou: 0.5085, d2.dn_loss_cls: 0.0567, d2.dn_loss_bbox: 0.3390, d2.dn_loss_iou: 0.4828, d3.dn_loss_cls: 0.0547, d3.dn_loss_bbox: 0.3347, d3.dn_loss_iou: 0.4778, d4.dn_loss_cls: 0.0542, d4.dn_loss_bbox: 0.3346, d4.dn_loss_iou: 0.4776, loss: 11.9677, grad_norm: 22.7613 2023-11-06 16:17:47,774 - mmdet - INFO - Epoch [3][1400/3665] lr: 5.563e-06, eta: 8:00:52, time: 0.823, data_time: 0.012, memory: 22742, interm_loss_cls: 0.3098, interm_loss_bbox: 0.2246, interm_loss_iou: 0.5150, loss_cls: 0.2572, loss_bbox: 0.1832, loss_iou: 0.4381, d0.loss_cls: 0.3242, d0.loss_bbox: 0.1898, d0.loss_iou: 0.4577, d1.loss_cls: 0.2881, d1.loss_bbox: 0.1850, d1.loss_iou: 0.4424, d2.loss_cls: 0.2676, d2.loss_bbox: 0.1818, d2.loss_iou: 0.4377, d3.loss_cls: 0.2600, d3.loss_bbox: 0.1829, d3.loss_iou: 0.4379, d4.loss_cls: 0.2569, d4.loss_bbox: 0.1833, d4.loss_iou: 0.4383, dn_loss_cls: 0.0537, dn_loss_bbox: 0.3282, dn_loss_iou: 0.4916, d0.dn_loss_cls: 0.0873, d0.dn_loss_bbox: 0.4400, d0.dn_loss_iou: 0.6291, d1.dn_loss_cls: 0.0633, d1.dn_loss_bbox: 0.3551, d1.dn_loss_iou: 0.5224, d2.dn_loss_cls: 0.0552, d2.dn_loss_bbox: 0.3319, d2.dn_loss_iou: 0.4967, d3.dn_loss_cls: 0.0534, d3.dn_loss_bbox: 0.3284, d3.dn_loss_iou: 0.4917, d4.dn_loss_cls: 0.0531, d4.dn_loss_bbox: 0.3281, d4.dn_loss_iou: 0.4914, loss: 12.0622, grad_norm: 22.1127 2023-11-06 16:18:28,706 - mmdet - INFO - Epoch [3][1450/3665] lr: 5.563e-06, eta: 8:00:11, time: 0.819, data_time: 0.012, memory: 22742, interm_loss_cls: 0.3090, interm_loss_bbox: 0.2223, interm_loss_iou: 0.5147, loss_cls: 0.2581, loss_bbox: 0.1835, loss_iou: 0.4411, d0.loss_cls: 0.3259, d0.loss_bbox: 0.1870, d0.loss_iou: 0.4568, d1.loss_cls: 0.2874, d1.loss_bbox: 0.1843, d1.loss_iou: 0.4458, d2.loss_cls: 0.2681, d2.loss_bbox: 0.1833, d2.loss_iou: 0.4408, d3.loss_cls: 0.2607, d3.loss_bbox: 0.1836, d3.loss_iou: 0.4405, d4.loss_cls: 0.2576, d4.loss_bbox: 0.1841, d4.loss_iou: 0.4417, dn_loss_cls: 0.0558, dn_loss_bbox: 0.3345, dn_loss_iou: 0.4840, d0.dn_loss_cls: 0.0888, d0.dn_loss_bbox: 0.4472, d0.dn_loss_iou: 0.6178, d1.dn_loss_cls: 0.0647, d1.dn_loss_bbox: 0.3607, d1.dn_loss_iou: 0.5130, d2.dn_loss_cls: 0.0572, d2.dn_loss_bbox: 0.3381, d2.dn_loss_iou: 0.4892, d3.dn_loss_cls: 0.0554, d3.dn_loss_bbox: 0.3346, d3.dn_loss_iou: 0.4842, d4.dn_loss_cls: 0.0551, d4.dn_loss_bbox: 0.3345, d4.dn_loss_iou: 0.4839, loss: 12.0749, grad_norm: 21.3438 2023-11-06 16:19:09,234 - mmdet - INFO - Epoch [3][1500/3665] lr: 5.563e-06, eta: 7:59:29, time: 0.811, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3040, interm_loss_bbox: 0.2248, interm_loss_iou: 0.5076, loss_cls: 0.2543, loss_bbox: 0.1801, loss_iou: 0.4341, d0.loss_cls: 0.3209, d0.loss_bbox: 0.1879, d0.loss_iou: 0.4518, d1.loss_cls: 0.2862, d1.loss_bbox: 0.1809, d1.loss_iou: 0.4354, d2.loss_cls: 0.2661, d2.loss_bbox: 0.1787, d2.loss_iou: 0.4317, d3.loss_cls: 0.2567, d3.loss_bbox: 0.1798, d3.loss_iou: 0.4334, d4.loss_cls: 0.2544, d4.loss_bbox: 0.1805, d4.loss_iou: 0.4341, dn_loss_cls: 0.0528, dn_loss_bbox: 0.3302, dn_loss_iou: 0.4761, d0.dn_loss_cls: 0.0876, d0.dn_loss_bbox: 0.4453, d0.dn_loss_iou: 0.6080, d1.dn_loss_cls: 0.0630, d1.dn_loss_bbox: 0.3593, d1.dn_loss_iou: 0.5056, d2.dn_loss_cls: 0.0552, d2.dn_loss_bbox: 0.3345, d2.dn_loss_iou: 0.4805, d3.dn_loss_cls: 0.0528, d3.dn_loss_bbox: 0.3304, d3.dn_loss_iou: 0.4760, d4.dn_loss_cls: 0.0525, d4.dn_loss_bbox: 0.3301, d4.dn_loss_iou: 0.4759, loss: 11.8991, grad_norm: 22.1931 2023-11-06 16:19:50,480 - mmdet - INFO - Epoch [3][1550/3665] lr: 5.563e-06, eta: 7:58:49, time: 0.825, data_time: 0.012, memory: 22742, interm_loss_cls: 0.3079, interm_loss_bbox: 0.2224, interm_loss_iou: 0.5036, loss_cls: 0.2577, loss_bbox: 0.1805, loss_iou: 0.4278, d0.loss_cls: 0.3259, d0.loss_bbox: 0.1870, d0.loss_iou: 0.4458, d1.loss_cls: 0.2872, d1.loss_bbox: 0.1844, d1.loss_iou: 0.4351, d2.loss_cls: 0.2676, d2.loss_bbox: 0.1800, d2.loss_iou: 0.4279, d3.loss_cls: 0.2620, d3.loss_bbox: 0.1795, d3.loss_iou: 0.4266, d4.loss_cls: 0.2583, d4.loss_bbox: 0.1798, d4.loss_iou: 0.4273, dn_loss_cls: 0.0538, dn_loss_bbox: 0.3283, dn_loss_iou: 0.4752, d0.dn_loss_cls: 0.0878, d0.dn_loss_bbox: 0.4415, d0.dn_loss_iou: 0.6133, d1.dn_loss_cls: 0.0639, d1.dn_loss_bbox: 0.3557, d1.dn_loss_iou: 0.5059, d2.dn_loss_cls: 0.0558, d2.dn_loss_bbox: 0.3322, d2.dn_loss_iou: 0.4805, d3.dn_loss_cls: 0.0537, d3.dn_loss_bbox: 0.3285, d3.dn_loss_iou: 0.4752, d4.dn_loss_cls: 0.0534, d4.dn_loss_bbox: 0.3283, d4.dn_loss_iou: 0.4751, loss: 11.8823, grad_norm: 22.2126 2023-11-06 16:20:31,634 - mmdet - INFO - Epoch [3][1600/3665] lr: 5.563e-06, eta: 7:58:09, time: 0.823, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3003, interm_loss_bbox: 0.2226, interm_loss_iou: 0.4987, loss_cls: 0.2504, loss_bbox: 0.1804, loss_iou: 0.4251, d0.loss_cls: 0.3165, d0.loss_bbox: 0.1871, d0.loss_iou: 0.4424, d1.loss_cls: 0.2782, d1.loss_bbox: 0.1845, d1.loss_iou: 0.4320, d2.loss_cls: 0.2610, d2.loss_bbox: 0.1784, d2.loss_iou: 0.4235, d3.loss_cls: 0.2519, d3.loss_bbox: 0.1797, d3.loss_iou: 0.4246, d4.loss_cls: 0.2489, d4.loss_bbox: 0.1806, d4.loss_iou: 0.4252, dn_loss_cls: 0.0549, dn_loss_bbox: 0.3309, dn_loss_iou: 0.4749, d0.dn_loss_cls: 0.0882, d0.dn_loss_bbox: 0.4472, d0.dn_loss_iou: 0.6096, d1.dn_loss_cls: 0.0641, d1.dn_loss_bbox: 0.3593, d1.dn_loss_iou: 0.5049, d2.dn_loss_cls: 0.0563, d2.dn_loss_bbox: 0.3351, d2.dn_loss_iou: 0.4799, d3.dn_loss_cls: 0.0541, d3.dn_loss_bbox: 0.3310, d3.dn_loss_iou: 0.4749, d4.dn_loss_cls: 0.0541, d4.dn_loss_bbox: 0.3309, d4.dn_loss_iou: 0.4748, loss: 11.8170, grad_norm: 21.5002 2023-11-06 16:21:12,795 - mmdet - INFO - Epoch [3][1650/3665] lr: 5.563e-06, eta: 7:57:29, time: 0.823, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3043, interm_loss_bbox: 0.2237, interm_loss_iou: 0.4967, loss_cls: 0.2565, loss_bbox: 0.1792, loss_iou: 0.4202, d0.loss_cls: 0.3194, d0.loss_bbox: 0.1873, d0.loss_iou: 0.4399, d1.loss_cls: 0.2831, d1.loss_bbox: 0.1834, d1.loss_iou: 0.4276, d2.loss_cls: 0.2655, d2.loss_bbox: 0.1793, d2.loss_iou: 0.4217, d3.loss_cls: 0.2601, d3.loss_bbox: 0.1785, d3.loss_iou: 0.4196, d4.loss_cls: 0.2559, d4.loss_bbox: 0.1794, d4.loss_iou: 0.4208, dn_loss_cls: 0.0508, dn_loss_bbox: 0.3390, dn_loss_iou: 0.4619, d0.dn_loss_cls: 0.0848, d0.dn_loss_bbox: 0.4576, d0.dn_loss_iou: 0.5975, d1.dn_loss_cls: 0.0612, d1.dn_loss_bbox: 0.3678, d1.dn_loss_iou: 0.4929, d2.dn_loss_cls: 0.0530, d2.dn_loss_bbox: 0.3431, d2.dn_loss_iou: 0.4671, d3.dn_loss_cls: 0.0507, d3.dn_loss_bbox: 0.3392, d3.dn_loss_iou: 0.4619, d4.dn_loss_cls: 0.0502, d4.dn_loss_bbox: 0.3390, d4.dn_loss_iou: 0.4617, loss: 11.7815, grad_norm: 22.7172 2023-11-06 16:21:53,668 - mmdet - INFO - Epoch [3][1700/3665] lr: 5.563e-06, eta: 7:56:48, time: 0.818, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3090, interm_loss_bbox: 0.2299, interm_loss_iou: 0.5049, loss_cls: 0.2599, loss_bbox: 0.1844, loss_iou: 0.4261, d0.loss_cls: 0.3263, d0.loss_bbox: 0.1887, d0.loss_iou: 0.4424, d1.loss_cls: 0.2878, d1.loss_bbox: 0.1883, d1.loss_iou: 0.4332, d2.loss_cls: 0.2685, d2.loss_bbox: 0.1855, d2.loss_iou: 0.4274, d3.loss_cls: 0.2615, d3.loss_bbox: 0.1845, d3.loss_iou: 0.4263, d4.loss_cls: 0.2594, d4.loss_bbox: 0.1848, d4.loss_iou: 0.4266, dn_loss_cls: 0.0547, dn_loss_bbox: 0.3402, dn_loss_iou: 0.4764, d0.dn_loss_cls: 0.0881, d0.dn_loss_bbox: 0.4564, d0.dn_loss_iou: 0.6084, d1.dn_loss_cls: 0.0636, d1.dn_loss_bbox: 0.3682, d1.dn_loss_iou: 0.5063, d2.dn_loss_cls: 0.0560, d2.dn_loss_bbox: 0.3446, d2.dn_loss_iou: 0.4816, d3.dn_loss_cls: 0.0542, d3.dn_loss_bbox: 0.3404, d3.dn_loss_iou: 0.4765, d4.dn_loss_cls: 0.0538, d4.dn_loss_bbox: 0.3402, d4.dn_loss_iou: 0.4763, loss: 11.9913, grad_norm: 19.5776 2023-11-06 16:22:37,949 - mmdet - INFO - Epoch [3][1750/3665] lr: 5.563e-06, eta: 7:56:20, time: 0.886, data_time: 0.013, memory: 22742, interm_loss_cls: 0.3033, interm_loss_bbox: 0.2247, interm_loss_iou: 0.5145, loss_cls: 0.2567, loss_bbox: 0.1811, loss_iou: 0.4353, d0.loss_cls: 0.3218, d0.loss_bbox: 0.1861, d0.loss_iou: 0.4520, d1.loss_cls: 0.2858, d1.loss_bbox: 0.1831, d1.loss_iou: 0.4393, d2.loss_cls: 0.2663, d2.loss_bbox: 0.1801, d2.loss_iou: 0.4354, d3.loss_cls: 0.2587, d3.loss_bbox: 0.1805, d3.loss_iou: 0.4352, d4.loss_cls: 0.2559, d4.loss_bbox: 0.1812, d4.loss_iou: 0.4359, dn_loss_cls: 0.0546, dn_loss_bbox: 0.3297, dn_loss_iou: 0.4804, d0.dn_loss_cls: 0.0876, d0.dn_loss_bbox: 0.4407, d0.dn_loss_iou: 0.6151, d1.dn_loss_cls: 0.0629, d1.dn_loss_bbox: 0.3567, d1.dn_loss_iou: 0.5107, d2.dn_loss_cls: 0.0558, d2.dn_loss_bbox: 0.3337, d2.dn_loss_iou: 0.4860, d3.dn_loss_cls: 0.0539, d3.dn_loss_bbox: 0.3298, d3.dn_loss_iou: 0.4806, d4.dn_loss_cls: 0.0538, d4.dn_loss_bbox: 0.3296, d4.dn_loss_iou: 0.4803, loss: 11.9547, grad_norm: 20.5603 2023-11-06 16:23:18,782 - mmdet - INFO - Epoch [3][1800/3665] lr: 5.563e-06, eta: 7:55:38, time: 0.817, data_time: 0.012, memory: 22742, interm_loss_cls: 0.3067, interm_loss_bbox: 0.2205, interm_loss_iou: 0.5171, loss_cls: 0.2549, loss_bbox: 0.1761, loss_iou: 0.4337, d0.loss_cls: 0.3229, d0.loss_bbox: 0.1828, d0.loss_iou: 0.4544, d1.loss_cls: 0.2850, d1.loss_bbox: 0.1795, d1.loss_iou: 0.4397, d2.loss_cls: 0.2661, d2.loss_bbox: 0.1756, d2.loss_iou: 0.4343, d3.loss_cls: 0.2582, d3.loss_bbox: 0.1759, d3.loss_iou: 0.4333, d4.loss_cls: 0.2550, d4.loss_bbox: 0.1760, d4.loss_iou: 0.4337, dn_loss_cls: 0.0534, dn_loss_bbox: 0.3242, dn_loss_iou: 0.4701, d0.dn_loss_cls: 0.0875, d0.dn_loss_bbox: 0.4416, d0.dn_loss_iou: 0.6043, d1.dn_loss_cls: 0.0625, d1.dn_loss_bbox: 0.3530, d1.dn_loss_iou: 0.4998, d2.dn_loss_cls: 0.0551, d2.dn_loss_bbox: 0.3288, d2.dn_loss_iou: 0.4753, d3.dn_loss_cls: 0.0528, d3.dn_loss_bbox: 0.3244, d3.dn_loss_iou: 0.4701, d4.dn_loss_cls: 0.0526, d4.dn_loss_bbox: 0.3241, d4.dn_loss_iou: 0.4699, loss: 11.8311, grad_norm: 21.0412 2023-11-06 16:23:59,476 - mmdet - INFO - Epoch [3][1850/3665] lr: 5.563e-06, eta: 7:54:56, time: 0.814, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3014, interm_loss_bbox: 0.2237, interm_loss_iou: 0.4970, loss_cls: 0.2537, loss_bbox: 0.1796, loss_iou: 0.4161, d0.loss_cls: 0.3228, d0.loss_bbox: 0.1835, d0.loss_iou: 0.4342, d1.loss_cls: 0.2825, d1.loss_bbox: 0.1814, d1.loss_iou: 0.4245, d2.loss_cls: 0.2637, d2.loss_bbox: 0.1779, d2.loss_iou: 0.4174, d3.loss_cls: 0.2566, d3.loss_bbox: 0.1786, d3.loss_iou: 0.4158, d4.loss_cls: 0.2541, d4.loss_bbox: 0.1789, d4.loss_iou: 0.4161, dn_loss_cls: 0.0532, dn_loss_bbox: 0.3356, dn_loss_iou: 0.4663, d0.dn_loss_cls: 0.0877, d0.dn_loss_bbox: 0.4482, d0.dn_loss_iou: 0.5996, d1.dn_loss_cls: 0.0633, d1.dn_loss_bbox: 0.3616, d1.dn_loss_iou: 0.4955, d2.dn_loss_cls: 0.0556, d2.dn_loss_bbox: 0.3392, d2.dn_loss_iou: 0.4714, d3.dn_loss_cls: 0.0534, d3.dn_loss_bbox: 0.3358, d3.dn_loss_iou: 0.4663, d4.dn_loss_cls: 0.0527, d4.dn_loss_bbox: 0.3356, d4.dn_loss_iou: 0.4662, loss: 11.7466, grad_norm: 21.1459 2023-11-06 16:24:40,298 - mmdet - INFO - Epoch [3][1900/3665] lr: 5.563e-06, eta: 7:54:15, time: 0.816, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3026, interm_loss_bbox: 0.2280, interm_loss_iou: 0.5083, loss_cls: 0.2578, loss_bbox: 0.1766, loss_iou: 0.4193, d0.loss_cls: 0.3181, d0.loss_bbox: 0.1885, d0.loss_iou: 0.4470, d1.loss_cls: 0.2837, d1.loss_bbox: 0.1828, d1.loss_iou: 0.4305, d2.loss_cls: 0.2677, d2.loss_bbox: 0.1775, d2.loss_iou: 0.4210, d3.loss_cls: 0.2601, d3.loss_bbox: 0.1764, d3.loss_iou: 0.4194, d4.loss_cls: 0.2577, d4.loss_bbox: 0.1767, d4.loss_iou: 0.4197, dn_loss_cls: 0.0553, dn_loss_bbox: 0.3365, dn_loss_iou: 0.4796, d0.dn_loss_cls: 0.0882, d0.dn_loss_bbox: 0.4488, d0.dn_loss_iou: 0.6117, d1.dn_loss_cls: 0.0647, d1.dn_loss_bbox: 0.3633, d1.dn_loss_iou: 0.5094, d2.dn_loss_cls: 0.0571, d2.dn_loss_bbox: 0.3403, d2.dn_loss_iou: 0.4846, d3.dn_loss_cls: 0.0551, d3.dn_loss_bbox: 0.3367, d3.dn_loss_iou: 0.4798, d4.dn_loss_cls: 0.0547, d4.dn_loss_bbox: 0.3365, d4.dn_loss_iou: 0.4795, loss: 11.9012, grad_norm: 22.0496 2023-11-06 16:25:20,465 - mmdet - INFO - Epoch [3][1950/3665] lr: 5.563e-06, eta: 7:53:31, time: 0.803, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3059, interm_loss_bbox: 0.2272, interm_loss_iou: 0.5077, loss_cls: 0.2598, loss_bbox: 0.1776, loss_iou: 0.4211, d0.loss_cls: 0.3207, d0.loss_bbox: 0.1874, d0.loss_iou: 0.4471, d1.loss_cls: 0.2850, d1.loss_bbox: 0.1823, d1.loss_iou: 0.4317, d2.loss_cls: 0.2684, d2.loss_bbox: 0.1783, d2.loss_iou: 0.4230, d3.loss_cls: 0.2610, d3.loss_bbox: 0.1775, d3.loss_iou: 0.4221, d4.loss_cls: 0.2593, d4.loss_bbox: 0.1772, d4.loss_iou: 0.4219, dn_loss_cls: 0.0525, dn_loss_bbox: 0.3272, dn_loss_iou: 0.4701, d0.dn_loss_cls: 0.0872, d0.dn_loss_bbox: 0.4445, d0.dn_loss_iou: 0.6010, d1.dn_loss_cls: 0.0620, d1.dn_loss_bbox: 0.3551, d1.dn_loss_iou: 0.4992, d2.dn_loss_cls: 0.0548, d2.dn_loss_bbox: 0.3313, d2.dn_loss_iou: 0.4752, d3.dn_loss_cls: 0.0524, d3.dn_loss_bbox: 0.3274, d3.dn_loss_iou: 0.4701, d4.dn_loss_cls: 0.0518, d4.dn_loss_bbox: 0.3272, d4.dn_loss_iou: 0.4699, loss: 11.8011, grad_norm: 23.2472 2023-11-06 16:26:01,849 - mmdet - INFO - Epoch [3][2000/3665] lr: 5.563e-06, eta: 7:52:52, time: 0.828, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3020, interm_loss_bbox: 0.2264, interm_loss_iou: 0.5054, loss_cls: 0.2542, loss_bbox: 0.1757, loss_iou: 0.4160, d0.loss_cls: 0.3180, d0.loss_bbox: 0.1858, d0.loss_iou: 0.4414, d1.loss_cls: 0.2818, d1.loss_bbox: 0.1819, d1.loss_iou: 0.4252, d2.loss_cls: 0.2632, d2.loss_bbox: 0.1761, d2.loss_iou: 0.4166, d3.loss_cls: 0.2547, d3.loss_bbox: 0.1760, d3.loss_iou: 0.4168, d4.loss_cls: 0.2530, d4.loss_bbox: 0.1762, d4.loss_iou: 0.4170, dn_loss_cls: 0.0523, dn_loss_bbox: 0.3355, dn_loss_iou: 0.4715, d0.dn_loss_cls: 0.0867, d0.dn_loss_bbox: 0.4472, d0.dn_loss_iou: 0.6060, d1.dn_loss_cls: 0.0628, d1.dn_loss_bbox: 0.3619, d1.dn_loss_iou: 0.5013, d2.dn_loss_cls: 0.0548, d2.dn_loss_bbox: 0.3391, d2.dn_loss_iou: 0.4768, d3.dn_loss_cls: 0.0525, d3.dn_loss_bbox: 0.3356, d3.dn_loss_iou: 0.4715, d4.dn_loss_cls: 0.0518, d4.dn_loss_bbox: 0.3355, d4.dn_loss_iou: 0.4714, loss: 11.7771, grad_norm: 21.5126 2023-11-06 16:26:44,532 - mmdet - INFO - Epoch [3][2050/3665] lr: 5.563e-06, eta: 7:52:17, time: 0.854, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3027, interm_loss_bbox: 0.2296, interm_loss_iou: 0.5048, loss_cls: 0.2553, loss_bbox: 0.1793, loss_iou: 0.4212, d0.loss_cls: 0.3214, d0.loss_bbox: 0.1882, d0.loss_iou: 0.4421, d1.loss_cls: 0.2871, d1.loss_bbox: 0.1824, d1.loss_iou: 0.4273, d2.loss_cls: 0.2648, d2.loss_bbox: 0.1797, d2.loss_iou: 0.4221, d3.loss_cls: 0.2573, d3.loss_bbox: 0.1797, d3.loss_iou: 0.4216, d4.loss_cls: 0.2547, d4.loss_bbox: 0.1799, d4.loss_iou: 0.4216, dn_loss_cls: 0.0519, dn_loss_bbox: 0.3270, dn_loss_iou: 0.4568, d0.dn_loss_cls: 0.0868, d0.dn_loss_bbox: 0.4460, d0.dn_loss_iou: 0.5935, d1.dn_loss_cls: 0.0625, d1.dn_loss_bbox: 0.3569, d1.dn_loss_iou: 0.4882, d2.dn_loss_cls: 0.0545, d2.dn_loss_bbox: 0.3315, d2.dn_loss_iou: 0.4626, d3.dn_loss_cls: 0.0520, d3.dn_loss_bbox: 0.3271, d3.dn_loss_iou: 0.4570, d4.dn_loss_cls: 0.0514, d4.dn_loss_bbox: 0.3270, d4.dn_loss_iou: 0.4567, loss: 11.7121, grad_norm: 20.3323 2023-11-06 16:27:29,232 - mmdet - INFO - Epoch [3][2100/3665] lr: 5.563e-06, eta: 7:51:50, time: 0.894, data_time: 0.012, memory: 22742, interm_loss_cls: 0.3077, interm_loss_bbox: 0.2239, interm_loss_iou: 0.5027, loss_cls: 0.2558, loss_bbox: 0.1796, loss_iou: 0.4266, d0.loss_cls: 0.3215, d0.loss_bbox: 0.1865, d0.loss_iou: 0.4452, d1.loss_cls: 0.2842, d1.loss_bbox: 0.1831, d1.loss_iou: 0.4317, d2.loss_cls: 0.2650, d2.loss_bbox: 0.1795, d2.loss_iou: 0.4271, d3.loss_cls: 0.2582, d3.loss_bbox: 0.1794, d3.loss_iou: 0.4260, d4.loss_cls: 0.2562, d4.loss_bbox: 0.1795, d4.loss_iou: 0.4262, dn_loss_cls: 0.0540, dn_loss_bbox: 0.3269, dn_loss_iou: 0.4815, d0.dn_loss_cls: 0.0888, d0.dn_loss_bbox: 0.4390, d0.dn_loss_iou: 0.6152, d1.dn_loss_cls: 0.0639, d1.dn_loss_bbox: 0.3542, d1.dn_loss_iou: 0.5116, d2.dn_loss_cls: 0.0557, d2.dn_loss_bbox: 0.3307, d2.dn_loss_iou: 0.4867, d3.dn_loss_cls: 0.0537, d3.dn_loss_bbox: 0.3272, d3.dn_loss_iou: 0.4817, d4.dn_loss_cls: 0.0534, d4.dn_loss_bbox: 0.3269, d4.dn_loss_iou: 0.4814, loss: 11.8783, grad_norm: 22.0253 2023-11-06 16:28:15,334 - mmdet - INFO - Epoch [3][2150/3665] lr: 5.563e-06, eta: 7:51:28, time: 0.922, data_time: 0.012, memory: 22742, interm_loss_cls: 0.3022, interm_loss_bbox: 0.2253, interm_loss_iou: 0.4986, loss_cls: 0.2513, loss_bbox: 0.1779, loss_iou: 0.4184, d0.loss_cls: 0.3176, d0.loss_bbox: 0.1861, d0.loss_iou: 0.4387, d1.loss_cls: 0.2789, d1.loss_bbox: 0.1817, d1.loss_iou: 0.4246, d2.loss_cls: 0.2616, d2.loss_bbox: 0.1768, d2.loss_iou: 0.4166, d3.loss_cls: 0.2547, d3.loss_bbox: 0.1767, d3.loss_iou: 0.4177, d4.loss_cls: 0.2511, d4.loss_bbox: 0.1783, d4.loss_iou: 0.4189, dn_loss_cls: 0.0514, dn_loss_bbox: 0.3248, dn_loss_iou: 0.4700, d0.dn_loss_cls: 0.0856, d0.dn_loss_bbox: 0.4368, d0.dn_loss_iou: 0.6047, d1.dn_loss_cls: 0.0612, d1.dn_loss_bbox: 0.3503, d1.dn_loss_iou: 0.4999, d2.dn_loss_cls: 0.0535, d2.dn_loss_bbox: 0.3286, d2.dn_loss_iou: 0.4755, d3.dn_loss_cls: 0.0515, d3.dn_loss_bbox: 0.3250, d3.dn_loss_iou: 0.4702, d4.dn_loss_cls: 0.0510, d4.dn_loss_bbox: 0.3247, d4.dn_loss_iou: 0.4699, loss: 11.6887, grad_norm: 21.6908 2023-11-06 16:28:56,569 - mmdet - INFO - Epoch [3][2200/3665] lr: 5.563e-06, eta: 7:50:48, time: 0.825, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2952, interm_loss_bbox: 0.2162, interm_loss_iou: 0.4972, loss_cls: 0.2436, loss_bbox: 0.1740, loss_iou: 0.4202, d0.loss_cls: 0.3112, d0.loss_bbox: 0.1814, d0.loss_iou: 0.4405, d1.loss_cls: 0.2730, d1.loss_bbox: 0.1799, d1.loss_iou: 0.4302, d2.loss_cls: 0.2531, d2.loss_bbox: 0.1754, d2.loss_iou: 0.4217, d3.loss_cls: 0.2457, d3.loss_bbox: 0.1744, d3.loss_iou: 0.4203, d4.loss_cls: 0.2432, d4.loss_bbox: 0.1742, d4.loss_iou: 0.4206, dn_loss_cls: 0.0499, dn_loss_bbox: 0.3170, dn_loss_iou: 0.4655, d0.dn_loss_cls: 0.0845, d0.dn_loss_bbox: 0.4245, d0.dn_loss_iou: 0.5964, d1.dn_loss_cls: 0.0602, d1.dn_loss_bbox: 0.3417, d1.dn_loss_iou: 0.4942, d2.dn_loss_cls: 0.0523, d2.dn_loss_bbox: 0.3204, d2.dn_loss_iou: 0.4707, d3.dn_loss_cls: 0.0500, d3.dn_loss_bbox: 0.3172, d3.dn_loss_iou: 0.4656, d4.dn_loss_cls: 0.0494, d4.dn_loss_bbox: 0.3170, d4.dn_loss_iou: 0.4654, loss: 11.5327, grad_norm: 22.4780 2023-11-06 16:29:37,507 - mmdet - INFO - Epoch [3][2250/3665] lr: 5.563e-06, eta: 7:50:06, time: 0.819, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3031, interm_loss_bbox: 0.2241, interm_loss_iou: 0.4953, loss_cls: 0.2509, loss_bbox: 0.1809, loss_iou: 0.4192, d0.loss_cls: 0.3168, d0.loss_bbox: 0.1899, d0.loss_iou: 0.4376, d1.loss_cls: 0.2768, d1.loss_bbox: 0.1882, d1.loss_iou: 0.4294, d2.loss_cls: 0.2613, d2.loss_bbox: 0.1821, d2.loss_iou: 0.4208, d3.loss_cls: 0.2535, d3.loss_bbox: 0.1811, d3.loss_iou: 0.4195, d4.loss_cls: 0.2510, d4.loss_bbox: 0.1808, d4.loss_iou: 0.4194, dn_loss_cls: 0.0529, dn_loss_bbox: 0.3200, dn_loss_iou: 0.4698, d0.dn_loss_cls: 0.0866, d0.dn_loss_bbox: 0.4302, d0.dn_loss_iou: 0.6028, d1.dn_loss_cls: 0.0628, d1.dn_loss_bbox: 0.3461, d1.dn_loss_iou: 0.4995, d2.dn_loss_cls: 0.0548, d2.dn_loss_bbox: 0.3240, d2.dn_loss_iou: 0.4753, d3.dn_loss_cls: 0.0529, d3.dn_loss_bbox: 0.3201, d3.dn_loss_iou: 0.4699, d4.dn_loss_cls: 0.0524, d4.dn_loss_bbox: 0.3200, d4.dn_loss_iou: 0.4696, loss: 11.6914, grad_norm: 21.0248 2023-11-06 16:30:18,292 - mmdet - INFO - Epoch [3][2300/3665] lr: 5.563e-06, eta: 7:49:25, time: 0.816, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3073, interm_loss_bbox: 0.2266, interm_loss_iou: 0.5071, loss_cls: 0.2591, loss_bbox: 0.1824, loss_iou: 0.4263, d0.loss_cls: 0.3252, d0.loss_bbox: 0.1899, d0.loss_iou: 0.4469, d1.loss_cls: 0.2886, d1.loss_bbox: 0.1856, d1.loss_iou: 0.4320, d2.loss_cls: 0.2692, d2.loss_bbox: 0.1825, d2.loss_iou: 0.4273, d3.loss_cls: 0.2618, d3.loss_bbox: 0.1816, d3.loss_iou: 0.4257, d4.loss_cls: 0.2588, d4.loss_bbox: 0.1824, d4.loss_iou: 0.4268, dn_loss_cls: 0.0539, dn_loss_bbox: 0.3242, dn_loss_iou: 0.4715, d0.dn_loss_cls: 0.0870, d0.dn_loss_bbox: 0.4395, d0.dn_loss_iou: 0.6058, d1.dn_loss_cls: 0.0630, d1.dn_loss_bbox: 0.3528, d1.dn_loss_iou: 0.5011, d2.dn_loss_cls: 0.0554, d2.dn_loss_bbox: 0.3287, d2.dn_loss_iou: 0.4770, d3.dn_loss_cls: 0.0534, d3.dn_loss_bbox: 0.3245, d3.dn_loss_iou: 0.4717, d4.dn_loss_cls: 0.0534, d4.dn_loss_bbox: 0.3242, d4.dn_loss_iou: 0.4714, loss: 11.8516, grad_norm: 19.5068 2023-11-06 16:30:59,014 - mmdet - INFO - Epoch [3][2350/3665] lr: 5.563e-06, eta: 7:48:43, time: 0.814, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3046, interm_loss_bbox: 0.2240, interm_loss_iou: 0.5029, loss_cls: 0.2518, loss_bbox: 0.1837, loss_iou: 0.4306, d0.loss_cls: 0.3210, d0.loss_bbox: 0.1866, d0.loss_iou: 0.4441, d1.loss_cls: 0.2825, d1.loss_bbox: 0.1856, d1.loss_iou: 0.4348, d2.loss_cls: 0.2634, d2.loss_bbox: 0.1826, d2.loss_iou: 0.4293, d3.loss_cls: 0.2556, d3.loss_bbox: 0.1825, d3.loss_iou: 0.4291, d4.loss_cls: 0.2521, d4.loss_bbox: 0.1833, d4.loss_iou: 0.4300, dn_loss_cls: 0.0511, dn_loss_bbox: 0.3230, dn_loss_iou: 0.4716, d0.dn_loss_cls: 0.0861, d0.dn_loss_bbox: 0.4386, d0.dn_loss_iou: 0.6062, d1.dn_loss_cls: 0.0615, d1.dn_loss_bbox: 0.3510, d1.dn_loss_iou: 0.5017, d2.dn_loss_cls: 0.0536, d2.dn_loss_bbox: 0.3269, d2.dn_loss_iou: 0.4770, d3.dn_loss_cls: 0.0509, d3.dn_loss_bbox: 0.3232, d3.dn_loss_iou: 0.4718, d4.dn_loss_cls: 0.0505, d4.dn_loss_bbox: 0.3230, d4.dn_loss_iou: 0.4715, loss: 11.7991, grad_norm: 20.7965 2023-11-06 16:31:40,568 - mmdet - INFO - Epoch [3][2400/3665] lr: 5.563e-06, eta: 7:48:04, time: 0.831, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2998, interm_loss_bbox: 0.2243, interm_loss_iou: 0.4961, loss_cls: 0.2532, loss_bbox: 0.1795, loss_iou: 0.4150, d0.loss_cls: 0.3202, d0.loss_bbox: 0.1851, d0.loss_iou: 0.4315, d1.loss_cls: 0.2819, d1.loss_bbox: 0.1832, d1.loss_iou: 0.4204, d2.loss_cls: 0.2617, d2.loss_bbox: 0.1798, d2.loss_iou: 0.4146, d3.loss_cls: 0.2540, d3.loss_bbox: 0.1796, d3.loss_iou: 0.4160, d4.loss_cls: 0.2524, d4.loss_bbox: 0.1794, d4.loss_iou: 0.4156, dn_loss_cls: 0.0495, dn_loss_bbox: 0.3308, dn_loss_iou: 0.4590, d0.dn_loss_cls: 0.0838, d0.dn_loss_bbox: 0.4440, d0.dn_loss_iou: 0.5924, d1.dn_loss_cls: 0.0598, d1.dn_loss_bbox: 0.3578, d1.dn_loss_iou: 0.4893, d2.dn_loss_cls: 0.0517, d2.dn_loss_bbox: 0.3346, d2.dn_loss_iou: 0.4645, d3.dn_loss_cls: 0.0494, d3.dn_loss_bbox: 0.3310, d3.dn_loss_iou: 0.4591, d4.dn_loss_cls: 0.0490, d4.dn_loss_bbox: 0.3308, d4.dn_loss_iou: 0.4589, loss: 11.6386, grad_norm: 21.0324 2023-11-06 16:32:21,286 - mmdet - INFO - Epoch [3][2450/3665] lr: 5.563e-06, eta: 7:47:22, time: 0.814, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3042, interm_loss_bbox: 0.2249, interm_loss_iou: 0.5063, loss_cls: 0.2499, loss_bbox: 0.1772, loss_iou: 0.4238, d0.loss_cls: 0.3172, d0.loss_bbox: 0.1858, d0.loss_iou: 0.4447, d1.loss_cls: 0.2789, d1.loss_bbox: 0.1805, d1.loss_iou: 0.4303, d2.loss_cls: 0.2614, d2.loss_bbox: 0.1762, d2.loss_iou: 0.4237, d3.loss_cls: 0.2535, d3.loss_bbox: 0.1769, d3.loss_iou: 0.4231, d4.loss_cls: 0.2496, d4.loss_bbox: 0.1777, d4.loss_iou: 0.4244, dn_loss_cls: 0.0490, dn_loss_bbox: 0.3185, dn_loss_iou: 0.4709, d0.dn_loss_cls: 0.0841, d0.dn_loss_bbox: 0.4331, d0.dn_loss_iou: 0.6048, d1.dn_loss_cls: 0.0599, d1.dn_loss_bbox: 0.3467, d1.dn_loss_iou: 0.5006, d2.dn_loss_cls: 0.0517, d2.dn_loss_bbox: 0.3223, d2.dn_loss_iou: 0.4761, d3.dn_loss_cls: 0.0494, d3.dn_loss_bbox: 0.3187, d3.dn_loss_iou: 0.4711, d4.dn_loss_cls: 0.0486, d4.dn_loss_bbox: 0.3185, d4.dn_loss_iou: 0.4709, loss: 11.6849, grad_norm: 22.8555 2023-11-06 16:33:02,074 - mmdet - INFO - Epoch [3][2500/3665] lr: 5.563e-06, eta: 7:46:40, time: 0.816, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3042, interm_loss_bbox: 0.2328, interm_loss_iou: 0.5072, loss_cls: 0.2556, loss_bbox: 0.1800, loss_iou: 0.4198, d0.loss_cls: 0.3251, d0.loss_bbox: 0.1875, d0.loss_iou: 0.4396, d1.loss_cls: 0.2846, d1.loss_bbox: 0.1842, d1.loss_iou: 0.4276, d2.loss_cls: 0.2688, d2.loss_bbox: 0.1778, d2.loss_iou: 0.4194, d3.loss_cls: 0.2604, d3.loss_bbox: 0.1781, d3.loss_iou: 0.4182, d4.loss_cls: 0.2564, d4.loss_bbox: 0.1795, d4.loss_iou: 0.4193, dn_loss_cls: 0.0513, dn_loss_bbox: 0.3277, dn_loss_iou: 0.4632, d0.dn_loss_cls: 0.0865, d0.dn_loss_bbox: 0.4507, d0.dn_loss_iou: 0.6029, d1.dn_loss_cls: 0.0616, d1.dn_loss_bbox: 0.3572, d1.dn_loss_iou: 0.4950, d2.dn_loss_cls: 0.0539, d2.dn_loss_bbox: 0.3320, d2.dn_loss_iou: 0.4691, d3.dn_loss_cls: 0.0512, d3.dn_loss_bbox: 0.3280, d3.dn_loss_iou: 0.4633, d4.dn_loss_cls: 0.0507, d4.dn_loss_bbox: 0.3277, d4.dn_loss_iou: 0.4630, loss: 11.7610, grad_norm: 21.2467 2023-11-06 16:33:42,887 - mmdet - INFO - Epoch [3][2550/3665] lr: 5.563e-06, eta: 7:45:58, time: 0.816, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3090, interm_loss_bbox: 0.2317, interm_loss_iou: 0.5138, loss_cls: 0.2627, loss_bbox: 0.1820, loss_iou: 0.4314, d0.loss_cls: 0.3286, d0.loss_bbox: 0.1905, d0.loss_iou: 0.4510, d1.loss_cls: 0.2921, d1.loss_bbox: 0.1861, d1.loss_iou: 0.4376, d2.loss_cls: 0.2695, d2.loss_bbox: 0.1831, d2.loss_iou: 0.4328, d3.loss_cls: 0.2632, d3.loss_bbox: 0.1826, d3.loss_iou: 0.4325, d4.loss_cls: 0.2615, d4.loss_bbox: 0.1820, d4.loss_iou: 0.4320, dn_loss_cls: 0.0552, dn_loss_bbox: 0.3355, dn_loss_iou: 0.4788, d0.dn_loss_cls: 0.0883, d0.dn_loss_bbox: 0.4544, d0.dn_loss_iou: 0.6106, d1.dn_loss_cls: 0.0633, d1.dn_loss_bbox: 0.3635, d1.dn_loss_iou: 0.5085, d2.dn_loss_cls: 0.0561, d2.dn_loss_bbox: 0.3392, d2.dn_loss_iou: 0.4839, d3.dn_loss_cls: 0.0544, d3.dn_loss_bbox: 0.3358, d3.dn_loss_iou: 0.4789, d4.dn_loss_cls: 0.0543, d4.dn_loss_bbox: 0.3355, d4.dn_loss_iou: 0.4787, loss: 12.0311, grad_norm: 21.0014 2023-11-06 16:34:23,959 - mmdet - INFO - Epoch [3][2600/3665] lr: 5.563e-06, eta: 7:45:18, time: 0.821, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3043, interm_loss_bbox: 0.2175, interm_loss_iou: 0.4981, loss_cls: 0.2556, loss_bbox: 0.1764, loss_iou: 0.4220, d0.loss_cls: 0.3233, d0.loss_bbox: 0.1805, d0.loss_iou: 0.4368, d1.loss_cls: 0.2854, d1.loss_bbox: 0.1795, d1.loss_iou: 0.4284, d2.loss_cls: 0.2656, d2.loss_bbox: 0.1760, d2.loss_iou: 0.4226, d3.loss_cls: 0.2576, d3.loss_bbox: 0.1770, d3.loss_iou: 0.4229, d4.loss_cls: 0.2549, d4.loss_bbox: 0.1771, d4.loss_iou: 0.4230, dn_loss_cls: 0.0502, dn_loss_bbox: 0.3121, dn_loss_iou: 0.4698, d0.dn_loss_cls: 0.0855, d0.dn_loss_bbox: 0.4250, d0.dn_loss_iou: 0.6038, d1.dn_loss_cls: 0.0606, d1.dn_loss_bbox: 0.3389, d1.dn_loss_iou: 0.4998, d2.dn_loss_cls: 0.0530, d2.dn_loss_bbox: 0.3160, d2.dn_loss_iou: 0.4751, d3.dn_loss_cls: 0.0504, d3.dn_loss_bbox: 0.3123, d3.dn_loss_iou: 0.4699, d4.dn_loss_cls: 0.0498, d4.dn_loss_bbox: 0.3121, d4.dn_loss_iou: 0.4697, loss: 11.6385, grad_norm: 21.1945 2023-11-06 16:35:05,489 - mmdet - INFO - Epoch [3][2650/3665] lr: 5.563e-06, eta: 7:44:38, time: 0.831, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3015, interm_loss_bbox: 0.2214, interm_loss_iou: 0.5017, loss_cls: 0.2525, loss_bbox: 0.1776, loss_iou: 0.4242, d0.loss_cls: 0.3210, d0.loss_bbox: 0.1826, d0.loss_iou: 0.4389, d1.loss_cls: 0.2827, d1.loss_bbox: 0.1802, d1.loss_iou: 0.4278, d2.loss_cls: 0.2635, d2.loss_bbox: 0.1781, d2.loss_iou: 0.4246, d3.loss_cls: 0.2549, d3.loss_bbox: 0.1776, d3.loss_iou: 0.4241, d4.loss_cls: 0.2522, d4.loss_bbox: 0.1774, d4.loss_iou: 0.4243, dn_loss_cls: 0.0527, dn_loss_bbox: 0.3323, dn_loss_iou: 0.4681, d0.dn_loss_cls: 0.0871, d0.dn_loss_bbox: 0.4473, d0.dn_loss_iou: 0.5996, d1.dn_loss_cls: 0.0622, d1.dn_loss_bbox: 0.3595, d1.dn_loss_iou: 0.4982, d2.dn_loss_cls: 0.0549, d2.dn_loss_bbox: 0.3362, d2.dn_loss_iou: 0.4732, d3.dn_loss_cls: 0.0526, d3.dn_loss_bbox: 0.3324, d3.dn_loss_iou: 0.4681, d4.dn_loss_cls: 0.0521, d4.dn_loss_bbox: 0.3323, d4.dn_loss_iou: 0.4680, loss: 11.7656, grad_norm: 20.0199 2023-11-06 16:35:46,070 - mmdet - INFO - Epoch [3][2700/3665] lr: 5.563e-06, eta: 7:43:56, time: 0.811, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3041, interm_loss_bbox: 0.2235, interm_loss_iou: 0.5067, loss_cls: 0.2578, loss_bbox: 0.1761, loss_iou: 0.4224, d0.loss_cls: 0.3211, d0.loss_bbox: 0.1828, d0.loss_iou: 0.4446, d1.loss_cls: 0.2851, d1.loss_bbox: 0.1797, d1.loss_iou: 0.4288, d2.loss_cls: 0.2673, d2.loss_bbox: 0.1755, d2.loss_iou: 0.4230, d3.loss_cls: 0.2599, d3.loss_bbox: 0.1752, d3.loss_iou: 0.4221, d4.loss_cls: 0.2570, d4.loss_bbox: 0.1764, d4.loss_iou: 0.4233, dn_loss_cls: 0.0500, dn_loss_bbox: 0.3287, dn_loss_iou: 0.4695, d0.dn_loss_cls: 0.0847, d0.dn_loss_bbox: 0.4400, d0.dn_loss_iou: 0.6045, d1.dn_loss_cls: 0.0601, d1.dn_loss_bbox: 0.3542, d1.dn_loss_iou: 0.4995, d2.dn_loss_cls: 0.0521, d2.dn_loss_bbox: 0.3323, d2.dn_loss_iou: 0.4751, d3.dn_loss_cls: 0.0498, d3.dn_loss_bbox: 0.3288, d3.dn_loss_iou: 0.4696, d4.dn_loss_cls: 0.0494, d4.dn_loss_bbox: 0.3287, d4.dn_loss_iou: 0.4694, loss: 11.7589, grad_norm: 19.9935 2023-11-06 16:36:26,666 - mmdet - INFO - Epoch [3][2750/3665] lr: 5.563e-06, eta: 7:43:14, time: 0.812, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2976, interm_loss_bbox: 0.2248, interm_loss_iou: 0.4926, loss_cls: 0.2486, loss_bbox: 0.1777, loss_iou: 0.4125, d0.loss_cls: 0.3125, d0.loss_bbox: 0.1857, d0.loss_iou: 0.4336, d1.loss_cls: 0.2762, d1.loss_bbox: 0.1803, d1.loss_iou: 0.4196, d2.loss_cls: 0.2584, d2.loss_bbox: 0.1767, d2.loss_iou: 0.4126, d3.loss_cls: 0.2505, d3.loss_bbox: 0.1782, d3.loss_iou: 0.4126, d4.loss_cls: 0.2479, d4.loss_bbox: 0.1784, d4.loss_iou: 0.4130, dn_loss_cls: 0.0502, dn_loss_bbox: 0.3189, dn_loss_iou: 0.4584, d0.dn_loss_cls: 0.0838, d0.dn_loss_bbox: 0.4338, d0.dn_loss_iou: 0.5925, d1.dn_loss_cls: 0.0596, d1.dn_loss_bbox: 0.3455, d1.dn_loss_iou: 0.4882, d2.dn_loss_cls: 0.0519, d2.dn_loss_bbox: 0.3225, d2.dn_loss_iou: 0.4634, d3.dn_loss_cls: 0.0502, d3.dn_loss_bbox: 0.3192, d3.dn_loss_iou: 0.4586, d4.dn_loss_cls: 0.0496, d4.dn_loss_bbox: 0.3189, d4.dn_loss_iou: 0.4583, loss: 11.5133, grad_norm: 20.5377 2023-11-06 16:37:07,410 - mmdet - INFO - Epoch [3][2800/3665] lr: 5.563e-06, eta: 7:42:32, time: 0.815, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3010, interm_loss_bbox: 0.2204, interm_loss_iou: 0.4964, loss_cls: 0.2497, loss_bbox: 0.1793, loss_iou: 0.4255, d0.loss_cls: 0.3183, d0.loss_bbox: 0.1835, d0.loss_iou: 0.4407, d1.loss_cls: 0.2777, d1.loss_bbox: 0.1814, d1.loss_iou: 0.4290, d2.loss_cls: 0.2611, d2.loss_bbox: 0.1778, d2.loss_iou: 0.4239, d3.loss_cls: 0.2533, d3.loss_bbox: 0.1779, d3.loss_iou: 0.4248, d4.loss_cls: 0.2501, d4.loss_bbox: 0.1792, d4.loss_iou: 0.4257, dn_loss_cls: 0.0487, dn_loss_bbox: 0.3211, dn_loss_iou: 0.4687, d0.dn_loss_cls: 0.0840, d0.dn_loss_bbox: 0.4376, d0.dn_loss_iou: 0.6024, d1.dn_loss_cls: 0.0591, d1.dn_loss_bbox: 0.3495, d1.dn_loss_iou: 0.4982, d2.dn_loss_cls: 0.0513, d2.dn_loss_bbox: 0.3247, d2.dn_loss_iou: 0.4736, d3.dn_loss_cls: 0.0491, d3.dn_loss_bbox: 0.3213, d3.dn_loss_iou: 0.4687, d4.dn_loss_cls: 0.0483, d4.dn_loss_bbox: 0.3210, d4.dn_loss_iou: 0.4685, loss: 11.6725, grad_norm: 23.6529 2023-11-06 16:37:48,474 - mmdet - INFO - Epoch [3][2850/3665] lr: 5.563e-06, eta: 7:41:51, time: 0.821, data_time: 0.012, memory: 22742, interm_loss_cls: 0.3067, interm_loss_bbox: 0.2239, interm_loss_iou: 0.5033, loss_cls: 0.2616, loss_bbox: 0.1779, loss_iou: 0.4285, d0.loss_cls: 0.3250, d0.loss_bbox: 0.1876, d0.loss_iou: 0.4470, d1.loss_cls: 0.2870, d1.loss_bbox: 0.1831, d1.loss_iou: 0.4349, d2.loss_cls: 0.2705, d2.loss_bbox: 0.1777, d2.loss_iou: 0.4285, d3.loss_cls: 0.2649, d3.loss_bbox: 0.1767, d3.loss_iou: 0.4275, d4.loss_cls: 0.2616, d4.loss_bbox: 0.1772, d4.loss_iou: 0.4281, dn_loss_cls: 0.0513, dn_loss_bbox: 0.3238, dn_loss_iou: 0.4655, d0.dn_loss_cls: 0.0858, d0.dn_loss_bbox: 0.4402, d0.dn_loss_iou: 0.6051, d1.dn_loss_cls: 0.0608, d1.dn_loss_bbox: 0.3515, d1.dn_loss_iou: 0.4968, d2.dn_loss_cls: 0.0531, d2.dn_loss_bbox: 0.3277, d2.dn_loss_iou: 0.4712, d3.dn_loss_cls: 0.0512, d3.dn_loss_bbox: 0.3239, d3.dn_loss_iou: 0.4655, d4.dn_loss_cls: 0.0507, d4.dn_loss_bbox: 0.3238, d4.dn_loss_iou: 0.4654, loss: 11.7925, grad_norm: 19.7041 2023-11-06 16:38:29,391 - mmdet - INFO - Epoch [3][2900/3665] lr: 5.563e-06, eta: 7:41:10, time: 0.818, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3037, interm_loss_bbox: 0.2231, interm_loss_iou: 0.4905, loss_cls: 0.2559, loss_bbox: 0.1767, loss_iou: 0.4108, d0.loss_cls: 0.3196, d0.loss_bbox: 0.1844, d0.loss_iou: 0.4301, d1.loss_cls: 0.2802, d1.loss_bbox: 0.1823, d1.loss_iou: 0.4194, d2.loss_cls: 0.2649, d2.loss_bbox: 0.1769, d2.loss_iou: 0.4117, d3.loss_cls: 0.2585, d3.loss_bbox: 0.1759, d3.loss_iou: 0.4104, d4.loss_cls: 0.2552, d4.loss_bbox: 0.1763, d4.loss_iou: 0.4112, dn_loss_cls: 0.0491, dn_loss_bbox: 0.3288, dn_loss_iou: 0.4569, d0.dn_loss_cls: 0.0835, d0.dn_loss_bbox: 0.4471, d0.dn_loss_iou: 0.5925, d1.dn_loss_cls: 0.0590, d1.dn_loss_bbox: 0.3581, d1.dn_loss_iou: 0.4881, d2.dn_loss_cls: 0.0516, d2.dn_loss_bbox: 0.3333, d2.dn_loss_iou: 0.4628, d3.dn_loss_cls: 0.0495, d3.dn_loss_bbox: 0.3290, d3.dn_loss_iou: 0.4570, d4.dn_loss_cls: 0.0488, d4.dn_loss_bbox: 0.3288, d4.dn_loss_iou: 0.4568, loss: 11.5984, grad_norm: 20.7832 2023-11-06 16:39:10,149 - mmdet - INFO - Epoch [3][2950/3665] lr: 5.563e-06, eta: 7:40:28, time: 0.815, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2950, interm_loss_bbox: 0.2229, interm_loss_iou: 0.4967, loss_cls: 0.2483, loss_bbox: 0.1794, loss_iou: 0.4171, d0.loss_cls: 0.3140, d0.loss_bbox: 0.1871, d0.loss_iou: 0.4376, d1.loss_cls: 0.2738, d1.loss_bbox: 0.1839, d1.loss_iou: 0.4248, d2.loss_cls: 0.2572, d2.loss_bbox: 0.1800, d2.loss_iou: 0.4187, d3.loss_cls: 0.2515, d3.loss_bbox: 0.1793, d3.loss_iou: 0.4171, d4.loss_cls: 0.2492, d4.loss_bbox: 0.1788, d4.loss_iou: 0.4161, dn_loss_cls: 0.0505, dn_loss_bbox: 0.3278, dn_loss_iou: 0.4584, d0.dn_loss_cls: 0.0849, d0.dn_loss_bbox: 0.4470, d0.dn_loss_iou: 0.5888, d1.dn_loss_cls: 0.0602, d1.dn_loss_bbox: 0.3581, d1.dn_loss_iou: 0.4877, d2.dn_loss_cls: 0.0528, d2.dn_loss_bbox: 0.3325, d2.dn_loss_iou: 0.4639, d3.dn_loss_cls: 0.0507, d3.dn_loss_bbox: 0.3281, d3.dn_loss_iou: 0.4586, d4.dn_loss_cls: 0.0502, d4.dn_loss_bbox: 0.3278, d4.dn_loss_iou: 0.4583, loss: 11.6149, grad_norm: 22.2186 2023-11-06 16:39:51,173 - mmdet - INFO - Epoch [3][3000/3665] lr: 5.563e-06, eta: 7:39:47, time: 0.821, data_time: 0.011, memory: 22742, interm_loss_cls: 0.3019, interm_loss_bbox: 0.2191, interm_loss_iou: 0.4935, loss_cls: 0.2533, loss_bbox: 0.1754, loss_iou: 0.4159, d0.loss_cls: 0.3174, d0.loss_bbox: 0.1822, d0.loss_iou: 0.4346, d1.loss_cls: 0.2807, d1.loss_bbox: 0.1795, d1.loss_iou: 0.4227, d2.loss_cls: 0.2630, d2.loss_bbox: 0.1764, d2.loss_iou: 0.4165, d3.loss_cls: 0.2556, d3.loss_bbox: 0.1754, d3.loss_iou: 0.4154, d4.loss_cls: 0.2524, d4.loss_bbox: 0.1758, d4.loss_iou: 0.4168, dn_loss_cls: 0.0516, dn_loss_bbox: 0.3214, dn_loss_iou: 0.4647, d0.dn_loss_cls: 0.0864, d0.dn_loss_bbox: 0.4364, d0.dn_loss_iou: 0.5990, d1.dn_loss_cls: 0.0608, d1.dn_loss_bbox: 0.3479, d1.dn_loss_iou: 0.4943, d2.dn_loss_cls: 0.0535, d2.dn_loss_bbox: 0.3251, d2.dn_loss_iou: 0.4699, d3.dn_loss_cls: 0.0514, d3.dn_loss_bbox: 0.3217, d3.dn_loss_iou: 0.4648, d4.dn_loss_cls: 0.0509, d4.dn_loss_bbox: 0.3214, d4.dn_loss_iou: 0.4645, loss: 11.6092, grad_norm: 22.2532 2023-11-06 16:40:32,543 - mmdet - INFO - Epoch [3][3050/3665] lr: 5.563e-06, eta: 7:39:07, time: 0.827, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2938, interm_loss_bbox: 0.2202, interm_loss_iou: 0.4952, loss_cls: 0.2418, loss_bbox: 0.1773, loss_iou: 0.4153, d0.loss_cls: 0.3077, d0.loss_bbox: 0.1821, d0.loss_iou: 0.4355, d1.loss_cls: 0.2716, d1.loss_bbox: 0.1774, d1.loss_iou: 0.4184, d2.loss_cls: 0.2519, d2.loss_bbox: 0.1757, d2.loss_iou: 0.4142, d3.loss_cls: 0.2445, d3.loss_bbox: 0.1760, d3.loss_iou: 0.4133, d4.loss_cls: 0.2421, d4.loss_bbox: 0.1770, d4.loss_iou: 0.4148, dn_loss_cls: 0.0479, dn_loss_bbox: 0.3023, dn_loss_iou: 0.4494, d0.dn_loss_cls: 0.0823, d0.dn_loss_bbox: 0.4164, d0.dn_loss_iou: 0.5842, d1.dn_loss_cls: 0.0573, d1.dn_loss_bbox: 0.3297, d1.dn_loss_iou: 0.4791, d2.dn_loss_cls: 0.0499, d2.dn_loss_bbox: 0.3068, d2.dn_loss_iou: 0.4548, d3.dn_loss_cls: 0.0478, d3.dn_loss_bbox: 0.3026, d3.dn_loss_iou: 0.4497, d4.dn_loss_cls: 0.0475, d4.dn_loss_bbox: 0.3023, d4.dn_loss_iou: 0.4493, loss: 11.3051, grad_norm: 21.0042 2023-11-06 16:41:13,975 - mmdet - INFO - Epoch [3][3100/3665] lr: 5.563e-06, eta: 7:38:28, time: 0.829, data_time: 0.016, memory: 22742, interm_loss_cls: 0.2998, interm_loss_bbox: 0.2171, interm_loss_iou: 0.5008, loss_cls: 0.2539, loss_bbox: 0.1746, loss_iou: 0.4288, d0.loss_cls: 0.3188, d0.loss_bbox: 0.1811, d0.loss_iou: 0.4480, d1.loss_cls: 0.2830, d1.loss_bbox: 0.1782, d1.loss_iou: 0.4356, d2.loss_cls: 0.2622, d2.loss_bbox: 0.1763, d2.loss_iou: 0.4308, d3.loss_cls: 0.2563, d3.loss_bbox: 0.1753, d3.loss_iou: 0.4289, d4.loss_cls: 0.2532, d4.loss_bbox: 0.1751, d4.loss_iou: 0.4297, dn_loss_cls: 0.0506, dn_loss_bbox: 0.3234, dn_loss_iou: 0.4668, d0.dn_loss_cls: 0.0850, d0.dn_loss_bbox: 0.4345, d0.dn_loss_iou: 0.5973, d1.dn_loss_cls: 0.0606, d1.dn_loss_bbox: 0.3497, d1.dn_loss_iou: 0.4953, d2.dn_loss_cls: 0.0529, d2.dn_loss_bbox: 0.3271, d2.dn_loss_iou: 0.4715, d3.dn_loss_cls: 0.0511, d3.dn_loss_bbox: 0.3237, d3.dn_loss_iou: 0.4669, d4.dn_loss_cls: 0.0502, d4.dn_loss_bbox: 0.3234, d4.dn_loss_iou: 0.4667, loss: 11.7044, grad_norm: 21.1814 2023-11-06 16:41:54,931 - mmdet - INFO - Epoch [3][3150/3665] lr: 5.563e-06, eta: 7:37:47, time: 0.819, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2942, interm_loss_bbox: 0.2272, interm_loss_iou: 0.5060, loss_cls: 0.2480, loss_bbox: 0.1796, loss_iou: 0.4221, d0.loss_cls: 0.3139, d0.loss_bbox: 0.1870, d0.loss_iou: 0.4444, d1.loss_cls: 0.2796, d1.loss_bbox: 0.1814, d1.loss_iou: 0.4276, d2.loss_cls: 0.2602, d2.loss_bbox: 0.1780, d2.loss_iou: 0.4208, d3.loss_cls: 0.2515, d3.loss_bbox: 0.1785, d3.loss_iou: 0.4203, d4.loss_cls: 0.2483, d4.loss_bbox: 0.1789, d4.loss_iou: 0.4216, dn_loss_cls: 0.0515, dn_loss_bbox: 0.3288, dn_loss_iou: 0.4714, d0.dn_loss_cls: 0.0865, d0.dn_loss_bbox: 0.4471, d0.dn_loss_iou: 0.6109, d1.dn_loss_cls: 0.0615, d1.dn_loss_bbox: 0.3584, d1.dn_loss_iou: 0.5013, d2.dn_loss_cls: 0.0535, d2.dn_loss_bbox: 0.3331, d2.dn_loss_iou: 0.4770, d3.dn_loss_cls: 0.0515, d3.dn_loss_bbox: 0.3290, d3.dn_loss_iou: 0.4715, d4.dn_loss_cls: 0.0510, d4.dn_loss_bbox: 0.3288, d4.dn_loss_iou: 0.4713, loss: 11.7532, grad_norm: 20.9203 2023-11-06 16:42:36,116 - mmdet - INFO - Epoch [3][3200/3665] lr: 5.563e-06, eta: 7:37:06, time: 0.824, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2940, interm_loss_bbox: 0.2219, interm_loss_iou: 0.5014, loss_cls: 0.2442, loss_bbox: 0.1809, loss_iou: 0.4254, d0.loss_cls: 0.3134, d0.loss_bbox: 0.1864, d0.loss_iou: 0.4482, d1.loss_cls: 0.2740, d1.loss_bbox: 0.1850, d1.loss_iou: 0.4349, d2.loss_cls: 0.2550, d2.loss_bbox: 0.1804, d2.loss_iou: 0.4267, d3.loss_cls: 0.2480, d3.loss_bbox: 0.1797, d3.loss_iou: 0.4246, d4.loss_cls: 0.2448, d4.loss_bbox: 0.1800, d4.loss_iou: 0.4249, dn_loss_cls: 0.0477, dn_loss_bbox: 0.3286, dn_loss_iou: 0.4581, d0.dn_loss_cls: 0.0825, d0.dn_loss_bbox: 0.4458, d0.dn_loss_iou: 0.5926, d1.dn_loss_cls: 0.0579, d1.dn_loss_bbox: 0.3570, d1.dn_loss_iou: 0.4888, d2.dn_loss_cls: 0.0501, d2.dn_loss_bbox: 0.3332, d2.dn_loss_iou: 0.4642, d3.dn_loss_cls: 0.0480, d3.dn_loss_bbox: 0.3289, d3.dn_loss_iou: 0.4582, d4.dn_loss_cls: 0.0473, d4.dn_loss_bbox: 0.3286, d4.dn_loss_iou: 0.4580, loss: 11.6491, grad_norm: 21.8668 2023-11-06 16:43:17,261 - mmdet - INFO - Epoch [3][3250/3665] lr: 5.563e-06, eta: 7:36:26, time: 0.823, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2999, interm_loss_bbox: 0.2204, interm_loss_iou: 0.4956, loss_cls: 0.2512, loss_bbox: 0.1778, loss_iou: 0.4197, d0.loss_cls: 0.3172, d0.loss_bbox: 0.1827, d0.loss_iou: 0.4354, d1.loss_cls: 0.2808, d1.loss_bbox: 0.1805, d1.loss_iou: 0.4246, d2.loss_cls: 0.2608, d2.loss_bbox: 0.1785, d2.loss_iou: 0.4204, d3.loss_cls: 0.2545, d3.loss_bbox: 0.1771, d3.loss_iou: 0.4190, d4.loss_cls: 0.2512, d4.loss_bbox: 0.1774, d4.loss_iou: 0.4194, dn_loss_cls: 0.0501, dn_loss_bbox: 0.3254, dn_loss_iou: 0.4650, d0.dn_loss_cls: 0.0841, d0.dn_loss_bbox: 0.4426, d0.dn_loss_iou: 0.6005, d1.dn_loss_cls: 0.0593, d1.dn_loss_bbox: 0.3525, d1.dn_loss_iou: 0.4947, d2.dn_loss_cls: 0.0521, d2.dn_loss_bbox: 0.3294, d2.dn_loss_iou: 0.4701, d3.dn_loss_cls: 0.0501, d3.dn_loss_bbox: 0.3257, d3.dn_loss_iou: 0.4651, d4.dn_loss_cls: 0.0496, d4.dn_loss_bbox: 0.3254, d4.dn_loss_iou: 0.4649, loss: 11.6504, grad_norm: 19.8985 2023-11-06 16:43:58,212 - mmdet - INFO - Epoch [3][3300/3665] lr: 5.563e-06, eta: 7:35:45, time: 0.819, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2948, interm_loss_bbox: 0.2250, interm_loss_iou: 0.4918, loss_cls: 0.2467, loss_bbox: 0.1806, loss_iou: 0.4152, d0.loss_cls: 0.3108, d0.loss_bbox: 0.1890, d0.loss_iou: 0.4341, d1.loss_cls: 0.2753, d1.loss_bbox: 0.1837, d1.loss_iou: 0.4203, d2.loss_cls: 0.2576, d2.loss_bbox: 0.1795, d2.loss_iou: 0.4139, d3.loss_cls: 0.2486, d3.loss_bbox: 0.1807, d3.loss_iou: 0.4147, d4.loss_cls: 0.2463, d4.loss_bbox: 0.1803, d4.loss_iou: 0.4150, dn_loss_cls: 0.0510, dn_loss_bbox: 0.3313, dn_loss_iou: 0.4616, d0.dn_loss_cls: 0.0851, d0.dn_loss_bbox: 0.4452, d0.dn_loss_iou: 0.5971, d1.dn_loss_cls: 0.0606, d1.dn_loss_bbox: 0.3587, d1.dn_loss_iou: 0.4916, d2.dn_loss_cls: 0.0532, d2.dn_loss_bbox: 0.3355, d2.dn_loss_iou: 0.4669, d3.dn_loss_cls: 0.0511, d3.dn_loss_bbox: 0.3315, d3.dn_loss_iou: 0.4617, d4.dn_loss_cls: 0.0504, d4.dn_loss_bbox: 0.3313, d4.dn_loss_iou: 0.4615, loss: 11.6290, grad_norm: 22.5347 2023-11-06 16:44:38,798 - mmdet - INFO - Epoch [3][3350/3665] lr: 5.563e-06, eta: 7:35:02, time: 0.812, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2922, interm_loss_bbox: 0.2152, interm_loss_iou: 0.4957, loss_cls: 0.2430, loss_bbox: 0.1761, loss_iou: 0.4255, d0.loss_cls: 0.3098, d0.loss_bbox: 0.1841, d0.loss_iou: 0.4458, d1.loss_cls: 0.2721, d1.loss_bbox: 0.1805, d1.loss_iou: 0.4322, d2.loss_cls: 0.2533, d2.loss_bbox: 0.1765, d2.loss_iou: 0.4252, d3.loss_cls: 0.2463, d3.loss_bbox: 0.1762, d3.loss_iou: 0.4252, d4.loss_cls: 0.2441, d4.loss_bbox: 0.1758, d4.loss_iou: 0.4247, dn_loss_cls: 0.0485, dn_loss_bbox: 0.3053, dn_loss_iou: 0.4672, d0.dn_loss_cls: 0.0832, d0.dn_loss_bbox: 0.4127, d0.dn_loss_iou: 0.5990, d1.dn_loss_cls: 0.0582, d1.dn_loss_bbox: 0.3319, d1.dn_loss_iou: 0.4968, d2.dn_loss_cls: 0.0506, d2.dn_loss_bbox: 0.3092, d2.dn_loss_iou: 0.4724, d3.dn_loss_cls: 0.0486, d3.dn_loss_bbox: 0.3055, d3.dn_loss_iou: 0.4673, d4.dn_loss_cls: 0.0481, d4.dn_loss_bbox: 0.3053, d4.dn_loss_iou: 0.4671, loss: 11.4965, grad_norm: 20.5943 2023-11-06 16:45:19,540 - mmdet - INFO - Epoch [3][3400/3665] lr: 5.563e-06, eta: 7:34:21, time: 0.815, data_time: 0.009, memory: 22742, interm_loss_cls: 0.3019, interm_loss_bbox: 0.2277, interm_loss_iou: 0.4973, loss_cls: 0.2520, loss_bbox: 0.1813, loss_iou: 0.4206, d0.loss_cls: 0.3179, d0.loss_bbox: 0.1894, d0.loss_iou: 0.4374, d1.loss_cls: 0.2840, d1.loss_bbox: 0.1826, d1.loss_iou: 0.4235, d2.loss_cls: 0.2634, d2.loss_bbox: 0.1802, d2.loss_iou: 0.4196, d3.loss_cls: 0.2550, d3.loss_bbox: 0.1807, d3.loss_iou: 0.4200, d4.loss_cls: 0.2519, d4.loss_bbox: 0.1807, d4.loss_iou: 0.4203, dn_loss_cls: 0.0492, dn_loss_bbox: 0.3155, dn_loss_iou: 0.4633, d0.dn_loss_cls: 0.0840, d0.dn_loss_bbox: 0.4307, d0.dn_loss_iou: 0.5962, d1.dn_loss_cls: 0.0589, d1.dn_loss_bbox: 0.3417, d1.dn_loss_iou: 0.4920, d2.dn_loss_cls: 0.0517, d2.dn_loss_bbox: 0.3194, d2.dn_loss_iou: 0.4685, d3.dn_loss_cls: 0.0495, d3.dn_loss_bbox: 0.3157, d3.dn_loss_iou: 0.4634, d4.dn_loss_cls: 0.0488, d4.dn_loss_bbox: 0.3155, d4.dn_loss_iou: 0.4632, loss: 11.6145, grad_norm: 20.3968 2023-11-06 16:46:00,207 - mmdet - INFO - Epoch [3][3450/3665] lr: 5.563e-06, eta: 7:33:39, time: 0.813, data_time: 0.016, memory: 22742, interm_loss_cls: 0.3006, interm_loss_bbox: 0.2169, interm_loss_iou: 0.4855, loss_cls: 0.2483, loss_bbox: 0.1740, loss_iou: 0.4103, d0.loss_cls: 0.3150, d0.loss_bbox: 0.1818, d0.loss_iou: 0.4314, d1.loss_cls: 0.2790, d1.loss_bbox: 0.1770, d1.loss_iou: 0.4156, d2.loss_cls: 0.2590, d2.loss_bbox: 0.1741, d2.loss_iou: 0.4115, d3.loss_cls: 0.2508, d3.loss_bbox: 0.1753, d3.loss_iou: 0.4114, d4.loss_cls: 0.2479, d4.loss_bbox: 0.1745, d4.loss_iou: 0.4111, dn_loss_cls: 0.0484, dn_loss_bbox: 0.3149, dn_loss_iou: 0.4476, d0.dn_loss_cls: 0.0834, d0.dn_loss_bbox: 0.4346, d0.dn_loss_iou: 0.5844, d1.dn_loss_cls: 0.0583, d1.dn_loss_bbox: 0.3434, d1.dn_loss_iou: 0.4780, d2.dn_loss_cls: 0.0509, d2.dn_loss_bbox: 0.3189, d2.dn_loss_iou: 0.4530, d3.dn_loss_cls: 0.0486, d3.dn_loss_bbox: 0.3152, d3.dn_loss_iou: 0.4478, d4.dn_loss_cls: 0.0480, d4.dn_loss_bbox: 0.3149, d4.dn_loss_iou: 0.4475, loss: 11.3888, grad_norm: 20.1556 2023-11-06 16:46:40,640 - mmdet - INFO - Epoch [3][3500/3665] lr: 5.563e-06, eta: 7:32:56, time: 0.808, data_time: 0.010, memory: 22742, interm_loss_cls: 0.3048, interm_loss_bbox: 0.2197, interm_loss_iou: 0.4995, loss_cls: 0.2561, loss_bbox: 0.1775, loss_iou: 0.4208, d0.loss_cls: 0.3215, d0.loss_bbox: 0.1843, d0.loss_iou: 0.4434, d1.loss_cls: 0.2843, d1.loss_bbox: 0.1794, d1.loss_iou: 0.4282, d2.loss_cls: 0.2672, d2.loss_bbox: 0.1767, d2.loss_iou: 0.4214, d3.loss_cls: 0.2584, d3.loss_bbox: 0.1773, d3.loss_iou: 0.4209, d4.loss_cls: 0.2565, d4.loss_bbox: 0.1775, d4.loss_iou: 0.4207, dn_loss_cls: 0.0527, dn_loss_bbox: 0.3186, dn_loss_iou: 0.4640, d0.dn_loss_cls: 0.0873, d0.dn_loss_bbox: 0.4281, d0.dn_loss_iou: 0.5932, d1.dn_loss_cls: 0.0615, d1.dn_loss_bbox: 0.3452, d1.dn_loss_iou: 0.4924, d2.dn_loss_cls: 0.0544, d2.dn_loss_bbox: 0.3223, d2.dn_loss_iou: 0.4690, d3.dn_loss_cls: 0.0524, d3.dn_loss_bbox: 0.3188, d3.dn_loss_iou: 0.4639, d4.dn_loss_cls: 0.0522, d4.dn_loss_bbox: 0.3186, d4.dn_loss_iou: 0.4638, loss: 11.6544, grad_norm: 19.8492 2023-11-06 16:47:21,526 - mmdet - INFO - Epoch [3][3550/3665] lr: 5.563e-06, eta: 7:32:15, time: 0.818, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2973, interm_loss_bbox: 0.2292, interm_loss_iou: 0.4839, loss_cls: 0.2486, loss_bbox: 0.1823, loss_iou: 0.4064, d0.loss_cls: 0.3159, d0.loss_bbox: 0.1881, d0.loss_iou: 0.4244, d1.loss_cls: 0.2805, d1.loss_bbox: 0.1839, d1.loss_iou: 0.4098, d2.loss_cls: 0.2609, d2.loss_bbox: 0.1823, d2.loss_iou: 0.4065, d3.loss_cls: 0.2498, d3.loss_bbox: 0.1831, d3.loss_iou: 0.4071, d4.loss_cls: 0.2484, d4.loss_bbox: 0.1823, d4.loss_iou: 0.4066, dn_loss_cls: 0.0488, dn_loss_bbox: 0.3334, dn_loss_iou: 0.4551, d0.dn_loss_cls: 0.0833, d0.dn_loss_bbox: 0.4569, d0.dn_loss_iou: 0.5915, d1.dn_loss_cls: 0.0578, d1.dn_loss_bbox: 0.3624, d1.dn_loss_iou: 0.4854, d2.dn_loss_cls: 0.0504, d2.dn_loss_bbox: 0.3375, d2.dn_loss_iou: 0.4606, d3.dn_loss_cls: 0.0485, d3.dn_loss_bbox: 0.3337, d3.dn_loss_iou: 0.4553, d4.dn_loss_cls: 0.0481, d4.dn_loss_bbox: 0.3334, d4.dn_loss_iou: 0.4550, loss: 11.5744, grad_norm: 20.1642 2023-11-06 16:48:01,832 - mmdet - INFO - Epoch [3][3600/3665] lr: 5.563e-06, eta: 7:31:31, time: 0.806, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2978, interm_loss_bbox: 0.2221, interm_loss_iou: 0.4909, loss_cls: 0.2468, loss_bbox: 0.1810, loss_iou: 0.4185, d0.loss_cls: 0.3160, d0.loss_bbox: 0.1855, d0.loss_iou: 0.4342, d1.loss_cls: 0.2780, d1.loss_bbox: 0.1828, d1.loss_iou: 0.4227, d2.loss_cls: 0.2571, d2.loss_bbox: 0.1802, d2.loss_iou: 0.4177, d3.loss_cls: 0.2498, d3.loss_bbox: 0.1806, d3.loss_iou: 0.4179, d4.loss_cls: 0.2466, d4.loss_bbox: 0.1811, d4.loss_iou: 0.4186, dn_loss_cls: 0.0505, dn_loss_bbox: 0.3111, dn_loss_iou: 0.4566, d0.dn_loss_cls: 0.0845, d0.dn_loss_bbox: 0.4256, d0.dn_loss_iou: 0.5900, d1.dn_loss_cls: 0.0601, d1.dn_loss_bbox: 0.3386, d1.dn_loss_iou: 0.4857, d2.dn_loss_cls: 0.0524, d2.dn_loss_bbox: 0.3152, d2.dn_loss_iou: 0.4618, d3.dn_loss_cls: 0.0505, d3.dn_loss_bbox: 0.3113, d3.dn_loss_iou: 0.4567, d4.dn_loss_cls: 0.0500, d4.dn_loss_bbox: 0.3111, d4.dn_loss_iou: 0.4565, loss: 11.4945, grad_norm: 18.5205 2023-11-06 16:48:42,976 - mmdet - INFO - Epoch [3][3650/3665] lr: 5.563e-06, eta: 7:30:51, time: 0.823, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2958, interm_loss_bbox: 0.2181, interm_loss_iou: 0.4882, loss_cls: 0.2490, loss_bbox: 0.1727, loss_iou: 0.4133, d0.loss_cls: 0.3164, d0.loss_bbox: 0.1785, d0.loss_iou: 0.4292, d1.loss_cls: 0.2780, d1.loss_bbox: 0.1757, d1.loss_iou: 0.4183, d2.loss_cls: 0.2583, d2.loss_bbox: 0.1728, d2.loss_iou: 0.4133, d3.loss_cls: 0.2517, d3.loss_bbox: 0.1727, d3.loss_iou: 0.4128, d4.loss_cls: 0.2490, d4.loss_bbox: 0.1732, d4.loss_iou: 0.4136, dn_loss_cls: 0.0478, dn_loss_bbox: 0.3127, dn_loss_iou: 0.4531, d0.dn_loss_cls: 0.0835, d0.dn_loss_bbox: 0.4303, d0.dn_loss_iou: 0.5861, d1.dn_loss_cls: 0.0580, d1.dn_loss_bbox: 0.3411, d1.dn_loss_iou: 0.4837, d2.dn_loss_cls: 0.0505, d2.dn_loss_bbox: 0.3168, d2.dn_loss_iou: 0.4585, d3.dn_loss_cls: 0.0485, d3.dn_loss_bbox: 0.3129, d3.dn_loss_iou: 0.4532, d4.dn_loss_cls: 0.0477, d4.dn_loss_bbox: 0.3127, d4.dn_loss_iou: 0.4531, loss: 11.4007, grad_norm: 20.9623 2023-11-06 16:48:55,631 - mmdet - INFO - Saving checkpoint at 3 epochs 2023-11-06 16:50:01,724 - mmdet - INFO - Evaluating bbox... 2023-11-06 16:52:23,251 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.471 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.652 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.515 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.319 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.506 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.628 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.699 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.705 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.705 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.536 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.753 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.867 2023-11-06 16:52:23,254 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.579 | bicycle | 0.359 | car | 0.445 | | motorcycle | 0.468 | airplane | 0.701 | bus | 0.720 | | train | 0.726 | truck | 0.409 | boat | 0.315 | | traffic light | 0.291 | fire hydrant | 0.700 | stop sign | 0.677 | | parking meter | 0.538 | bench | 0.277 | bird | 0.430 | | cat | 0.785 | dog | 0.731 | horse | 0.610 | | sheep | 0.588 | cow | 0.616 | elephant | 0.734 | | bear | 0.818 | zebra | 0.727 | giraffe | 0.740 | | backpack | 0.185 | umbrella | 0.434 | handbag | 0.193 | | tie | 0.385 | suitcase | 0.446 | frisbee | 0.703 | | skis | 0.230 | snowboard | 0.388 | sports ball | 0.486 | | kite | 0.493 | baseball bat | 0.404 | baseball glove | 0.426 | | skateboard | 0.576 | surfboard | 0.426 | tennis racket | 0.535 | | bottle | 0.426 | wine glass | 0.356 | cup | 0.480 | | fork | 0.427 | knife | 0.256 | spoon | 0.261 | | bowl | 0.445 | banana | 0.260 | apple | 0.231 | | sandwich | 0.442 | orange | 0.339 | broccoli | 0.254 | | carrot | 0.228 | hot dog | 0.482 | pizza | 0.575 | | donut | 0.527 | cake | 0.423 | chair | 0.340 | | couch | 0.468 | potted plant | 0.264 | bed | 0.486 | | dining table | 0.265 | toilet | 0.676 | tv | 0.629 | | laptop | 0.669 | mouse | 0.629 | remote | 0.400 | | keyboard | 0.563 | cell phone | 0.442 | microwave | 0.658 | | oven | 0.396 | toaster | 0.451 | sink | 0.434 | | refrigerator | 0.618 | book | 0.165 | clock | 0.551 | | vase | 0.444 | scissors | 0.408 | teddy bear | 0.566 | | hair drier | 0.164 | toothbrush | 0.292 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-06 16:52:25,156 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx/best_bbox_mAP_epoch_2.pth was removed 2023-11-06 16:52:27,366 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_3.pth. 2023-11-06 16:52:27,366 - mmdet - INFO - Best bbox_mAP is 0.4706 at 3 epoch. 2023-11-06 16:52:27,366 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx.py 2023-11-06 16:52:27,366 - mmdet - INFO - Epoch(val) [3][625] bbox_mAP: 0.4706, bbox_mAP_50: 0.6515, bbox_mAP_75: 0.5149, bbox_mAP_s: 0.3186, bbox_mAP_m: 0.5063, bbox_mAP_l: 0.6280, bbox_mAP_copypaste: 0.4706 0.6515 0.5149 0.3186 0.5063 0.6280 2023-11-06 16:53:11,648 - mmdet - INFO - Epoch [4][50/3665] lr: 5.563e-06, eta: 7:29:31, time: 0.885, data_time: 0.066, memory: 22742, interm_loss_cls: 0.2903, interm_loss_bbox: 0.2149, interm_loss_iou: 0.4836, loss_cls: 0.2431, loss_bbox: 0.1719, loss_iou: 0.4060, d0.loss_cls: 0.3106, d0.loss_bbox: 0.1769, d0.loss_iou: 0.4228, d1.loss_cls: 0.2733, d1.loss_bbox: 0.1741, d1.loss_iou: 0.4125, d2.loss_cls: 0.2546, d2.loss_bbox: 0.1715, d2.loss_iou: 0.4048, d3.loss_cls: 0.2460, d3.loss_bbox: 0.1715, d3.loss_iou: 0.4052, d4.loss_cls: 0.2429, d4.loss_bbox: 0.1719, d4.loss_iou: 0.4058, dn_loss_cls: 0.0472, dn_loss_bbox: 0.3082, dn_loss_iou: 0.4525, d0.dn_loss_cls: 0.0826, d0.dn_loss_bbox: 0.4221, d0.dn_loss_iou: 0.5871, d1.dn_loss_cls: 0.0576, d1.dn_loss_bbox: 0.3351, d1.dn_loss_iou: 0.4816, d2.dn_loss_cls: 0.0500, d2.dn_loss_bbox: 0.3124, d2.dn_loss_iou: 0.4582, d3.dn_loss_cls: 0.0477, d3.dn_loss_bbox: 0.3084, d3.dn_loss_iou: 0.4527, d4.dn_loss_cls: 0.0469, d4.dn_loss_bbox: 0.3082, d4.dn_loss_iou: 0.4524, loss: 11.2651, grad_norm: 20.0429 2023-11-06 16:53:53,294 - mmdet - INFO - Epoch [4][100/3665] lr: 5.563e-06, eta: 7:28:52, time: 0.833, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2914, interm_loss_bbox: 0.2180, interm_loss_iou: 0.5061, loss_cls: 0.2425, loss_bbox: 0.1728, loss_iou: 0.4264, d0.loss_cls: 0.3098, d0.loss_bbox: 0.1813, d0.loss_iou: 0.4472, d1.loss_cls: 0.2726, d1.loss_bbox: 0.1754, d1.loss_iou: 0.4321, d2.loss_cls: 0.2520, d2.loss_bbox: 0.1728, d2.loss_iou: 0.4264, d3.loss_cls: 0.2468, d3.loss_bbox: 0.1720, d3.loss_iou: 0.4253, d4.loss_cls: 0.2426, d4.loss_bbox: 0.1724, d4.loss_iou: 0.4266, dn_loss_cls: 0.0465, dn_loss_bbox: 0.3146, dn_loss_iou: 0.4618, d0.dn_loss_cls: 0.0808, d0.dn_loss_bbox: 0.4314, d0.dn_loss_iou: 0.5947, d1.dn_loss_cls: 0.0570, d1.dn_loss_bbox: 0.3433, d1.dn_loss_iou: 0.4914, d2.dn_loss_cls: 0.0492, d2.dn_loss_bbox: 0.3185, d2.dn_loss_iou: 0.4669, d3.dn_loss_cls: 0.0470, d3.dn_loss_bbox: 0.3147, d3.dn_loss_iou: 0.4620, d4.dn_loss_cls: 0.0462, d4.dn_loss_bbox: 0.3145, d4.dn_loss_iou: 0.4617, loss: 11.5145, grad_norm: 21.6689 2023-11-06 16:54:34,362 - mmdet - INFO - Epoch [4][150/3665] lr: 5.563e-06, eta: 7:28:11, time: 0.821, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2907, interm_loss_bbox: 0.2122, interm_loss_iou: 0.4853, loss_cls: 0.2432, loss_bbox: 0.1693, loss_iou: 0.4089, d0.loss_cls: 0.3120, d0.loss_bbox: 0.1760, d0.loss_iou: 0.4291, d1.loss_cls: 0.2714, d1.loss_bbox: 0.1748, d1.loss_iou: 0.4181, d2.loss_cls: 0.2535, d2.loss_bbox: 0.1705, d2.loss_iou: 0.4116, d3.loss_cls: 0.2457, d3.loss_bbox: 0.1688, d3.loss_iou: 0.4094, d4.loss_cls: 0.2437, d4.loss_bbox: 0.1684, d4.loss_iou: 0.4089, dn_loss_cls: 0.0464, dn_loss_bbox: 0.3150, dn_loss_iou: 0.4431, d0.dn_loss_cls: 0.0813, d0.dn_loss_bbox: 0.4331, d0.dn_loss_iou: 0.5756, d1.dn_loss_cls: 0.0566, d1.dn_loss_bbox: 0.3425, d1.dn_loss_iou: 0.4723, d2.dn_loss_cls: 0.0492, d2.dn_loss_bbox: 0.3190, d2.dn_loss_iou: 0.4482, d3.dn_loss_cls: 0.0467, d3.dn_loss_bbox: 0.3153, d3.dn_loss_iou: 0.4433, d4.dn_loss_cls: 0.0460, d4.dn_loss_bbox: 0.3150, d4.dn_loss_iou: 0.4430, loss: 11.2628, grad_norm: 20.2793 2023-11-06 16:55:16,040 - mmdet - INFO - Epoch [4][200/3665] lr: 5.563e-06, eta: 7:27:32, time: 0.834, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2859, interm_loss_bbox: 0.2195, interm_loss_iou: 0.4986, loss_cls: 0.2402, loss_bbox: 0.1753, loss_iou: 0.4208, d0.loss_cls: 0.3048, d0.loss_bbox: 0.1812, d0.loss_iou: 0.4389, d1.loss_cls: 0.2693, d1.loss_bbox: 0.1773, d1.loss_iou: 0.4260, d2.loss_cls: 0.2516, d2.loss_bbox: 0.1745, d2.loss_iou: 0.4204, d3.loss_cls: 0.2439, d3.loss_bbox: 0.1736, d3.loss_iou: 0.4196, d4.loss_cls: 0.2410, d4.loss_bbox: 0.1745, d4.loss_iou: 0.4204, dn_loss_cls: 0.0469, dn_loss_bbox: 0.3183, dn_loss_iou: 0.4499, d0.dn_loss_cls: 0.0815, d0.dn_loss_bbox: 0.4336, d0.dn_loss_iou: 0.5840, d1.dn_loss_cls: 0.0567, d1.dn_loss_bbox: 0.3460, d1.dn_loss_iou: 0.4803, d2.dn_loss_cls: 0.0493, d2.dn_loss_bbox: 0.3224, d2.dn_loss_iou: 0.4552, d3.dn_loss_cls: 0.0470, d3.dn_loss_bbox: 0.3184, d3.dn_loss_iou: 0.4500, d4.dn_loss_cls: 0.0465, d4.dn_loss_bbox: 0.3183, d4.dn_loss_iou: 0.4497, loss: 11.4113, grad_norm: 21.6121 2023-11-06 16:55:56,603 - mmdet - INFO - Epoch [4][250/3665] lr: 5.563e-06, eta: 7:26:50, time: 0.811, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2947, interm_loss_bbox: 0.2258, interm_loss_iou: 0.4901, loss_cls: 0.2455, loss_bbox: 0.1767, loss_iou: 0.4063, d0.loss_cls: 0.3110, d0.loss_bbox: 0.1852, d0.loss_iou: 0.4287, d1.loss_cls: 0.2759, d1.loss_bbox: 0.1814, d1.loss_iou: 0.4137, d2.loss_cls: 0.2579, d2.loss_bbox: 0.1772, d2.loss_iou: 0.4066, d3.loss_cls: 0.2491, d3.loss_bbox: 0.1766, d3.loss_iou: 0.4061, d4.loss_cls: 0.2459, d4.loss_bbox: 0.1771, d4.loss_iou: 0.4069, dn_loss_cls: 0.0476, dn_loss_bbox: 0.3216, dn_loss_iou: 0.4450, d0.dn_loss_cls: 0.0832, d0.dn_loss_bbox: 0.4426, d0.dn_loss_iou: 0.5800, d1.dn_loss_cls: 0.0589, d1.dn_loss_bbox: 0.3510, d1.dn_loss_iou: 0.4762, d2.dn_loss_cls: 0.0508, d2.dn_loss_bbox: 0.3261, d2.dn_loss_iou: 0.4507, d3.dn_loss_cls: 0.0485, d3.dn_loss_bbox: 0.3219, d3.dn_loss_iou: 0.4453, d4.dn_loss_cls: 0.0475, d4.dn_loss_bbox: 0.3216, d4.dn_loss_iou: 0.4450, loss: 11.4018, grad_norm: 19.0226 2023-11-06 16:56:37,704 - mmdet - INFO - Epoch [4][300/3665] lr: 5.563e-06, eta: 7:26:10, time: 0.822, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2876, interm_loss_bbox: 0.2188, interm_loss_iou: 0.4935, loss_cls: 0.2395, loss_bbox: 0.1741, loss_iou: 0.4157, d0.loss_cls: 0.3047, d0.loss_bbox: 0.1802, d0.loss_iou: 0.4352, d1.loss_cls: 0.2712, d1.loss_bbox: 0.1768, d1.loss_iou: 0.4202, d2.loss_cls: 0.2496, d2.loss_bbox: 0.1738, d2.loss_iou: 0.4157, d3.loss_cls: 0.2417, d3.loss_bbox: 0.1741, d3.loss_iou: 0.4151, d4.loss_cls: 0.2394, d4.loss_bbox: 0.1740, d4.loss_iou: 0.4157, dn_loss_cls: 0.0459, dn_loss_bbox: 0.3077, dn_loss_iou: 0.4489, d0.dn_loss_cls: 0.0808, d0.dn_loss_bbox: 0.4238, d0.dn_loss_iou: 0.5827, d1.dn_loss_cls: 0.0557, d1.dn_loss_bbox: 0.3352, d1.dn_loss_iou: 0.4780, d2.dn_loss_cls: 0.0479, d2.dn_loss_bbox: 0.3116, d2.dn_loss_iou: 0.4540, d3.dn_loss_cls: 0.0459, d3.dn_loss_bbox: 0.3078, d3.dn_loss_iou: 0.4490, d4.dn_loss_cls: 0.0456, d4.dn_loss_bbox: 0.3077, d4.dn_loss_iou: 0.4488, loss: 11.2937, grad_norm: 21.0170 2023-11-06 16:57:17,511 - mmdet - INFO - Epoch [4][350/3665] lr: 5.563e-06, eta: 7:25:26, time: 0.796, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2891, interm_loss_bbox: 0.2229, interm_loss_iou: 0.4897, loss_cls: 0.2425, loss_bbox: 0.1767, loss_iou: 0.4084, d0.loss_cls: 0.3068, d0.loss_bbox: 0.1832, d0.loss_iou: 0.4297, d1.loss_cls: 0.2734, d1.loss_bbox: 0.1779, d1.loss_iou: 0.4129, d2.loss_cls: 0.2523, d2.loss_bbox: 0.1764, d2.loss_iou: 0.4094, d3.loss_cls: 0.2446, d3.loss_bbox: 0.1767, d3.loss_iou: 0.4093, d4.loss_cls: 0.2419, d4.loss_bbox: 0.1768, d4.loss_iou: 0.4092, dn_loss_cls: 0.0476, dn_loss_bbox: 0.3247, dn_loss_iou: 0.4540, d0.dn_loss_cls: 0.0831, d0.dn_loss_bbox: 0.4407, d0.dn_loss_iou: 0.5863, d1.dn_loss_cls: 0.0577, d1.dn_loss_bbox: 0.3520, d1.dn_loss_iou: 0.4840, d2.dn_loss_cls: 0.0499, d2.dn_loss_bbox: 0.3289, d2.dn_loss_iou: 0.4594, d3.dn_loss_cls: 0.0479, d3.dn_loss_bbox: 0.3248, d3.dn_loss_iou: 0.4541, d4.dn_loss_cls: 0.0472, d4.dn_loss_bbox: 0.3247, d4.dn_loss_iou: 0.4539, loss: 11.4310, grad_norm: 20.8265 2023-11-06 16:57:58,135 - mmdet - INFO - Epoch [4][400/3665] lr: 5.563e-06, eta: 7:24:44, time: 0.813, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2888, interm_loss_bbox: 0.2141, interm_loss_iou: 0.4859, loss_cls: 0.2373, loss_bbox: 0.1748, loss_iou: 0.4164, d0.loss_cls: 0.3086, d0.loss_bbox: 0.1798, d0.loss_iou: 0.4321, d1.loss_cls: 0.2714, d1.loss_bbox: 0.1769, d1.loss_iou: 0.4202, d2.loss_cls: 0.2509, d2.loss_bbox: 0.1732, d2.loss_iou: 0.4146, d3.loss_cls: 0.2411, d3.loss_bbox: 0.1740, d3.loss_iou: 0.4150, d4.loss_cls: 0.2372, d4.loss_bbox: 0.1751, d4.loss_iou: 0.4167, dn_loss_cls: 0.0460, dn_loss_bbox: 0.3103, dn_loss_iou: 0.4508, d0.dn_loss_cls: 0.0830, d0.dn_loss_bbox: 0.4258, d0.dn_loss_iou: 0.5860, d1.dn_loss_cls: 0.0570, d1.dn_loss_bbox: 0.3372, d1.dn_loss_iou: 0.4812, d2.dn_loss_cls: 0.0489, d2.dn_loss_bbox: 0.3140, d2.dn_loss_iou: 0.4565, d3.dn_loss_cls: 0.0468, d3.dn_loss_bbox: 0.3103, d3.dn_loss_iou: 0.4508, d4.dn_loss_cls: 0.0457, d4.dn_loss_bbox: 0.3103, d4.dn_loss_iou: 0.4507, loss: 11.3152, grad_norm: 22.8999 2023-11-06 16:58:41,504 - mmdet - INFO - Epoch [4][450/3665] lr: 5.563e-06, eta: 7:24:10, time: 0.867, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2978, interm_loss_bbox: 0.2200, interm_loss_iou: 0.4891, loss_cls: 0.2465, loss_bbox: 0.1796, loss_iou: 0.4116, d0.loss_cls: 0.3155, d0.loss_bbox: 0.1847, d0.loss_iou: 0.4320, d1.loss_cls: 0.2792, d1.loss_bbox: 0.1810, d1.loss_iou: 0.4158, d2.loss_cls: 0.2598, d2.loss_bbox: 0.1784, d2.loss_iou: 0.4102, d3.loss_cls: 0.2498, d3.loss_bbox: 0.1792, d3.loss_iou: 0.4109, d4.loss_cls: 0.2470, d4.loss_bbox: 0.1789, d4.loss_iou: 0.4109, dn_loss_cls: 0.0467, dn_loss_bbox: 0.3154, dn_loss_iou: 0.4544, d0.dn_loss_cls: 0.0828, d0.dn_loss_bbox: 0.4244, d0.dn_loss_iou: 0.5841, d1.dn_loss_cls: 0.0573, d1.dn_loss_bbox: 0.3410, d1.dn_loss_iou: 0.4830, d2.dn_loss_cls: 0.0496, d2.dn_loss_bbox: 0.3192, d2.dn_loss_iou: 0.4596, d3.dn_loss_cls: 0.0475, d3.dn_loss_bbox: 0.3155, d3.dn_loss_iou: 0.4545, d4.dn_loss_cls: 0.0464, d4.dn_loss_bbox: 0.3154, d4.dn_loss_iou: 0.4543, loss: 11.4292, grad_norm: 20.6395 2023-11-06 16:59:22,442 - mmdet - INFO - Epoch [4][500/3665] lr: 5.563e-06, eta: 7:23:29, time: 0.819, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2893, interm_loss_bbox: 0.2147, interm_loss_iou: 0.4869, loss_cls: 0.2400, loss_bbox: 0.1720, loss_iou: 0.4099, d0.loss_cls: 0.3039, d0.loss_bbox: 0.1794, d0.loss_iou: 0.4304, d1.loss_cls: 0.2689, d1.loss_bbox: 0.1753, d1.loss_iou: 0.4151, d2.loss_cls: 0.2498, d2.loss_bbox: 0.1731, d2.loss_iou: 0.4102, d3.loss_cls: 0.2429, d3.loss_bbox: 0.1726, d3.loss_iou: 0.4089, d4.loss_cls: 0.2395, d4.loss_bbox: 0.1726, d4.loss_iou: 0.4102, dn_loss_cls: 0.0454, dn_loss_bbox: 0.3103, dn_loss_iou: 0.4494, d0.dn_loss_cls: 0.0807, d0.dn_loss_bbox: 0.4261, d0.dn_loss_iou: 0.5825, d1.dn_loss_cls: 0.0560, d1.dn_loss_bbox: 0.3385, d1.dn_loss_iou: 0.4791, d2.dn_loss_cls: 0.0487, d2.dn_loss_bbox: 0.3151, d2.dn_loss_iou: 0.4552, d3.dn_loss_cls: 0.0462, d3.dn_loss_bbox: 0.3108, d3.dn_loss_iou: 0.4496, d4.dn_loss_cls: 0.0453, d4.dn_loss_bbox: 0.3103, d4.dn_loss_iou: 0.4493, loss: 11.2640, grad_norm: 20.8810 2023-11-06 17:00:04,411 - mmdet - INFO - Epoch [4][550/3665] lr: 5.563e-06, eta: 7:22:51, time: 0.839, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2886, interm_loss_bbox: 0.2097, interm_loss_iou: 0.4846, loss_cls: 0.2380, loss_bbox: 0.1681, loss_iou: 0.4098, d0.loss_cls: 0.3045, d0.loss_bbox: 0.1752, d0.loss_iou: 0.4269, d1.loss_cls: 0.2690, d1.loss_bbox: 0.1704, d1.loss_iou: 0.4141, d2.loss_cls: 0.2505, d2.loss_bbox: 0.1675, d2.loss_iou: 0.4081, d3.loss_cls: 0.2410, d3.loss_bbox: 0.1678, d3.loss_iou: 0.4085, d4.loss_cls: 0.2387, d4.loss_bbox: 0.1676, d4.loss_iou: 0.4089, dn_loss_cls: 0.0457, dn_loss_bbox: 0.2963, dn_loss_iou: 0.4547, d0.dn_loss_cls: 0.0802, d0.dn_loss_bbox: 0.4090, d0.dn_loss_iou: 0.5882, d1.dn_loss_cls: 0.0562, d1.dn_loss_bbox: 0.3234, d1.dn_loss_iou: 0.4846, d2.dn_loss_cls: 0.0490, d2.dn_loss_bbox: 0.3002, d2.dn_loss_iou: 0.4598, d3.dn_loss_cls: 0.0464, d3.dn_loss_bbox: 0.2966, d3.dn_loss_iou: 0.4548, d4.dn_loss_cls: 0.0455, d4.dn_loss_bbox: 0.2963, d4.dn_loss_iou: 0.4546, loss: 11.1589, grad_norm: 20.3731 2023-11-06 17:00:45,100 - mmdet - INFO - Epoch [4][600/3665] lr: 5.563e-06, eta: 7:22:09, time: 0.814, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2856, interm_loss_bbox: 0.2126, interm_loss_iou: 0.4771, loss_cls: 0.2352, loss_bbox: 0.1705, loss_iou: 0.4035, d0.loss_cls: 0.3003, d0.loss_bbox: 0.1778, d0.loss_iou: 0.4224, d1.loss_cls: 0.2650, d1.loss_bbox: 0.1743, d1.loss_iou: 0.4091, d2.loss_cls: 0.2459, d2.loss_bbox: 0.1708, d2.loss_iou: 0.4041, d3.loss_cls: 0.2375, d3.loss_bbox: 0.1706, d3.loss_iou: 0.4033, d4.loss_cls: 0.2346, d4.loss_bbox: 0.1707, d4.loss_iou: 0.4041, dn_loss_cls: 0.0440, dn_loss_bbox: 0.3050, dn_loss_iou: 0.4344, d0.dn_loss_cls: 0.0788, d0.dn_loss_bbox: 0.4289, d0.dn_loss_iou: 0.5734, d1.dn_loss_cls: 0.0543, d1.dn_loss_bbox: 0.3348, d1.dn_loss_iou: 0.4647, d2.dn_loss_cls: 0.0470, d2.dn_loss_bbox: 0.3093, d2.dn_loss_iou: 0.4396, d3.dn_loss_cls: 0.0446, d3.dn_loss_bbox: 0.3052, d3.dn_loss_iou: 0.4346, d4.dn_loss_cls: 0.0439, d4.dn_loss_bbox: 0.3050, d4.dn_loss_iou: 0.4343, loss: 11.0568, grad_norm: 20.5641 2023-11-06 17:01:28,396 - mmdet - INFO - Epoch [4][650/3665] lr: 5.563e-06, eta: 7:21:34, time: 0.866, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2931, interm_loss_bbox: 0.2088, interm_loss_iou: 0.4908, loss_cls: 0.2439, loss_bbox: 0.1691, loss_iou: 0.4150, d0.loss_cls: 0.3083, d0.loss_bbox: 0.1771, d0.loss_iou: 0.4367, d1.loss_cls: 0.2731, d1.loss_bbox: 0.1731, d1.loss_iou: 0.4236, d2.loss_cls: 0.2544, d2.loss_bbox: 0.1689, d2.loss_iou: 0.4167, d3.loss_cls: 0.2464, d3.loss_bbox: 0.1691, d3.loss_iou: 0.4162, d4.loss_cls: 0.2434, d4.loss_bbox: 0.1698, d4.loss_iou: 0.4159, dn_loss_cls: 0.0467, dn_loss_bbox: 0.3021, dn_loss_iou: 0.4556, d0.dn_loss_cls: 0.0807, d0.dn_loss_bbox: 0.4121, d0.dn_loss_iou: 0.5860, d1.dn_loss_cls: 0.0567, d1.dn_loss_bbox: 0.3279, d1.dn_loss_iou: 0.4842, d2.dn_loss_cls: 0.0491, d2.dn_loss_bbox: 0.3057, d2.dn_loss_iou: 0.4608, d3.dn_loss_cls: 0.0472, d3.dn_loss_bbox: 0.3023, d3.dn_loss_iou: 0.4557, d4.dn_loss_cls: 0.0464, d4.dn_loss_bbox: 0.3021, d4.dn_loss_iou: 0.4555, loss: 11.2904, grad_norm: 20.1186 2023-11-06 17:02:13,529 - mmdet - INFO - Epoch [4][700/3665] lr: 5.563e-06, eta: 7:21:05, time: 0.903, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2826, interm_loss_bbox: 0.2201, interm_loss_iou: 0.4827, loss_cls: 0.2336, loss_bbox: 0.1720, loss_iou: 0.4012, d0.loss_cls: 0.3008, d0.loss_bbox: 0.1817, d0.loss_iou: 0.4221, d1.loss_cls: 0.2633, d1.loss_bbox: 0.1765, d1.loss_iou: 0.4069, d2.loss_cls: 0.2459, d2.loss_bbox: 0.1715, d2.loss_iou: 0.3992, d3.loss_cls: 0.2381, d3.loss_bbox: 0.1714, d3.loss_iou: 0.4003, d4.loss_cls: 0.2339, d4.loss_bbox: 0.1720, d4.loss_iou: 0.4012, dn_loss_cls: 0.0439, dn_loss_bbox: 0.3083, dn_loss_iou: 0.4311, d0.dn_loss_cls: 0.0798, d0.dn_loss_bbox: 0.4297, d0.dn_loss_iou: 0.5657, d1.dn_loss_cls: 0.0547, d1.dn_loss_bbox: 0.3378, d1.dn_loss_iou: 0.4612, d2.dn_loss_cls: 0.0469, d2.dn_loss_bbox: 0.3129, d2.dn_loss_iou: 0.4364, d3.dn_loss_cls: 0.0448, d3.dn_loss_bbox: 0.3084, d3.dn_loss_iou: 0.4313, d4.dn_loss_cls: 0.0438, d4.dn_loss_bbox: 0.3083, d4.dn_loss_iou: 0.4310, loss: 11.0532, grad_norm: 19.3081 2023-11-06 17:02:54,415 - mmdet - INFO - Epoch [4][750/3665] lr: 5.563e-06, eta: 7:20:24, time: 0.818, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2911, interm_loss_bbox: 0.2127, interm_loss_iou: 0.4900, loss_cls: 0.2422, loss_bbox: 0.1756, loss_iou: 0.4192, d0.loss_cls: 0.3087, d0.loss_bbox: 0.1807, d0.loss_iou: 0.4382, d1.loss_cls: 0.2709, d1.loss_bbox: 0.1789, d1.loss_iou: 0.4251, d2.loss_cls: 0.2538, d2.loss_bbox: 0.1753, d2.loss_iou: 0.4184, d3.loss_cls: 0.2460, d3.loss_bbox: 0.1748, d3.loss_iou: 0.4187, d4.loss_cls: 0.2424, d4.loss_bbox: 0.1754, d4.loss_iou: 0.4196, dn_loss_cls: 0.0461, dn_loss_bbox: 0.3082, dn_loss_iou: 0.4589, d0.dn_loss_cls: 0.0808, d0.dn_loss_bbox: 0.4170, d0.dn_loss_iou: 0.5878, d1.dn_loss_cls: 0.0561, d1.dn_loss_bbox: 0.3337, d1.dn_loss_iou: 0.4875, d2.dn_loss_cls: 0.0487, d2.dn_loss_bbox: 0.3117, d2.dn_loss_iou: 0.4636, d3.dn_loss_cls: 0.0465, d3.dn_loss_bbox: 0.3083, d3.dn_loss_iou: 0.4591, d4.dn_loss_cls: 0.0459, d4.dn_loss_bbox: 0.3082, d4.dn_loss_iou: 0.4588, loss: 11.3844, grad_norm: 20.0850 2023-11-06 17:03:34,860 - mmdet - INFO - Epoch [4][800/3665] lr: 5.563e-06, eta: 7:19:41, time: 0.809, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2876, interm_loss_bbox: 0.2083, interm_loss_iou: 0.4794, loss_cls: 0.2413, loss_bbox: 0.1682, loss_iou: 0.4067, d0.loss_cls: 0.3065, d0.loss_bbox: 0.1751, d0.loss_iou: 0.4244, d1.loss_cls: 0.2681, d1.loss_bbox: 0.1728, d1.loss_iou: 0.4140, d2.loss_cls: 0.2513, d2.loss_bbox: 0.1675, d2.loss_iou: 0.4054, d3.loss_cls: 0.2445, d3.loss_bbox: 0.1676, d3.loss_iou: 0.4053, d4.loss_cls: 0.2413, d4.loss_bbox: 0.1681, d4.loss_iou: 0.4067, dn_loss_cls: 0.0446, dn_loss_bbox: 0.3037, dn_loss_iou: 0.4450, d0.dn_loss_cls: 0.0798, d0.dn_loss_bbox: 0.4147, d0.dn_loss_iou: 0.5757, d1.dn_loss_cls: 0.0550, d1.dn_loss_bbox: 0.3296, d1.dn_loss_iou: 0.4737, d2.dn_loss_cls: 0.0474, d2.dn_loss_bbox: 0.3075, d2.dn_loss_iou: 0.4499, d3.dn_loss_cls: 0.0453, d3.dn_loss_bbox: 0.3038, d3.dn_loss_iou: 0.4448, d4.dn_loss_cls: 0.0444, d4.dn_loss_bbox: 0.3036, d4.dn_loss_iou: 0.4449, loss: 11.1232, grad_norm: 22.4156 2023-11-06 17:04:15,900 - mmdet - INFO - Epoch [4][850/3665] lr: 5.563e-06, eta: 7:19:00, time: 0.821, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2845, interm_loss_bbox: 0.2198, interm_loss_iou: 0.4889, loss_cls: 0.2393, loss_bbox: 0.1753, loss_iou: 0.4142, d0.loss_cls: 0.3055, d0.loss_bbox: 0.1852, d0.loss_iou: 0.4365, d1.loss_cls: 0.2690, d1.loss_bbox: 0.1792, d1.loss_iou: 0.4204, d2.loss_cls: 0.2493, d2.loss_bbox: 0.1756, d2.loss_iou: 0.4144, d3.loss_cls: 0.2416, d3.loss_bbox: 0.1754, d3.loss_iou: 0.4149, d4.loss_cls: 0.2388, d4.loss_bbox: 0.1760, d4.loss_iou: 0.4152, dn_loss_cls: 0.0460, dn_loss_bbox: 0.3087, dn_loss_iou: 0.4523, d0.dn_loss_cls: 0.0803, d0.dn_loss_bbox: 0.4252, d0.dn_loss_iou: 0.5832, d1.dn_loss_cls: 0.0561, d1.dn_loss_bbox: 0.3353, d1.dn_loss_iou: 0.4805, d2.dn_loss_cls: 0.0481, d2.dn_loss_bbox: 0.3125, d2.dn_loss_iou: 0.4571, d3.dn_loss_cls: 0.0461, d3.dn_loss_bbox: 0.3089, d3.dn_loss_iou: 0.4524, d4.dn_loss_cls: 0.0456, d4.dn_loss_bbox: 0.3087, d4.dn_loss_iou: 0.4522, loss: 11.3183, grad_norm: 20.5943 2023-11-06 17:04:57,266 - mmdet - INFO - Epoch [4][900/3665] lr: 5.563e-06, eta: 7:18:20, time: 0.827, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2917, interm_loss_bbox: 0.2180, interm_loss_iou: 0.4904, loss_cls: 0.2465, loss_bbox: 0.1676, loss_iou: 0.4094, d0.loss_cls: 0.3103, d0.loss_bbox: 0.1782, d0.loss_iou: 0.4299, d1.loss_cls: 0.2777, d1.loss_bbox: 0.1732, d1.loss_iou: 0.4157, d2.loss_cls: 0.2576, d2.loss_bbox: 0.1676, d2.loss_iou: 0.4097, d3.loss_cls: 0.2491, d3.loss_bbox: 0.1677, d3.loss_iou: 0.4098, d4.loss_cls: 0.2460, d4.loss_bbox: 0.1679, d4.loss_iou: 0.4101, dn_loss_cls: 0.0466, dn_loss_bbox: 0.3023, dn_loss_iou: 0.4582, d0.dn_loss_cls: 0.0821, d0.dn_loss_bbox: 0.4132, d0.dn_loss_iou: 0.5919, d1.dn_loss_cls: 0.0567, d1.dn_loss_bbox: 0.3274, d1.dn_loss_iou: 0.4881, d2.dn_loss_cls: 0.0492, d2.dn_loss_bbox: 0.3059, d2.dn_loss_iou: 0.4633, d3.dn_loss_cls: 0.0470, d3.dn_loss_bbox: 0.3025, d3.dn_loss_iou: 0.4583, d4.dn_loss_cls: 0.0463, d4.dn_loss_bbox: 0.3023, d4.dn_loss_iou: 0.4581, loss: 11.2931, grad_norm: 21.9344 2023-11-06 17:05:39,097 - mmdet - INFO - Epoch [4][950/3665] lr: 5.563e-06, eta: 7:17:42, time: 0.836, data_time: 0.014, memory: 22742, interm_loss_cls: 0.2878, interm_loss_bbox: 0.2124, interm_loss_iou: 0.4844, loss_cls: 0.2421, loss_bbox: 0.1708, loss_iou: 0.4087, d0.loss_cls: 0.3064, d0.loss_bbox: 0.1788, d0.loss_iou: 0.4287, d1.loss_cls: 0.2722, d1.loss_bbox: 0.1736, d1.loss_iou: 0.4130, d2.loss_cls: 0.2511, d2.loss_bbox: 0.1708, d2.loss_iou: 0.4099, d3.loss_cls: 0.2442, d3.loss_bbox: 0.1714, d3.loss_iou: 0.4088, d4.loss_cls: 0.2420, d4.loss_bbox: 0.1710, d4.loss_iou: 0.4091, dn_loss_cls: 0.0451, dn_loss_bbox: 0.3080, dn_loss_iou: 0.4461, d0.dn_loss_cls: 0.0803, d0.dn_loss_bbox: 0.4228, d0.dn_loss_iou: 0.5809, d1.dn_loss_cls: 0.0554, d1.dn_loss_bbox: 0.3354, d1.dn_loss_iou: 0.4758, d2.dn_loss_cls: 0.0480, d2.dn_loss_bbox: 0.3119, d2.dn_loss_iou: 0.4516, d3.dn_loss_cls: 0.0458, d3.dn_loss_bbox: 0.3082, d3.dn_loss_iou: 0.4463, d4.dn_loss_cls: 0.0449, d4.dn_loss_bbox: 0.3080, d4.dn_loss_iou: 0.4459, loss: 11.2174, grad_norm: 20.3086 2023-11-06 17:06:19,354 - mmdet - INFO - Epoch [4][1000/3665] lr: 5.563e-06, eta: 7:16:59, time: 0.805, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2848, interm_loss_bbox: 0.2168, interm_loss_iou: 0.4819, loss_cls: 0.2325, loss_bbox: 0.1737, loss_iou: 0.4057, d0.loss_cls: 0.2987, d0.loss_bbox: 0.1789, d0.loss_iou: 0.4228, d1.loss_cls: 0.2624, d1.loss_bbox: 0.1759, d1.loss_iou: 0.4091, d2.loss_cls: 0.2435, d2.loss_bbox: 0.1735, d2.loss_iou: 0.4048, d3.loss_cls: 0.2353, d3.loss_bbox: 0.1730, d3.loss_iou: 0.4049, d4.loss_cls: 0.2324, d4.loss_bbox: 0.1736, d4.loss_iou: 0.4058, dn_loss_cls: 0.0448, dn_loss_bbox: 0.3105, dn_loss_iou: 0.4501, d0.dn_loss_cls: 0.0795, d0.dn_loss_bbox: 0.4256, d0.dn_loss_iou: 0.5838, d1.dn_loss_cls: 0.0549, d1.dn_loss_bbox: 0.3372, d1.dn_loss_iou: 0.4785, d2.dn_loss_cls: 0.0474, d2.dn_loss_bbox: 0.3144, d2.dn_loss_iou: 0.4550, d3.dn_loss_cls: 0.0448, d3.dn_loss_bbox: 0.3108, d3.dn_loss_iou: 0.4501, d4.dn_loss_cls: 0.0444, d4.dn_loss_bbox: 0.3105, d4.dn_loss_iou: 0.4500, loss: 11.1824, grad_norm: 22.5218 2023-11-06 17:07:00,181 - mmdet - INFO - Epoch [4][1050/3665] lr: 5.563e-06, eta: 7:16:17, time: 0.817, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2825, interm_loss_bbox: 0.2103, interm_loss_iou: 0.4777, loss_cls: 0.2388, loss_bbox: 0.1672, loss_iou: 0.4004, d0.loss_cls: 0.3005, d0.loss_bbox: 0.1747, d0.loss_iou: 0.4213, d1.loss_cls: 0.2661, d1.loss_bbox: 0.1714, d1.loss_iou: 0.4069, d2.loss_cls: 0.2485, d2.loss_bbox: 0.1672, d2.loss_iou: 0.4008, d3.loss_cls: 0.2419, d3.loss_bbox: 0.1676, d3.loss_iou: 0.4002, d4.loss_cls: 0.2387, d4.loss_bbox: 0.1679, d4.loss_iou: 0.4008, dn_loss_cls: 0.0449, dn_loss_bbox: 0.3049, dn_loss_iou: 0.4429, d0.dn_loss_cls: 0.0798, d0.dn_loss_bbox: 0.4226, d0.dn_loss_iou: 0.5768, d1.dn_loss_cls: 0.0551, d1.dn_loss_bbox: 0.3332, d1.dn_loss_iou: 0.4729, d2.dn_loss_cls: 0.0478, d2.dn_loss_bbox: 0.3091, d2.dn_loss_iou: 0.4480, d3.dn_loss_cls: 0.0456, d3.dn_loss_bbox: 0.3052, d3.dn_loss_iou: 0.4430, d4.dn_loss_cls: 0.0448, d4.dn_loss_bbox: 0.3049, d4.dn_loss_iou: 0.4428, loss: 11.0752, grad_norm: 21.9581 2023-11-06 17:07:40,976 - mmdet - INFO - Epoch [4][1100/3665] lr: 5.563e-06, eta: 7:15:36, time: 0.816, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2844, interm_loss_bbox: 0.2139, interm_loss_iou: 0.4851, loss_cls: 0.2350, loss_bbox: 0.1741, loss_iou: 0.4155, d0.loss_cls: 0.3015, d0.loss_bbox: 0.1810, d0.loss_iou: 0.4323, d1.loss_cls: 0.2632, d1.loss_bbox: 0.1783, d1.loss_iou: 0.4217, d2.loss_cls: 0.2463, d2.loss_bbox: 0.1726, d2.loss_iou: 0.4141, d3.loss_cls: 0.2378, d3.loss_bbox: 0.1739, d3.loss_iou: 0.4151, d4.loss_cls: 0.2356, d4.loss_bbox: 0.1737, d4.loss_iou: 0.4150, dn_loss_cls: 0.0452, dn_loss_bbox: 0.3220, dn_loss_iou: 0.4468, d0.dn_loss_cls: 0.0807, d0.dn_loss_bbox: 0.4378, d0.dn_loss_iou: 0.5797, d1.dn_loss_cls: 0.0551, d1.dn_loss_bbox: 0.3488, d1.dn_loss_iou: 0.4765, d2.dn_loss_cls: 0.0479, d2.dn_loss_bbox: 0.3261, d2.dn_loss_iou: 0.4523, d3.dn_loss_cls: 0.0458, d3.dn_loss_bbox: 0.3223, d3.dn_loss_iou: 0.4469, d4.dn_loss_cls: 0.0451, d4.dn_loss_bbox: 0.3220, d4.dn_loss_iou: 0.4467, loss: 11.3180, grad_norm: 19.7423 2023-11-06 17:08:22,139 - mmdet - INFO - Epoch [4][1150/3665] lr: 5.563e-06, eta: 7:14:55, time: 0.823, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2869, interm_loss_bbox: 0.2169, interm_loss_iou: 0.4884, loss_cls: 0.2390, loss_bbox: 0.1714, loss_iou: 0.4142, d0.loss_cls: 0.3065, d0.loss_bbox: 0.1796, d0.loss_iou: 0.4304, d1.loss_cls: 0.2695, d1.loss_bbox: 0.1746, d1.loss_iou: 0.4184, d2.loss_cls: 0.2517, d2.loss_bbox: 0.1702, d2.loss_iou: 0.4120, d3.loss_cls: 0.2422, d3.loss_bbox: 0.1709, d3.loss_iou: 0.4130, d4.loss_cls: 0.2389, d4.loss_bbox: 0.1714, d4.loss_iou: 0.4142, dn_loss_cls: 0.0460, dn_loss_bbox: 0.3055, dn_loss_iou: 0.4456, d0.dn_loss_cls: 0.0817, d0.dn_loss_bbox: 0.4244, d0.dn_loss_iou: 0.5807, d1.dn_loss_cls: 0.0562, d1.dn_loss_bbox: 0.3349, d1.dn_loss_iou: 0.4761, d2.dn_loss_cls: 0.0486, d2.dn_loss_bbox: 0.3101, d2.dn_loss_iou: 0.4513, d3.dn_loss_cls: 0.0464, d3.dn_loss_bbox: 0.3058, d3.dn_loss_iou: 0.4458, d4.dn_loss_cls: 0.0456, d4.dn_loss_bbox: 0.3055, d4.dn_loss_iou: 0.4455, loss: 11.2358, grad_norm: 19.8425 2023-11-06 17:09:02,953 - mmdet - INFO - Epoch [4][1200/3665] lr: 5.563e-06, eta: 7:14:14, time: 0.816, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2860, interm_loss_bbox: 0.2120, interm_loss_iou: 0.4921, loss_cls: 0.2406, loss_bbox: 0.1695, loss_iou: 0.4162, d0.loss_cls: 0.3062, d0.loss_bbox: 0.1759, d0.loss_iou: 0.4334, d1.loss_cls: 0.2689, d1.loss_bbox: 0.1742, d1.loss_iou: 0.4221, d2.loss_cls: 0.2522, d2.loss_bbox: 0.1690, d2.loss_iou: 0.4155, d3.loss_cls: 0.2441, d3.loss_bbox: 0.1694, d3.loss_iou: 0.4155, d4.loss_cls: 0.2398, d4.loss_bbox: 0.1699, d4.loss_iou: 0.4165, dn_loss_cls: 0.0449, dn_loss_bbox: 0.3076, dn_loss_iou: 0.4564, d0.dn_loss_cls: 0.0804, d0.dn_loss_bbox: 0.4215, d0.dn_loss_iou: 0.5881, d1.dn_loss_cls: 0.0556, d1.dn_loss_bbox: 0.3348, d1.dn_loss_iou: 0.4854, d2.dn_loss_cls: 0.0478, d2.dn_loss_bbox: 0.3119, d2.dn_loss_iou: 0.4617, d3.dn_loss_cls: 0.0454, d3.dn_loss_bbox: 0.3078, d3.dn_loss_iou: 0.4564, d4.dn_loss_cls: 0.0446, d4.dn_loss_bbox: 0.3076, d4.dn_loss_iou: 0.4563, loss: 11.3033, grad_norm: 22.3649 2023-11-06 17:09:44,237 - mmdet - INFO - Epoch [4][1250/3665] lr: 5.563e-06, eta: 7:13:34, time: 0.826, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2885, interm_loss_bbox: 0.2142, interm_loss_iou: 0.4921, loss_cls: 0.2402, loss_bbox: 0.1688, loss_iou: 0.4131, d0.loss_cls: 0.3058, d0.loss_bbox: 0.1757, d0.loss_iou: 0.4333, d1.loss_cls: 0.2697, d1.loss_bbox: 0.1718, d1.loss_iou: 0.4182, d2.loss_cls: 0.2500, d2.loss_bbox: 0.1693, d2.loss_iou: 0.4133, d3.loss_cls: 0.2435, d3.loss_bbox: 0.1692, d3.loss_iou: 0.4122, d4.loss_cls: 0.2403, d4.loss_bbox: 0.1690, d4.loss_iou: 0.4131, dn_loss_cls: 0.0456, dn_loss_bbox: 0.2981, dn_loss_iou: 0.4487, d0.dn_loss_cls: 0.0811, d0.dn_loss_bbox: 0.4139, d0.dn_loss_iou: 0.5837, d1.dn_loss_cls: 0.0557, d1.dn_loss_bbox: 0.3256, d1.dn_loss_iou: 0.4788, d2.dn_loss_cls: 0.0483, d2.dn_loss_bbox: 0.3024, d2.dn_loss_iou: 0.4541, d3.dn_loss_cls: 0.0462, d3.dn_loss_bbox: 0.2984, d3.dn_loss_iou: 0.4488, d4.dn_loss_cls: 0.0454, d4.dn_loss_bbox: 0.2981, d4.dn_loss_iou: 0.4485, loss: 11.1929, grad_norm: 21.5346 2023-11-06 17:10:25,325 - mmdet - INFO - Epoch [4][1300/3665] lr: 5.563e-06, eta: 7:12:53, time: 0.822, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2905, interm_loss_bbox: 0.2153, interm_loss_iou: 0.4814, loss_cls: 0.2408, loss_bbox: 0.1743, loss_iou: 0.4107, d0.loss_cls: 0.3078, d0.loss_bbox: 0.1793, d0.loss_iou: 0.4243, d1.loss_cls: 0.2746, d1.loss_bbox: 0.1755, d1.loss_iou: 0.4124, d2.loss_cls: 0.2543, d2.loss_bbox: 0.1733, d2.loss_iou: 0.4092, d3.loss_cls: 0.2450, d3.loss_bbox: 0.1743, d3.loss_iou: 0.4104, d4.loss_cls: 0.2419, d4.loss_bbox: 0.1740, d4.loss_iou: 0.4103, dn_loss_cls: 0.0451, dn_loss_bbox: 0.3048, dn_loss_iou: 0.4438, d0.dn_loss_cls: 0.0792, d0.dn_loss_bbox: 0.4203, d0.dn_loss_iou: 0.5742, d1.dn_loss_cls: 0.0550, d1.dn_loss_bbox: 0.3314, d1.dn_loss_iou: 0.4724, d2.dn_loss_cls: 0.0478, d2.dn_loss_bbox: 0.3086, d2.dn_loss_iou: 0.4487, d3.dn_loss_cls: 0.0457, d3.dn_loss_bbox: 0.3050, d3.dn_loss_iou: 0.4438, d4.dn_loss_cls: 0.0449, d4.dn_loss_bbox: 0.3048, d4.dn_loss_iou: 0.4436, loss: 11.1988, grad_norm: 20.0143 2023-11-06 17:11:06,137 - mmdet - INFO - Epoch [4][1350/3665] lr: 5.563e-06, eta: 7:12:11, time: 0.816, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2880, interm_loss_bbox: 0.2190, interm_loss_iou: 0.4726, loss_cls: 0.2392, loss_bbox: 0.1751, loss_iou: 0.3940, d0.loss_cls: 0.3030, d0.loss_bbox: 0.1822, d0.loss_iou: 0.4127, d1.loss_cls: 0.2673, d1.loss_bbox: 0.1790, d1.loss_iou: 0.4014, d2.loss_cls: 0.2500, d2.loss_bbox: 0.1740, d2.loss_iou: 0.3938, d3.loss_cls: 0.2417, d3.loss_bbox: 0.1746, d3.loss_iou: 0.3938, d4.loss_cls: 0.2393, d4.loss_bbox: 0.1751, d4.loss_iou: 0.3942, dn_loss_cls: 0.0431, dn_loss_bbox: 0.3034, dn_loss_iou: 0.4357, d0.dn_loss_cls: 0.0773, d0.dn_loss_bbox: 0.4150, d0.dn_loss_iou: 0.5660, d1.dn_loss_cls: 0.0531, d1.dn_loss_bbox: 0.3299, d1.dn_loss_iou: 0.4649, d2.dn_loss_cls: 0.0453, d2.dn_loss_bbox: 0.3075, d2.dn_loss_iou: 0.4411, d3.dn_loss_cls: 0.0434, d3.dn_loss_bbox: 0.3037, d3.dn_loss_iou: 0.4359, d4.dn_loss_cls: 0.0428, d4.dn_loss_bbox: 0.3034, d4.dn_loss_iou: 0.4356, loss: 11.0168, grad_norm: 19.3669 2023-11-06 17:11:47,043 - mmdet - INFO - Epoch [4][1400/3665] lr: 5.563e-06, eta: 7:11:30, time: 0.818, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2918, interm_loss_bbox: 0.2173, interm_loss_iou: 0.4800, loss_cls: 0.2436, loss_bbox: 0.1746, loss_iou: 0.4011, d0.loss_cls: 0.3087, d0.loss_bbox: 0.1812, d0.loss_iou: 0.4238, d1.loss_cls: 0.2727, d1.loss_bbox: 0.1756, d1.loss_iou: 0.4064, d2.loss_cls: 0.2540, d2.loss_bbox: 0.1726, d2.loss_iou: 0.3997, d3.loss_cls: 0.2449, d3.loss_bbox: 0.1736, d3.loss_iou: 0.4005, d4.loss_cls: 0.2432, d4.loss_bbox: 0.1743, d4.loss_iou: 0.4014, dn_loss_cls: 0.0465, dn_loss_bbox: 0.3085, dn_loss_iou: 0.4392, d0.dn_loss_cls: 0.0816, d0.dn_loss_bbox: 0.4233, d0.dn_loss_iou: 0.5726, d1.dn_loss_cls: 0.0568, d1.dn_loss_bbox: 0.3352, d1.dn_loss_iou: 0.4684, d2.dn_loss_cls: 0.0491, d2.dn_loss_bbox: 0.3126, d2.dn_loss_iou: 0.4444, d3.dn_loss_cls: 0.0467, d3.dn_loss_bbox: 0.3088, d3.dn_loss_iou: 0.4393, d4.dn_loss_cls: 0.0462, d4.dn_loss_bbox: 0.3085, d4.dn_loss_iou: 0.4391, loss: 11.1678, grad_norm: 21.4158 2023-11-06 17:12:27,386 - mmdet - INFO - Epoch [4][1450/3665] lr: 5.563e-06, eta: 7:10:48, time: 0.807, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2836, interm_loss_bbox: 0.2181, interm_loss_iou: 0.4884, loss_cls: 0.2376, loss_bbox: 0.1697, loss_iou: 0.4056, d0.loss_cls: 0.3018, d0.loss_bbox: 0.1782, d0.loss_iou: 0.4274, d1.loss_cls: 0.2654, d1.loss_bbox: 0.1724, d1.loss_iou: 0.4129, d2.loss_cls: 0.2475, d2.loss_bbox: 0.1691, d2.loss_iou: 0.4058, d3.loss_cls: 0.2400, d3.loss_bbox: 0.1694, d3.loss_iou: 0.4052, d4.loss_cls: 0.2374, d4.loss_bbox: 0.1699, d4.loss_iou: 0.4056, dn_loss_cls: 0.0429, dn_loss_bbox: 0.3036, dn_loss_iou: 0.4398, d0.dn_loss_cls: 0.0786, d0.dn_loss_bbox: 0.4185, d0.dn_loss_iou: 0.5708, d1.dn_loss_cls: 0.0530, d1.dn_loss_bbox: 0.3311, d1.dn_loss_iou: 0.4692, d2.dn_loss_cls: 0.0455, d2.dn_loss_bbox: 0.3073, d2.dn_loss_iou: 0.4445, d3.dn_loss_cls: 0.0433, d3.dn_loss_bbox: 0.3038, d3.dn_loss_iou: 0.4399, d4.dn_loss_cls: 0.0426, d4.dn_loss_bbox: 0.3036, d4.dn_loss_iou: 0.4397, loss: 11.0889, grad_norm: 23.3612 2023-11-06 17:13:07,943 - mmdet - INFO - Epoch [4][1500/3665] lr: 5.563e-06, eta: 7:10:06, time: 0.811, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2835, interm_loss_bbox: 0.2151, interm_loss_iou: 0.4756, loss_cls: 0.2379, loss_bbox: 0.1692, loss_iou: 0.3985, d0.loss_cls: 0.3040, d0.loss_bbox: 0.1766, d0.loss_iou: 0.4171, d1.loss_cls: 0.2691, d1.loss_bbox: 0.1719, d1.loss_iou: 0.4043, d2.loss_cls: 0.2524, d2.loss_bbox: 0.1685, d2.loss_iou: 0.3980, d3.loss_cls: 0.2420, d3.loss_bbox: 0.1690, d3.loss_iou: 0.3979, d4.loss_cls: 0.2376, d4.loss_bbox: 0.1697, d4.loss_iou: 0.3989, dn_loss_cls: 0.0437, dn_loss_bbox: 0.3041, dn_loss_iou: 0.4323, d0.dn_loss_cls: 0.0786, d0.dn_loss_bbox: 0.4229, d0.dn_loss_iou: 0.5667, d1.dn_loss_cls: 0.0538, d1.dn_loss_bbox: 0.3333, d1.dn_loss_iou: 0.4620, d2.dn_loss_cls: 0.0465, d2.dn_loss_bbox: 0.3084, d2.dn_loss_iou: 0.4374, d3.dn_loss_cls: 0.0442, d3.dn_loss_bbox: 0.3042, d3.dn_loss_iou: 0.4323, d4.dn_loss_cls: 0.0434, d4.dn_loss_bbox: 0.3042, d4.dn_loss_iou: 0.4321, loss: 11.0068, grad_norm: 19.7919 2023-11-06 17:13:48,777 - mmdet - INFO - Epoch [4][1550/3665] lr: 5.563e-06, eta: 7:09:24, time: 0.817, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2842, interm_loss_bbox: 0.2095, interm_loss_iou: 0.4753, loss_cls: 0.2347, loss_bbox: 0.1686, loss_iou: 0.4049, d0.loss_cls: 0.3029, d0.loss_bbox: 0.1731, d0.loss_iou: 0.4197, d1.loss_cls: 0.2678, d1.loss_bbox: 0.1705, d1.loss_iou: 0.4092, d2.loss_cls: 0.2464, d2.loss_bbox: 0.1678, d2.loss_iou: 0.4048, d3.loss_cls: 0.2389, d3.loss_bbox: 0.1681, d3.loss_iou: 0.4044, d4.loss_cls: 0.2350, d4.loss_bbox: 0.1685, d4.loss_iou: 0.4051, dn_loss_cls: 0.0430, dn_loss_bbox: 0.2968, dn_loss_iou: 0.4404, d0.dn_loss_cls: 0.0776, d0.dn_loss_bbox: 0.4106, d0.dn_loss_iou: 0.5699, d1.dn_loss_cls: 0.0531, d1.dn_loss_bbox: 0.3240, d1.dn_loss_iou: 0.4689, d2.dn_loss_cls: 0.0456, d2.dn_loss_bbox: 0.3009, d2.dn_loss_iou: 0.4452, d3.dn_loss_cls: 0.0436, d3.dn_loss_bbox: 0.2971, d3.dn_loss_iou: 0.4407, d4.dn_loss_cls: 0.0427, d4.dn_loss_bbox: 0.2968, d4.dn_loss_iou: 0.4403, loss: 10.9964, grad_norm: 19.5220 2023-11-06 17:14:29,743 - mmdet - INFO - Epoch [4][1600/3665] lr: 5.563e-06, eta: 7:08:43, time: 0.819, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2884, interm_loss_bbox: 0.2089, interm_loss_iou: 0.4819, loss_cls: 0.2369, loss_bbox: 0.1739, loss_iou: 0.4146, d0.loss_cls: 0.3043, d0.loss_bbox: 0.1750, d0.loss_iou: 0.4261, d1.loss_cls: 0.2675, d1.loss_bbox: 0.1750, d1.loss_iou: 0.4180, d2.loss_cls: 0.2478, d2.loss_bbox: 0.1725, d2.loss_iou: 0.4139, d3.loss_cls: 0.2411, d3.loss_bbox: 0.1726, d3.loss_iou: 0.4134, d4.loss_cls: 0.2378, d4.loss_bbox: 0.1730, d4.loss_iou: 0.4142, dn_loss_cls: 0.0458, dn_loss_bbox: 0.2997, dn_loss_iou: 0.4503, d0.dn_loss_cls: 0.0804, d0.dn_loss_bbox: 0.4087, d0.dn_loss_iou: 0.5785, d1.dn_loss_cls: 0.0561, d1.dn_loss_bbox: 0.3241, d1.dn_loss_iou: 0.4786, d2.dn_loss_cls: 0.0485, d2.dn_loss_bbox: 0.3034, d2.dn_loss_iou: 0.4552, d3.dn_loss_cls: 0.0463, d3.dn_loss_bbox: 0.2999, d3.dn_loss_iou: 0.4505, d4.dn_loss_cls: 0.0457, d4.dn_loss_bbox: 0.2997, d4.dn_loss_iou: 0.4503, loss: 11.1786, grad_norm: 20.4239 2023-11-06 17:15:10,757 - mmdet - INFO - Epoch [4][1650/3665] lr: 5.563e-06, eta: 7:08:02, time: 0.820, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2856, interm_loss_bbox: 0.2176, interm_loss_iou: 0.4862, loss_cls: 0.2402, loss_bbox: 0.1716, loss_iou: 0.4082, d0.loss_cls: 0.3026, d0.loss_bbox: 0.1809, d0.loss_iou: 0.4271, d1.loss_cls: 0.2675, d1.loss_bbox: 0.1759, d1.loss_iou: 0.4143, d2.loss_cls: 0.2501, d2.loss_bbox: 0.1711, d2.loss_iou: 0.4078, d3.loss_cls: 0.2420, d3.loss_bbox: 0.1722, d3.loss_iou: 0.4085, d4.loss_cls: 0.2395, d4.loss_bbox: 0.1716, d4.loss_iou: 0.4085, dn_loss_cls: 0.0444, dn_loss_bbox: 0.3036, dn_loss_iou: 0.4431, d0.dn_loss_cls: 0.0793, d0.dn_loss_bbox: 0.4217, d0.dn_loss_iou: 0.5766, d1.dn_loss_cls: 0.0544, d1.dn_loss_bbox: 0.3317, d1.dn_loss_iou: 0.4733, d2.dn_loss_cls: 0.0467, d2.dn_loss_bbox: 0.3076, d2.dn_loss_iou: 0.4486, d3.dn_loss_cls: 0.0444, d3.dn_loss_bbox: 0.3038, d3.dn_loss_iou: 0.4433, d4.dn_loss_cls: 0.0438, d4.dn_loss_bbox: 0.3036, d4.dn_loss_iou: 0.4430, loss: 11.1619, grad_norm: 21.0524 2023-11-06 17:15:51,322 - mmdet - INFO - Epoch [4][1700/3665] lr: 5.563e-06, eta: 7:07:20, time: 0.811, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2796, interm_loss_bbox: 0.2144, interm_loss_iou: 0.4681, loss_cls: 0.2321, loss_bbox: 0.1718, loss_iou: 0.3983, d0.loss_cls: 0.2949, d0.loss_bbox: 0.1799, d0.loss_iou: 0.4144, d1.loss_cls: 0.2609, d1.loss_bbox: 0.1754, d1.loss_iou: 0.4032, d2.loss_cls: 0.2443, d2.loss_bbox: 0.1708, d2.loss_iou: 0.3955, d3.loss_cls: 0.2355, d3.loss_bbox: 0.1716, d3.loss_iou: 0.3972, d4.loss_cls: 0.2327, d4.loss_bbox: 0.1714, d4.loss_iou: 0.3973, dn_loss_cls: 0.0435, dn_loss_bbox: 0.2997, dn_loss_iou: 0.4280, d0.dn_loss_cls: 0.0782, d0.dn_loss_bbox: 0.4156, d0.dn_loss_iou: 0.5594, d1.dn_loss_cls: 0.0534, d1.dn_loss_bbox: 0.3271, d1.dn_loss_iou: 0.4571, d2.dn_loss_cls: 0.0459, d2.dn_loss_bbox: 0.3038, d2.dn_loss_iou: 0.4330, d3.dn_loss_cls: 0.0439, d3.dn_loss_bbox: 0.3000, d3.dn_loss_iou: 0.4280, d4.dn_loss_cls: 0.0433, d4.dn_loss_bbox: 0.2997, d4.dn_loss_iou: 0.4278, loss: 10.8967, grad_norm: 20.7062 2023-11-06 17:16:31,956 - mmdet - INFO - Epoch [4][1750/3665] lr: 5.563e-06, eta: 7:06:38, time: 0.813, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2833, interm_loss_bbox: 0.2081, interm_loss_iou: 0.4779, loss_cls: 0.2382, loss_bbox: 0.1681, loss_iou: 0.4068, d0.loss_cls: 0.3019, d0.loss_bbox: 0.1749, d0.loss_iou: 0.4256, d1.loss_cls: 0.2663, d1.loss_bbox: 0.1715, d1.loss_iou: 0.4121, d2.loss_cls: 0.2480, d2.loss_bbox: 0.1676, d2.loss_iou: 0.4074, d3.loss_cls: 0.2412, d3.loss_bbox: 0.1673, d3.loss_iou: 0.4061, d4.loss_cls: 0.2383, d4.loss_bbox: 0.1677, d4.loss_iou: 0.4067, dn_loss_cls: 0.0440, dn_loss_bbox: 0.2838, dn_loss_iou: 0.4431, d0.dn_loss_cls: 0.0794, d0.dn_loss_bbox: 0.3938, d0.dn_loss_iou: 0.5745, d1.dn_loss_cls: 0.0541, d1.dn_loss_bbox: 0.3085, d1.dn_loss_iou: 0.4707, d2.dn_loss_cls: 0.0466, d2.dn_loss_bbox: 0.2873, d2.dn_loss_iou: 0.4478, d3.dn_loss_cls: 0.0445, d3.dn_loss_bbox: 0.2840, d3.dn_loss_iou: 0.4431, d4.dn_loss_cls: 0.0437, d4.dn_loss_bbox: 0.2838, d4.dn_loss_iou: 0.4429, loss: 10.9605, grad_norm: 22.0013 2023-11-06 17:17:13,593 - mmdet - INFO - Epoch [4][1800/3665] lr: 5.563e-06, eta: 7:05:59, time: 0.833, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2842, interm_loss_bbox: 0.2125, interm_loss_iou: 0.4872, loss_cls: 0.2387, loss_bbox: 0.1702, loss_iou: 0.4130, d0.loss_cls: 0.3028, d0.loss_bbox: 0.1748, d0.loss_iou: 0.4293, d1.loss_cls: 0.2658, d1.loss_bbox: 0.1743, d1.loss_iou: 0.4189, d2.loss_cls: 0.2479, d2.loss_bbox: 0.1705, d2.loss_iou: 0.4138, d3.loss_cls: 0.2406, d3.loss_bbox: 0.1707, d3.loss_iou: 0.4135, d4.loss_cls: 0.2387, d4.loss_bbox: 0.1702, d4.loss_iou: 0.4130, dn_loss_cls: 0.0440, dn_loss_bbox: 0.2869, dn_loss_iou: 0.4381, d0.dn_loss_cls: 0.0782, d0.dn_loss_bbox: 0.3990, d0.dn_loss_iou: 0.5666, d1.dn_loss_cls: 0.0541, d1.dn_loss_bbox: 0.3139, d1.dn_loss_iou: 0.4660, d2.dn_loss_cls: 0.0464, d2.dn_loss_bbox: 0.2910, d2.dn_loss_iou: 0.4430, d3.dn_loss_cls: 0.0442, d3.dn_loss_bbox: 0.2870, d3.dn_loss_iou: 0.4381, d4.dn_loss_cls: 0.0437, d4.dn_loss_bbox: 0.2869, d4.dn_loss_iou: 0.4380, loss: 11.0158, grad_norm: 19.7691 2023-11-06 17:17:55,026 - mmdet - INFO - Epoch [4][1850/3665] lr: 5.563e-06, eta: 7:05:19, time: 0.829, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2861, interm_loss_bbox: 0.2197, interm_loss_iou: 0.4772, loss_cls: 0.2402, loss_bbox: 0.1777, loss_iou: 0.4061, d0.loss_cls: 0.3073, d0.loss_bbox: 0.1806, d0.loss_iou: 0.4186, d1.loss_cls: 0.2689, d1.loss_bbox: 0.1791, d1.loss_iou: 0.4098, d2.loss_cls: 0.2510, d2.loss_bbox: 0.1765, d2.loss_iou: 0.4050, d3.loss_cls: 0.2442, d3.loss_bbox: 0.1762, d3.loss_iou: 0.4049, d4.loss_cls: 0.2407, d4.loss_bbox: 0.1775, d4.loss_iou: 0.4055, dn_loss_cls: 0.0461, dn_loss_bbox: 0.3101, dn_loss_iou: 0.4439, d0.dn_loss_cls: 0.0802, d0.dn_loss_bbox: 0.4197, d0.dn_loss_iou: 0.5722, d1.dn_loss_cls: 0.0547, d1.dn_loss_bbox: 0.3362, d1.dn_loss_iou: 0.4726, d2.dn_loss_cls: 0.0479, d2.dn_loss_bbox: 0.3143, d2.dn_loss_iou: 0.4496, d3.dn_loss_cls: 0.0460, d3.dn_loss_bbox: 0.3104, d3.dn_loss_iou: 0.4441, d4.dn_loss_cls: 0.0456, d4.dn_loss_bbox: 0.3101, d4.dn_loss_iou: 0.4438, loss: 11.2004, grad_norm: 20.2651 2023-11-06 17:18:35,678 - mmdet - INFO - Epoch [4][1900/3665] lr: 5.563e-06, eta: 7:04:37, time: 0.813, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2850, interm_loss_bbox: 0.2144, interm_loss_iou: 0.4672, loss_cls: 0.2392, loss_bbox: 0.1719, loss_iou: 0.3962, d0.loss_cls: 0.3006, d0.loss_bbox: 0.1799, d0.loss_iou: 0.4142, d1.loss_cls: 0.2650, d1.loss_bbox: 0.1756, d1.loss_iou: 0.4018, d2.loss_cls: 0.2483, d2.loss_bbox: 0.1723, d2.loss_iou: 0.3959, d3.loss_cls: 0.2419, d3.loss_bbox: 0.1720, d3.loss_iou: 0.3959, d4.loss_cls: 0.2390, d4.loss_bbox: 0.1721, d4.loss_iou: 0.3961, dn_loss_cls: 0.0431, dn_loss_bbox: 0.3104, dn_loss_iou: 0.4323, d0.dn_loss_cls: 0.0782, d0.dn_loss_bbox: 0.4269, d0.dn_loss_iou: 0.5610, d1.dn_loss_cls: 0.0529, d1.dn_loss_bbox: 0.3383, d1.dn_loss_iou: 0.4611, d2.dn_loss_cls: 0.0458, d2.dn_loss_bbox: 0.3148, d2.dn_loss_iou: 0.4375, d3.dn_loss_cls: 0.0438, d3.dn_loss_bbox: 0.3106, d3.dn_loss_iou: 0.4324, d4.dn_loss_cls: 0.0429, d4.dn_loss_bbox: 0.3104, d4.dn_loss_iou: 0.4321, loss: 11.0192, grad_norm: 20.2521 2023-11-06 17:19:16,326 - mmdet - INFO - Epoch [4][1950/3665] lr: 5.563e-06, eta: 7:03:56, time: 0.813, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2843, interm_loss_bbox: 0.2104, interm_loss_iou: 0.4726, loss_cls: 0.2382, loss_bbox: 0.1674, loss_iou: 0.4001, d0.loss_cls: 0.3024, d0.loss_bbox: 0.1733, d0.loss_iou: 0.4163, d1.loss_cls: 0.2652, d1.loss_bbox: 0.1709, d1.loss_iou: 0.4059, d2.loss_cls: 0.2487, d2.loss_bbox: 0.1667, d2.loss_iou: 0.3997, d3.loss_cls: 0.2417, d3.loss_bbox: 0.1668, d3.loss_iou: 0.3997, d4.loss_cls: 0.2383, d4.loss_bbox: 0.1671, d4.loss_iou: 0.4003, dn_loss_cls: 0.0423, dn_loss_bbox: 0.3016, dn_loss_iou: 0.4330, d0.dn_loss_cls: 0.0781, d0.dn_loss_bbox: 0.4225, d0.dn_loss_iou: 0.5646, d1.dn_loss_cls: 0.0523, d1.dn_loss_bbox: 0.3299, d1.dn_loss_iou: 0.4614, d2.dn_loss_cls: 0.0448, d2.dn_loss_bbox: 0.3054, d2.dn_loss_iou: 0.4378, d3.dn_loss_cls: 0.0429, d3.dn_loss_bbox: 0.3018, d3.dn_loss_iou: 0.4330, d4.dn_loss_cls: 0.0422, d4.dn_loss_bbox: 0.3016, d4.dn_loss_iou: 0.4329, loss: 10.9639, grad_norm: 20.6412 2023-11-06 17:19:57,480 - mmdet - INFO - Epoch [4][2000/3665] lr: 5.563e-06, eta: 7:03:15, time: 0.823, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2822, interm_loss_bbox: 0.2136, interm_loss_iou: 0.4800, loss_cls: 0.2337, loss_bbox: 0.1716, loss_iou: 0.4100, d0.loss_cls: 0.3000, d0.loss_bbox: 0.1790, d0.loss_iou: 0.4251, d1.loss_cls: 0.2600, d1.loss_bbox: 0.1741, d1.loss_iou: 0.4144, d2.loss_cls: 0.2440, d2.loss_bbox: 0.1708, d2.loss_iou: 0.4085, d3.loss_cls: 0.2366, d3.loss_bbox: 0.1715, d3.loss_iou: 0.4094, d4.loss_cls: 0.2344, d4.loss_bbox: 0.1715, d4.loss_iou: 0.4100, dn_loss_cls: 0.0435, dn_loss_bbox: 0.2978, dn_loss_iou: 0.4361, d0.dn_loss_cls: 0.0781, d0.dn_loss_bbox: 0.4114, d0.dn_loss_iou: 0.5648, d1.dn_loss_cls: 0.0534, d1.dn_loss_bbox: 0.3253, d1.dn_loss_iou: 0.4645, d2.dn_loss_cls: 0.0462, d2.dn_loss_bbox: 0.3021, d2.dn_loss_iou: 0.4414, d3.dn_loss_cls: 0.0440, d3.dn_loss_bbox: 0.2981, d3.dn_loss_iou: 0.4362, d4.dn_loss_cls: 0.0433, d4.dn_loss_bbox: 0.2978, d4.dn_loss_iou: 0.4360, loss: 11.0204, grad_norm: 19.2879 2023-11-06 17:20:38,182 - mmdet - INFO - Epoch [4][2050/3665] lr: 5.563e-06, eta: 7:02:33, time: 0.814, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2836, interm_loss_bbox: 0.2169, interm_loss_iou: 0.4596, loss_cls: 0.2339, loss_bbox: 0.1737, loss_iou: 0.3888, d0.loss_cls: 0.2984, d0.loss_bbox: 0.1818, d0.loss_iou: 0.4039, d1.loss_cls: 0.2635, d1.loss_bbox: 0.1754, d1.loss_iou: 0.3929, d2.loss_cls: 0.2448, d2.loss_bbox: 0.1723, d2.loss_iou: 0.3886, d3.loss_cls: 0.2374, d3.loss_bbox: 0.1732, d3.loss_iou: 0.3883, d4.loss_cls: 0.2338, d4.loss_bbox: 0.1735, d4.loss_iou: 0.3893, dn_loss_cls: 0.0429, dn_loss_bbox: 0.3182, dn_loss_iou: 0.4319, d0.dn_loss_cls: 0.0777, d0.dn_loss_bbox: 0.4369, d0.dn_loss_iou: 0.5588, d1.dn_loss_cls: 0.0529, d1.dn_loss_bbox: 0.3467, d1.dn_loss_iou: 0.4601, d2.dn_loss_cls: 0.0455, d2.dn_loss_bbox: 0.3222, d2.dn_loss_iou: 0.4369, d3.dn_loss_cls: 0.0435, d3.dn_loss_bbox: 0.3185, d3.dn_loss_iou: 0.4320, d4.dn_loss_cls: 0.0426, d4.dn_loss_bbox: 0.3182, d4.dn_loss_iou: 0.4318, loss: 10.9909, grad_norm: 20.3551 2023-11-06 17:21:19,127 - mmdet - INFO - Epoch [4][2100/3665] lr: 5.563e-06, eta: 7:01:52, time: 0.819, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2805, interm_loss_bbox: 0.2154, interm_loss_iou: 0.4832, loss_cls: 0.2314, loss_bbox: 0.1729, loss_iou: 0.4063, d0.loss_cls: 0.2970, d0.loss_bbox: 0.1803, d0.loss_iou: 0.4235, d1.loss_cls: 0.2609, d1.loss_bbox: 0.1771, d1.loss_iou: 0.4117, d2.loss_cls: 0.2437, d2.loss_bbox: 0.1714, d2.loss_iou: 0.4054, d3.loss_cls: 0.2348, d3.loss_bbox: 0.1720, d3.loss_iou: 0.4054, d4.loss_cls: 0.2309, d4.loss_bbox: 0.1733, d4.loss_iou: 0.4066, dn_loss_cls: 0.0440, dn_loss_bbox: 0.2952, dn_loss_iou: 0.4382, d0.dn_loss_cls: 0.0791, d0.dn_loss_bbox: 0.4081, d0.dn_loss_iou: 0.5702, d1.dn_loss_cls: 0.0536, d1.dn_loss_bbox: 0.3218, d1.dn_loss_iou: 0.4674, d2.dn_loss_cls: 0.0465, d2.dn_loss_bbox: 0.2990, d2.dn_loss_iou: 0.4432, d3.dn_loss_cls: 0.0446, d3.dn_loss_bbox: 0.2954, d3.dn_loss_iou: 0.4383, d4.dn_loss_cls: 0.0437, d4.dn_loss_bbox: 0.2952, d4.dn_loss_iou: 0.4381, loss: 11.0056, grad_norm: 19.8189 2023-11-06 17:22:00,936 - mmdet - INFO - Epoch [4][2150/3665] lr: 5.563e-06, eta: 7:01:13, time: 0.836, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2842, interm_loss_bbox: 0.2111, interm_loss_iou: 0.4664, loss_cls: 0.2328, loss_bbox: 0.1717, loss_iou: 0.3995, d0.loss_cls: 0.2995, d0.loss_bbox: 0.1780, d0.loss_iou: 0.4134, d1.loss_cls: 0.2617, d1.loss_bbox: 0.1740, d1.loss_iou: 0.4042, d2.loss_cls: 0.2438, d2.loss_bbox: 0.1703, d2.loss_iou: 0.3983, d3.loss_cls: 0.2365, d3.loss_bbox: 0.1705, d3.loss_iou: 0.3982, d4.loss_cls: 0.2329, d4.loss_bbox: 0.1716, d4.loss_iou: 0.4000, dn_loss_cls: 0.0421, dn_loss_bbox: 0.2943, dn_loss_iou: 0.4276, d0.dn_loss_cls: 0.0785, d0.dn_loss_bbox: 0.4088, d0.dn_loss_iou: 0.5604, d1.dn_loss_cls: 0.0529, d1.dn_loss_bbox: 0.3204, d1.dn_loss_iou: 0.4569, d2.dn_loss_cls: 0.0453, d2.dn_loss_bbox: 0.2986, d2.dn_loss_iou: 0.4328, d3.dn_loss_cls: 0.0427, d3.dn_loss_bbox: 0.2945, d3.dn_loss_iou: 0.4276, d4.dn_loss_cls: 0.0419, d4.dn_loss_bbox: 0.2943, d4.dn_loss_iou: 0.4274, loss: 10.8657, grad_norm: 23.2002 2023-11-06 17:22:42,496 - mmdet - INFO - Epoch [4][2200/3665] lr: 5.563e-06, eta: 7:00:34, time: 0.831, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2850, interm_loss_bbox: 0.2173, interm_loss_iou: 0.4870, loss_cls: 0.2389, loss_bbox: 0.1715, loss_iou: 0.4150, d0.loss_cls: 0.3052, d0.loss_bbox: 0.1774, d0.loss_iou: 0.4273, d1.loss_cls: 0.2689, d1.loss_bbox: 0.1737, d1.loss_iou: 0.4192, d2.loss_cls: 0.2489, d2.loss_bbox: 0.1721, d2.loss_iou: 0.4154, d3.loss_cls: 0.2411, d3.loss_bbox: 0.1721, d3.loss_iou: 0.4158, d4.loss_cls: 0.2395, d4.loss_bbox: 0.1716, d4.loss_iou: 0.4154, dn_loss_cls: 0.0446, dn_loss_bbox: 0.2997, dn_loss_iou: 0.4498, d0.dn_loss_cls: 0.0796, d0.dn_loss_bbox: 0.4091, d0.dn_loss_iou: 0.5765, d1.dn_loss_cls: 0.0543, d1.dn_loss_bbox: 0.3251, d1.dn_loss_iou: 0.4775, d2.dn_loss_cls: 0.0469, d2.dn_loss_bbox: 0.3037, d2.dn_loss_iou: 0.4546, d3.dn_loss_cls: 0.0449, d3.dn_loss_bbox: 0.2999, d3.dn_loss_iou: 0.4498, d4.dn_loss_cls: 0.0444, d4.dn_loss_bbox: 0.2997, d4.dn_loss_iou: 0.4496, loss: 11.1876, grad_norm: 20.3370 2023-11-06 17:23:23,675 - mmdet - INFO - Epoch [4][2250/3665] lr: 5.563e-06, eta: 6:59:53, time: 0.823, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2810, interm_loss_bbox: 0.2080, interm_loss_iou: 0.4680, loss_cls: 0.2372, loss_bbox: 0.1665, loss_iou: 0.3977, d0.loss_cls: 0.2972, d0.loss_bbox: 0.1755, d0.loss_iou: 0.4149, d1.loss_cls: 0.2642, d1.loss_bbox: 0.1697, d1.loss_iou: 0.4020, d2.loss_cls: 0.2465, d2.loss_bbox: 0.1669, d2.loss_iou: 0.3978, d3.loss_cls: 0.2389, d3.loss_bbox: 0.1673, d3.loss_iou: 0.3983, d4.loss_cls: 0.2368, d4.loss_bbox: 0.1670, d4.loss_iou: 0.3977, dn_loss_cls: 0.0429, dn_loss_bbox: 0.2934, dn_loss_iou: 0.4313, d0.dn_loss_cls: 0.0772, d0.dn_loss_bbox: 0.4048, d0.dn_loss_iou: 0.5576, d1.dn_loss_cls: 0.0517, d1.dn_loss_bbox: 0.3196, d1.dn_loss_iou: 0.4592, d2.dn_loss_cls: 0.0448, d2.dn_loss_bbox: 0.2977, d2.dn_loss_iou: 0.4366, d3.dn_loss_cls: 0.0429, d3.dn_loss_bbox: 0.2937, d3.dn_loss_iou: 0.4314, d4.dn_loss_cls: 0.0426, d4.dn_loss_bbox: 0.2934, d4.dn_loss_iou: 0.4312, loss: 10.8508, grad_norm: 20.9789 2023-11-06 17:24:04,978 - mmdet - INFO - Epoch [4][2300/3665] lr: 5.563e-06, eta: 6:59:13, time: 0.826, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2907, interm_loss_bbox: 0.2127, interm_loss_iou: 0.4813, loss_cls: 0.2441, loss_bbox: 0.1695, loss_iou: 0.4115, d0.loss_cls: 0.3076, d0.loss_bbox: 0.1763, d0.loss_iou: 0.4257, d1.loss_cls: 0.2733, d1.loss_bbox: 0.1723, d1.loss_iou: 0.4160, d2.loss_cls: 0.2546, d2.loss_bbox: 0.1695, d2.loss_iou: 0.4114, d3.loss_cls: 0.2467, d3.loss_bbox: 0.1701, d3.loss_iou: 0.4120, d4.loss_cls: 0.2447, d4.loss_bbox: 0.1695, d4.loss_iou: 0.4114, dn_loss_cls: 0.0457, dn_loss_bbox: 0.3055, dn_loss_iou: 0.4363, d0.dn_loss_cls: 0.0801, d0.dn_loss_bbox: 0.4230, d0.dn_loss_iou: 0.5652, d1.dn_loss_cls: 0.0552, d1.dn_loss_bbox: 0.3331, d1.dn_loss_iou: 0.4644, d2.dn_loss_cls: 0.0483, d2.dn_loss_bbox: 0.3102, d2.dn_loss_iou: 0.4413, d3.dn_loss_cls: 0.0461, d3.dn_loss_bbox: 0.3059, d3.dn_loss_iou: 0.4364, d4.dn_loss_cls: 0.0455, d4.dn_loss_bbox: 0.3055, d4.dn_loss_iou: 0.4361, loss: 11.1546, grad_norm: 20.8392 2023-11-06 17:24:46,351 - mmdet - INFO - Epoch [4][2350/3665] lr: 5.563e-06, eta: 6:58:33, time: 0.827, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2810, interm_loss_bbox: 0.2063, interm_loss_iou: 0.4600, loss_cls: 0.2337, loss_bbox: 0.1634, loss_iou: 0.3888, d0.loss_cls: 0.2994, d0.loss_bbox: 0.1702, d0.loss_iou: 0.4035, d1.loss_cls: 0.2612, d1.loss_bbox: 0.1677, d1.loss_iou: 0.3949, d2.loss_cls: 0.2440, d2.loss_bbox: 0.1631, d2.loss_iou: 0.3887, d3.loss_cls: 0.2355, d3.loss_bbox: 0.1635, d3.loss_iou: 0.3891, d4.loss_cls: 0.2332, d4.loss_bbox: 0.1639, d4.loss_iou: 0.3895, dn_loss_cls: 0.0422, dn_loss_bbox: 0.2949, dn_loss_iou: 0.4182, d0.dn_loss_cls: 0.0768, d0.dn_loss_bbox: 0.4156, d0.dn_loss_iou: 0.5514, d1.dn_loss_cls: 0.0520, d1.dn_loss_bbox: 0.3229, d1.dn_loss_iou: 0.4472, d2.dn_loss_cls: 0.0448, d2.dn_loss_bbox: 0.2994, d2.dn_loss_iou: 0.4235, d3.dn_loss_cls: 0.0426, d3.dn_loss_bbox: 0.2951, d3.dn_loss_iou: 0.4183, d4.dn_loss_cls: 0.0418, d4.dn_loss_bbox: 0.2949, d4.dn_loss_iou: 0.4181, loss: 10.7003, grad_norm: 20.1829 2023-11-06 17:25:26,661 - mmdet - INFO - Epoch [4][2400/3665] lr: 5.563e-06, eta: 6:57:50, time: 0.806, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2819, interm_loss_bbox: 0.2133, interm_loss_iou: 0.4862, loss_cls: 0.2332, loss_bbox: 0.1673, loss_iou: 0.4096, d0.loss_cls: 0.3026, d0.loss_bbox: 0.1726, d0.loss_iou: 0.4232, d1.loss_cls: 0.2630, d1.loss_bbox: 0.1687, d1.loss_iou: 0.4149, d2.loss_cls: 0.2439, d2.loss_bbox: 0.1664, d2.loss_iou: 0.4110, d3.loss_cls: 0.2359, d3.loss_bbox: 0.1671, d3.loss_iou: 0.4099, d4.loss_cls: 0.2327, d4.loss_bbox: 0.1675, d4.loss_iou: 0.4101, dn_loss_cls: 0.0434, dn_loss_bbox: 0.2957, dn_loss_iou: 0.4349, d0.dn_loss_cls: 0.0785, d0.dn_loss_bbox: 0.4125, d0.dn_loss_iou: 0.5670, d1.dn_loss_cls: 0.0536, d1.dn_loss_bbox: 0.3217, d1.dn_loss_iou: 0.4638, d2.dn_loss_cls: 0.0460, d2.dn_loss_bbox: 0.2997, d2.dn_loss_iou: 0.4398, d3.dn_loss_cls: 0.0439, d3.dn_loss_bbox: 0.2960, d3.dn_loss_iou: 0.4351, d4.dn_loss_cls: 0.0432, d4.dn_loss_bbox: 0.2957, d4.dn_loss_iou: 0.4348, loss: 10.9863, grad_norm: 20.2477 2023-11-06 17:26:07,376 - mmdet - INFO - Epoch [4][2450/3665] lr: 5.563e-06, eta: 6:57:09, time: 0.814, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2825, interm_loss_bbox: 0.2136, interm_loss_iou: 0.4660, loss_cls: 0.2351, loss_bbox: 0.1705, loss_iou: 0.3963, d0.loss_cls: 0.3002, d0.loss_bbox: 0.1767, d0.loss_iou: 0.4087, d1.loss_cls: 0.2637, d1.loss_bbox: 0.1730, d1.loss_iou: 0.4002, d2.loss_cls: 0.2465, d2.loss_bbox: 0.1690, d2.loss_iou: 0.3949, d3.loss_cls: 0.2385, d3.loss_bbox: 0.1692, d3.loss_iou: 0.3952, d4.loss_cls: 0.2358, d4.loss_bbox: 0.1699, d4.loss_iou: 0.3958, dn_loss_cls: 0.0424, dn_loss_bbox: 0.3018, dn_loss_iou: 0.4261, d0.dn_loss_cls: 0.0784, d0.dn_loss_bbox: 0.4192, d0.dn_loss_iou: 0.5566, d1.dn_loss_cls: 0.0523, d1.dn_loss_bbox: 0.3288, d1.dn_loss_iou: 0.4545, d2.dn_loss_cls: 0.0449, d2.dn_loss_bbox: 0.3059, d2.dn_loss_iou: 0.4313, d3.dn_loss_cls: 0.0428, d3.dn_loss_bbox: 0.3020, d3.dn_loss_iou: 0.4262, d4.dn_loss_cls: 0.0420, d4.dn_loss_bbox: 0.3018, d4.dn_loss_iou: 0.4260, loss: 10.8841, grad_norm: 19.2380 2023-11-06 17:26:48,423 - mmdet - INFO - Epoch [4][2500/3665] lr: 5.563e-06, eta: 6:56:28, time: 0.821, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2849, interm_loss_bbox: 0.2134, interm_loss_iou: 0.4624, loss_cls: 0.2392, loss_bbox: 0.1696, loss_iou: 0.3907, d0.loss_cls: 0.3047, d0.loss_bbox: 0.1744, d0.loss_iou: 0.4017, d1.loss_cls: 0.2677, d1.loss_bbox: 0.1712, d1.loss_iou: 0.3937, d2.loss_cls: 0.2489, d2.loss_bbox: 0.1694, d2.loss_iou: 0.3909, d3.loss_cls: 0.2418, d3.loss_bbox: 0.1693, d3.loss_iou: 0.3899, d4.loss_cls: 0.2388, d4.loss_bbox: 0.1703, d4.loss_iou: 0.3912, dn_loss_cls: 0.0435, dn_loss_bbox: 0.3037, dn_loss_iou: 0.4285, d0.dn_loss_cls: 0.0802, d0.dn_loss_bbox: 0.4227, d0.dn_loss_iou: 0.5565, d1.dn_loss_cls: 0.0538, d1.dn_loss_bbox: 0.3312, d1.dn_loss_iou: 0.4569, d2.dn_loss_cls: 0.0463, d2.dn_loss_bbox: 0.3077, d2.dn_loss_iou: 0.4337, d3.dn_loss_cls: 0.0441, d3.dn_loss_bbox: 0.3039, d3.dn_loss_iou: 0.4286, d4.dn_loss_cls: 0.0433, d4.dn_loss_bbox: 0.3037, d4.dn_loss_iou: 0.4284, loss: 10.9014, grad_norm: 20.4156 2023-11-06 17:27:29,449 - mmdet - INFO - Epoch [4][2550/3665] lr: 5.563e-06, eta: 6:55:47, time: 0.821, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2815, interm_loss_bbox: 0.2131, interm_loss_iou: 0.4814, loss_cls: 0.2344, loss_bbox: 0.1749, loss_iou: 0.4169, d0.loss_cls: 0.2969, d0.loss_bbox: 0.1776, d0.loss_iou: 0.4276, d1.loss_cls: 0.2636, d1.loss_bbox: 0.1761, d1.loss_iou: 0.4200, d2.loss_cls: 0.2445, d2.loss_bbox: 0.1742, d2.loss_iou: 0.4159, d3.loss_cls: 0.2376, d3.loss_bbox: 0.1739, d3.loss_iou: 0.4160, d4.loss_cls: 0.2342, d4.loss_bbox: 0.1749, d4.loss_iou: 0.4168, dn_loss_cls: 0.0437, dn_loss_bbox: 0.2948, dn_loss_iou: 0.4440, d0.dn_loss_cls: 0.0774, d0.dn_loss_bbox: 0.4074, d0.dn_loss_iou: 0.5704, d1.dn_loss_cls: 0.0531, d1.dn_loss_bbox: 0.3202, d1.dn_loss_iou: 0.4715, d2.dn_loss_cls: 0.0461, d2.dn_loss_bbox: 0.2990, d2.dn_loss_iou: 0.4492, d3.dn_loss_cls: 0.0440, d3.dn_loss_bbox: 0.2950, d3.dn_loss_iou: 0.4440, d4.dn_loss_cls: 0.0433, d4.dn_loss_bbox: 0.2948, d4.dn_loss_iou: 0.4439, loss: 11.0939, grad_norm: 21.5594 2023-11-06 17:28:10,572 - mmdet - INFO - Epoch [4][2600/3665] lr: 5.563e-06, eta: 6:55:06, time: 0.822, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2822, interm_loss_bbox: 0.2161, interm_loss_iou: 0.4727, loss_cls: 0.2359, loss_bbox: 0.1701, loss_iou: 0.3985, d0.loss_cls: 0.2981, d0.loss_bbox: 0.1786, d0.loss_iou: 0.4147, d1.loss_cls: 0.2623, d1.loss_bbox: 0.1745, d1.loss_iou: 0.4048, d2.loss_cls: 0.2463, d2.loss_bbox: 0.1701, d2.loss_iou: 0.3981, d3.loss_cls: 0.2398, d3.loss_bbox: 0.1693, d3.loss_iou: 0.3971, d4.loss_cls: 0.2365, d4.loss_bbox: 0.1697, d4.loss_iou: 0.3978, dn_loss_cls: 0.0433, dn_loss_bbox: 0.2928, dn_loss_iou: 0.4333, d0.dn_loss_cls: 0.0796, d0.dn_loss_bbox: 0.4102, d0.dn_loss_iou: 0.5671, d1.dn_loss_cls: 0.0533, d1.dn_loss_bbox: 0.3206, d1.dn_loss_iou: 0.4626, d2.dn_loss_cls: 0.0455, d2.dn_loss_bbox: 0.2974, d2.dn_loss_iou: 0.4385, d3.dn_loss_cls: 0.0435, d3.dn_loss_bbox: 0.2932, d3.dn_loss_iou: 0.4335, d4.dn_loss_cls: 0.0429, d4.dn_loss_bbox: 0.2928, d4.dn_loss_iou: 0.4332, loss: 10.9164, grad_norm: 21.6291 2023-11-06 17:28:51,653 - mmdet - INFO - Epoch [4][2650/3665] lr: 5.563e-06, eta: 6:54:26, time: 0.822, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2871, interm_loss_bbox: 0.2088, interm_loss_iou: 0.4815, loss_cls: 0.2373, loss_bbox: 0.1678, loss_iou: 0.4128, d0.loss_cls: 0.3037, d0.loss_bbox: 0.1745, d0.loss_iou: 0.4256, d1.loss_cls: 0.2693, d1.loss_bbox: 0.1699, d1.loss_iou: 0.4152, d2.loss_cls: 0.2501, d2.loss_bbox: 0.1657, d2.loss_iou: 0.4103, d3.loss_cls: 0.2405, d3.loss_bbox: 0.1676, d3.loss_iou: 0.4117, d4.loss_cls: 0.2373, d4.loss_bbox: 0.1678, d4.loss_iou: 0.4121, dn_loss_cls: 0.0434, dn_loss_bbox: 0.2946, dn_loss_iou: 0.4468, d0.dn_loss_cls: 0.0786, d0.dn_loss_bbox: 0.4030, d0.dn_loss_iou: 0.5735, d1.dn_loss_cls: 0.0537, d1.dn_loss_bbox: 0.3203, d1.dn_loss_iou: 0.4743, d2.dn_loss_cls: 0.0460, d2.dn_loss_bbox: 0.2987, d2.dn_loss_iou: 0.4516, d3.dn_loss_cls: 0.0438, d3.dn_loss_bbox: 0.2948, d3.dn_loss_iou: 0.4467, d4.dn_loss_cls: 0.0430, d4.dn_loss_bbox: 0.2946, d4.dn_loss_iou: 0.4467, loss: 11.0707, grad_norm: 20.7813 2023-11-06 17:29:33,345 - mmdet - INFO - Epoch [4][2700/3665] lr: 5.563e-06, eta: 6:53:46, time: 0.834, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2855, interm_loss_bbox: 0.2091, interm_loss_iou: 0.4825, loss_cls: 0.2369, loss_bbox: 0.1722, loss_iou: 0.4196, d0.loss_cls: 0.3014, d0.loss_bbox: 0.1768, d0.loss_iou: 0.4319, d1.loss_cls: 0.2657, d1.loss_bbox: 0.1731, d1.loss_iou: 0.4237, d2.loss_cls: 0.2477, d2.loss_bbox: 0.1707, d2.loss_iou: 0.4190, d3.loss_cls: 0.2413, d3.loss_bbox: 0.1702, d3.loss_iou: 0.4176, d4.loss_cls: 0.2377, d4.loss_bbox: 0.1709, d4.loss_iou: 0.4184, dn_loss_cls: 0.0427, dn_loss_bbox: 0.2952, dn_loss_iou: 0.4430, d0.dn_loss_cls: 0.0778, d0.dn_loss_bbox: 0.4059, d0.dn_loss_iou: 0.5671, d1.dn_loss_cls: 0.0527, d1.dn_loss_bbox: 0.3216, d1.dn_loss_iou: 0.4715, d2.dn_loss_cls: 0.0455, d2.dn_loss_bbox: 0.2994, d2.dn_loss_iou: 0.4487, d3.dn_loss_cls: 0.0432, d3.dn_loss_bbox: 0.2955, d3.dn_loss_iou: 0.4431, d4.dn_loss_cls: 0.0424, d4.dn_loss_bbox: 0.2952, d4.dn_loss_iou: 0.4429, loss: 11.1052, grad_norm: 20.4057 2023-11-06 17:30:14,566 - mmdet - INFO - Epoch [4][2750/3665] lr: 5.563e-06, eta: 6:53:06, time: 0.824, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2826, interm_loss_bbox: 0.2125, interm_loss_iou: 0.4693, loss_cls: 0.2333, loss_bbox: 0.1727, loss_iou: 0.4006, d0.loss_cls: 0.3023, d0.loss_bbox: 0.1753, d0.loss_iou: 0.4111, d1.loss_cls: 0.2655, d1.loss_bbox: 0.1730, d1.loss_iou: 0.4033, d2.loss_cls: 0.2481, d2.loss_bbox: 0.1707, d2.loss_iou: 0.3989, d3.loss_cls: 0.2378, d3.loss_bbox: 0.1720, d3.loss_iou: 0.3994, d4.loss_cls: 0.2334, d4.loss_bbox: 0.1723, d4.loss_iou: 0.4003, dn_loss_cls: 0.0429, dn_loss_bbox: 0.2905, dn_loss_iou: 0.4343, d0.dn_loss_cls: 0.0783, d0.dn_loss_bbox: 0.4060, d0.dn_loss_iou: 0.5625, d1.dn_loss_cls: 0.0528, d1.dn_loss_bbox: 0.3181, d1.dn_loss_iou: 0.4628, d2.dn_loss_cls: 0.0455, d2.dn_loss_bbox: 0.2949, d2.dn_loss_iou: 0.4393, d3.dn_loss_cls: 0.0435, d3.dn_loss_bbox: 0.2908, d3.dn_loss_iou: 0.4343, d4.dn_loss_cls: 0.0425, d4.dn_loss_bbox: 0.2905, d4.dn_loss_iou: 0.4341, loss: 10.8978, grad_norm: 20.5599 2023-11-06 17:30:58,398 - mmdet - INFO - Epoch [4][2800/3665] lr: 5.563e-06, eta: 6:52:31, time: 0.877, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2791, interm_loss_bbox: 0.2079, interm_loss_iou: 0.4753, loss_cls: 0.2325, loss_bbox: 0.1693, loss_iou: 0.4068, d0.loss_cls: 0.2969, d0.loss_bbox: 0.1723, d0.loss_iou: 0.4190, d1.loss_cls: 0.2606, d1.loss_bbox: 0.1709, d1.loss_iou: 0.4120, d2.loss_cls: 0.2425, d2.loss_bbox: 0.1676, d2.loss_iou: 0.4059, d3.loss_cls: 0.2362, d3.loss_bbox: 0.1681, d3.loss_iou: 0.4059, d4.loss_cls: 0.2328, d4.loss_bbox: 0.1693, d4.loss_iou: 0.4067, dn_loss_cls: 0.0423, dn_loss_bbox: 0.3014, dn_loss_iou: 0.4404, d0.dn_loss_cls: 0.0765, d0.dn_loss_bbox: 0.4113, d0.dn_loss_iou: 0.5628, d1.dn_loss_cls: 0.0520, d1.dn_loss_bbox: 0.3263, d1.dn_loss_iou: 0.4671, d2.dn_loss_cls: 0.0448, d2.dn_loss_bbox: 0.3051, d2.dn_loss_iou: 0.4451, d3.dn_loss_cls: 0.0427, d3.dn_loss_bbox: 0.3015, d3.dn_loss_iou: 0.4404, d4.dn_loss_cls: 0.0420, d4.dn_loss_bbox: 0.3014, d4.dn_loss_iou: 0.4403, loss: 10.9812, grad_norm: 19.3229 2023-11-06 17:31:39,122 - mmdet - INFO - Epoch [4][2850/3665] lr: 5.563e-06, eta: 6:51:49, time: 0.814, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2848, interm_loss_bbox: 0.2042, interm_loss_iou: 0.4661, loss_cls: 0.2367, loss_bbox: 0.1675, loss_iou: 0.3986, d0.loss_cls: 0.2994, d0.loss_bbox: 0.1737, d0.loss_iou: 0.4148, d1.loss_cls: 0.2639, d1.loss_bbox: 0.1705, d1.loss_iou: 0.4039, d2.loss_cls: 0.2494, d2.loss_bbox: 0.1658, d2.loss_iou: 0.3978, d3.loss_cls: 0.2401, d3.loss_bbox: 0.1674, d3.loss_iou: 0.3986, d4.loss_cls: 0.2371, d4.loss_bbox: 0.1674, d4.loss_iou: 0.3988, dn_loss_cls: 0.0435, dn_loss_bbox: 0.2868, dn_loss_iou: 0.4302, d0.dn_loss_cls: 0.0788, d0.dn_loss_bbox: 0.3977, d0.dn_loss_iou: 0.5560, d1.dn_loss_cls: 0.0533, d1.dn_loss_bbox: 0.3119, d1.dn_loss_iou: 0.4570, d2.dn_loss_cls: 0.0462, d2.dn_loss_bbox: 0.2907, d2.dn_loss_iou: 0.4352, d3.dn_loss_cls: 0.0442, d3.dn_loss_bbox: 0.2869, d3.dn_loss_iou: 0.4303, d4.dn_loss_cls: 0.0434, d4.dn_loss_bbox: 0.2868, d4.dn_loss_iou: 0.4300, loss: 10.8153, grad_norm: 19.7403 2023-11-06 17:32:20,162 - mmdet - INFO - Epoch [4][2900/3665] lr: 5.563e-06, eta: 6:51:08, time: 0.821, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2788, interm_loss_bbox: 0.2061, interm_loss_iou: 0.4709, loss_cls: 0.2312, loss_bbox: 0.1683, loss_iou: 0.4024, d0.loss_cls: 0.2962, d0.loss_bbox: 0.1757, d0.loss_iou: 0.4183, d1.loss_cls: 0.2597, d1.loss_bbox: 0.1716, d1.loss_iou: 0.4085, d2.loss_cls: 0.2418, d2.loss_bbox: 0.1683, d2.loss_iou: 0.4034, d3.loss_cls: 0.2354, d3.loss_bbox: 0.1674, d3.loss_iou: 0.4021, d4.loss_cls: 0.2318, d4.loss_bbox: 0.1685, d4.loss_iou: 0.4030, dn_loss_cls: 0.0406, dn_loss_bbox: 0.2947, dn_loss_iou: 0.4284, d0.dn_loss_cls: 0.0751, d0.dn_loss_bbox: 0.4099, d0.dn_loss_iou: 0.5586, d1.dn_loss_cls: 0.0506, d1.dn_loss_bbox: 0.3224, d1.dn_loss_iou: 0.4573, d2.dn_loss_cls: 0.0434, d2.dn_loss_bbox: 0.2985, d2.dn_loss_iou: 0.4338, d3.dn_loss_cls: 0.0415, d3.dn_loss_bbox: 0.2949, d3.dn_loss_iou: 0.4285, d4.dn_loss_cls: 0.0405, d4.dn_loss_bbox: 0.2947, d4.dn_loss_iou: 0.4284, loss: 10.8514, grad_norm: 21.2407 2023-11-06 17:33:01,655 - mmdet - INFO - Epoch [4][2950/3665] lr: 5.563e-06, eta: 6:50:28, time: 0.830, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2834, interm_loss_bbox: 0.2117, interm_loss_iou: 0.4734, loss_cls: 0.2341, loss_bbox: 0.1736, loss_iou: 0.4112, d0.loss_cls: 0.3016, d0.loss_bbox: 0.1781, d0.loss_iou: 0.4202, d1.loss_cls: 0.2672, d1.loss_bbox: 0.1739, d1.loss_iou: 0.4119, d2.loss_cls: 0.2458, d2.loss_bbox: 0.1733, d2.loss_iou: 0.4101, d3.loss_cls: 0.2378, d3.loss_bbox: 0.1723, d3.loss_iou: 0.4096, d4.loss_cls: 0.2348, d4.loss_bbox: 0.1730, d4.loss_iou: 0.4106, dn_loss_cls: 0.0417, dn_loss_bbox: 0.2993, dn_loss_iou: 0.4319, d0.dn_loss_cls: 0.0775, d0.dn_loss_bbox: 0.4153, d0.dn_loss_iou: 0.5592, d1.dn_loss_cls: 0.0523, d1.dn_loss_bbox: 0.3263, d1.dn_loss_iou: 0.4594, d2.dn_loss_cls: 0.0447, d2.dn_loss_bbox: 0.3034, d2.dn_loss_iou: 0.4370, d3.dn_loss_cls: 0.0425, d3.dn_loss_bbox: 0.2994, d3.dn_loss_iou: 0.4318, d4.dn_loss_cls: 0.0415, d4.dn_loss_bbox: 0.2993, d4.dn_loss_iou: 0.4317, loss: 11.0018, grad_norm: 22.2060 2023-11-06 17:33:42,697 - mmdet - INFO - Epoch [4][3000/3665] lr: 5.563e-06, eta: 6:49:47, time: 0.821, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2784, interm_loss_bbox: 0.2127, interm_loss_iou: 0.4610, loss_cls: 0.2273, loss_bbox: 0.1721, loss_iou: 0.3930, d0.loss_cls: 0.2951, d0.loss_bbox: 0.1767, d0.loss_iou: 0.4022, d1.loss_cls: 0.2604, d1.loss_bbox: 0.1734, d1.loss_iou: 0.3958, d2.loss_cls: 0.2403, d2.loss_bbox: 0.1704, d2.loss_iou: 0.3917, d3.loss_cls: 0.2325, d3.loss_bbox: 0.1709, d3.loss_iou: 0.3914, d4.loss_cls: 0.2287, d4.loss_bbox: 0.1716, d4.loss_iou: 0.3926, dn_loss_cls: 0.0423, dn_loss_bbox: 0.2880, dn_loss_iou: 0.4300, d0.dn_loss_cls: 0.0773, d0.dn_loss_bbox: 0.3990, d0.dn_loss_iou: 0.5588, d1.dn_loss_cls: 0.0524, d1.dn_loss_bbox: 0.3149, d1.dn_loss_iou: 0.4581, d2.dn_loss_cls: 0.0452, d2.dn_loss_bbox: 0.2921, d2.dn_loss_iou: 0.4350, d3.dn_loss_cls: 0.0433, d3.dn_loss_bbox: 0.2883, d3.dn_loss_iou: 0.4300, d4.dn_loss_cls: 0.0423, d4.dn_loss_bbox: 0.2880, d4.dn_loss_iou: 0.4299, loss: 10.7531, grad_norm: 20.5101 2023-11-06 17:34:23,649 - mmdet - INFO - Epoch [4][3050/3665] lr: 5.563e-06, eta: 6:49:06, time: 0.819, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2799, interm_loss_bbox: 0.2105, interm_loss_iou: 0.4812, loss_cls: 0.2337, loss_bbox: 0.1704, loss_iou: 0.4129, d0.loss_cls: 0.2961, d0.loss_bbox: 0.1766, d0.loss_iou: 0.4232, d1.loss_cls: 0.2624, d1.loss_bbox: 0.1735, d1.loss_iou: 0.4156, d2.loss_cls: 0.2439, d2.loss_bbox: 0.1703, d2.loss_iou: 0.4115, d3.loss_cls: 0.2356, d3.loss_bbox: 0.1703, d3.loss_iou: 0.4120, d4.loss_cls: 0.2330, d4.loss_bbox: 0.1706, d4.loss_iou: 0.4130, dn_loss_cls: 0.0407, dn_loss_bbox: 0.2840, dn_loss_iou: 0.4349, d0.dn_loss_cls: 0.0753, d0.dn_loss_bbox: 0.3904, d0.dn_loss_iou: 0.5590, d1.dn_loss_cls: 0.0507, d1.dn_loss_bbox: 0.3086, d1.dn_loss_iou: 0.4617, d2.dn_loss_cls: 0.0435, d2.dn_loss_bbox: 0.2878, d2.dn_loss_iou: 0.4395, d3.dn_loss_cls: 0.0414, d3.dn_loss_bbox: 0.2844, d3.dn_loss_iou: 0.4350, d4.dn_loss_cls: 0.0407, d4.dn_loss_bbox: 0.2840, d4.dn_loss_iou: 0.4348, loss: 10.8926, grad_norm: 20.8858 2023-11-06 17:35:04,359 - mmdet - INFO - Epoch [4][3100/3665] lr: 5.563e-06, eta: 6:48:25, time: 0.814, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2778, interm_loss_bbox: 0.2111, interm_loss_iou: 0.4626, loss_cls: 0.2317, loss_bbox: 0.1713, loss_iou: 0.3986, d0.loss_cls: 0.2951, d0.loss_bbox: 0.1769, d0.loss_iou: 0.4091, d1.loss_cls: 0.2600, d1.loss_bbox: 0.1733, d1.loss_iou: 0.4022, d2.loss_cls: 0.2426, d2.loss_bbox: 0.1708, d2.loss_iou: 0.3984, d3.loss_cls: 0.2348, d3.loss_bbox: 0.1709, d3.loss_iou: 0.3981, d4.loss_cls: 0.2318, d4.loss_bbox: 0.1710, d4.loss_iou: 0.3984, dn_loss_cls: 0.0424, dn_loss_bbox: 0.3054, dn_loss_iou: 0.4324, d0.dn_loss_cls: 0.0766, d0.dn_loss_bbox: 0.4153, d0.dn_loss_iou: 0.5577, d1.dn_loss_cls: 0.0518, d1.dn_loss_bbox: 0.3306, d1.dn_loss_iou: 0.4596, d2.dn_loss_cls: 0.0449, d2.dn_loss_bbox: 0.3095, d2.dn_loss_iou: 0.4375, d3.dn_loss_cls: 0.0427, d3.dn_loss_bbox: 0.3056, d3.dn_loss_iou: 0.4323, d4.dn_loss_cls: 0.0422, d4.dn_loss_bbox: 0.3054, d4.dn_loss_iou: 0.4322, loss: 10.9106, grad_norm: 19.7639 2023-11-06 17:35:45,452 - mmdet - INFO - Epoch [4][3150/3665] lr: 5.563e-06, eta: 6:47:44, time: 0.822, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2792, interm_loss_bbox: 0.2151, interm_loss_iou: 0.4562, loss_cls: 0.2322, loss_bbox: 0.1720, loss_iou: 0.3896, d0.loss_cls: 0.2983, d0.loss_bbox: 0.1764, d0.loss_iou: 0.3997, d1.loss_cls: 0.2583, d1.loss_bbox: 0.1762, d1.loss_iou: 0.3954, d2.loss_cls: 0.2417, d2.loss_bbox: 0.1724, d2.loss_iou: 0.3891, d3.loss_cls: 0.2341, d3.loss_bbox: 0.1724, d3.loss_iou: 0.3894, d4.loss_cls: 0.2326, d4.loss_bbox: 0.1719, d4.loss_iou: 0.3890, dn_loss_cls: 0.0437, dn_loss_bbox: 0.3079, dn_loss_iou: 0.4316, d0.dn_loss_cls: 0.0785, d0.dn_loss_bbox: 0.4214, d0.dn_loss_iou: 0.5600, d1.dn_loss_cls: 0.0533, d1.dn_loss_bbox: 0.3341, d1.dn_loss_iou: 0.4596, d2.dn_loss_cls: 0.0464, d2.dn_loss_bbox: 0.3117, d2.dn_loss_iou: 0.4370, d3.dn_loss_cls: 0.0444, d3.dn_loss_bbox: 0.3082, d3.dn_loss_iou: 0.4318, d4.dn_loss_cls: 0.0437, d4.dn_loss_bbox: 0.3079, d4.dn_loss_iou: 0.4315, loss: 10.8936, grad_norm: 18.1185 2023-11-06 17:36:26,547 - mmdet - INFO - Epoch [4][3200/3665] lr: 5.563e-06, eta: 6:47:03, time: 0.822, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2803, interm_loss_bbox: 0.2112, interm_loss_iou: 0.4752, loss_cls: 0.2335, loss_bbox: 0.1691, loss_iou: 0.4049, d0.loss_cls: 0.2987, d0.loss_bbox: 0.1747, d0.loss_iou: 0.4188, d1.loss_cls: 0.2623, d1.loss_bbox: 0.1718, d1.loss_iou: 0.4100, d2.loss_cls: 0.2439, d2.loss_bbox: 0.1677, d2.loss_iou: 0.4053, d3.loss_cls: 0.2362, d3.loss_bbox: 0.1689, d3.loss_iou: 0.4050, d4.loss_cls: 0.2343, d4.loss_bbox: 0.1687, d4.loss_iou: 0.4052, dn_loss_cls: 0.0422, dn_loss_bbox: 0.2989, dn_loss_iou: 0.4363, d0.dn_loss_cls: 0.0782, d0.dn_loss_bbox: 0.4152, d0.dn_loss_iou: 0.5662, d1.dn_loss_cls: 0.0523, d1.dn_loss_bbox: 0.3255, d1.dn_loss_iou: 0.4648, d2.dn_loss_cls: 0.0449, d2.dn_loss_bbox: 0.3031, d2.dn_loss_iou: 0.4412, d3.dn_loss_cls: 0.0428, d3.dn_loss_bbox: 0.2990, d3.dn_loss_iou: 0.4363, d4.dn_loss_cls: 0.0421, d4.dn_loss_bbox: 0.2989, d4.dn_loss_iou: 0.4361, loss: 10.9698, grad_norm: 20.1163 2023-11-06 17:37:07,651 - mmdet - INFO - Epoch [4][3250/3665] lr: 5.563e-06, eta: 6:46:22, time: 0.822, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2842, interm_loss_bbox: 0.2048, interm_loss_iou: 0.4685, loss_cls: 0.2348, loss_bbox: 0.1627, loss_iou: 0.4003, d0.loss_cls: 0.3017, d0.loss_bbox: 0.1704, d0.loss_iou: 0.4128, d1.loss_cls: 0.2667, d1.loss_bbox: 0.1652, d1.loss_iou: 0.4025, d2.loss_cls: 0.2489, d2.loss_bbox: 0.1613, d2.loss_iou: 0.3985, d3.loss_cls: 0.2401, d3.loss_bbox: 0.1613, d3.loss_iou: 0.3982, d4.loss_cls: 0.2355, d4.loss_bbox: 0.1622, d4.loss_iou: 0.4001, dn_loss_cls: 0.0431, dn_loss_bbox: 0.2806, dn_loss_iou: 0.4337, d0.dn_loss_cls: 0.0789, d0.dn_loss_bbox: 0.3939, d0.dn_loss_iou: 0.5647, d1.dn_loss_cls: 0.0528, d1.dn_loss_bbox: 0.3073, d1.dn_loss_iou: 0.4628, d2.dn_loss_cls: 0.0457, d2.dn_loss_bbox: 0.2848, d2.dn_loss_iou: 0.4390, d3.dn_loss_cls: 0.0436, d3.dn_loss_bbox: 0.2809, d3.dn_loss_iou: 0.4337, d4.dn_loss_cls: 0.0429, d4.dn_loss_bbox: 0.2806, d4.dn_loss_iou: 0.4335, loss: 10.7830, grad_norm: 19.9441 2023-11-06 17:37:48,386 - mmdet - INFO - Epoch [4][3300/3665] lr: 5.563e-06, eta: 6:45:41, time: 0.815, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2757, interm_loss_bbox: 0.2166, interm_loss_iou: 0.4691, loss_cls: 0.2277, loss_bbox: 0.1736, loss_iou: 0.4022, d0.loss_cls: 0.2930, d0.loss_bbox: 0.1796, d0.loss_iou: 0.4129, d1.loss_cls: 0.2562, d1.loss_bbox: 0.1755, d1.loss_iou: 0.4051, d2.loss_cls: 0.2398, d2.loss_bbox: 0.1725, d2.loss_iou: 0.4005, d3.loss_cls: 0.2310, d3.loss_bbox: 0.1734, d3.loss_iou: 0.4024, d4.loss_cls: 0.2274, d4.loss_bbox: 0.1738, d4.loss_iou: 0.4025, dn_loss_cls: 0.0411, dn_loss_bbox: 0.2933, dn_loss_iou: 0.4363, d0.dn_loss_cls: 0.0761, d0.dn_loss_bbox: 0.4094, d0.dn_loss_iou: 0.5698, d1.dn_loss_cls: 0.0511, d1.dn_loss_bbox: 0.3201, d1.dn_loss_iou: 0.4654, d2.dn_loss_cls: 0.0438, d2.dn_loss_bbox: 0.2975, d2.dn_loss_iou: 0.4415, d3.dn_loss_cls: 0.0419, d3.dn_loss_bbox: 0.2935, d3.dn_loss_iou: 0.4363, d4.dn_loss_cls: 0.0409, d4.dn_loss_bbox: 0.2933, d4.dn_loss_iou: 0.4361, loss: 10.8980, grad_norm: 21.4307 2023-11-06 17:38:29,261 - mmdet - INFO - Epoch [4][3350/3665] lr: 5.563e-06, eta: 6:45:00, time: 0.817, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2787, interm_loss_bbox: 0.2084, interm_loss_iou: 0.4859, loss_cls: 0.2312, loss_bbox: 0.1690, loss_iou: 0.4192, d0.loss_cls: 0.2935, d0.loss_bbox: 0.1741, d0.loss_iou: 0.4298, d1.loss_cls: 0.2583, d1.loss_bbox: 0.1701, d1.loss_iou: 0.4227, d2.loss_cls: 0.2423, d2.loss_bbox: 0.1673, d2.loss_iou: 0.4182, d3.loss_cls: 0.2353, d3.loss_bbox: 0.1678, d3.loss_iou: 0.4175, d4.loss_cls: 0.2318, d4.loss_bbox: 0.1685, d4.loss_iou: 0.4190, dn_loss_cls: 0.0420, dn_loss_bbox: 0.2894, dn_loss_iou: 0.4378, d0.dn_loss_cls: 0.0766, d0.dn_loss_bbox: 0.4017, d0.dn_loss_iou: 0.5649, d1.dn_loss_cls: 0.0520, d1.dn_loss_bbox: 0.3149, d1.dn_loss_iou: 0.4657, d2.dn_loss_cls: 0.0445, d2.dn_loss_bbox: 0.2933, d2.dn_loss_iou: 0.4426, d3.dn_loss_cls: 0.0427, d3.dn_loss_bbox: 0.2897, d3.dn_loss_iou: 0.4378, d4.dn_loss_cls: 0.0418, d4.dn_loss_bbox: 0.2894, d4.dn_loss_iou: 0.4376, loss: 10.9730, grad_norm: 21.1085 2023-11-06 17:39:10,365 - mmdet - INFO - Epoch [4][3400/3665] lr: 5.563e-06, eta: 6:44:19, time: 0.822, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2805, interm_loss_bbox: 0.2094, interm_loss_iou: 0.4555, loss_cls: 0.2345, loss_bbox: 0.1691, loss_iou: 0.3927, d0.loss_cls: 0.3013, d0.loss_bbox: 0.1747, d0.loss_iou: 0.4022, d1.loss_cls: 0.2636, d1.loss_bbox: 0.1714, d1.loss_iou: 0.3964, d2.loss_cls: 0.2448, d2.loss_bbox: 0.1685, d2.loss_iou: 0.3927, d3.loss_cls: 0.2383, d3.loss_bbox: 0.1680, d3.loss_iou: 0.3916, d4.loss_cls: 0.2351, d4.loss_bbox: 0.1683, d4.loss_iou: 0.3919, dn_loss_cls: 0.0422, dn_loss_bbox: 0.2996, dn_loss_iou: 0.4313, d0.dn_loss_cls: 0.0776, d0.dn_loss_bbox: 0.4139, d0.dn_loss_iou: 0.5581, d1.dn_loss_cls: 0.0520, d1.dn_loss_bbox: 0.3259, d1.dn_loss_iou: 0.4588, d2.dn_loss_cls: 0.0450, d2.dn_loss_bbox: 0.3036, d2.dn_loss_iou: 0.4365, d3.dn_loss_cls: 0.0430, d3.dn_loss_bbox: 0.2997, d3.dn_loss_iou: 0.4314, d4.dn_loss_cls: 0.0421, d4.dn_loss_bbox: 0.2996, d4.dn_loss_iou: 0.4312, loss: 10.8418, grad_norm: 21.0659 2023-11-06 17:39:51,113 - mmdet - INFO - Epoch [4][3450/3665] lr: 5.563e-06, eta: 6:43:37, time: 0.815, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2755, interm_loss_bbox: 0.2093, interm_loss_iou: 0.4673, loss_cls: 0.2275, loss_bbox: 0.1727, loss_iou: 0.4032, d0.loss_cls: 0.2912, d0.loss_bbox: 0.1783, d0.loss_iou: 0.4147, d1.loss_cls: 0.2533, d1.loss_bbox: 0.1754, d1.loss_iou: 0.4072, d2.loss_cls: 0.2383, d2.loss_bbox: 0.1710, d2.loss_iou: 0.4010, d3.loss_cls: 0.2301, d3.loss_bbox: 0.1723, d3.loss_iou: 0.4029, d4.loss_cls: 0.2274, d4.loss_bbox: 0.1729, d4.loss_iou: 0.4028, dn_loss_cls: 0.0395, dn_loss_bbox: 0.2975, dn_loss_iou: 0.4282, d0.dn_loss_cls: 0.0761, d0.dn_loss_bbox: 0.4091, d0.dn_loss_iou: 0.5551, d1.dn_loss_cls: 0.0504, d1.dn_loss_bbox: 0.3236, d1.dn_loss_iou: 0.4568, d2.dn_loss_cls: 0.0427, d2.dn_loss_bbox: 0.3019, d2.dn_loss_iou: 0.4334, d3.dn_loss_cls: 0.0404, d3.dn_loss_bbox: 0.2978, d3.dn_loss_iou: 0.4284, d4.dn_loss_cls: 0.0394, d4.dn_loss_bbox: 0.2975, d4.dn_loss_iou: 0.4281, loss: 10.8402, grad_norm: 21.3274 2023-11-06 17:40:31,658 - mmdet - INFO - Epoch [4][3500/3665] lr: 5.563e-06, eta: 6:42:55, time: 0.811, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2854, interm_loss_bbox: 0.2131, interm_loss_iou: 0.4760, loss_cls: 0.2410, loss_bbox: 0.1702, loss_iou: 0.4037, d0.loss_cls: 0.3021, d0.loss_bbox: 0.1772, d0.loss_iou: 0.4168, d1.loss_cls: 0.2698, d1.loss_bbox: 0.1740, d1.loss_iou: 0.4079, d2.loss_cls: 0.2513, d2.loss_bbox: 0.1708, d2.loss_iou: 0.4049, d3.loss_cls: 0.2420, d3.loss_bbox: 0.1710, d3.loss_iou: 0.4048, d4.loss_cls: 0.2403, d4.loss_bbox: 0.1708, d4.loss_iou: 0.4043, dn_loss_cls: 0.0405, dn_loss_bbox: 0.2867, dn_loss_iou: 0.4277, d0.dn_loss_cls: 0.0760, d0.dn_loss_bbox: 0.4007, d0.dn_loss_iou: 0.5554, d1.dn_loss_cls: 0.0502, d1.dn_loss_bbox: 0.3123, d1.dn_loss_iou: 0.4555, d2.dn_loss_cls: 0.0430, d2.dn_loss_bbox: 0.2906, d2.dn_loss_iou: 0.4327, d3.dn_loss_cls: 0.0407, d3.dn_loss_bbox: 0.2869, d3.dn_loss_iou: 0.4278, d4.dn_loss_cls: 0.0402, d4.dn_loss_bbox: 0.2867, d4.dn_loss_iou: 0.4276, loss: 10.8786, grad_norm: 19.7315 2023-11-06 17:41:12,168 - mmdet - INFO - Epoch [4][3550/3665] lr: 5.563e-06, eta: 6:42:13, time: 0.810, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2850, interm_loss_bbox: 0.2223, interm_loss_iou: 0.4803, loss_cls: 0.2413, loss_bbox: 0.1761, loss_iou: 0.4057, d0.loss_cls: 0.3025, d0.loss_bbox: 0.1836, d0.loss_iou: 0.4181, d1.loss_cls: 0.2681, d1.loss_bbox: 0.1808, d1.loss_iou: 0.4113, d2.loss_cls: 0.2522, d2.loss_bbox: 0.1762, d2.loss_iou: 0.4056, d3.loss_cls: 0.2449, d3.loss_bbox: 0.1756, d3.loss_iou: 0.4046, d4.loss_cls: 0.2415, d4.loss_bbox: 0.1762, d4.loss_iou: 0.4054, dn_loss_cls: 0.0420, dn_loss_bbox: 0.3088, dn_loss_iou: 0.4401, d0.dn_loss_cls: 0.0787, d0.dn_loss_bbox: 0.4186, d0.dn_loss_iou: 0.5696, d1.dn_loss_cls: 0.0524, d1.dn_loss_bbox: 0.3339, d1.dn_loss_iou: 0.4682, d2.dn_loss_cls: 0.0452, d2.dn_loss_bbox: 0.3127, d2.dn_loss_iou: 0.4453, d3.dn_loss_cls: 0.0430, d3.dn_loss_bbox: 0.3091, d3.dn_loss_iou: 0.4402, d4.dn_loss_cls: 0.0419, d4.dn_loss_bbox: 0.3088, d4.dn_loss_iou: 0.4400, loss: 11.1557, grad_norm: 19.8894 2023-11-06 17:41:52,657 - mmdet - INFO - Epoch [4][3600/3665] lr: 5.563e-06, eta: 6:41:31, time: 0.810, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2850, interm_loss_bbox: 0.2134, interm_loss_iou: 0.4708, loss_cls: 0.2386, loss_bbox: 0.1719, loss_iou: 0.4034, d0.loss_cls: 0.3014, d0.loss_bbox: 0.1777, d0.loss_iou: 0.4156, d1.loss_cls: 0.2655, d1.loss_bbox: 0.1745, d1.loss_iou: 0.4086, d2.loss_cls: 0.2491, d2.loss_bbox: 0.1720, d2.loss_iou: 0.4048, d3.loss_cls: 0.2418, d3.loss_bbox: 0.1713, d3.loss_iou: 0.4036, d4.loss_cls: 0.2389, d4.loss_bbox: 0.1714, d4.loss_iou: 0.4033, dn_loss_cls: 0.0440, dn_loss_bbox: 0.3065, dn_loss_iou: 0.4360, d0.dn_loss_cls: 0.0797, d0.dn_loss_bbox: 0.4195, d0.dn_loss_iou: 0.5608, d1.dn_loss_cls: 0.0537, d1.dn_loss_bbox: 0.3323, d1.dn_loss_iou: 0.4637, d2.dn_loss_cls: 0.0467, d2.dn_loss_bbox: 0.3104, d2.dn_loss_iou: 0.4409, d3.dn_loss_cls: 0.0445, d3.dn_loss_bbox: 0.3068, d3.dn_loss_iou: 0.4362, d4.dn_loss_cls: 0.0438, d4.dn_loss_bbox: 0.3065, d4.dn_loss_iou: 0.4359, loss: 11.0507, grad_norm: 20.6174 2023-11-06 17:42:34,123 - mmdet - INFO - Epoch [4][3650/3665] lr: 5.563e-06, eta: 6:40:51, time: 0.829, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2821, interm_loss_bbox: 0.2050, interm_loss_iou: 0.4768, loss_cls: 0.2353, loss_bbox: 0.1667, loss_iou: 0.4128, d0.loss_cls: 0.3010, d0.loss_bbox: 0.1702, d0.loss_iou: 0.4200, d1.loss_cls: 0.2628, d1.loss_bbox: 0.1709, d1.loss_iou: 0.4175, d2.loss_cls: 0.2468, d2.loss_bbox: 0.1659, d2.loss_iou: 0.4123, d3.loss_cls: 0.2398, d3.loss_bbox: 0.1654, d3.loss_iou: 0.4117, d4.loss_cls: 0.2361, d4.loss_bbox: 0.1664, d4.loss_iou: 0.4126, dn_loss_cls: 0.0404, dn_loss_bbox: 0.2849, dn_loss_iou: 0.4322, d0.dn_loss_cls: 0.0771, d0.dn_loss_bbox: 0.4018, d0.dn_loss_iou: 0.5674, d1.dn_loss_cls: 0.0513, d1.dn_loss_bbox: 0.3110, d1.dn_loss_iou: 0.4607, d2.dn_loss_cls: 0.0436, d2.dn_loss_bbox: 0.2883, d2.dn_loss_iou: 0.4372, d3.dn_loss_cls: 0.0415, d3.dn_loss_bbox: 0.2850, d3.dn_loss_iou: 0.4320, d4.dn_loss_cls: 0.0404, d4.dn_loss_bbox: 0.2849, d4.dn_loss_iou: 0.4321, loss: 10.8899, grad_norm: 20.1890 2023-11-06 17:42:46,848 - mmdet - INFO - Saving checkpoint at 4 epochs 2023-11-06 17:43:54,588 - mmdet - INFO - Evaluating bbox... 2023-11-06 17:46:11,504 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.492 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.674 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.532 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.328 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.529 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.642 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.715 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.550 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.764 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.884 2023-11-06 17:46:11,507 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.586 | bicycle | 0.389 | car | 0.479 | | motorcycle | 0.482 | airplane | 0.757 | bus | 0.733 | | train | 0.726 | truck | 0.443 | boat | 0.342 | | traffic light | 0.295 | fire hydrant | 0.736 | stop sign | 0.686 | | parking meter | 0.526 | bench | 0.281 | bird | 0.440 | | cat | 0.802 | dog | 0.755 | horse | 0.655 | | sheep | 0.594 | cow | 0.646 | elephant | 0.743 | | bear | 0.830 | zebra | 0.741 | giraffe | 0.747 | | backpack | 0.199 | umbrella | 0.475 | handbag | 0.223 | | tie | 0.409 | suitcase | 0.468 | frisbee | 0.732 | | skis | 0.265 | snowboard | 0.383 | sports ball | 0.504 | | kite | 0.510 | baseball bat | 0.466 | baseball glove | 0.441 | | skateboard | 0.599 | surfboard | 0.465 | tennis racket | 0.568 | | bottle | 0.458 | wine glass | 0.433 | cup | 0.499 | | fork | 0.454 | knife | 0.303 | spoon | 0.262 | | bowl | 0.476 | banana | 0.296 | apple | 0.264 | | sandwich | 0.458 | orange | 0.360 | broccoli | 0.257 | | carrot | 0.261 | hot dog | 0.521 | pizza | 0.587 | | donut | 0.569 | cake | 0.438 | chair | 0.351 | | couch | 0.474 | potted plant | 0.313 | bed | 0.510 | | dining table | 0.316 | toilet | 0.708 | tv | 0.626 | | laptop | 0.709 | mouse | 0.673 | remote | 0.431 | | keyboard | 0.577 | cell phone | 0.442 | microwave | 0.650 | | oven | 0.398 | toaster | 0.464 | sink | 0.434 | | refrigerator | 0.612 | book | 0.193 | clock | 0.568 | | vase | 0.459 | scissors | 0.399 | teddy bear | 0.569 | | hair drier | 0.141 | toothbrush | 0.337 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-06 17:46:13,573 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx/best_bbox_mAP_epoch_3.pth was removed 2023-11-06 17:46:15,805 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_4.pth. 2023-11-06 17:46:15,806 - mmdet - INFO - Best bbox_mAP is 0.4917 at 4 epoch. 2023-11-06 17:46:15,806 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx.py 2023-11-06 17:46:15,806 - mmdet - INFO - Epoch(val) [4][625] bbox_mAP: 0.4917, bbox_mAP_50: 0.6740, bbox_mAP_75: 0.5322, bbox_mAP_s: 0.3285, bbox_mAP_m: 0.5286, bbox_mAP_l: 0.6415, bbox_mAP_copypaste: 0.4917 0.6740 0.5322 0.3285 0.5286 0.6415 2023-11-06 17:47:04,846 - mmdet - INFO - Epoch [5][50/3665] lr: 5.563e-06, eta: 6:39:49, time: 0.980, data_time: 0.066, memory: 22742, interm_loss_cls: 0.2758, interm_loss_bbox: 0.2007, interm_loss_iou: 0.4733, loss_cls: 0.2308, loss_bbox: 0.1623, loss_iou: 0.4069, d0.loss_cls: 0.2956, d0.loss_bbox: 0.1659, d0.loss_iou: 0.4170, d1.loss_cls: 0.2592, d1.loss_bbox: 0.1646, d1.loss_iou: 0.4120, d2.loss_cls: 0.2415, d2.loss_bbox: 0.1623, d2.loss_iou: 0.4075, d3.loss_cls: 0.2344, d3.loss_bbox: 0.1608, d3.loss_iou: 0.4054, d4.loss_cls: 0.2313, d4.loss_bbox: 0.1618, d4.loss_iou: 0.4069, dn_loss_cls: 0.0404, dn_loss_bbox: 0.2771, dn_loss_iou: 0.4241, d0.dn_loss_cls: 0.0767, d0.dn_loss_bbox: 0.3848, d0.dn_loss_iou: 0.5501, d1.dn_loss_cls: 0.0507, d1.dn_loss_bbox: 0.3015, d1.dn_loss_iou: 0.4507, d2.dn_loss_cls: 0.0430, d2.dn_loss_bbox: 0.2812, d2.dn_loss_iou: 0.4289, d3.dn_loss_cls: 0.0411, d3.dn_loss_bbox: 0.2773, d3.dn_loss_iou: 0.4242, d4.dn_loss_cls: 0.0403, d4.dn_loss_bbox: 0.2771, d4.dn_loss_iou: 0.4240, loss: 10.6692, grad_norm: 20.7455 2023-11-06 17:47:46,320 - mmdet - INFO - Epoch [5][100/3665] lr: 5.563e-06, eta: 6:39:09, time: 0.830, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2689, interm_loss_bbox: 0.2035, interm_loss_iou: 0.4543, loss_cls: 0.2266, loss_bbox: 0.1663, loss_iou: 0.3892, d0.loss_cls: 0.2847, d0.loss_bbox: 0.1723, d0.loss_iou: 0.4025, d1.loss_cls: 0.2503, d1.loss_bbox: 0.1687, d1.loss_iou: 0.3950, d2.loss_cls: 0.2345, d2.loss_bbox: 0.1673, d2.loss_iou: 0.3905, d3.loss_cls: 0.2286, d3.loss_bbox: 0.1669, d3.loss_iou: 0.3891, d4.loss_cls: 0.2261, d4.loss_bbox: 0.1669, d4.loss_iou: 0.3894, dn_loss_cls: 0.0399, dn_loss_bbox: 0.2858, dn_loss_iou: 0.4230, d0.dn_loss_cls: 0.0758, d0.dn_loss_bbox: 0.3960, d0.dn_loss_iou: 0.5479, d1.dn_loss_cls: 0.0502, d1.dn_loss_bbox: 0.3101, d1.dn_loss_iou: 0.4498, d2.dn_loss_cls: 0.0431, d2.dn_loss_bbox: 0.2897, d2.dn_loss_iou: 0.4277, d3.dn_loss_cls: 0.0409, d3.dn_loss_bbox: 0.2860, d3.dn_loss_iou: 0.4230, d4.dn_loss_cls: 0.0398, d4.dn_loss_bbox: 0.2857, d4.dn_loss_iou: 0.4229, loss: 10.5790, grad_norm: 19.5169 2023-11-06 17:48:27,468 - mmdet - INFO - Epoch [5][150/3665] lr: 5.563e-06, eta: 6:38:29, time: 0.823, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2732, interm_loss_bbox: 0.2110, interm_loss_iou: 0.4532, loss_cls: 0.2263, loss_bbox: 0.1741, loss_iou: 0.3907, d0.loss_cls: 0.2909, d0.loss_bbox: 0.1808, d0.loss_iou: 0.4041, d1.loss_cls: 0.2548, d1.loss_bbox: 0.1757, d1.loss_iou: 0.3941, d2.loss_cls: 0.2372, d2.loss_bbox: 0.1738, d2.loss_iou: 0.3909, d3.loss_cls: 0.2305, d3.loss_bbox: 0.1730, d3.loss_iou: 0.3893, d4.loss_cls: 0.2270, d4.loss_bbox: 0.1738, d4.loss_iou: 0.3905, dn_loss_cls: 0.0406, dn_loss_bbox: 0.3014, dn_loss_iou: 0.4254, d0.dn_loss_cls: 0.0756, d0.dn_loss_bbox: 0.4158, d0.dn_loss_iou: 0.5533, d1.dn_loss_cls: 0.0504, d1.dn_loss_bbox: 0.3284, d1.dn_loss_iou: 0.4538, d2.dn_loss_cls: 0.0434, d2.dn_loss_bbox: 0.3056, d2.dn_loss_iou: 0.4308, d3.dn_loss_cls: 0.0412, d3.dn_loss_bbox: 0.3017, d3.dn_loss_iou: 0.4255, d4.dn_loss_cls: 0.0403, d4.dn_loss_bbox: 0.3014, d4.dn_loss_iou: 0.4253, loss: 10.7749, grad_norm: 18.6556 2023-11-06 17:49:08,796 - mmdet - INFO - Epoch [5][200/3665] lr: 5.563e-06, eta: 6:37:48, time: 0.827, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2676, interm_loss_bbox: 0.2049, interm_loss_iou: 0.4708, loss_cls: 0.2225, loss_bbox: 0.1640, loss_iou: 0.4004, d0.loss_cls: 0.2839, d0.loss_bbox: 0.1712, d0.loss_iou: 0.4142, d1.loss_cls: 0.2485, d1.loss_bbox: 0.1683, d1.loss_iou: 0.4062, d2.loss_cls: 0.2327, d2.loss_bbox: 0.1643, d2.loss_iou: 0.4005, d3.loss_cls: 0.2258, d3.loss_bbox: 0.1636, d3.loss_iou: 0.4001, d4.loss_cls: 0.2223, d4.loss_bbox: 0.1640, d4.loss_iou: 0.4006, dn_loss_cls: 0.0395, dn_loss_bbox: 0.2757, dn_loss_iou: 0.4260, d0.dn_loss_cls: 0.0738, d0.dn_loss_bbox: 0.3847, d0.dn_loss_iou: 0.5517, d1.dn_loss_cls: 0.0487, d1.dn_loss_bbox: 0.3002, d1.dn_loss_iou: 0.4524, d2.dn_loss_cls: 0.0420, d2.dn_loss_bbox: 0.2795, d2.dn_loss_iou: 0.4309, d3.dn_loss_cls: 0.0399, d3.dn_loss_bbox: 0.2760, d3.dn_loss_iou: 0.4262, d4.dn_loss_cls: 0.0393, d4.dn_loss_bbox: 0.2757, d4.dn_loss_iou: 0.4260, loss: 10.5846, grad_norm: 19.0833 2023-11-06 17:49:49,383 - mmdet - INFO - Epoch [5][250/3665] lr: 5.563e-06, eta: 6:37:07, time: 0.812, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2748, interm_loss_bbox: 0.2100, interm_loss_iou: 0.4789, loss_cls: 0.2284, loss_bbox: 0.1656, loss_iou: 0.4034, d0.loss_cls: 0.2929, d0.loss_bbox: 0.1696, d0.loss_iou: 0.4143, d1.loss_cls: 0.2563, d1.loss_bbox: 0.1675, d1.loss_iou: 0.4081, d2.loss_cls: 0.2385, d2.loss_bbox: 0.1650, d2.loss_iou: 0.4031, d3.loss_cls: 0.2312, d3.loss_bbox: 0.1653, d3.loss_iou: 0.4033, d4.loss_cls: 0.2289, d4.loss_bbox: 0.1652, d4.loss_iou: 0.4031, dn_loss_cls: 0.0403, dn_loss_bbox: 0.2811, dn_loss_iou: 0.4223, d0.dn_loss_cls: 0.0759, d0.dn_loss_bbox: 0.3958, d0.dn_loss_iou: 0.5503, d1.dn_loss_cls: 0.0503, d1.dn_loss_bbox: 0.3086, d1.dn_loss_iou: 0.4511, d2.dn_loss_cls: 0.0432, d2.dn_loss_bbox: 0.2856, d2.dn_loss_iou: 0.4275, d3.dn_loss_cls: 0.0411, d3.dn_loss_bbox: 0.2814, d3.dn_loss_iou: 0.4223, d4.dn_loss_cls: 0.0403, d4.dn_loss_bbox: 0.2811, d4.dn_loss_iou: 0.4222, loss: 10.6941, grad_norm: 19.3663 2023-11-06 17:50:30,479 - mmdet - INFO - Epoch [5][300/3665] lr: 5.563e-06, eta: 6:36:26, time: 0.822, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2713, interm_loss_bbox: 0.2051, interm_loss_iou: 0.4621, loss_cls: 0.2244, loss_bbox: 0.1659, loss_iou: 0.3941, d0.loss_cls: 0.2887, d0.loss_bbox: 0.1694, d0.loss_iou: 0.4048, d1.loss_cls: 0.2511, d1.loss_bbox: 0.1695, d1.loss_iou: 0.4004, d2.loss_cls: 0.2346, d2.loss_bbox: 0.1659, d2.loss_iou: 0.3944, d3.loss_cls: 0.2266, d3.loss_bbox: 0.1663, d3.loss_iou: 0.3941, d4.loss_cls: 0.2247, d4.loss_bbox: 0.1657, d4.loss_iou: 0.3939, dn_loss_cls: 0.0401, dn_loss_bbox: 0.2832, dn_loss_iou: 0.4240, d0.dn_loss_cls: 0.0745, d0.dn_loss_bbox: 0.3994, d0.dn_loss_iou: 0.5522, d1.dn_loss_cls: 0.0499, d1.dn_loss_bbox: 0.3093, d1.dn_loss_iou: 0.4516, d2.dn_loss_cls: 0.0431, d2.dn_loss_bbox: 0.2873, d2.dn_loss_iou: 0.4291, d3.dn_loss_cls: 0.0408, d3.dn_loss_bbox: 0.2835, d3.dn_loss_iou: 0.4242, d4.dn_loss_cls: 0.0400, d4.dn_loss_bbox: 0.2832, d4.dn_loss_iou: 0.4239, loss: 10.6122, grad_norm: 20.0661 2023-11-06 17:51:11,369 - mmdet - INFO - Epoch [5][350/3665] lr: 5.563e-06, eta: 6:35:45, time: 0.818, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2700, interm_loss_bbox: 0.2058, interm_loss_iou: 0.4541, loss_cls: 0.2215, loss_bbox: 0.1653, loss_iou: 0.3869, d0.loss_cls: 0.2865, d0.loss_bbox: 0.1722, d0.loss_iou: 0.4000, d1.loss_cls: 0.2538, d1.loss_bbox: 0.1675, d1.loss_iou: 0.3907, d2.loss_cls: 0.2322, d2.loss_bbox: 0.1656, d2.loss_iou: 0.3864, d3.loss_cls: 0.2245, d3.loss_bbox: 0.1651, d3.loss_iou: 0.3865, d4.loss_cls: 0.2214, d4.loss_bbox: 0.1652, d4.loss_iou: 0.3868, dn_loss_cls: 0.0383, dn_loss_bbox: 0.2848, dn_loss_iou: 0.4234, d0.dn_loss_cls: 0.0736, d0.dn_loss_bbox: 0.3998, d0.dn_loss_iou: 0.5514, d1.dn_loss_cls: 0.0486, d1.dn_loss_bbox: 0.3108, d1.dn_loss_iou: 0.4514, d2.dn_loss_cls: 0.0415, d2.dn_loss_bbox: 0.2892, d2.dn_loss_iou: 0.4284, d3.dn_loss_cls: 0.0392, d3.dn_loss_bbox: 0.2851, d3.dn_loss_iou: 0.4235, d4.dn_loss_cls: 0.0384, d4.dn_loss_bbox: 0.2848, d4.dn_loss_iou: 0.4232, loss: 10.5433, grad_norm: 20.1966 2023-11-06 17:51:51,969 - mmdet - INFO - Epoch [5][400/3665] lr: 5.563e-06, eta: 6:35:03, time: 0.812, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2712, interm_loss_bbox: 0.2094, interm_loss_iou: 0.4533, loss_cls: 0.2213, loss_bbox: 0.1688, loss_iou: 0.3889, d0.loss_cls: 0.2879, d0.loss_bbox: 0.1730, d0.loss_iou: 0.3982, d1.loss_cls: 0.2543, d1.loss_bbox: 0.1689, d1.loss_iou: 0.3898, d2.loss_cls: 0.2338, d2.loss_bbox: 0.1681, d2.loss_iou: 0.3867, d3.loss_cls: 0.2242, d3.loss_bbox: 0.1689, d3.loss_iou: 0.3880, d4.loss_cls: 0.2222, d4.loss_bbox: 0.1684, d4.loss_iou: 0.3881, dn_loss_cls: 0.0388, dn_loss_bbox: 0.2980, dn_loss_iou: 0.4159, d0.dn_loss_cls: 0.0747, d0.dn_loss_bbox: 0.4187, d0.dn_loss_iou: 0.5461, d1.dn_loss_cls: 0.0497, d1.dn_loss_bbox: 0.3261, d1.dn_loss_iou: 0.4458, d2.dn_loss_cls: 0.0422, d2.dn_loss_bbox: 0.3024, d2.dn_loss_iou: 0.4213, d3.dn_loss_cls: 0.0398, d3.dn_loss_bbox: 0.2981, d3.dn_loss_iou: 0.4161, d4.dn_loss_cls: 0.0389, d4.dn_loss_bbox: 0.2981, d4.dn_loss_iou: 0.4158, loss: 10.6200, grad_norm: 18.8960 2023-11-06 17:52:34,045 - mmdet - INFO - Epoch [5][450/3665] lr: 5.563e-06, eta: 6:34:24, time: 0.841, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2695, interm_loss_bbox: 0.2145, interm_loss_iou: 0.4636, loss_cls: 0.2246, loss_bbox: 0.1699, loss_iou: 0.3920, d0.loss_cls: 0.2862, d0.loss_bbox: 0.1787, d0.loss_iou: 0.4085, d1.loss_cls: 0.2523, d1.loss_bbox: 0.1742, d1.loss_iou: 0.4004, d2.loss_cls: 0.2369, d2.loss_bbox: 0.1691, d2.loss_iou: 0.3920, d3.loss_cls: 0.2284, d3.loss_bbox: 0.1691, d3.loss_iou: 0.3916, d4.loss_cls: 0.2248, d4.loss_bbox: 0.1696, d4.loss_iou: 0.3924, dn_loss_cls: 0.0399, dn_loss_bbox: 0.2901, dn_loss_iou: 0.4230, d0.dn_loss_cls: 0.0750, d0.dn_loss_bbox: 0.4058, d0.dn_loss_iou: 0.5512, d1.dn_loss_cls: 0.0503, d1.dn_loss_bbox: 0.3168, d1.dn_loss_iou: 0.4518, d2.dn_loss_cls: 0.0428, d2.dn_loss_bbox: 0.2943, d2.dn_loss_iou: 0.4281, d3.dn_loss_cls: 0.0407, d3.dn_loss_bbox: 0.2903, d3.dn_loss_iou: 0.4231, d4.dn_loss_cls: 0.0397, d4.dn_loss_bbox: 0.2901, d4.dn_loss_iou: 0.4229, loss: 10.6840, grad_norm: 21.1672 2023-11-06 17:53:15,439 - mmdet - INFO - Epoch [5][500/3665] lr: 5.563e-06, eta: 6:33:44, time: 0.828, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2745, interm_loss_bbox: 0.2084, interm_loss_iou: 0.4709, loss_cls: 0.2266, loss_bbox: 0.1684, loss_iou: 0.4007, d0.loss_cls: 0.2911, d0.loss_bbox: 0.1722, d0.loss_iou: 0.4131, d1.loss_cls: 0.2553, d1.loss_bbox: 0.1703, d1.loss_iou: 0.4059, d2.loss_cls: 0.2394, d2.loss_bbox: 0.1664, d2.loss_iou: 0.3990, d3.loss_cls: 0.2321, d3.loss_bbox: 0.1661, d3.loss_iou: 0.3987, d4.loss_cls: 0.2279, d4.loss_bbox: 0.1674, d4.loss_iou: 0.4000, dn_loss_cls: 0.0402, dn_loss_bbox: 0.2853, dn_loss_iou: 0.4250, d0.dn_loss_cls: 0.0755, d0.dn_loss_bbox: 0.3953, d0.dn_loss_iou: 0.5505, d1.dn_loss_cls: 0.0505, d1.dn_loss_bbox: 0.3101, d1.dn_loss_iou: 0.4527, d2.dn_loss_cls: 0.0430, d2.dn_loss_bbox: 0.2890, d2.dn_loss_iou: 0.4303, d3.dn_loss_cls: 0.0410, d3.dn_loss_bbox: 0.2855, d3.dn_loss_iou: 0.4251, d4.dn_loss_cls: 0.0402, d4.dn_loss_bbox: 0.2853, d4.dn_loss_iou: 0.4249, loss: 10.7040, grad_norm: 21.1531 2023-11-06 17:53:56,811 - mmdet - INFO - Epoch [5][550/3665] lr: 5.563e-06, eta: 6:33:04, time: 0.827, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2691, interm_loss_bbox: 0.2070, interm_loss_iou: 0.4536, loss_cls: 0.2207, loss_bbox: 0.1673, loss_iou: 0.3886, d0.loss_cls: 0.2840, d0.loss_bbox: 0.1727, d0.loss_iou: 0.4007, d1.loss_cls: 0.2470, d1.loss_bbox: 0.1709, d1.loss_iou: 0.3925, d2.loss_cls: 0.2317, d2.loss_bbox: 0.1675, d2.loss_iou: 0.3876, d3.loss_cls: 0.2237, d3.loss_bbox: 0.1679, d3.loss_iou: 0.3883, d4.loss_cls: 0.2211, d4.loss_bbox: 0.1674, d4.loss_iou: 0.3883, dn_loss_cls: 0.0380, dn_loss_bbox: 0.2893, dn_loss_iou: 0.4121, d0.dn_loss_cls: 0.0746, d0.dn_loss_bbox: 0.4036, d0.dn_loss_iou: 0.5390, d1.dn_loss_cls: 0.0484, d1.dn_loss_bbox: 0.3144, d1.dn_loss_iou: 0.4393, d2.dn_loss_cls: 0.0412, d2.dn_loss_bbox: 0.2929, d2.dn_loss_iou: 0.4167, d3.dn_loss_cls: 0.0389, d3.dn_loss_bbox: 0.2895, d3.dn_loss_iou: 0.4122, d4.dn_loss_cls: 0.0381, d4.dn_loss_bbox: 0.2893, d4.dn_loss_iou: 0.4120, loss: 10.5070, grad_norm: 21.5637 2023-11-06 17:54:37,984 - mmdet - INFO - Epoch [5][600/3665] lr: 5.563e-06, eta: 6:32:23, time: 0.824, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2735, interm_loss_bbox: 0.2046, interm_loss_iou: 0.4644, loss_cls: 0.2270, loss_bbox: 0.1648, loss_iou: 0.4004, d0.loss_cls: 0.2915, d0.loss_bbox: 0.1696, d0.loss_iou: 0.4105, d1.loss_cls: 0.2551, d1.loss_bbox: 0.1688, d1.loss_iou: 0.4051, d2.loss_cls: 0.2383, d2.loss_bbox: 0.1643, d2.loss_iou: 0.3988, d3.loss_cls: 0.2307, d3.loss_bbox: 0.1640, d3.loss_iou: 0.3991, d4.loss_cls: 0.2274, d4.loss_bbox: 0.1651, d4.loss_iou: 0.4000, dn_loss_cls: 0.0397, dn_loss_bbox: 0.2918, dn_loss_iou: 0.4284, d0.dn_loss_cls: 0.0752, d0.dn_loss_bbox: 0.4064, d0.dn_loss_iou: 0.5553, d1.dn_loss_cls: 0.0498, d1.dn_loss_bbox: 0.3194, d1.dn_loss_iou: 0.4574, d2.dn_loss_cls: 0.0421, d2.dn_loss_bbox: 0.2961, d2.dn_loss_iou: 0.4336, d3.dn_loss_cls: 0.0404, d3.dn_loss_bbox: 0.2921, d3.dn_loss_iou: 0.4285, d4.dn_loss_cls: 0.0394, d4.dn_loss_bbox: 0.2919, d4.dn_loss_iou: 0.4283, loss: 10.7385, grad_norm: 21.1973 2023-11-06 17:55:18,191 - mmdet - INFO - Epoch [5][650/3665] lr: 5.563e-06, eta: 6:31:41, time: 0.804, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2695, interm_loss_bbox: 0.2045, interm_loss_iou: 0.4665, loss_cls: 0.2246, loss_bbox: 0.1643, loss_iou: 0.4020, d0.loss_cls: 0.2884, d0.loss_bbox: 0.1700, d0.loss_iou: 0.4122, d1.loss_cls: 0.2526, d1.loss_bbox: 0.1674, d1.loss_iou: 0.4060, d2.loss_cls: 0.2352, d2.loss_bbox: 0.1638, d2.loss_iou: 0.4019, d3.loss_cls: 0.2274, d3.loss_bbox: 0.1647, d3.loss_iou: 0.4025, d4.loss_cls: 0.2246, d4.loss_bbox: 0.1651, d4.loss_iou: 0.4026, dn_loss_cls: 0.0407, dn_loss_bbox: 0.2802, dn_loss_iou: 0.4197, d0.dn_loss_cls: 0.0752, d0.dn_loss_bbox: 0.3966, d0.dn_loss_iou: 0.5493, d1.dn_loss_cls: 0.0503, d1.dn_loss_bbox: 0.3081, d1.dn_loss_iou: 0.4488, d2.dn_loss_cls: 0.0433, d2.dn_loss_bbox: 0.2843, d2.dn_loss_iou: 0.4251, d3.dn_loss_cls: 0.0411, d3.dn_loss_bbox: 0.2803, d3.dn_loss_iou: 0.4198, d4.dn_loss_cls: 0.0405, d4.dn_loss_bbox: 0.2802, d4.dn_loss_iou: 0.4196, loss: 10.6188, grad_norm: 19.0174 2023-11-06 17:55:58,942 - mmdet - INFO - Epoch [5][700/3665] lr: 5.563e-06, eta: 6:30:59, time: 0.815, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2676, interm_loss_bbox: 0.1986, interm_loss_iou: 0.4579, loss_cls: 0.2191, loss_bbox: 0.1603, loss_iou: 0.3903, d0.loss_cls: 0.2859, d0.loss_bbox: 0.1646, d0.loss_iou: 0.4013, d1.loss_cls: 0.2488, d1.loss_bbox: 0.1641, d1.loss_iou: 0.3955, d2.loss_cls: 0.2294, d2.loss_bbox: 0.1615, d2.loss_iou: 0.3904, d3.loss_cls: 0.2222, d3.loss_bbox: 0.1608, d3.loss_iou: 0.3901, d4.loss_cls: 0.2192, d4.loss_bbox: 0.1608, d4.loss_iou: 0.3908, dn_loss_cls: 0.0379, dn_loss_bbox: 0.2670, dn_loss_iou: 0.4169, d0.dn_loss_cls: 0.0736, d0.dn_loss_bbox: 0.3796, d0.dn_loss_iou: 0.5479, d1.dn_loss_cls: 0.0481, d1.dn_loss_bbox: 0.2929, d1.dn_loss_iou: 0.4459, d2.dn_loss_cls: 0.0408, d2.dn_loss_bbox: 0.2712, d2.dn_loss_iou: 0.4223, d3.dn_loss_cls: 0.0387, d3.dn_loss_bbox: 0.2672, d3.dn_loss_iou: 0.4170, d4.dn_loss_cls: 0.0377, d4.dn_loss_bbox: 0.2670, d4.dn_loss_iou: 0.4168, loss: 10.3677, grad_norm: 20.4786 2023-11-06 17:56:40,020 - mmdet - INFO - Epoch [5][750/3665] lr: 5.563e-06, eta: 6:30:18, time: 0.822, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2686, interm_loss_bbox: 0.2057, interm_loss_iou: 0.4617, loss_cls: 0.2195, loss_bbox: 0.1685, loss_iou: 0.3979, d0.loss_cls: 0.2868, d0.loss_bbox: 0.1742, d0.loss_iou: 0.4061, d1.loss_cls: 0.2496, d1.loss_bbox: 0.1711, d1.loss_iou: 0.4017, d2.loss_cls: 0.2312, d2.loss_bbox: 0.1689, d2.loss_iou: 0.3977, d3.loss_cls: 0.2231, d3.loss_bbox: 0.1688, d3.loss_iou: 0.3975, d4.loss_cls: 0.2200, d4.loss_bbox: 0.1685, d4.loss_iou: 0.3982, dn_loss_cls: 0.0380, dn_loss_bbox: 0.2899, dn_loss_iou: 0.4200, d0.dn_loss_cls: 0.0735, d0.dn_loss_bbox: 0.4016, d0.dn_loss_iou: 0.5437, d1.dn_loss_cls: 0.0477, d1.dn_loss_bbox: 0.3158, d1.dn_loss_iou: 0.4471, d2.dn_loss_cls: 0.0406, d2.dn_loss_bbox: 0.2936, d2.dn_loss_iou: 0.4247, d3.dn_loss_cls: 0.0386, d3.dn_loss_bbox: 0.2901, d3.dn_loss_iou: 0.4199, d4.dn_loss_cls: 0.0379, d4.dn_loss_bbox: 0.2899, d4.dn_loss_iou: 0.4199, loss: 10.6178, grad_norm: 20.2861 2023-11-06 17:57:20,932 - mmdet - INFO - Epoch [5][800/3665] lr: 5.563e-06, eta: 6:29:37, time: 0.818, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2702, interm_loss_bbox: 0.1967, interm_loss_iou: 0.4563, loss_cls: 0.2252, loss_bbox: 0.1617, loss_iou: 0.3930, d0.loss_cls: 0.2873, d0.loss_bbox: 0.1658, d0.loss_iou: 0.4026, d1.loss_cls: 0.2531, d1.loss_bbox: 0.1637, d1.loss_iou: 0.3972, d2.loss_cls: 0.2362, d2.loss_bbox: 0.1606, d2.loss_iou: 0.3920, d3.loss_cls: 0.2276, d3.loss_bbox: 0.1616, d3.loss_iou: 0.3929, d4.loss_cls: 0.2247, d4.loss_bbox: 0.1620, d4.loss_iou: 0.3934, dn_loss_cls: 0.0421, dn_loss_bbox: 0.2819, dn_loss_iou: 0.4223, d0.dn_loss_cls: 0.0771, d0.dn_loss_bbox: 0.3931, d0.dn_loss_iou: 0.5471, d1.dn_loss_cls: 0.0514, d1.dn_loss_bbox: 0.3066, d1.dn_loss_iou: 0.4486, d2.dn_loss_cls: 0.0446, d2.dn_loss_bbox: 0.2862, d2.dn_loss_iou: 0.4274, d3.dn_loss_cls: 0.0427, d3.dn_loss_bbox: 0.2821, d3.dn_loss_iou: 0.4225, d4.dn_loss_cls: 0.0418, d4.dn_loss_bbox: 0.2819, d4.dn_loss_iou: 0.4222, loss: 10.5456, grad_norm: 19.8394 2023-11-06 17:58:01,860 - mmdet - INFO - Epoch [5][850/3665] lr: 5.563e-06, eta: 6:28:56, time: 0.818, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2750, interm_loss_bbox: 0.2041, interm_loss_iou: 0.4624, loss_cls: 0.2243, loss_bbox: 0.1684, loss_iou: 0.4005, d0.loss_cls: 0.2912, d0.loss_bbox: 0.1669, d0.loss_iou: 0.4055, d1.loss_cls: 0.2525, d1.loss_bbox: 0.1675, d1.loss_iou: 0.4022, d2.loss_cls: 0.2346, d2.loss_bbox: 0.1665, d2.loss_iou: 0.3997, d3.loss_cls: 0.2285, d3.loss_bbox: 0.1662, d3.loss_iou: 0.3989, d4.loss_cls: 0.2252, d4.loss_bbox: 0.1677, d4.loss_iou: 0.3998, dn_loss_cls: 0.0402, dn_loss_bbox: 0.2773, dn_loss_iou: 0.4279, d0.dn_loss_cls: 0.0749, d0.dn_loss_bbox: 0.3864, d0.dn_loss_iou: 0.5523, d1.dn_loss_cls: 0.0504, d1.dn_loss_bbox: 0.3029, d1.dn_loss_iou: 0.4550, d2.dn_loss_cls: 0.0429, d2.dn_loss_bbox: 0.2812, d2.dn_loss_iou: 0.4330, d3.dn_loss_cls: 0.0409, d3.dn_loss_bbox: 0.2775, d3.dn_loss_iou: 0.4279, d4.dn_loss_cls: 0.0401, d4.dn_loss_bbox: 0.2772, d4.dn_loss_iou: 0.4278, loss: 10.6232, grad_norm: 20.6635 2023-11-06 17:58:43,311 - mmdet - INFO - Epoch [5][900/3665] lr: 5.563e-06, eta: 6:28:16, time: 0.829, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2701, interm_loss_bbox: 0.2042, interm_loss_iou: 0.4637, loss_cls: 0.2238, loss_bbox: 0.1645, loss_iou: 0.3950, d0.loss_cls: 0.2884, d0.loss_bbox: 0.1679, d0.loss_iou: 0.4066, d1.loss_cls: 0.2504, d1.loss_bbox: 0.1672, d1.loss_iou: 0.3998, d2.loss_cls: 0.2329, d2.loss_bbox: 0.1645, d2.loss_iou: 0.3967, d3.loss_cls: 0.2255, d3.loss_bbox: 0.1646, d3.loss_iou: 0.3964, d4.loss_cls: 0.2241, d4.loss_bbox: 0.1644, d4.loss_iou: 0.3954, dn_loss_cls: 0.0402, dn_loss_bbox: 0.2776, dn_loss_iou: 0.4281, d0.dn_loss_cls: 0.0749, d0.dn_loss_bbox: 0.3861, d0.dn_loss_iou: 0.5556, d1.dn_loss_cls: 0.0504, d1.dn_loss_bbox: 0.3016, d1.dn_loss_iou: 0.4564, d2.dn_loss_cls: 0.0430, d2.dn_loss_bbox: 0.2812, d2.dn_loss_iou: 0.4332, d3.dn_loss_cls: 0.0409, d3.dn_loss_bbox: 0.2779, d3.dn_loss_iou: 0.4282, d4.dn_loss_cls: 0.0401, d4.dn_loss_bbox: 0.2777, d4.dn_loss_iou: 0.4280, loss: 10.5869, grad_norm: 20.1623 2023-11-06 17:59:24,660 - mmdet - INFO - Epoch [5][950/3665] lr: 5.563e-06, eta: 6:27:36, time: 0.827, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2742, interm_loss_bbox: 0.2045, interm_loss_iou: 0.4603, loss_cls: 0.2286, loss_bbox: 0.1599, loss_iou: 0.3899, d0.loss_cls: 0.2903, d0.loss_bbox: 0.1675, d0.loss_iou: 0.4036, d1.loss_cls: 0.2538, d1.loss_bbox: 0.1648, d1.loss_iou: 0.3963, d2.loss_cls: 0.2383, d2.loss_bbox: 0.1602, d2.loss_iou: 0.3901, d3.loss_cls: 0.2303, d3.loss_bbox: 0.1604, d3.loss_iou: 0.3900, d4.loss_cls: 0.2282, d4.loss_bbox: 0.1600, d4.loss_iou: 0.3897, dn_loss_cls: 0.0392, dn_loss_bbox: 0.2746, dn_loss_iou: 0.4199, d0.dn_loss_cls: 0.0739, d0.dn_loss_bbox: 0.3875, d0.dn_loss_iou: 0.5462, d1.dn_loss_cls: 0.0486, d1.dn_loss_bbox: 0.3012, d1.dn_loss_iou: 0.4483, d2.dn_loss_cls: 0.0416, d2.dn_loss_bbox: 0.2788, d2.dn_loss_iou: 0.4249, d3.dn_loss_cls: 0.0397, d3.dn_loss_bbox: 0.2749, d3.dn_loss_iou: 0.4200, d4.dn_loss_cls: 0.0389, d4.dn_loss_bbox: 0.2746, d4.dn_loss_iou: 0.4198, loss: 10.4935, grad_norm: 20.0807 2023-11-06 18:00:05,561 - mmdet - INFO - Epoch [5][1000/3665] lr: 5.563e-06, eta: 6:26:55, time: 0.818, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2692, interm_loss_bbox: 0.2064, interm_loss_iou: 0.4621, loss_cls: 0.2230, loss_bbox: 0.1665, loss_iou: 0.3992, d0.loss_cls: 0.2883, d0.loss_bbox: 0.1725, d0.loss_iou: 0.4100, d1.loss_cls: 0.2501, d1.loss_bbox: 0.1699, d1.loss_iou: 0.4040, d2.loss_cls: 0.2334, d2.loss_bbox: 0.1662, d2.loss_iou: 0.4001, d3.loss_cls: 0.2260, d3.loss_bbox: 0.1666, d3.loss_iou: 0.3993, d4.loss_cls: 0.2232, d4.loss_bbox: 0.1667, d4.loss_iou: 0.3991, dn_loss_cls: 0.0382, dn_loss_bbox: 0.2845, dn_loss_iou: 0.4162, d0.dn_loss_cls: 0.0727, d0.dn_loss_bbox: 0.3986, d0.dn_loss_iou: 0.5442, d1.dn_loss_cls: 0.0478, d1.dn_loss_bbox: 0.3099, d1.dn_loss_iou: 0.4436, d2.dn_loss_cls: 0.0408, d2.dn_loss_bbox: 0.2888, d2.dn_loss_iou: 0.4217, d3.dn_loss_cls: 0.0388, d3.dn_loss_bbox: 0.2846, d3.dn_loss_iou: 0.4163, d4.dn_loss_cls: 0.0379, d4.dn_loss_bbox: 0.2846, d4.dn_loss_iou: 0.4161, loss: 10.5870, grad_norm: 19.6795 2023-11-06 18:00:46,108 - mmdet - INFO - Epoch [5][1050/3665] lr: 5.563e-06, eta: 6:26:13, time: 0.811, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2716, interm_loss_bbox: 0.2107, interm_loss_iou: 0.4585, loss_cls: 0.2244, loss_bbox: 0.1692, loss_iou: 0.3922, d0.loss_cls: 0.2889, d0.loss_bbox: 0.1750, d0.loss_iou: 0.4011, d1.loss_cls: 0.2529, d1.loss_bbox: 0.1727, d1.loss_iou: 0.3961, d2.loss_cls: 0.2349, d2.loss_bbox: 0.1692, d2.loss_iou: 0.3917, d3.loss_cls: 0.2271, d3.loss_bbox: 0.1697, d3.loss_iou: 0.3931, d4.loss_cls: 0.2250, d4.loss_bbox: 0.1692, d4.loss_iou: 0.3922, dn_loss_cls: 0.0395, dn_loss_bbox: 0.2869, dn_loss_iou: 0.4218, d0.dn_loss_cls: 0.0744, d0.dn_loss_bbox: 0.4020, d0.dn_loss_iou: 0.5491, d1.dn_loss_cls: 0.0492, d1.dn_loss_bbox: 0.3121, d1.dn_loss_iou: 0.4500, d2.dn_loss_cls: 0.0422, d2.dn_loss_bbox: 0.2907, d2.dn_loss_iou: 0.4271, d3.dn_loss_cls: 0.0402, d3.dn_loss_bbox: 0.2871, d3.dn_loss_iou: 0.4219, d4.dn_loss_cls: 0.0395, d4.dn_loss_bbox: 0.2869, d4.dn_loss_iou: 0.4217, loss: 10.6277, grad_norm: 19.3430 2023-11-06 18:01:27,067 - mmdet - INFO - Epoch [5][1100/3665] lr: 5.563e-06, eta: 6:25:32, time: 0.819, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2726, interm_loss_bbox: 0.2039, interm_loss_iou: 0.4722, loss_cls: 0.2252, loss_bbox: 0.1654, loss_iou: 0.4072, d0.loss_cls: 0.2880, d0.loss_bbox: 0.1684, d0.loss_iou: 0.4179, d1.loss_cls: 0.2535, d1.loss_bbox: 0.1657, d1.loss_iou: 0.4093, d2.loss_cls: 0.2357, d2.loss_bbox: 0.1638, d2.loss_iou: 0.4068, d3.loss_cls: 0.2286, d3.loss_bbox: 0.1653, d3.loss_iou: 0.4071, d4.loss_cls: 0.2251, d4.loss_bbox: 0.1657, d4.loss_iou: 0.4073, dn_loss_cls: 0.0374, dn_loss_bbox: 0.2768, dn_loss_iou: 0.4233, d0.dn_loss_cls: 0.0739, d0.dn_loss_bbox: 0.3916, d0.dn_loss_iou: 0.5548, d1.dn_loss_cls: 0.0478, d1.dn_loss_bbox: 0.3031, d1.dn_loss_iou: 0.4522, d2.dn_loss_cls: 0.0407, d2.dn_loss_bbox: 0.2807, d2.dn_loss_iou: 0.4284, d3.dn_loss_cls: 0.0384, d3.dn_loss_bbox: 0.2771, d3.dn_loss_iou: 0.4234, d4.dn_loss_cls: 0.0375, d4.dn_loss_bbox: 0.2768, d4.dn_loss_iou: 0.4231, loss: 10.6417, grad_norm: 22.3636 2023-11-06 18:02:08,245 - mmdet - INFO - Epoch [5][1150/3665] lr: 5.563e-06, eta: 6:24:51, time: 0.824, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2718, interm_loss_bbox: 0.2048, interm_loss_iou: 0.4560, loss_cls: 0.2280, loss_bbox: 0.1674, loss_iou: 0.3953, d0.loss_cls: 0.2916, d0.loss_bbox: 0.1718, d0.loss_iou: 0.4035, d1.loss_cls: 0.2547, d1.loss_bbox: 0.1706, d1.loss_iou: 0.4006, d2.loss_cls: 0.2381, d2.loss_bbox: 0.1677, d2.loss_iou: 0.3948, d3.loss_cls: 0.2314, d3.loss_bbox: 0.1671, d3.loss_iou: 0.3947, d4.loss_cls: 0.2278, d4.loss_bbox: 0.1678, d4.loss_iou: 0.3957, dn_loss_cls: 0.0385, dn_loss_bbox: 0.2843, dn_loss_iou: 0.4149, d0.dn_loss_cls: 0.0734, d0.dn_loss_bbox: 0.3955, d0.dn_loss_iou: 0.5394, d1.dn_loss_cls: 0.0483, d1.dn_loss_bbox: 0.3109, d1.dn_loss_iou: 0.4426, d2.dn_loss_cls: 0.0412, d2.dn_loss_bbox: 0.2887, d2.dn_loss_iou: 0.4201, d3.dn_loss_cls: 0.0395, d3.dn_loss_bbox: 0.2846, d3.dn_loss_iou: 0.4149, d4.dn_loss_cls: 0.0386, d4.dn_loss_bbox: 0.2843, d4.dn_loss_iou: 0.4148, loss: 10.5758, grad_norm: 21.4090 2023-11-06 18:02:48,875 - mmdet - INFO - Epoch [5][1200/3665] lr: 5.563e-06, eta: 6:24:09, time: 0.813, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2682, interm_loss_bbox: 0.2119, interm_loss_iou: 0.4661, loss_cls: 0.2208, loss_bbox: 0.1702, loss_iou: 0.4006, d0.loss_cls: 0.2875, d0.loss_bbox: 0.1745, d0.loss_iou: 0.4069, d1.loss_cls: 0.2482, d1.loss_bbox: 0.1737, d1.loss_iou: 0.4050, d2.loss_cls: 0.2329, d2.loss_bbox: 0.1674, d2.loss_iou: 0.3989, d3.loss_cls: 0.2241, d3.loss_bbox: 0.1699, d3.loss_iou: 0.4005, d4.loss_cls: 0.2212, d4.loss_bbox: 0.1701, d4.loss_iou: 0.4008, dn_loss_cls: 0.0389, dn_loss_bbox: 0.2840, dn_loss_iou: 0.4102, d0.dn_loss_cls: 0.0740, d0.dn_loss_bbox: 0.4011, d0.dn_loss_iou: 0.5392, d1.dn_loss_cls: 0.0486, d1.dn_loss_bbox: 0.3115, d1.dn_loss_iou: 0.4381, d2.dn_loss_cls: 0.0412, d2.dn_loss_bbox: 0.2885, d2.dn_loss_iou: 0.4153, d3.dn_loss_cls: 0.0392, d3.dn_loss_bbox: 0.2842, d3.dn_loss_iou: 0.4103, d4.dn_loss_cls: 0.0385, d4.dn_loss_bbox: 0.2840, d4.dn_loss_iou: 0.4101, loss: 10.5760, grad_norm: 20.0228 2023-11-06 18:03:29,607 - mmdet - INFO - Epoch [5][1250/3665] lr: 5.563e-06, eta: 6:23:28, time: 0.815, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2720, interm_loss_bbox: 0.2040, interm_loss_iou: 0.4636, loss_cls: 0.2275, loss_bbox: 0.1626, loss_iou: 0.3977, d0.loss_cls: 0.2907, d0.loss_bbox: 0.1684, d0.loss_iou: 0.4095, d1.loss_cls: 0.2527, d1.loss_bbox: 0.1669, d1.loss_iou: 0.4045, d2.loss_cls: 0.2379, d2.loss_bbox: 0.1625, d2.loss_iou: 0.3974, d3.loss_cls: 0.2302, d3.loss_bbox: 0.1627, d3.loss_iou: 0.3973, d4.loss_cls: 0.2274, d4.loss_bbox: 0.1629, d4.loss_iou: 0.3978, dn_loss_cls: 0.0414, dn_loss_bbox: 0.2816, dn_loss_iou: 0.4283, d0.dn_loss_cls: 0.0756, d0.dn_loss_bbox: 0.3920, d0.dn_loss_iou: 0.5537, d1.dn_loss_cls: 0.0504, d1.dn_loss_bbox: 0.3067, d1.dn_loss_iou: 0.4556, d2.dn_loss_cls: 0.0438, d2.dn_loss_bbox: 0.2857, d2.dn_loss_iou: 0.4340, d3.dn_loss_cls: 0.0415, d3.dn_loss_bbox: 0.2817, d3.dn_loss_iou: 0.4284, d4.dn_loss_cls: 0.0411, d4.dn_loss_bbox: 0.2816, d4.dn_loss_iou: 0.4282, loss: 10.6473, grad_norm: 19.9890 2023-11-06 18:04:10,271 - mmdet - INFO - Epoch [5][1300/3665] lr: 5.563e-06, eta: 6:22:46, time: 0.813, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2676, interm_loss_bbox: 0.2080, interm_loss_iou: 0.4638, loss_cls: 0.2205, loss_bbox: 0.1671, loss_iou: 0.4002, d0.loss_cls: 0.2862, d0.loss_bbox: 0.1734, d0.loss_iou: 0.4088, d1.loss_cls: 0.2478, d1.loss_bbox: 0.1706, d1.loss_iou: 0.4045, d2.loss_cls: 0.2308, d2.loss_bbox: 0.1672, d2.loss_iou: 0.3999, d3.loss_cls: 0.2233, d3.loss_bbox: 0.1667, d3.loss_iou: 0.3999, d4.loss_cls: 0.2213, d4.loss_bbox: 0.1667, d4.loss_iou: 0.3998, dn_loss_cls: 0.0382, dn_loss_bbox: 0.2744, dn_loss_iou: 0.4179, d0.dn_loss_cls: 0.0736, d0.dn_loss_bbox: 0.3852, d0.dn_loss_iou: 0.5440, d1.dn_loss_cls: 0.0485, d1.dn_loss_bbox: 0.2995, d1.dn_loss_iou: 0.4451, d2.dn_loss_cls: 0.0412, d2.dn_loss_bbox: 0.2781, d2.dn_loss_iou: 0.4229, d3.dn_loss_cls: 0.0391, d3.dn_loss_bbox: 0.2745, d3.dn_loss_iou: 0.4180, d4.dn_loss_cls: 0.0381, d4.dn_loss_bbox: 0.2744, d4.dn_loss_iou: 0.4178, loss: 10.5244, grad_norm: 22.1441 2023-11-06 18:04:51,130 - mmdet - INFO - Epoch [5][1350/3665] lr: 5.563e-06, eta: 6:22:05, time: 0.817, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2752, interm_loss_bbox: 0.2094, interm_loss_iou: 0.4518, loss_cls: 0.2262, loss_bbox: 0.1734, loss_iou: 0.3916, d0.loss_cls: 0.2889, d0.loss_bbox: 0.1768, d0.loss_iou: 0.4024, d1.loss_cls: 0.2557, d1.loss_bbox: 0.1732, d1.loss_iou: 0.3941, d2.loss_cls: 0.2380, d2.loss_bbox: 0.1710, d2.loss_iou: 0.3901, d3.loss_cls: 0.2297, d3.loss_bbox: 0.1724, d3.loss_iou: 0.3902, d4.loss_cls: 0.2267, d4.loss_bbox: 0.1729, d4.loss_iou: 0.3913, dn_loss_cls: 0.0375, dn_loss_bbox: 0.2855, dn_loss_iou: 0.4190, d0.dn_loss_cls: 0.0737, d0.dn_loss_bbox: 0.3968, d0.dn_loss_iou: 0.5430, d1.dn_loss_cls: 0.0481, d1.dn_loss_bbox: 0.3114, d1.dn_loss_iou: 0.4458, d2.dn_loss_cls: 0.0406, d2.dn_loss_bbox: 0.2897, d2.dn_loss_iou: 0.4237, d3.dn_loss_cls: 0.0384, d3.dn_loss_bbox: 0.2857, d3.dn_loss_iou: 0.4190, d4.dn_loss_cls: 0.0375, d4.dn_loss_bbox: 0.2855, d4.dn_loss_iou: 0.4189, loss: 10.6009, grad_norm: 23.1154 2023-11-06 18:05:31,342 - mmdet - INFO - Epoch [5][1400/3665] lr: 5.563e-06, eta: 6:21:23, time: 0.804, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2658, interm_loss_bbox: 0.2005, interm_loss_iou: 0.4562, loss_cls: 0.2196, loss_bbox: 0.1624, loss_iou: 0.3922, d0.loss_cls: 0.2832, d0.loss_bbox: 0.1685, d0.loss_iou: 0.4023, d1.loss_cls: 0.2467, d1.loss_bbox: 0.1657, d1.loss_iou: 0.3970, d2.loss_cls: 0.2291, d2.loss_bbox: 0.1623, d2.loss_iou: 0.3918, d3.loss_cls: 0.2224, d3.loss_bbox: 0.1624, d3.loss_iou: 0.3911, d4.loss_cls: 0.2194, d4.loss_bbox: 0.1630, d4.loss_iou: 0.3925, dn_loss_cls: 0.0367, dn_loss_bbox: 0.2633, dn_loss_iou: 0.4110, d0.dn_loss_cls: 0.0718, d0.dn_loss_bbox: 0.3735, d0.dn_loss_iou: 0.5397, d1.dn_loss_cls: 0.0464, d1.dn_loss_bbox: 0.2888, d1.dn_loss_iou: 0.4387, d2.dn_loss_cls: 0.0394, d2.dn_loss_bbox: 0.2673, d2.dn_loss_iou: 0.4163, d3.dn_loss_cls: 0.0376, d3.dn_loss_bbox: 0.2635, d3.dn_loss_iou: 0.4111, d4.dn_loss_cls: 0.0367, d4.dn_loss_bbox: 0.2633, d4.dn_loss_iou: 0.4108, loss: 10.3098, grad_norm: 20.5294 2023-11-06 18:06:11,873 - mmdet - INFO - Epoch [5][1450/3665] lr: 5.563e-06, eta: 6:20:41, time: 0.811, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2690, interm_loss_bbox: 0.2125, interm_loss_iou: 0.4572, loss_cls: 0.2216, loss_bbox: 0.1699, loss_iou: 0.3895, d0.loss_cls: 0.2833, d0.loss_bbox: 0.1766, d0.loss_iou: 0.4025, d1.loss_cls: 0.2494, d1.loss_bbox: 0.1717, d1.loss_iou: 0.3930, d2.loss_cls: 0.2322, d2.loss_bbox: 0.1694, d2.loss_iou: 0.3898, d3.loss_cls: 0.2244, d3.loss_bbox: 0.1701, d3.loss_iou: 0.3902, d4.loss_cls: 0.2220, d4.loss_bbox: 0.1698, d4.loss_iou: 0.3898, dn_loss_cls: 0.0376, dn_loss_bbox: 0.2912, dn_loss_iou: 0.4161, d0.dn_loss_cls: 0.0728, d0.dn_loss_bbox: 0.4063, d0.dn_loss_iou: 0.5417, d1.dn_loss_cls: 0.0474, d1.dn_loss_bbox: 0.3184, d1.dn_loss_iou: 0.4440, d2.dn_loss_cls: 0.0403, d2.dn_loss_bbox: 0.2959, d2.dn_loss_iou: 0.4214, d3.dn_loss_cls: 0.0382, d3.dn_loss_bbox: 0.2914, d3.dn_loss_iou: 0.4161, d4.dn_loss_cls: 0.0376, d4.dn_loss_bbox: 0.2912, d4.dn_loss_iou: 0.4160, loss: 10.5777, grad_norm: 20.3010 2023-11-06 18:06:52,399 - mmdet - INFO - Epoch [5][1500/3665] lr: 5.563e-06, eta: 6:19:59, time: 0.810, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2691, interm_loss_bbox: 0.1971, interm_loss_iou: 0.4636, loss_cls: 0.2239, loss_bbox: 0.1625, loss_iou: 0.4031, d0.loss_cls: 0.2862, d0.loss_bbox: 0.1669, d0.loss_iou: 0.4127, d1.loss_cls: 0.2505, d1.loss_bbox: 0.1641, d1.loss_iou: 0.4058, d2.loss_cls: 0.2343, d2.loss_bbox: 0.1615, d2.loss_iou: 0.4027, d3.loss_cls: 0.2267, d3.loss_bbox: 0.1616, d3.loss_iou: 0.4029, d4.loss_cls: 0.2232, d4.loss_bbox: 0.1626, d4.loss_iou: 0.4037, dn_loss_cls: 0.0385, dn_loss_bbox: 0.2628, dn_loss_iou: 0.4247, d0.dn_loss_cls: 0.0738, d0.dn_loss_bbox: 0.3687, d0.dn_loss_iou: 0.5478, d1.dn_loss_cls: 0.0491, d1.dn_loss_bbox: 0.2867, d1.dn_loss_iou: 0.4515, d2.dn_loss_cls: 0.0414, d2.dn_loss_bbox: 0.2666, d2.dn_loss_iou: 0.4295, d3.dn_loss_cls: 0.0395, d3.dn_loss_bbox: 0.2630, d3.dn_loss_iou: 0.4249, d4.dn_loss_cls: 0.0385, d4.dn_loss_bbox: 0.2628, d4.dn_loss_iou: 0.4246, loss: 10.4792, grad_norm: 20.6440 2023-11-06 18:07:34,001 - mmdet - INFO - Epoch [5][1550/3665] lr: 5.563e-06, eta: 6:19:20, time: 0.832, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2756, interm_loss_bbox: 0.2070, interm_loss_iou: 0.4514, loss_cls: 0.2241, loss_bbox: 0.1681, loss_iou: 0.3883, d0.loss_cls: 0.2910, d0.loss_bbox: 0.1720, d0.loss_iou: 0.3972, d1.loss_cls: 0.2555, d1.loss_bbox: 0.1688, d1.loss_iou: 0.3912, d2.loss_cls: 0.2357, d2.loss_bbox: 0.1674, d2.loss_iou: 0.3881, d3.loss_cls: 0.2271, d3.loss_bbox: 0.1681, d3.loss_iou: 0.3883, d4.loss_cls: 0.2241, d4.loss_bbox: 0.1684, d4.loss_iou: 0.3890, dn_loss_cls: 0.0380, dn_loss_bbox: 0.2861, dn_loss_iou: 0.4167, d0.dn_loss_cls: 0.0738, d0.dn_loss_bbox: 0.3989, d0.dn_loss_iou: 0.5444, d1.dn_loss_cls: 0.0484, d1.dn_loss_bbox: 0.3113, d1.dn_loss_iou: 0.4445, d2.dn_loss_cls: 0.0413, d2.dn_loss_bbox: 0.2897, d2.dn_loss_iou: 0.4217, d3.dn_loss_cls: 0.0393, d3.dn_loss_bbox: 0.2864, d3.dn_loss_iou: 0.4169, d4.dn_loss_cls: 0.0381, d4.dn_loss_bbox: 0.2861, d4.dn_loss_iou: 0.4167, loss: 10.5447, grad_norm: 18.8111 2023-11-06 18:08:14,749 - mmdet - INFO - Epoch [5][1600/3665] lr: 5.563e-06, eta: 6:18:38, time: 0.815, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2701, interm_loss_bbox: 0.2092, interm_loss_iou: 0.4640, loss_cls: 0.2275, loss_bbox: 0.1696, loss_iou: 0.3987, d0.loss_cls: 0.2869, d0.loss_bbox: 0.1756, d0.loss_iou: 0.4125, d1.loss_cls: 0.2529, d1.loss_bbox: 0.1720, d1.loss_iou: 0.4049, d2.loss_cls: 0.2356, d2.loss_bbox: 0.1714, d2.loss_iou: 0.4007, d3.loss_cls: 0.2305, d3.loss_bbox: 0.1700, d3.loss_iou: 0.3988, d4.loss_cls: 0.2276, d4.loss_bbox: 0.1696, d4.loss_iou: 0.3990, dn_loss_cls: 0.0396, dn_loss_bbox: 0.2832, dn_loss_iou: 0.4210, d0.dn_loss_cls: 0.0758, d0.dn_loss_bbox: 0.3982, d0.dn_loss_iou: 0.5471, d1.dn_loss_cls: 0.0504, d1.dn_loss_bbox: 0.3103, d1.dn_loss_iou: 0.4490, d2.dn_loss_cls: 0.0425, d2.dn_loss_bbox: 0.2876, d2.dn_loss_iou: 0.4267, d3.dn_loss_cls: 0.0403, d3.dn_loss_bbox: 0.2835, d3.dn_loss_iou: 0.4211, d4.dn_loss_cls: 0.0395, d4.dn_loss_bbox: 0.2832, d4.dn_loss_iou: 0.4208, loss: 10.6672, grad_norm: 18.8562 2023-11-06 18:08:56,141 - mmdet - INFO - Epoch [5][1650/3665] lr: 5.563e-06, eta: 6:17:58, time: 0.828, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2712, interm_loss_bbox: 0.2119, interm_loss_iou: 0.4517, loss_cls: 0.2248, loss_bbox: 0.1701, loss_iou: 0.3850, d0.loss_cls: 0.2901, d0.loss_bbox: 0.1737, d0.loss_iou: 0.3950, d1.loss_cls: 0.2534, d1.loss_bbox: 0.1721, d1.loss_iou: 0.3888, d2.loss_cls: 0.2355, d2.loss_bbox: 0.1705, d2.loss_iou: 0.3853, d3.loss_cls: 0.2274, d3.loss_bbox: 0.1702, d3.loss_iou: 0.3852, d4.loss_cls: 0.2256, d4.loss_bbox: 0.1698, d4.loss_iou: 0.3847, dn_loss_cls: 0.0386, dn_loss_bbox: 0.2993, dn_loss_iou: 0.4195, d0.dn_loss_cls: 0.0743, d0.dn_loss_bbox: 0.4149, d0.dn_loss_iou: 0.5476, d1.dn_loss_cls: 0.0481, d1.dn_loss_bbox: 0.3263, d1.dn_loss_iou: 0.4487, d2.dn_loss_cls: 0.0414, d2.dn_loss_bbox: 0.3036, d2.dn_loss_iou: 0.4250, d3.dn_loss_cls: 0.0393, d3.dn_loss_bbox: 0.2996, d3.dn_loss_iou: 0.4196, d4.dn_loss_cls: 0.0386, d4.dn_loss_bbox: 0.2993, d4.dn_loss_iou: 0.4194, loss: 10.6449, grad_norm: 20.0123 2023-11-06 18:09:36,723 - mmdet - INFO - Epoch [5][1700/3665] lr: 5.563e-06, eta: 6:17:16, time: 0.811, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2731, interm_loss_bbox: 0.2002, interm_loss_iou: 0.4657, loss_cls: 0.2274, loss_bbox: 0.1678, loss_iou: 0.4073, d0.loss_cls: 0.2894, d0.loss_bbox: 0.1714, d0.loss_iou: 0.4182, d1.loss_cls: 0.2547, d1.loss_bbox: 0.1705, d1.loss_iou: 0.4132, d2.loss_cls: 0.2383, d2.loss_bbox: 0.1670, d2.loss_iou: 0.4071, d3.loss_cls: 0.2307, d3.loss_bbox: 0.1677, d3.loss_iou: 0.4069, d4.loss_cls: 0.2279, d4.loss_bbox: 0.1678, d4.loss_iou: 0.4074, dn_loss_cls: 0.0396, dn_loss_bbox: 0.2781, dn_loss_iou: 0.4303, d0.dn_loss_cls: 0.0733, d0.dn_loss_bbox: 0.3836, d0.dn_loss_iou: 0.5556, d1.dn_loss_cls: 0.0489, d1.dn_loss_bbox: 0.3020, d1.dn_loss_iou: 0.4580, d2.dn_loss_cls: 0.0423, d2.dn_loss_bbox: 0.2818, d2.dn_loss_iou: 0.4351, d3.dn_loss_cls: 0.0403, d3.dn_loss_bbox: 0.2783, d3.dn_loss_iou: 0.4303, d4.dn_loss_cls: 0.0394, d4.dn_loss_bbox: 0.2781, d4.dn_loss_iou: 0.4301, loss: 10.7051, grad_norm: 21.3298 2023-11-06 18:10:17,300 - mmdet - INFO - Epoch [5][1750/3665] lr: 5.563e-06, eta: 6:16:35, time: 0.812, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2751, interm_loss_bbox: 0.1995, interm_loss_iou: 0.4596, loss_cls: 0.2296, loss_bbox: 0.1634, loss_iou: 0.3990, d0.loss_cls: 0.2895, d0.loss_bbox: 0.1690, d0.loss_iou: 0.4090, d1.loss_cls: 0.2564, d1.loss_bbox: 0.1676, d1.loss_iou: 0.4038, d2.loss_cls: 0.2387, d2.loss_bbox: 0.1643, d2.loss_iou: 0.3996, d3.loss_cls: 0.2330, d3.loss_bbox: 0.1626, d3.loss_iou: 0.3988, d4.loss_cls: 0.2308, d4.loss_bbox: 0.1626, d4.loss_iou: 0.3985, dn_loss_cls: 0.0389, dn_loss_bbox: 0.2774, dn_loss_iou: 0.4226, d0.dn_loss_cls: 0.0737, d0.dn_loss_bbox: 0.3857, d0.dn_loss_iou: 0.5456, d1.dn_loss_cls: 0.0483, d1.dn_loss_bbox: 0.3015, d1.dn_loss_iou: 0.4496, d2.dn_loss_cls: 0.0415, d2.dn_loss_bbox: 0.2813, d2.dn_loss_iou: 0.4277, d3.dn_loss_cls: 0.0395, d3.dn_loss_bbox: 0.2777, d3.dn_loss_iou: 0.4227, d4.dn_loss_cls: 0.0389, d4.dn_loss_bbox: 0.2775, d4.dn_loss_iou: 0.4224, loss: 10.5829, grad_norm: 18.7729 2023-11-06 18:10:58,174 - mmdet - INFO - Epoch [5][1800/3665] lr: 5.563e-06, eta: 6:15:53, time: 0.817, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2737, interm_loss_bbox: 0.2112, interm_loss_iou: 0.4611, loss_cls: 0.2262, loss_bbox: 0.1733, loss_iou: 0.4007, d0.loss_cls: 0.2886, d0.loss_bbox: 0.1777, d0.loss_iou: 0.4109, d1.loss_cls: 0.2519, d1.loss_bbox: 0.1762, d1.loss_iou: 0.4047, d2.loss_cls: 0.2373, d2.loss_bbox: 0.1726, d2.loss_iou: 0.3996, d3.loss_cls: 0.2291, d3.loss_bbox: 0.1726, d3.loss_iou: 0.4006, d4.loss_cls: 0.2265, d4.loss_bbox: 0.1732, d4.loss_iou: 0.4008, dn_loss_cls: 0.0397, dn_loss_bbox: 0.2868, dn_loss_iou: 0.4218, d0.dn_loss_cls: 0.0753, d0.dn_loss_bbox: 0.4018, d0.dn_loss_iou: 0.5472, d1.dn_loss_cls: 0.0495, d1.dn_loss_bbox: 0.3141, d1.dn_loss_iou: 0.4502, d2.dn_loss_cls: 0.0424, d2.dn_loss_bbox: 0.2921, d2.dn_loss_iou: 0.4269, d3.dn_loss_cls: 0.0405, d3.dn_loss_bbox: 0.2871, d3.dn_loss_iou: 0.4219, d4.dn_loss_cls: 0.0395, d4.dn_loss_bbox: 0.2868, d4.dn_loss_iou: 0.4216, loss: 10.7137, grad_norm: 20.7245 2023-11-06 18:11:38,805 - mmdet - INFO - Epoch [5][1850/3665] lr: 5.563e-06, eta: 6:15:12, time: 0.813, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2688, interm_loss_bbox: 0.2128, interm_loss_iou: 0.4664, loss_cls: 0.2245, loss_bbox: 0.1711, loss_iou: 0.3980, d0.loss_cls: 0.2862, d0.loss_bbox: 0.1762, d0.loss_iou: 0.4091, d1.loss_cls: 0.2507, d1.loss_bbox: 0.1744, d1.loss_iou: 0.4034, d2.loss_cls: 0.2360, d2.loss_bbox: 0.1710, d2.loss_iou: 0.3980, d3.loss_cls: 0.2275, d3.loss_bbox: 0.1711, d3.loss_iou: 0.3976, d4.loss_cls: 0.2250, d4.loss_bbox: 0.1710, d4.loss_iou: 0.3979, dn_loss_cls: 0.0387, dn_loss_bbox: 0.2839, dn_loss_iou: 0.4169, d0.dn_loss_cls: 0.0731, d0.dn_loss_bbox: 0.3973, d0.dn_loss_iou: 0.5471, d1.dn_loss_cls: 0.0481, d1.dn_loss_bbox: 0.3088, d1.dn_loss_iou: 0.4448, d2.dn_loss_cls: 0.0411, d2.dn_loss_bbox: 0.2879, d2.dn_loss_iou: 0.4220, d3.dn_loss_cls: 0.0391, d3.dn_loss_bbox: 0.2842, d3.dn_loss_iou: 0.4169, d4.dn_loss_cls: 0.0384, d4.dn_loss_bbox: 0.2839, d4.dn_loss_iou: 0.4168, loss: 10.6260, grad_norm: 23.3003 2023-11-06 18:12:21,510 - mmdet - INFO - Epoch [5][1900/3665] lr: 5.563e-06, eta: 6:14:34, time: 0.854, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2708, interm_loss_bbox: 0.2042, interm_loss_iou: 0.4631, loss_cls: 0.2243, loss_bbox: 0.1661, loss_iou: 0.4004, d0.loss_cls: 0.2865, d0.loss_bbox: 0.1712, d0.loss_iou: 0.4110, d1.loss_cls: 0.2504, d1.loss_bbox: 0.1702, d1.loss_iou: 0.4050, d2.loss_cls: 0.2335, d2.loss_bbox: 0.1666, d2.loss_iou: 0.4008, d3.loss_cls: 0.2277, d3.loss_bbox: 0.1662, d3.loss_iou: 0.4000, d4.loss_cls: 0.2244, d4.loss_bbox: 0.1666, d4.loss_iou: 0.4010, dn_loss_cls: 0.0369, dn_loss_bbox: 0.2718, dn_loss_iou: 0.4187, d0.dn_loss_cls: 0.0728, d0.dn_loss_bbox: 0.3870, d0.dn_loss_iou: 0.5463, d1.dn_loss_cls: 0.0472, d1.dn_loss_bbox: 0.2995, d1.dn_loss_iou: 0.4467, d2.dn_loss_cls: 0.0402, d2.dn_loss_bbox: 0.2761, d2.dn_loss_iou: 0.4240, d3.dn_loss_cls: 0.0379, d3.dn_loss_bbox: 0.2722, d3.dn_loss_iou: 0.4188, d4.dn_loss_cls: 0.0369, d4.dn_loss_bbox: 0.2718, d4.dn_loss_iou: 0.4186, loss: 10.5333, grad_norm: 19.8223 2023-11-06 18:13:02,596 - mmdet - INFO - Epoch [5][1950/3665] lr: 5.563e-06, eta: 6:13:53, time: 0.822, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2738, interm_loss_bbox: 0.1973, interm_loss_iou: 0.4509, loss_cls: 0.2254, loss_bbox: 0.1631, loss_iou: 0.3922, d0.loss_cls: 0.2885, d0.loss_bbox: 0.1658, d0.loss_iou: 0.4010, d1.loss_cls: 0.2537, d1.loss_bbox: 0.1653, d1.loss_iou: 0.3974, d2.loss_cls: 0.2353, d2.loss_bbox: 0.1639, d2.loss_iou: 0.3936, d3.loss_cls: 0.2300, d3.loss_bbox: 0.1630, d3.loss_iou: 0.3914, d4.loss_cls: 0.2265, d4.loss_bbox: 0.1628, d4.loss_iou: 0.3917, dn_loss_cls: 0.0395, dn_loss_bbox: 0.2726, dn_loss_iou: 0.4180, d0.dn_loss_cls: 0.0747, d0.dn_loss_bbox: 0.3832, d0.dn_loss_iou: 0.5401, d1.dn_loss_cls: 0.0491, d1.dn_loss_bbox: 0.2975, d1.dn_loss_iou: 0.4440, d2.dn_loss_cls: 0.0423, d2.dn_loss_bbox: 0.2766, d2.dn_loss_iou: 0.4228, d3.dn_loss_cls: 0.0405, d3.dn_loss_bbox: 0.2728, d3.dn_loss_iou: 0.4180, d4.dn_loss_cls: 0.0395, d4.dn_loss_bbox: 0.2726, d4.dn_loss_iou: 0.4179, loss: 10.4542, grad_norm: 19.8879 2023-11-06 18:13:44,146 - mmdet - INFO - Epoch [5][2000/3665] lr: 5.563e-06, eta: 6:13:13, time: 0.831, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2706, interm_loss_bbox: 0.2067, interm_loss_iou: 0.4671, loss_cls: 0.2226, loss_bbox: 0.1652, loss_iou: 0.3989, d0.loss_cls: 0.2873, d0.loss_bbox: 0.1714, d0.loss_iou: 0.4117, d1.loss_cls: 0.2500, d1.loss_bbox: 0.1693, d1.loss_iou: 0.4056, d2.loss_cls: 0.2333, d2.loss_bbox: 0.1660, d2.loss_iou: 0.3994, d3.loss_cls: 0.2245, d3.loss_bbox: 0.1665, d3.loss_iou: 0.3994, d4.loss_cls: 0.2228, d4.loss_bbox: 0.1655, d4.loss_iou: 0.3990, dn_loss_cls: 0.0383, dn_loss_bbox: 0.2783, dn_loss_iou: 0.4269, d0.dn_loss_cls: 0.0738, d0.dn_loss_bbox: 0.3902, d0.dn_loss_iou: 0.5532, d1.dn_loss_cls: 0.0483, d1.dn_loss_bbox: 0.3034, d1.dn_loss_iou: 0.4551, d2.dn_loss_cls: 0.0412, d2.dn_loss_bbox: 0.2824, d2.dn_loss_iou: 0.4322, d3.dn_loss_cls: 0.0391, d3.dn_loss_bbox: 0.2785, d3.dn_loss_iou: 0.4269, d4.dn_loss_cls: 0.0384, d4.dn_loss_bbox: 0.2783, d4.dn_loss_iou: 0.4267, loss: 10.6137, grad_norm: 21.1390 2023-11-06 18:14:25,274 - mmdet - INFO - Epoch [5][2050/3665] lr: 5.563e-06, eta: 6:12:32, time: 0.823, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2671, interm_loss_bbox: 0.1992, interm_loss_iou: 0.4492, loss_cls: 0.2244, loss_bbox: 0.1620, loss_iou: 0.3868, d0.loss_cls: 0.2845, d0.loss_bbox: 0.1662, d0.loss_iou: 0.3964, d1.loss_cls: 0.2506, d1.loss_bbox: 0.1645, d1.loss_iou: 0.3913, d2.loss_cls: 0.2340, d2.loss_bbox: 0.1620, d2.loss_iou: 0.3874, d3.loss_cls: 0.2262, d3.loss_bbox: 0.1623, d3.loss_iou: 0.3871, d4.loss_cls: 0.2248, d4.loss_bbox: 0.1615, d4.loss_iou: 0.3868, dn_loss_cls: 0.0375, dn_loss_bbox: 0.2654, dn_loss_iou: 0.4102, d0.dn_loss_cls: 0.0735, d0.dn_loss_bbox: 0.3786, d0.dn_loss_iou: 0.5390, d1.dn_loss_cls: 0.0481, d1.dn_loss_bbox: 0.2910, d1.dn_loss_iou: 0.4384, d2.dn_loss_cls: 0.0405, d2.dn_loss_bbox: 0.2698, d2.dn_loss_iou: 0.4155, d3.dn_loss_cls: 0.0383, d3.dn_loss_bbox: 0.2657, d3.dn_loss_iou: 0.4103, d4.dn_loss_cls: 0.0374, d4.dn_loss_bbox: 0.2654, d4.dn_loss_iou: 0.4101, loss: 10.3090, grad_norm: 20.7860 2023-11-06 18:15:05,795 - mmdet - INFO - Epoch [5][2100/3665] lr: 5.563e-06, eta: 6:11:50, time: 0.810, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2646, interm_loss_bbox: 0.1999, interm_loss_iou: 0.4409, loss_cls: 0.2219, loss_bbox: 0.1612, loss_iou: 0.3777, d0.loss_cls: 0.2822, d0.loss_bbox: 0.1678, d0.loss_iou: 0.3883, d1.loss_cls: 0.2493, d1.loss_bbox: 0.1633, d1.loss_iou: 0.3812, d2.loss_cls: 0.2334, d2.loss_bbox: 0.1602, d2.loss_iou: 0.3778, d3.loss_cls: 0.2252, d3.loss_bbox: 0.1605, d3.loss_iou: 0.3774, d4.loss_cls: 0.2223, d4.loss_bbox: 0.1610, d4.loss_iou: 0.3776, dn_loss_cls: 0.0361, dn_loss_bbox: 0.2727, dn_loss_iou: 0.4001, d0.dn_loss_cls: 0.0706, d0.dn_loss_bbox: 0.3845, d0.dn_loss_iou: 0.5248, d1.dn_loss_cls: 0.0458, d1.dn_loss_bbox: 0.2991, d1.dn_loss_iou: 0.4272, d2.dn_loss_cls: 0.0391, d2.dn_loss_bbox: 0.2766, d2.dn_loss_iou: 0.4050, d3.dn_loss_cls: 0.0371, d3.dn_loss_bbox: 0.2729, d3.dn_loss_iou: 0.4002, d4.dn_loss_cls: 0.0362, d4.dn_loss_bbox: 0.2727, d4.dn_loss_iou: 0.4000, loss: 10.1944, grad_norm: 18.8174 2023-11-06 18:15:49,458 - mmdet - INFO - Epoch [5][2150/3665] lr: 5.563e-06, eta: 6:11:10, time: 0.824, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2718, interm_loss_bbox: 0.1988, interm_loss_iou: 0.4727, loss_cls: 0.2278, loss_bbox: 0.1635, loss_iou: 0.4093, d0.loss_cls: 0.2894, d0.loss_bbox: 0.1692, d0.loss_iou: 0.4207, d1.loss_cls: 0.2547, d1.loss_bbox: 0.1656, d1.loss_iou: 0.4140, d2.loss_cls: 0.2390, d2.loss_bbox: 0.1622, d2.loss_iou: 0.4099, d3.loss_cls: 0.2312, d3.loss_bbox: 0.1630, d3.loss_iou: 0.4094, d4.loss_cls: 0.2292, d4.loss_bbox: 0.1626, d4.loss_iou: 0.4084, dn_loss_cls: 0.0389, dn_loss_bbox: 0.2666, dn_loss_iou: 0.4284, d0.dn_loss_cls: 0.0748, d0.dn_loss_bbox: 0.3749, d0.dn_loss_iou: 0.5516, d1.dn_loss_cls: 0.0488, d1.dn_loss_bbox: 0.2915, d1.dn_loss_iou: 0.4551, d2.dn_loss_cls: 0.0416, d2.dn_loss_bbox: 0.2706, d2.dn_loss_iou: 0.4331, d3.dn_loss_cls: 0.0398, d3.dn_loss_bbox: 0.2669, d3.dn_loss_iou: 0.4284, d4.dn_loss_cls: 0.0389, d4.dn_loss_bbox: 0.2666, d4.dn_loss_iou: 0.4282, loss: 10.6171, grad_norm: 21.8118 2023-11-06 18:16:35,012 - mmdet - INFO - Epoch [5][2200/3665] lr: 5.563e-06, eta: 6:10:40, time: 0.960, data_time: 0.060, memory: 22742, interm_loss_cls: 0.2672, interm_loss_bbox: 0.2047, interm_loss_iou: 0.4444, loss_cls: 0.2240, loss_bbox: 0.1650, loss_iou: 0.3785, d0.loss_cls: 0.2859, d0.loss_bbox: 0.1702, d0.loss_iou: 0.3904, d1.loss_cls: 0.2514, d1.loss_bbox: 0.1677, d1.loss_iou: 0.3835, d2.loss_cls: 0.2347, d2.loss_bbox: 0.1645, d2.loss_iou: 0.3789, d3.loss_cls: 0.2280, d3.loss_bbox: 0.1640, d3.loss_iou: 0.3783, d4.loss_cls: 0.2248, d4.loss_bbox: 0.1648, d4.loss_iou: 0.3782, dn_loss_cls: 0.0383, dn_loss_bbox: 0.2779, dn_loss_iou: 0.4008, d0.dn_loss_cls: 0.0735, d0.dn_loss_bbox: 0.3931, d0.dn_loss_iou: 0.5291, d1.dn_loss_cls: 0.0480, d1.dn_loss_bbox: 0.3039, d1.dn_loss_iou: 0.4284, d2.dn_loss_cls: 0.0410, d2.dn_loss_bbox: 0.2821, d2.dn_loss_iou: 0.4064, d3.dn_loss_cls: 0.0390, d3.dn_loss_bbox: 0.2782, d3.dn_loss_iou: 0.4010, d4.dn_loss_cls: 0.0382, d4.dn_loss_bbox: 0.2779, d4.dn_loss_iou: 0.4007, loss: 10.3061, grad_norm: 18.5955 2023-11-06 18:17:15,841 - mmdet - INFO - Epoch [5][2250/3665] lr: 5.563e-06, eta: 6:09:59, time: 0.817, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2682, interm_loss_bbox: 0.2037, interm_loss_iou: 0.4516, loss_cls: 0.2248, loss_bbox: 0.1656, loss_iou: 0.3917, d0.loss_cls: 0.2884, d0.loss_bbox: 0.1701, d0.loss_iou: 0.4001, d1.loss_cls: 0.2511, d1.loss_bbox: 0.1686, d1.loss_iou: 0.3964, d2.loss_cls: 0.2334, d2.loss_bbox: 0.1660, d2.loss_iou: 0.3929, d3.loss_cls: 0.2269, d3.loss_bbox: 0.1659, d3.loss_iou: 0.3914, d4.loss_cls: 0.2245, d4.loss_bbox: 0.1658, d4.loss_iou: 0.3918, dn_loss_cls: 0.0377, dn_loss_bbox: 0.2761, dn_loss_iou: 0.4177, d0.dn_loss_cls: 0.0738, d0.dn_loss_bbox: 0.3866, d0.dn_loss_iou: 0.5396, d1.dn_loss_cls: 0.0482, d1.dn_loss_bbox: 0.3014, d1.dn_loss_iou: 0.4451, d2.dn_loss_cls: 0.0410, d2.dn_loss_bbox: 0.2800, d2.dn_loss_iou: 0.4228, d3.dn_loss_cls: 0.0387, d3.dn_loss_bbox: 0.2764, d3.dn_loss_iou: 0.4179, d4.dn_loss_cls: 0.0377, d4.dn_loss_bbox: 0.2761, d4.dn_loss_iou: 0.4177, loss: 10.4737, grad_norm: 17.7599 2023-11-06 18:17:56,248 - mmdet - INFO - Epoch [5][2300/3665] lr: 5.563e-06, eta: 6:09:17, time: 0.808, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2687, interm_loss_bbox: 0.2041, interm_loss_iou: 0.4550, loss_cls: 0.2253, loss_bbox: 0.1686, loss_iou: 0.3965, d0.loss_cls: 0.2873, d0.loss_bbox: 0.1720, d0.loss_iou: 0.4045, d1.loss_cls: 0.2511, d1.loss_bbox: 0.1716, d1.loss_iou: 0.4011, d2.loss_cls: 0.2352, d2.loss_bbox: 0.1680, d2.loss_iou: 0.3963, d3.loss_cls: 0.2295, d3.loss_bbox: 0.1676, d3.loss_iou: 0.3957, d4.loss_cls: 0.2254, d4.loss_bbox: 0.1688, d4.loss_iou: 0.3970, dn_loss_cls: 0.0382, dn_loss_bbox: 0.2819, dn_loss_iou: 0.4203, d0.dn_loss_cls: 0.0735, d0.dn_loss_bbox: 0.3971, d0.dn_loss_iou: 0.5459, d1.dn_loss_cls: 0.0481, d1.dn_loss_bbox: 0.3082, d1.dn_loss_iou: 0.4477, d2.dn_loss_cls: 0.0410, d2.dn_loss_bbox: 0.2863, d2.dn_loss_iou: 0.4256, d3.dn_loss_cls: 0.0389, d3.dn_loss_bbox: 0.2822, d3.dn_loss_iou: 0.4204, d4.dn_loss_cls: 0.0382, d4.dn_loss_bbox: 0.2819, d4.dn_loss_iou: 0.4202, loss: 10.5851, grad_norm: 18.8591 2023-11-06 18:18:39,598 - mmdet - INFO - Epoch [5][2350/3665] lr: 5.563e-06, eta: 6:08:40, time: 0.867, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2689, interm_loss_bbox: 0.2050, interm_loss_iou: 0.4463, loss_cls: 0.2235, loss_bbox: 0.1639, loss_iou: 0.3817, d0.loss_cls: 0.2855, d0.loss_bbox: 0.1703, d0.loss_iou: 0.3919, d1.loss_cls: 0.2503, d1.loss_bbox: 0.1679, d1.loss_iou: 0.3870, d2.loss_cls: 0.2331, d2.loss_bbox: 0.1644, d2.loss_iou: 0.3827, d3.loss_cls: 0.2259, d3.loss_bbox: 0.1640, d3.loss_iou: 0.3815, d4.loss_cls: 0.2239, d4.loss_bbox: 0.1638, d4.loss_iou: 0.3815, dn_loss_cls: 0.0366, dn_loss_bbox: 0.2807, dn_loss_iou: 0.4097, d0.dn_loss_cls: 0.0709, d0.dn_loss_bbox: 0.3961, d0.dn_loss_iou: 0.5348, d1.dn_loss_cls: 0.0461, d1.dn_loss_bbox: 0.3073, d1.dn_loss_iou: 0.4367, d2.dn_loss_cls: 0.0394, d2.dn_loss_bbox: 0.2852, d2.dn_loss_iou: 0.4143, d3.dn_loss_cls: 0.0374, d3.dn_loss_bbox: 0.2810, d3.dn_loss_iou: 0.4097, d4.dn_loss_cls: 0.0364, d4.dn_loss_bbox: 0.2807, d4.dn_loss_iou: 0.4096, loss: 10.3755, grad_norm: 20.0198 2023-11-06 18:19:20,174 - mmdet - INFO - Epoch [5][2400/3665] lr: 5.563e-06, eta: 6:07:58, time: 0.811, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2714, interm_loss_bbox: 0.2016, interm_loss_iou: 0.4551, loss_cls: 0.2252, loss_bbox: 0.1657, loss_iou: 0.3952, d0.loss_cls: 0.2887, d0.loss_bbox: 0.1702, d0.loss_iou: 0.4034, d1.loss_cls: 0.2524, d1.loss_bbox: 0.1670, d1.loss_iou: 0.3982, d2.loss_cls: 0.2347, d2.loss_bbox: 0.1648, d2.loss_iou: 0.3951, d3.loss_cls: 0.2282, d3.loss_bbox: 0.1657, d3.loss_iou: 0.3957, d4.loss_cls: 0.2255, d4.loss_bbox: 0.1655, d4.loss_iou: 0.3952, dn_loss_cls: 0.0385, dn_loss_bbox: 0.2712, dn_loss_iou: 0.4148, d0.dn_loss_cls: 0.0746, d0.dn_loss_bbox: 0.3824, d0.dn_loss_iou: 0.5403, d1.dn_loss_cls: 0.0487, d1.dn_loss_bbox: 0.2954, d1.dn_loss_iou: 0.4420, d2.dn_loss_cls: 0.0414, d2.dn_loss_bbox: 0.2748, d2.dn_loss_iou: 0.4199, d3.dn_loss_cls: 0.0392, d3.dn_loss_bbox: 0.2714, d3.dn_loss_iou: 0.4149, d4.dn_loss_cls: 0.0384, d4.dn_loss_bbox: 0.2712, d4.dn_loss_iou: 0.4148, loss: 10.4586, grad_norm: 20.3641 2023-11-06 18:20:01,452 - mmdet - INFO - Epoch [5][2450/3665] lr: 5.563e-06, eta: 6:07:17, time: 0.826, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2745, interm_loss_bbox: 0.2013, interm_loss_iou: 0.4568, loss_cls: 0.2306, loss_bbox: 0.1655, loss_iou: 0.3961, d0.loss_cls: 0.2917, d0.loss_bbox: 0.1698, d0.loss_iou: 0.4062, d1.loss_cls: 0.2563, d1.loss_bbox: 0.1696, d1.loss_iou: 0.4013, d2.loss_cls: 0.2413, d2.loss_bbox: 0.1652, d2.loss_iou: 0.3952, d3.loss_cls: 0.2336, d3.loss_bbox: 0.1653, d3.loss_iou: 0.3961, d4.loss_cls: 0.2306, d4.loss_bbox: 0.1654, d4.loss_iou: 0.3963, dn_loss_cls: 0.0389, dn_loss_bbox: 0.2908, dn_loss_iou: 0.4186, d0.dn_loss_cls: 0.0754, d0.dn_loss_bbox: 0.4048, d0.dn_loss_iou: 0.5456, d1.dn_loss_cls: 0.0497, d1.dn_loss_bbox: 0.3162, d1.dn_loss_iou: 0.4462, d2.dn_loss_cls: 0.0423, d2.dn_loss_bbox: 0.2948, d2.dn_loss_iou: 0.4237, d3.dn_loss_cls: 0.0397, d3.dn_loss_bbox: 0.2911, d3.dn_loss_iou: 0.4188, d4.dn_loss_cls: 0.0388, d4.dn_loss_bbox: 0.2908, d4.dn_loss_iou: 0.4184, loss: 10.6534, grad_norm: 22.4119 2023-11-06 18:20:42,813 - mmdet - INFO - Epoch [5][2500/3665] lr: 5.563e-06, eta: 6:06:37, time: 0.827, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2665, interm_loss_bbox: 0.2094, interm_loss_iou: 0.4580, loss_cls: 0.2212, loss_bbox: 0.1700, loss_iou: 0.3915, d0.loss_cls: 0.2847, d0.loss_bbox: 0.1741, d0.loss_iou: 0.4021, d1.loss_cls: 0.2465, d1.loss_bbox: 0.1744, d1.loss_iou: 0.3991, d2.loss_cls: 0.2312, d2.loss_bbox: 0.1705, d2.loss_iou: 0.3926, d3.loss_cls: 0.2243, d3.loss_bbox: 0.1705, d3.loss_iou: 0.3917, d4.loss_cls: 0.2220, d4.loss_bbox: 0.1703, d4.loss_iou: 0.3914, dn_loss_cls: 0.0371, dn_loss_bbox: 0.2826, dn_loss_iou: 0.4161, d0.dn_loss_cls: 0.0729, d0.dn_loss_bbox: 0.3970, d0.dn_loss_iou: 0.5415, d1.dn_loss_cls: 0.0475, d1.dn_loss_bbox: 0.3083, d1.dn_loss_iou: 0.4440, d2.dn_loss_cls: 0.0403, d2.dn_loss_bbox: 0.2864, d2.dn_loss_iou: 0.4212, d3.dn_loss_cls: 0.0382, d3.dn_loss_bbox: 0.2828, d3.dn_loss_iou: 0.4162, d4.dn_loss_cls: 0.0371, d4.dn_loss_bbox: 0.2826, d4.dn_loss_iou: 0.4160, loss: 10.5297, grad_norm: 19.1275 2023-11-06 18:21:24,059 - mmdet - INFO - Epoch [5][2550/3665] lr: 5.563e-06, eta: 6:05:56, time: 0.825, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2611, interm_loss_bbox: 0.1999, interm_loss_iou: 0.4571, loss_cls: 0.2164, loss_bbox: 0.1617, loss_iou: 0.3916, d0.loss_cls: 0.2786, d0.loss_bbox: 0.1667, d0.loss_iou: 0.4031, d1.loss_cls: 0.2448, d1.loss_bbox: 0.1638, d1.loss_iou: 0.3956, d2.loss_cls: 0.2278, d2.loss_bbox: 0.1612, d2.loss_iou: 0.3915, d3.loss_cls: 0.2200, d3.loss_bbox: 0.1611, d3.loss_iou: 0.3909, d4.loss_cls: 0.2169, d4.loss_bbox: 0.1613, d4.loss_iou: 0.3910, dn_loss_cls: 0.0375, dn_loss_bbox: 0.2745, dn_loss_iou: 0.4194, d0.dn_loss_cls: 0.0725, d0.dn_loss_bbox: 0.3782, d0.dn_loss_iou: 0.5407, d1.dn_loss_cls: 0.0471, d1.dn_loss_bbox: 0.2973, d1.dn_loss_iou: 0.4455, d2.dn_loss_cls: 0.0401, d2.dn_loss_bbox: 0.2779, d2.dn_loss_iou: 0.4244, d3.dn_loss_cls: 0.0381, d3.dn_loss_bbox: 0.2747, d3.dn_loss_iou: 0.4195, d4.dn_loss_cls: 0.0373, d4.dn_loss_bbox: 0.2745, d4.dn_loss_iou: 0.4193, loss: 10.3806, grad_norm: 21.0975 2023-11-06 18:22:04,797 - mmdet - INFO - Epoch [5][2600/3665] lr: 5.563e-06, eta: 6:05:15, time: 0.815, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2614, interm_loss_bbox: 0.1999, interm_loss_iou: 0.4476, loss_cls: 0.2167, loss_bbox: 0.1601, loss_iou: 0.3845, d0.loss_cls: 0.2775, d0.loss_bbox: 0.1642, d0.loss_iou: 0.3947, d1.loss_cls: 0.2421, d1.loss_bbox: 0.1621, d1.loss_iou: 0.3880, d2.loss_cls: 0.2267, d2.loss_bbox: 0.1595, d2.loss_iou: 0.3841, d3.loss_cls: 0.2199, d3.loss_bbox: 0.1596, d3.loss_iou: 0.3837, d4.loss_cls: 0.2172, d4.loss_bbox: 0.1598, d4.loss_iou: 0.3839, dn_loss_cls: 0.0365, dn_loss_bbox: 0.2737, dn_loss_iou: 0.4106, d0.dn_loss_cls: 0.0724, d0.dn_loss_bbox: 0.3847, d0.dn_loss_iou: 0.5368, d1.dn_loss_cls: 0.0466, d1.dn_loss_bbox: 0.2991, d1.dn_loss_iou: 0.4383, d2.dn_loss_cls: 0.0395, d2.dn_loss_bbox: 0.2783, d2.dn_loss_iou: 0.4159, d3.dn_loss_cls: 0.0373, d3.dn_loss_bbox: 0.2740, d3.dn_loss_iou: 0.4107, d4.dn_loss_cls: 0.0365, d4.dn_loss_bbox: 0.2737, d4.dn_loss_iou: 0.4105, loss: 10.2685, grad_norm: 19.1858 2023-11-06 18:22:45,787 - mmdet - INFO - Epoch [5][2650/3665] lr: 5.563e-06, eta: 6:04:34, time: 0.820, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2673, interm_loss_bbox: 0.1979, interm_loss_iou: 0.4520, loss_cls: 0.2175, loss_bbox: 0.1602, loss_iou: 0.3907, d0.loss_cls: 0.2822, d0.loss_bbox: 0.1645, d0.loss_iou: 0.3983, d1.loss_cls: 0.2461, d1.loss_bbox: 0.1616, d1.loss_iou: 0.3923, d2.loss_cls: 0.2284, d2.loss_bbox: 0.1594, d2.loss_iou: 0.3891, d3.loss_cls: 0.2214, d3.loss_bbox: 0.1595, d3.loss_iou: 0.3895, d4.loss_cls: 0.2188, d4.loss_bbox: 0.1598, d4.loss_iou: 0.3900, dn_loss_cls: 0.0379, dn_loss_bbox: 0.2743, dn_loss_iou: 0.4120, d0.dn_loss_cls: 0.0731, d0.dn_loss_bbox: 0.3873, d0.dn_loss_iou: 0.5383, d1.dn_loss_cls: 0.0477, d1.dn_loss_bbox: 0.3004, d1.dn_loss_iou: 0.4405, d2.dn_loss_cls: 0.0408, d2.dn_loss_bbox: 0.2785, d2.dn_loss_iou: 0.4172, d3.dn_loss_cls: 0.0388, d3.dn_loss_bbox: 0.2745, d3.dn_loss_iou: 0.4121, d4.dn_loss_cls: 0.0378, d4.dn_loss_bbox: 0.2743, d4.dn_loss_iou: 0.4119, loss: 10.3437, grad_norm: 21.2747 2023-11-06 18:23:27,793 - mmdet - INFO - Epoch [5][2700/3665] lr: 5.563e-06, eta: 6:03:54, time: 0.840, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2767, interm_loss_bbox: 0.1998, interm_loss_iou: 0.4630, loss_cls: 0.2306, loss_bbox: 0.1651, loss_iou: 0.4031, d0.loss_cls: 0.2928, d0.loss_bbox: 0.1676, d0.loss_iou: 0.4092, d1.loss_cls: 0.2573, d1.loss_bbox: 0.1673, d1.loss_iou: 0.4059, d2.loss_cls: 0.2410, d2.loss_bbox: 0.1658, d2.loss_iou: 0.4037, d3.loss_cls: 0.2332, d3.loss_bbox: 0.1651, d3.loss_iou: 0.4032, d4.loss_cls: 0.2306, d4.loss_bbox: 0.1652, d4.loss_iou: 0.4036, dn_loss_cls: 0.0395, dn_loss_bbox: 0.2687, dn_loss_iou: 0.4281, d0.dn_loss_cls: 0.0748, d0.dn_loss_bbox: 0.3716, d0.dn_loss_iou: 0.5518, d1.dn_loss_cls: 0.0489, d1.dn_loss_bbox: 0.2919, d1.dn_loss_iou: 0.4545, d2.dn_loss_cls: 0.0421, d2.dn_loss_bbox: 0.2720, d2.dn_loss_iou: 0.4328, d3.dn_loss_cls: 0.0402, d3.dn_loss_bbox: 0.2688, d3.dn_loss_iou: 0.4282, d4.dn_loss_cls: 0.0396, d4.dn_loss_bbox: 0.2687, d4.dn_loss_iou: 0.4280, loss: 10.6001, grad_norm: 18.9426 2023-11-06 18:24:09,155 - mmdet - INFO - Epoch [5][2750/3665] lr: 5.563e-06, eta: 6:03:14, time: 0.827, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2643, interm_loss_bbox: 0.2055, interm_loss_iou: 0.4376, loss_cls: 0.2175, loss_bbox: 0.1663, loss_iou: 0.3769, d0.loss_cls: 0.2828, d0.loss_bbox: 0.1694, d0.loss_iou: 0.3845, d1.loss_cls: 0.2430, d1.loss_bbox: 0.1692, d1.loss_iou: 0.3810, d2.loss_cls: 0.2266, d2.loss_bbox: 0.1664, d2.loss_iou: 0.3785, d3.loss_cls: 0.2201, d3.loss_bbox: 0.1665, d3.loss_iou: 0.3778, d4.loss_cls: 0.2172, d4.loss_bbox: 0.1664, d4.loss_iou: 0.3771, dn_loss_cls: 0.0367, dn_loss_bbox: 0.2810, dn_loss_iou: 0.4007, d0.dn_loss_cls: 0.0715, d0.dn_loss_bbox: 0.3996, d0.dn_loss_iou: 0.5280, d1.dn_loss_cls: 0.0465, d1.dn_loss_bbox: 0.3089, d1.dn_loss_iou: 0.4293, d2.dn_loss_cls: 0.0395, d2.dn_loss_bbox: 0.2858, d2.dn_loss_iou: 0.4065, d3.dn_loss_cls: 0.0375, d3.dn_loss_bbox: 0.2814, d3.dn_loss_iou: 0.4008, d4.dn_loss_cls: 0.0365, d4.dn_loss_bbox: 0.2810, d4.dn_loss_iou: 0.4006, loss: 10.2662, grad_norm: 19.1930 2023-11-06 18:24:50,360 - mmdet - INFO - Epoch [5][2800/3665] lr: 5.563e-06, eta: 6:02:33, time: 0.824, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2675, interm_loss_bbox: 0.2085, interm_loss_iou: 0.4601, loss_cls: 0.2241, loss_bbox: 0.1707, loss_iou: 0.3981, d0.loss_cls: 0.2857, d0.loss_bbox: 0.1752, d0.loss_iou: 0.4087, d1.loss_cls: 0.2528, d1.loss_bbox: 0.1717, d1.loss_iou: 0.4021, d2.loss_cls: 0.2356, d2.loss_bbox: 0.1693, d2.loss_iou: 0.3981, d3.loss_cls: 0.2277, d3.loss_bbox: 0.1705, d3.loss_iou: 0.3973, d4.loss_cls: 0.2244, d4.loss_bbox: 0.1705, d4.loss_iou: 0.3981, dn_loss_cls: 0.0380, dn_loss_bbox: 0.2841, dn_loss_iou: 0.4185, d0.dn_loss_cls: 0.0735, d0.dn_loss_bbox: 0.3985, d0.dn_loss_iou: 0.5452, d1.dn_loss_cls: 0.0483, d1.dn_loss_bbox: 0.3097, d1.dn_loss_iou: 0.4463, d2.dn_loss_cls: 0.0410, d2.dn_loss_bbox: 0.2882, d2.dn_loss_iou: 0.4238, d3.dn_loss_cls: 0.0391, d3.dn_loss_bbox: 0.2844, d3.dn_loss_iou: 0.4187, d4.dn_loss_cls: 0.0381, d4.dn_loss_bbox: 0.2841, d4.dn_loss_iou: 0.4184, loss: 10.6146, grad_norm: 18.4385 2023-11-06 18:25:31,146 - mmdet - INFO - Epoch [5][2850/3665] lr: 5.563e-06, eta: 6:01:52, time: 0.816, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2708, interm_loss_bbox: 0.2023, interm_loss_iou: 0.4652, loss_cls: 0.2250, loss_bbox: 0.1652, loss_iou: 0.4031, d0.loss_cls: 0.2869, d0.loss_bbox: 0.1694, d0.loss_iou: 0.4129, d1.loss_cls: 0.2533, d1.loss_bbox: 0.1663, d1.loss_iou: 0.4060, d2.loss_cls: 0.2380, d2.loss_bbox: 0.1633, d2.loss_iou: 0.4017, d3.loss_cls: 0.2297, d3.loss_bbox: 0.1638, d3.loss_iou: 0.4018, d4.loss_cls: 0.2256, d4.loss_bbox: 0.1648, d4.loss_iou: 0.4026, dn_loss_cls: 0.0390, dn_loss_bbox: 0.2673, dn_loss_iou: 0.4247, d0.dn_loss_cls: 0.0735, d0.dn_loss_bbox: 0.3738, d0.dn_loss_iou: 0.5484, d1.dn_loss_cls: 0.0485, d1.dn_loss_bbox: 0.2918, d1.dn_loss_iou: 0.4518, d2.dn_loss_cls: 0.0418, d2.dn_loss_bbox: 0.2714, d2.dn_loss_iou: 0.4300, d3.dn_loss_cls: 0.0400, d3.dn_loss_bbox: 0.2675, d3.dn_loss_iou: 0.4247, d4.dn_loss_cls: 0.0390, d4.dn_loss_bbox: 0.2673, d4.dn_loss_iou: 0.4246, loss: 10.5429, grad_norm: 20.4675 2023-11-06 18:26:12,429 - mmdet - INFO - Epoch [5][2900/3665] lr: 5.563e-06, eta: 6:01:11, time: 0.826, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2651, interm_loss_bbox: 0.2040, interm_loss_iou: 0.4571, loss_cls: 0.2227, loss_bbox: 0.1667, loss_iou: 0.3988, d0.loss_cls: 0.2846, d0.loss_bbox: 0.1710, d0.loss_iou: 0.4085, d1.loss_cls: 0.2506, d1.loss_bbox: 0.1681, d1.loss_iou: 0.4002, d2.loss_cls: 0.2333, d2.loss_bbox: 0.1654, d2.loss_iou: 0.3963, d3.loss_cls: 0.2257, d3.loss_bbox: 0.1655, d3.loss_iou: 0.3974, d4.loss_cls: 0.2231, d4.loss_bbox: 0.1664, d4.loss_iou: 0.3984, dn_loss_cls: 0.0361, dn_loss_bbox: 0.2688, dn_loss_iou: 0.4127, d0.dn_loss_cls: 0.0726, d0.dn_loss_bbox: 0.3831, d0.dn_loss_iou: 0.5379, d1.dn_loss_cls: 0.0465, d1.dn_loss_bbox: 0.2953, d1.dn_loss_iou: 0.4406, d2.dn_loss_cls: 0.0391, d2.dn_loss_bbox: 0.2731, d2.dn_loss_iou: 0.4181, d3.dn_loss_cls: 0.0370, d3.dn_loss_bbox: 0.2690, d3.dn_loss_iou: 0.4127, d4.dn_loss_cls: 0.0360, d4.dn_loss_bbox: 0.2688, d4.dn_loss_iou: 0.4126, loss: 10.4287, grad_norm: 18.7794 2023-11-06 18:26:52,686 - mmdet - INFO - Epoch [5][2950/3665] lr: 5.563e-06, eta: 6:00:29, time: 0.805, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2630, interm_loss_bbox: 0.2072, interm_loss_iou: 0.4556, loss_cls: 0.2173, loss_bbox: 0.1696, loss_iou: 0.3943, d0.loss_cls: 0.2794, d0.loss_bbox: 0.1758, d0.loss_iou: 0.4027, d1.loss_cls: 0.2466, d1.loss_bbox: 0.1712, d1.loss_iou: 0.3954, d2.loss_cls: 0.2289, d2.loss_bbox: 0.1683, d2.loss_iou: 0.3928, d3.loss_cls: 0.2213, d3.loss_bbox: 0.1685, d3.loss_iou: 0.3927, d4.loss_cls: 0.2170, d4.loss_bbox: 0.1704, d4.loss_iou: 0.3945, dn_loss_cls: 0.0374, dn_loss_bbox: 0.2788, dn_loss_iou: 0.4133, d0.dn_loss_cls: 0.0727, d0.dn_loss_bbox: 0.3906, d0.dn_loss_iou: 0.5354, d1.dn_loss_cls: 0.0475, d1.dn_loss_bbox: 0.3041, d1.dn_loss_iou: 0.4407, d2.dn_loss_cls: 0.0402, d2.dn_loss_bbox: 0.2829, d2.dn_loss_iou: 0.4187, d3.dn_loss_cls: 0.0380, d3.dn_loss_bbox: 0.2791, d3.dn_loss_iou: 0.4135, d4.dn_loss_cls: 0.0374, d4.dn_loss_bbox: 0.2788, d4.dn_loss_iou: 0.4132, loss: 10.4551, grad_norm: 18.5567 2023-11-06 18:27:33,795 - mmdet - INFO - Epoch [5][3000/3665] lr: 5.563e-06, eta: 5:59:48, time: 0.822, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2622, interm_loss_bbox: 0.1989, interm_loss_iou: 0.4470, loss_cls: 0.2207, loss_bbox: 0.1628, loss_iou: 0.3861, d0.loss_cls: 0.2813, d0.loss_bbox: 0.1683, d0.loss_iou: 0.3980, d1.loss_cls: 0.2508, d1.loss_bbox: 0.1631, d1.loss_iou: 0.3896, d2.loss_cls: 0.2318, d2.loss_bbox: 0.1612, d2.loss_iou: 0.3859, d3.loss_cls: 0.2245, d3.loss_bbox: 0.1618, d3.loss_iou: 0.3857, d4.loss_cls: 0.2217, d4.loss_bbox: 0.1624, d4.loss_iou: 0.3859, dn_loss_cls: 0.0359, dn_loss_bbox: 0.2731, dn_loss_iou: 0.4102, d0.dn_loss_cls: 0.0719, d0.dn_loss_bbox: 0.3805, d0.dn_loss_iou: 0.5374, d1.dn_loss_cls: 0.0456, d1.dn_loss_bbox: 0.2966, d1.dn_loss_iou: 0.4378, d2.dn_loss_cls: 0.0386, d2.dn_loss_bbox: 0.2771, d2.dn_loss_iou: 0.4151, d3.dn_loss_cls: 0.0368, d3.dn_loss_bbox: 0.2733, d3.dn_loss_iou: 0.4103, d4.dn_loss_cls: 0.0359, d4.dn_loss_bbox: 0.2731, d4.dn_loss_iou: 0.4101, loss: 10.3089, grad_norm: 20.6542 2023-11-06 18:28:14,907 - mmdet - INFO - Epoch [5][3050/3665] lr: 5.563e-06, eta: 5:59:07, time: 0.822, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2718, interm_loss_bbox: 0.2070, interm_loss_iou: 0.4591, loss_cls: 0.2279, loss_bbox: 0.1682, loss_iou: 0.3942, d0.loss_cls: 0.2892, d0.loss_bbox: 0.1738, d0.loss_iou: 0.4063, d1.loss_cls: 0.2548, d1.loss_bbox: 0.1708, d1.loss_iou: 0.3983, d2.loss_cls: 0.2392, d2.loss_bbox: 0.1677, d2.loss_iou: 0.3932, d3.loss_cls: 0.2312, d3.loss_bbox: 0.1674, d3.loss_iou: 0.3929, d4.loss_cls: 0.2286, d4.loss_bbox: 0.1681, d4.loss_iou: 0.3937, dn_loss_cls: 0.0385, dn_loss_bbox: 0.2822, dn_loss_iou: 0.4147, d0.dn_loss_cls: 0.0741, d0.dn_loss_bbox: 0.3951, d0.dn_loss_iou: 0.5360, d1.dn_loss_cls: 0.0487, d1.dn_loss_bbox: 0.3074, d1.dn_loss_iou: 0.4414, d2.dn_loss_cls: 0.0415, d2.dn_loss_bbox: 0.2859, d2.dn_loss_iou: 0.4194, d3.dn_loss_cls: 0.0395, d3.dn_loss_bbox: 0.2823, d3.dn_loss_iou: 0.4146, d4.dn_loss_cls: 0.0386, d4.dn_loss_bbox: 0.2822, d4.dn_loss_iou: 0.4145, loss: 10.5599, grad_norm: 19.3109 2023-11-06 18:28:56,135 - mmdet - INFO - Epoch [5][3100/3665] lr: 5.563e-06, eta: 5:58:27, time: 0.824, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2696, interm_loss_bbox: 0.2004, interm_loss_iou: 0.4635, loss_cls: 0.2255, loss_bbox: 0.1644, loss_iou: 0.4025, d0.loss_cls: 0.2888, d0.loss_bbox: 0.1683, d0.loss_iou: 0.4132, d1.loss_cls: 0.2538, d1.loss_bbox: 0.1670, d1.loss_iou: 0.4076, d2.loss_cls: 0.2356, d2.loss_bbox: 0.1651, d2.loss_iou: 0.4025, d3.loss_cls: 0.2299, d3.loss_bbox: 0.1635, d3.loss_iou: 0.4017, d4.loss_cls: 0.2257, d4.loss_bbox: 0.1647, d4.loss_iou: 0.4032, dn_loss_cls: 0.0381, dn_loss_bbox: 0.2723, dn_loss_iou: 0.4261, d0.dn_loss_cls: 0.0734, d0.dn_loss_bbox: 0.3800, d0.dn_loss_iou: 0.5516, d1.dn_loss_cls: 0.0483, d1.dn_loss_bbox: 0.2959, d1.dn_loss_iou: 0.4525, d2.dn_loss_cls: 0.0411, d2.dn_loss_bbox: 0.2758, d2.dn_loss_iou: 0.4309, d3.dn_loss_cls: 0.0390, d3.dn_loss_bbox: 0.2724, d3.dn_loss_iou: 0.4262, d4.dn_loss_cls: 0.0380, d4.dn_loss_bbox: 0.2723, d4.dn_loss_iou: 0.4260, loss: 10.5764, grad_norm: 19.3518 2023-11-06 18:29:37,500 - mmdet - INFO - Epoch [5][3150/3665] lr: 5.563e-06, eta: 5:57:46, time: 0.827, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2627, interm_loss_bbox: 0.2063, interm_loss_iou: 0.4481, loss_cls: 0.2168, loss_bbox: 0.1672, loss_iou: 0.3871, d0.loss_cls: 0.2802, d0.loss_bbox: 0.1719, d0.loss_iou: 0.3952, d1.loss_cls: 0.2419, d1.loss_bbox: 0.1711, d1.loss_iou: 0.3921, d2.loss_cls: 0.2274, d2.loss_bbox: 0.1665, d2.loss_iou: 0.3861, d3.loss_cls: 0.2201, d3.loss_bbox: 0.1669, d3.loss_iou: 0.3871, d4.loss_cls: 0.2169, d4.loss_bbox: 0.1676, d4.loss_iou: 0.3875, dn_loss_cls: 0.0363, dn_loss_bbox: 0.2743, dn_loss_iou: 0.4100, d0.dn_loss_cls: 0.0720, d0.dn_loss_bbox: 0.3873, d0.dn_loss_iou: 0.5374, d1.dn_loss_cls: 0.0466, d1.dn_loss_bbox: 0.3007, d1.dn_loss_iou: 0.4387, d2.dn_loss_cls: 0.0391, d2.dn_loss_bbox: 0.2785, d2.dn_loss_iou: 0.4156, d3.dn_loss_cls: 0.0372, d3.dn_loss_bbox: 0.2745, d3.dn_loss_iou: 0.4102, d4.dn_loss_cls: 0.0362, d4.dn_loss_bbox: 0.2742, d4.dn_loss_iou: 0.4099, loss: 10.3456, grad_norm: 19.3159 2023-11-06 18:30:18,734 - mmdet - INFO - Epoch [5][3200/3665] lr: 5.563e-06, eta: 5:57:05, time: 0.825, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2624, interm_loss_bbox: 0.2101, interm_loss_iou: 0.4475, loss_cls: 0.2191, loss_bbox: 0.1680, loss_iou: 0.3818, d0.loss_cls: 0.2815, d0.loss_bbox: 0.1734, d0.loss_iou: 0.3914, d1.loss_cls: 0.2489, d1.loss_bbox: 0.1700, d1.loss_iou: 0.3848, d2.loss_cls: 0.2287, d2.loss_bbox: 0.1683, d2.loss_iou: 0.3830, d3.loss_cls: 0.2221, d3.loss_bbox: 0.1682, d3.loss_iou: 0.3818, d4.loss_cls: 0.2195, d4.loss_bbox: 0.1680, d4.loss_iou: 0.3819, dn_loss_cls: 0.0377, dn_loss_bbox: 0.2870, dn_loss_iou: 0.4089, d0.dn_loss_cls: 0.0729, d0.dn_loss_bbox: 0.4054, d0.dn_loss_iou: 0.5363, d1.dn_loss_cls: 0.0480, d1.dn_loss_bbox: 0.3128, d1.dn_loss_iou: 0.4360, d2.dn_loss_cls: 0.0408, d2.dn_loss_bbox: 0.2905, d2.dn_loss_iou: 0.4137, d3.dn_loss_cls: 0.0385, d3.dn_loss_bbox: 0.2873, d3.dn_loss_iou: 0.4090, d4.dn_loss_cls: 0.0376, d4.dn_loss_bbox: 0.2870, d4.dn_loss_iou: 0.4088, loss: 10.4186, grad_norm: 18.1797 2023-11-06 18:30:59,730 - mmdet - INFO - Epoch [5][3250/3665] lr: 5.563e-06, eta: 5:56:24, time: 0.820, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2703, interm_loss_bbox: 0.2059, interm_loss_iou: 0.4587, loss_cls: 0.2261, loss_bbox: 0.1706, loss_iou: 0.3936, d0.loss_cls: 0.2852, d0.loss_bbox: 0.1745, d0.loss_iou: 0.4071, d1.loss_cls: 0.2516, d1.loss_bbox: 0.1727, d1.loss_iou: 0.3985, d2.loss_cls: 0.2350, d2.loss_bbox: 0.1704, d2.loss_iou: 0.3956, d3.loss_cls: 0.2284, d3.loss_bbox: 0.1702, d3.loss_iou: 0.3945, d4.loss_cls: 0.2258, d4.loss_bbox: 0.1707, d4.loss_iou: 0.3941, dn_loss_cls: 0.0364, dn_loss_bbox: 0.2725, dn_loss_iou: 0.4124, d0.dn_loss_cls: 0.0715, d0.dn_loss_bbox: 0.3817, d0.dn_loss_iou: 0.5381, d1.dn_loss_cls: 0.0464, d1.dn_loss_bbox: 0.2967, d1.dn_loss_iou: 0.4405, d2.dn_loss_cls: 0.0395, d2.dn_loss_bbox: 0.2764, d2.dn_loss_iou: 0.4177, d3.dn_loss_cls: 0.0375, d3.dn_loss_bbox: 0.2727, d3.dn_loss_iou: 0.4125, d4.dn_loss_cls: 0.0363, d4.dn_loss_bbox: 0.2725, d4.dn_loss_iou: 0.4123, loss: 10.4732, grad_norm: 20.1575 2023-11-06 18:31:40,530 - mmdet - INFO - Epoch [5][3300/3665] lr: 5.563e-06, eta: 5:55:43, time: 0.816, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2683, interm_loss_bbox: 0.1986, interm_loss_iou: 0.4588, loss_cls: 0.2223, loss_bbox: 0.1615, loss_iou: 0.3961, d0.loss_cls: 0.2866, d0.loss_bbox: 0.1659, d0.loss_iou: 0.4057, d1.loss_cls: 0.2494, d1.loss_bbox: 0.1644, d1.loss_iou: 0.4008, d2.loss_cls: 0.2333, d2.loss_bbox: 0.1606, d2.loss_iou: 0.3966, d3.loss_cls: 0.2254, d3.loss_bbox: 0.1609, d3.loss_iou: 0.3958, d4.loss_cls: 0.2229, d4.loss_bbox: 0.1612, d4.loss_iou: 0.3960, dn_loss_cls: 0.0374, dn_loss_bbox: 0.2724, dn_loss_iou: 0.4128, d0.dn_loss_cls: 0.0729, d0.dn_loss_bbox: 0.3804, d0.dn_loss_iou: 0.5388, d1.dn_loss_cls: 0.0477, d1.dn_loss_bbox: 0.2965, d1.dn_loss_iou: 0.4399, d2.dn_loss_cls: 0.0405, d2.dn_loss_bbox: 0.2762, d2.dn_loss_iou: 0.4176, d3.dn_loss_cls: 0.0382, d3.dn_loss_bbox: 0.2726, d3.dn_loss_iou: 0.4128, d4.dn_loss_cls: 0.0374, d4.dn_loss_bbox: 0.2724, d4.dn_loss_iou: 0.4127, loss: 10.4104, grad_norm: 20.9004 2023-11-06 18:32:22,457 - mmdet - INFO - Epoch [5][3350/3665] lr: 5.563e-06, eta: 5:55:03, time: 0.839, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2681, interm_loss_bbox: 0.2042, interm_loss_iou: 0.4530, loss_cls: 0.2205, loss_bbox: 0.1688, loss_iou: 0.3949, d0.loss_cls: 0.2859, d0.loss_bbox: 0.1716, d0.loss_iou: 0.4003, d1.loss_cls: 0.2479, d1.loss_bbox: 0.1706, d1.loss_iou: 0.3971, d2.loss_cls: 0.2311, d2.loss_bbox: 0.1687, d2.loss_iou: 0.3950, d3.loss_cls: 0.2242, d3.loss_bbox: 0.1680, d3.loss_iou: 0.3938, d4.loss_cls: 0.2216, d4.loss_bbox: 0.1686, d4.loss_iou: 0.3944, dn_loss_cls: 0.0381, dn_loss_bbox: 0.2858, dn_loss_iou: 0.4184, d0.dn_loss_cls: 0.0731, d0.dn_loss_bbox: 0.3944, d0.dn_loss_iou: 0.5388, d1.dn_loss_cls: 0.0477, d1.dn_loss_bbox: 0.3098, d1.dn_loss_iou: 0.4449, d2.dn_loss_cls: 0.0408, d2.dn_loss_bbox: 0.2897, d2.dn_loss_iou: 0.4236, d3.dn_loss_cls: 0.0387, d3.dn_loss_bbox: 0.2860, d3.dn_loss_iou: 0.4184, d4.dn_loss_cls: 0.0380, d4.dn_loss_bbox: 0.2858, d4.dn_loss_iou: 0.4182, loss: 10.5389, grad_norm: 21.7739 2023-11-06 18:33:03,425 - mmdet - INFO - Epoch [5][3400/3665] lr: 5.563e-06, eta: 5:54:22, time: 0.819, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2690, interm_loss_bbox: 0.1997, interm_loss_iou: 0.4478, loss_cls: 0.2214, loss_bbox: 0.1631, loss_iou: 0.3856, d0.loss_cls: 0.2859, d0.loss_bbox: 0.1655, d0.loss_iou: 0.3947, d1.loss_cls: 0.2515, d1.loss_bbox: 0.1616, d1.loss_iou: 0.3869, d2.loss_cls: 0.2345, d2.loss_bbox: 0.1606, d2.loss_iou: 0.3850, d3.loss_cls: 0.2268, d3.loss_bbox: 0.1611, d3.loss_iou: 0.3847, d4.loss_cls: 0.2222, d4.loss_bbox: 0.1630, d4.loss_iou: 0.3860, dn_loss_cls: 0.0378, dn_loss_bbox: 0.2684, dn_loss_iou: 0.4085, d0.dn_loss_cls: 0.0726, d0.dn_loss_bbox: 0.3830, d0.dn_loss_iou: 0.5389, d1.dn_loss_cls: 0.0477, d1.dn_loss_bbox: 0.2945, d1.dn_loss_iou: 0.4367, d2.dn_loss_cls: 0.0407, d2.dn_loss_bbox: 0.2725, d2.dn_loss_iou: 0.4139, d3.dn_loss_cls: 0.0387, d3.dn_loss_bbox: 0.2685, d3.dn_loss_iou: 0.4086, d4.dn_loss_cls: 0.0379, d4.dn_loss_bbox: 0.2684, d4.dn_loss_iou: 0.4084, loss: 10.3026, grad_norm: 19.9736 2023-11-06 18:33:44,327 - mmdet - INFO - Epoch [5][3450/3665] lr: 5.563e-06, eta: 5:53:41, time: 0.818, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2748, interm_loss_bbox: 0.1980, interm_loss_iou: 0.4485, loss_cls: 0.2261, loss_bbox: 0.1631, loss_iou: 0.3922, d0.loss_cls: 0.2879, d0.loss_bbox: 0.1687, d0.loss_iou: 0.4016, d1.loss_cls: 0.2534, d1.loss_bbox: 0.1659, d1.loss_iou: 0.3958, d2.loss_cls: 0.2375, d2.loss_bbox: 0.1621, d2.loss_iou: 0.3909, d3.loss_cls: 0.2303, d3.loss_bbox: 0.1619, d3.loss_iou: 0.3911, d4.loss_cls: 0.2267, d4.loss_bbox: 0.1626, d4.loss_iou: 0.3925, dn_loss_cls: 0.0395, dn_loss_bbox: 0.2839, dn_loss_iou: 0.4172, d0.dn_loss_cls: 0.0757, d0.dn_loss_bbox: 0.3943, d0.dn_loss_iou: 0.5424, d1.dn_loss_cls: 0.0497, d1.dn_loss_bbox: 0.3081, d1.dn_loss_iou: 0.4451, d2.dn_loss_cls: 0.0426, d2.dn_loss_bbox: 0.2876, d2.dn_loss_iou: 0.4225, d3.dn_loss_cls: 0.0404, d3.dn_loss_bbox: 0.2841, d3.dn_loss_iou: 0.4174, d4.dn_loss_cls: 0.0395, d4.dn_loss_bbox: 0.2839, d4.dn_loss_iou: 0.4171, loss: 10.5226, grad_norm: 18.3909 2023-11-06 18:34:24,604 - mmdet - INFO - Epoch [5][3500/3665] lr: 5.563e-06, eta: 5:52:59, time: 0.805, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2657, interm_loss_bbox: 0.2068, interm_loss_iou: 0.4405, loss_cls: 0.2212, loss_bbox: 0.1651, loss_iou: 0.3789, d0.loss_cls: 0.2851, d0.loss_bbox: 0.1693, d0.loss_iou: 0.3865, d1.loss_cls: 0.2466, d1.loss_bbox: 0.1692, d1.loss_iou: 0.3841, d2.loss_cls: 0.2322, d2.loss_bbox: 0.1656, d2.loss_iou: 0.3795, d3.loss_cls: 0.2255, d3.loss_bbox: 0.1642, d3.loss_iou: 0.3783, d4.loss_cls: 0.2228, d4.loss_bbox: 0.1640, d4.loss_iou: 0.3782, dn_loss_cls: 0.0384, dn_loss_bbox: 0.2796, dn_loss_iou: 0.4047, d0.dn_loss_cls: 0.0740, d0.dn_loss_bbox: 0.3946, d0.dn_loss_iou: 0.5282, d1.dn_loss_cls: 0.0479, d1.dn_loss_bbox: 0.3056, d1.dn_loss_iou: 0.4322, d2.dn_loss_cls: 0.0410, d2.dn_loss_bbox: 0.2838, d2.dn_loss_iou: 0.4099, d3.dn_loss_cls: 0.0390, d3.dn_loss_bbox: 0.2798, d3.dn_loss_iou: 0.4048, d4.dn_loss_cls: 0.0383, d4.dn_loss_bbox: 0.2796, d4.dn_loss_iou: 0.4046, loss: 10.3149, grad_norm: 18.3982 2023-11-06 18:35:05,489 - mmdet - INFO - Epoch [5][3550/3665] lr: 5.563e-06, eta: 5:52:18, time: 0.818, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2686, interm_loss_bbox: 0.2005, interm_loss_iou: 0.4508, loss_cls: 0.2285, loss_bbox: 0.1641, loss_iou: 0.3911, d0.loss_cls: 0.2847, d0.loss_bbox: 0.1684, d0.loss_iou: 0.3996, d1.loss_cls: 0.2491, d1.loss_bbox: 0.1680, d1.loss_iou: 0.3964, d2.loss_cls: 0.2356, d2.loss_bbox: 0.1639, d2.loss_iou: 0.3919, d3.loss_cls: 0.2301, d3.loss_bbox: 0.1631, d3.loss_iou: 0.3907, d4.loss_cls: 0.2275, d4.loss_bbox: 0.1640, d4.loss_iou: 0.3913, dn_loss_cls: 0.0363, dn_loss_bbox: 0.2714, dn_loss_iou: 0.4147, d0.dn_loss_cls: 0.0719, d0.dn_loss_bbox: 0.3801, d0.dn_loss_iou: 0.5398, d1.dn_loss_cls: 0.0463, d1.dn_loss_bbox: 0.2965, d1.dn_loss_iou: 0.4422, d2.dn_loss_cls: 0.0389, d2.dn_loss_bbox: 0.2756, d2.dn_loss_iou: 0.4200, d3.dn_loss_cls: 0.0370, d3.dn_loss_bbox: 0.2716, d3.dn_loss_iou: 0.4148, d4.dn_loss_cls: 0.0361, d4.dn_loss_bbox: 0.2714, d4.dn_loss_iou: 0.4146, loss: 10.4071, grad_norm: 19.0296 2023-11-06 18:35:46,731 - mmdet - INFO - Epoch [5][3600/3665] lr: 5.563e-06, eta: 5:51:37, time: 0.825, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2618, interm_loss_bbox: 0.2025, interm_loss_iou: 0.4456, loss_cls: 0.2188, loss_bbox: 0.1649, loss_iou: 0.3833, d0.loss_cls: 0.2775, d0.loss_bbox: 0.1705, d0.loss_iou: 0.3948, d1.loss_cls: 0.2450, d1.loss_bbox: 0.1676, d1.loss_iou: 0.3872, d2.loss_cls: 0.2294, d2.loss_bbox: 0.1643, d2.loss_iou: 0.3835, d3.loss_cls: 0.2207, d3.loss_bbox: 0.1646, d3.loss_iou: 0.3840, d4.loss_cls: 0.2185, d4.loss_bbox: 0.1647, d4.loss_iou: 0.3836, dn_loss_cls: 0.0379, dn_loss_bbox: 0.2743, dn_loss_iou: 0.4038, d0.dn_loss_cls: 0.0726, d0.dn_loss_bbox: 0.3875, d0.dn_loss_iou: 0.5270, d1.dn_loss_cls: 0.0477, d1.dn_loss_bbox: 0.2986, d1.dn_loss_iou: 0.4311, d2.dn_loss_cls: 0.0404, d2.dn_loss_bbox: 0.2784, d2.dn_loss_iou: 0.4095, d3.dn_loss_cls: 0.0383, d3.dn_loss_bbox: 0.2745, d3.dn_loss_iou: 0.4039, d4.dn_loss_cls: 0.0375, d4.dn_loss_bbox: 0.2743, d4.dn_loss_iou: 0.4037, loss: 10.2742, grad_norm: 19.2646 2023-11-06 18:36:27,337 - mmdet - INFO - Epoch [5][3650/3665] lr: 5.563e-06, eta: 5:50:55, time: 0.812, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2666, interm_loss_bbox: 0.1978, interm_loss_iou: 0.4610, loss_cls: 0.2216, loss_bbox: 0.1635, loss_iou: 0.4017, d0.loss_cls: 0.2838, d0.loss_bbox: 0.1672, d0.loss_iou: 0.4105, d1.loss_cls: 0.2490, d1.loss_bbox: 0.1639, d1.loss_iou: 0.4035, d2.loss_cls: 0.2328, d2.loss_bbox: 0.1611, d2.loss_iou: 0.3994, d3.loss_cls: 0.2267, d3.loss_bbox: 0.1613, d3.loss_iou: 0.3992, d4.loss_cls: 0.2232, d4.loss_bbox: 0.1621, d4.loss_iou: 0.4007, dn_loss_cls: 0.0361, dn_loss_bbox: 0.2667, dn_loss_iou: 0.4203, d0.dn_loss_cls: 0.0716, d0.dn_loss_bbox: 0.3746, d0.dn_loss_iou: 0.5436, d1.dn_loss_cls: 0.0455, d1.dn_loss_bbox: 0.2903, d1.dn_loss_iou: 0.4470, d2.dn_loss_cls: 0.0386, d2.dn_loss_bbox: 0.2702, d2.dn_loss_iou: 0.4253, d3.dn_loss_cls: 0.0369, d3.dn_loss_bbox: 0.2669, d3.dn_loss_iou: 0.4205, d4.dn_loss_cls: 0.0360, d4.dn_loss_bbox: 0.2667, d4.dn_loss_iou: 0.4202, loss: 10.4338, grad_norm: 21.2069 2023-11-06 18:36:39,967 - mmdet - INFO - Saving checkpoint at 5 epochs 2023-11-06 18:37:49,832 - mmdet - INFO - Evaluating bbox... 2023-11-06 18:40:13,847 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.507 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.690 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.551 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.341 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.547 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.670 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.726 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.730 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.730 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.573 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.774 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.898 2023-11-06 18:40:13,850 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.601 | bicycle | 0.409 | car | 0.486 | | motorcycle | 0.501 | airplane | 0.737 | bus | 0.749 | | train | 0.746 | truck | 0.455 | boat | 0.349 | | traffic light | 0.308 | fire hydrant | 0.733 | stop sign | 0.684 | | parking meter | 0.559 | bench | 0.297 | bird | 0.455 | | cat | 0.818 | dog | 0.750 | horse | 0.646 | | sheep | 0.627 | cow | 0.661 | elephant | 0.762 | | bear | 0.837 | zebra | 0.749 | giraffe | 0.743 | | backpack | 0.203 | umbrella | 0.496 | handbag | 0.257 | | tie | 0.425 | suitcase | 0.500 | frisbee | 0.737 | | skis | 0.301 | snowboard | 0.437 | sports ball | 0.510 | | kite | 0.523 | baseball bat | 0.481 | baseball glove | 0.429 | | skateboard | 0.627 | surfboard | 0.497 | tennis racket | 0.591 | | bottle | 0.465 | wine glass | 0.432 | cup | 0.518 | | fork | 0.461 | knife | 0.333 | spoon | 0.308 | | bowl | 0.452 | banana | 0.329 | apple | 0.260 | | sandwich | 0.470 | orange | 0.378 | broccoli | 0.284 | | carrot | 0.275 | hot dog | 0.470 | pizza | 0.599 | | donut | 0.550 | cake | 0.462 | chair | 0.373 | | couch | 0.463 | potted plant | 0.329 | bed | 0.512 | | dining table | 0.354 | toilet | 0.696 | tv | 0.660 | | laptop | 0.732 | mouse | 0.668 | remote | 0.442 | | keyboard | 0.594 | cell phone | 0.470 | microwave | 0.680 | | oven | 0.417 | toaster | 0.542 | sink | 0.449 | | refrigerator | 0.678 | book | 0.208 | clock | 0.571 | | vase | 0.462 | scissors | 0.467 | teddy bear | 0.563 | | hair drier | 0.158 | toothbrush | 0.382 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-06 18:40:15,620 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx/best_bbox_mAP_epoch_4.pth was removed 2023-11-06 18:40:17,794 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_5.pth. 2023-11-06 18:40:17,794 - mmdet - INFO - Best bbox_mAP is 0.5071 at 5 epoch. 2023-11-06 18:40:17,794 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx.py 2023-11-06 18:40:17,795 - mmdet - INFO - Epoch(val) [5][625] bbox_mAP: 0.5071, bbox_mAP_50: 0.6897, bbox_mAP_75: 0.5515, bbox_mAP_s: 0.3412, bbox_mAP_m: 0.5470, bbox_mAP_l: 0.6698, bbox_mAP_copypaste: 0.5071 0.6897 0.5515 0.3412 0.5470 0.6698 2023-11-06 18:41:02,131 - mmdet - INFO - Epoch [6][50/3665] lr: 5.563e-06, eta: 5:49:50, time: 0.886, data_time: 0.065, memory: 22742, interm_loss_cls: 0.2649, interm_loss_bbox: 0.1970, interm_loss_iou: 0.4494, loss_cls: 0.2175, loss_bbox: 0.1626, loss_iou: 0.3921, d0.loss_cls: 0.2769, d0.loss_bbox: 0.1679, d0.loss_iou: 0.4027, d1.loss_cls: 0.2427, d1.loss_bbox: 0.1657, d1.loss_iou: 0.3984, d2.loss_cls: 0.2293, d2.loss_bbox: 0.1614, d2.loss_iou: 0.3909, d3.loss_cls: 0.2207, d3.loss_bbox: 0.1620, d3.loss_iou: 0.3916, d4.loss_cls: 0.2179, d4.loss_bbox: 0.1621, d4.loss_iou: 0.3925, dn_loss_cls: 0.0354, dn_loss_bbox: 0.2627, dn_loss_iou: 0.4120, d0.dn_loss_cls: 0.0715, d0.dn_loss_bbox: 0.3726, d0.dn_loss_iou: 0.5352, d1.dn_loss_cls: 0.0458, d1.dn_loss_bbox: 0.2878, d1.dn_loss_iou: 0.4391, d2.dn_loss_cls: 0.0386, d2.dn_loss_bbox: 0.2667, d2.dn_loss_iou: 0.4167, d3.dn_loss_cls: 0.0364, d3.dn_loss_bbox: 0.2631, d3.dn_loss_iou: 0.4121, d4.dn_loss_cls: 0.0355, d4.dn_loss_bbox: 0.2628, d4.dn_loss_iou: 0.4119, loss: 10.2721, grad_norm: 19.0712 2023-11-06 18:41:42,561 - mmdet - INFO - Epoch [6][100/3665] lr: 5.563e-06, eta: 5:49:08, time: 0.809, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2663, interm_loss_bbox: 0.1999, interm_loss_iou: 0.4487, loss_cls: 0.2190, loss_bbox: 0.1628, loss_iou: 0.3859, d0.loss_cls: 0.2856, d0.loss_bbox: 0.1669, d0.loss_iou: 0.3961, d1.loss_cls: 0.2478, d1.loss_bbox: 0.1648, d1.loss_iou: 0.3907, d2.loss_cls: 0.2322, d2.loss_bbox: 0.1617, d2.loss_iou: 0.3834, d3.loss_cls: 0.2235, d3.loss_bbox: 0.1618, d3.loss_iou: 0.3847, d4.loss_cls: 0.2204, d4.loss_bbox: 0.1619, d4.loss_iou: 0.3850, dn_loss_cls: 0.0365, dn_loss_bbox: 0.2830, dn_loss_iou: 0.4105, d0.dn_loss_cls: 0.0723, d0.dn_loss_bbox: 0.3975, d0.dn_loss_iou: 0.5356, d1.dn_loss_cls: 0.0466, d1.dn_loss_bbox: 0.3090, d1.dn_loss_iou: 0.4388, d2.dn_loss_cls: 0.0397, d2.dn_loss_bbox: 0.2866, d2.dn_loss_iou: 0.4157, d3.dn_loss_cls: 0.0375, d3.dn_loss_bbox: 0.2832, d3.dn_loss_iou: 0.4107, d4.dn_loss_cls: 0.0365, d4.dn_loss_bbox: 0.2830, d4.dn_loss_iou: 0.4104, loss: 10.3821, grad_norm: 19.8320 2023-11-06 18:42:23,836 - mmdet - INFO - Epoch [6][150/3665] lr: 5.563e-06, eta: 5:48:27, time: 0.825, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2612, interm_loss_bbox: 0.1977, interm_loss_iou: 0.4511, loss_cls: 0.2149, loss_bbox: 0.1568, loss_iou: 0.3827, d0.loss_cls: 0.2768, d0.loss_bbox: 0.1653, d0.loss_iou: 0.3949, d1.loss_cls: 0.2408, d1.loss_bbox: 0.1633, d1.loss_iou: 0.3898, d2.loss_cls: 0.2259, d2.loss_bbox: 0.1578, d2.loss_iou: 0.3836, d3.loss_cls: 0.2183, d3.loss_bbox: 0.1567, d3.loss_iou: 0.3821, d4.loss_cls: 0.2154, d4.loss_bbox: 0.1568, d4.loss_iou: 0.3826, dn_loss_cls: 0.0341, dn_loss_bbox: 0.2648, dn_loss_iou: 0.4022, d0.dn_loss_cls: 0.0701, d0.dn_loss_bbox: 0.3776, d0.dn_loss_iou: 0.5302, d1.dn_loss_cls: 0.0448, d1.dn_loss_bbox: 0.2894, d1.dn_loss_iou: 0.4289, d2.dn_loss_cls: 0.0375, d2.dn_loss_bbox: 0.2685, d2.dn_loss_iou: 0.4074, d3.dn_loss_cls: 0.0353, d3.dn_loss_bbox: 0.2649, d3.dn_loss_iou: 0.4022, d4.dn_loss_cls: 0.0343, d4.dn_loss_bbox: 0.2648, d4.dn_loss_iou: 0.4021, loss: 10.1333, grad_norm: 20.3480 2023-11-06 18:43:05,115 - mmdet - INFO - Epoch [6][200/3665] lr: 5.563e-06, eta: 5:47:47, time: 0.826, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2629, interm_loss_bbox: 0.2004, interm_loss_iou: 0.4540, loss_cls: 0.2173, loss_bbox: 0.1624, loss_iou: 0.3926, d0.loss_cls: 0.2783, d0.loss_bbox: 0.1693, d0.loss_iou: 0.4037, d1.loss_cls: 0.2429, d1.loss_bbox: 0.1665, d1.loss_iou: 0.3977, d2.loss_cls: 0.2281, d2.loss_bbox: 0.1620, d2.loss_iou: 0.3917, d3.loss_cls: 0.2193, d3.loss_bbox: 0.1625, d3.loss_iou: 0.3930, d4.loss_cls: 0.2175, d4.loss_bbox: 0.1622, d4.loss_iou: 0.3929, dn_loss_cls: 0.0355, dn_loss_bbox: 0.2694, dn_loss_iou: 0.4060, d0.dn_loss_cls: 0.0712, d0.dn_loss_bbox: 0.3870, d0.dn_loss_iou: 0.5343, d1.dn_loss_cls: 0.0458, d1.dn_loss_bbox: 0.2951, d1.dn_loss_iou: 0.4339, d2.dn_loss_cls: 0.0387, d2.dn_loss_bbox: 0.2740, d2.dn_loss_iou: 0.4110, d3.dn_loss_cls: 0.0366, d3.dn_loss_bbox: 0.2696, d3.dn_loss_iou: 0.4060, d4.dn_loss_cls: 0.0355, d4.dn_loss_bbox: 0.2694, d4.dn_loss_iou: 0.4059, loss: 10.3016, grad_norm: 19.7578 2023-11-06 18:43:46,356 - mmdet - INFO - Epoch [6][250/3665] lr: 5.563e-06, eta: 5:47:06, time: 0.825, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2675, interm_loss_bbox: 0.2013, interm_loss_iou: 0.4531, loss_cls: 0.2234, loss_bbox: 0.1628, loss_iou: 0.3903, d0.loss_cls: 0.2840, d0.loss_bbox: 0.1688, d0.loss_iou: 0.4013, d1.loss_cls: 0.2509, d1.loss_bbox: 0.1663, d1.loss_iou: 0.3950, d2.loss_cls: 0.2341, d2.loss_bbox: 0.1627, d2.loss_iou: 0.3899, d3.loss_cls: 0.2267, d3.loss_bbox: 0.1619, d3.loss_iou: 0.3905, d4.loss_cls: 0.2240, d4.loss_bbox: 0.1623, d4.loss_iou: 0.3903, dn_loss_cls: 0.0361, dn_loss_bbox: 0.2692, dn_loss_iou: 0.4072, d0.dn_loss_cls: 0.0706, d0.dn_loss_bbox: 0.3780, d0.dn_loss_iou: 0.5293, d1.dn_loss_cls: 0.0454, d1.dn_loss_bbox: 0.2933, d1.dn_loss_iou: 0.4335, d2.dn_loss_cls: 0.0384, d2.dn_loss_bbox: 0.2734, d2.dn_loss_iou: 0.4118, d3.dn_loss_cls: 0.0367, d3.dn_loss_bbox: 0.2693, d3.dn_loss_iou: 0.4072, d4.dn_loss_cls: 0.0360, d4.dn_loss_bbox: 0.2692, d4.dn_loss_iou: 0.4071, loss: 10.3191, grad_norm: 20.0164 2023-11-06 18:44:28,035 - mmdet - INFO - Epoch [6][300/3665] lr: 5.563e-06, eta: 5:46:26, time: 0.834, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2596, interm_loss_bbox: 0.1991, interm_loss_iou: 0.4471, loss_cls: 0.2123, loss_bbox: 0.1623, loss_iou: 0.3866, d0.loss_cls: 0.2745, d0.loss_bbox: 0.1677, d0.loss_iou: 0.3963, d1.loss_cls: 0.2400, d1.loss_bbox: 0.1652, d1.loss_iou: 0.3896, d2.loss_cls: 0.2235, d2.loss_bbox: 0.1623, d2.loss_iou: 0.3861, d3.loss_cls: 0.2155, d3.loss_bbox: 0.1628, d3.loss_iou: 0.3866, d4.loss_cls: 0.2132, d4.loss_bbox: 0.1623, d4.loss_iou: 0.3863, dn_loss_cls: 0.0359, dn_loss_bbox: 0.2735, dn_loss_iou: 0.4034, d0.dn_loss_cls: 0.0709, d0.dn_loss_bbox: 0.3863, d0.dn_loss_iou: 0.5269, d1.dn_loss_cls: 0.0462, d1.dn_loss_bbox: 0.2993, d1.dn_loss_iou: 0.4303, d2.dn_loss_cls: 0.0393, d2.dn_loss_bbox: 0.2777, d2.dn_loss_iou: 0.4085, d3.dn_loss_cls: 0.0371, d3.dn_loss_bbox: 0.2737, d3.dn_loss_iou: 0.4035, d4.dn_loss_cls: 0.0359, d4.dn_loss_bbox: 0.2735, d4.dn_loss_iou: 0.4033, loss: 10.2240, grad_norm: 18.0191 2023-11-06 18:45:08,683 - mmdet - INFO - Epoch [6][350/3665] lr: 5.563e-06, eta: 5:45:45, time: 0.813, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2569, interm_loss_bbox: 0.1953, interm_loss_iou: 0.4457, loss_cls: 0.2090, loss_bbox: 0.1573, loss_iou: 0.3816, d0.loss_cls: 0.2738, d0.loss_bbox: 0.1622, d0.loss_iou: 0.3915, d1.loss_cls: 0.2378, d1.loss_bbox: 0.1592, d1.loss_iou: 0.3841, d2.loss_cls: 0.2217, d2.loss_bbox: 0.1562, d2.loss_iou: 0.3791, d3.loss_cls: 0.2129, d3.loss_bbox: 0.1571, d3.loss_iou: 0.3809, d4.loss_cls: 0.2092, d4.loss_bbox: 0.1573, d4.loss_iou: 0.3816, dn_loss_cls: 0.0336, dn_loss_bbox: 0.2555, dn_loss_iou: 0.4003, d0.dn_loss_cls: 0.0690, d0.dn_loss_bbox: 0.3667, d0.dn_loss_iou: 0.5261, d1.dn_loss_cls: 0.0436, d1.dn_loss_bbox: 0.2818, d1.dn_loss_iou: 0.4279, d2.dn_loss_cls: 0.0367, d2.dn_loss_bbox: 0.2600, d2.dn_loss_iou: 0.4051, d3.dn_loss_cls: 0.0344, d3.dn_loss_bbox: 0.2558, d3.dn_loss_iou: 0.4002, d4.dn_loss_cls: 0.0334, d4.dn_loss_bbox: 0.2555, d4.dn_loss_iou: 0.4001, loss: 9.9961, grad_norm: 22.9665 2023-11-06 18:45:49,414 - mmdet - INFO - Epoch [6][400/3665] lr: 5.563e-06, eta: 5:45:03, time: 0.814, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2618, interm_loss_bbox: 0.1944, interm_loss_iou: 0.4491, loss_cls: 0.2130, loss_bbox: 0.1601, loss_iou: 0.3908, d0.loss_cls: 0.2791, d0.loss_bbox: 0.1635, d0.loss_iou: 0.3991, d1.loss_cls: 0.2457, d1.loss_bbox: 0.1624, d1.loss_iou: 0.3943, d2.loss_cls: 0.2263, d2.loss_bbox: 0.1591, d2.loss_iou: 0.3897, d3.loss_cls: 0.2173, d3.loss_bbox: 0.1586, d3.loss_iou: 0.3891, d4.loss_cls: 0.2146, d4.loss_bbox: 0.1592, d4.loss_iou: 0.3897, dn_loss_cls: 0.0362, dn_loss_bbox: 0.2682, dn_loss_iou: 0.4028, d0.dn_loss_cls: 0.0723, d0.dn_loss_bbox: 0.3802, d0.dn_loss_iou: 0.5254, d1.dn_loss_cls: 0.0463, d1.dn_loss_bbox: 0.2937, d1.dn_loss_iou: 0.4296, d2.dn_loss_cls: 0.0391, d2.dn_loss_bbox: 0.2726, d2.dn_loss_iou: 0.4077, d3.dn_loss_cls: 0.0372, d3.dn_loss_bbox: 0.2686, d3.dn_loss_iou: 0.4030, d4.dn_loss_cls: 0.0363, d4.dn_loss_bbox: 0.2682, d4.dn_loss_iou: 0.4027, loss: 10.2068, grad_norm: 20.9531 2023-11-06 18:46:30,016 - mmdet - INFO - Epoch [6][450/3665] lr: 5.563e-06, eta: 5:44:22, time: 0.812, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2586, interm_loss_bbox: 0.1945, interm_loss_iou: 0.4683, loss_cls: 0.2154, loss_bbox: 0.1605, loss_iou: 0.4071, d0.loss_cls: 0.2767, d0.loss_bbox: 0.1647, d0.loss_iou: 0.4165, d1.loss_cls: 0.2427, d1.loss_bbox: 0.1626, d1.loss_iou: 0.4097, d2.loss_cls: 0.2259, d2.loss_bbox: 0.1594, d2.loss_iou: 0.4063, d3.loss_cls: 0.2195, d3.loss_bbox: 0.1591, d3.loss_iou: 0.4059, d4.loss_cls: 0.2148, d4.loss_bbox: 0.1609, d4.loss_iou: 0.4077, dn_loss_cls: 0.0358, dn_loss_bbox: 0.2562, dn_loss_iou: 0.4120, d0.dn_loss_cls: 0.0721, d0.dn_loss_bbox: 0.3669, d0.dn_loss_iou: 0.5399, d1.dn_loss_cls: 0.0453, d1.dn_loss_bbox: 0.2810, d1.dn_loss_iou: 0.4400, d2.dn_loss_cls: 0.0385, d2.dn_loss_bbox: 0.2601, d2.dn_loss_iou: 0.4173, d3.dn_loss_cls: 0.0365, d3.dn_loss_bbox: 0.2565, d3.dn_loss_iou: 0.4120, d4.dn_loss_cls: 0.0357, d4.dn_loss_bbox: 0.2562, d4.dn_loss_iou: 0.4119, loss: 10.3109, grad_norm: 22.1560 2023-11-06 18:47:11,342 - mmdet - INFO - Epoch [6][500/3665] lr: 5.563e-06, eta: 5:43:41, time: 0.826, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2599, interm_loss_bbox: 0.1981, interm_loss_iou: 0.4349, loss_cls: 0.2110, loss_bbox: 0.1637, loss_iou: 0.3750, d0.loss_cls: 0.2758, d0.loss_bbox: 0.1684, d0.loss_iou: 0.3852, d1.loss_cls: 0.2380, d1.loss_bbox: 0.1662, d1.loss_iou: 0.3796, d2.loss_cls: 0.2230, d2.loss_bbox: 0.1621, d2.loss_iou: 0.3740, d3.loss_cls: 0.2149, d3.loss_bbox: 0.1628, d3.loss_iou: 0.3744, d4.loss_cls: 0.2111, d4.loss_bbox: 0.1634, d4.loss_iou: 0.3751, dn_loss_cls: 0.0348, dn_loss_bbox: 0.2739, dn_loss_iou: 0.3965, d0.dn_loss_cls: 0.0714, d0.dn_loss_bbox: 0.3845, d0.dn_loss_iou: 0.5172, d1.dn_loss_cls: 0.0457, d1.dn_loss_bbox: 0.2989, d1.dn_loss_iou: 0.4231, d2.dn_loss_cls: 0.0380, d2.dn_loss_bbox: 0.2778, d2.dn_loss_iou: 0.4017, d3.dn_loss_cls: 0.0359, d3.dn_loss_bbox: 0.2741, d3.dn_loss_iou: 0.3967, d4.dn_loss_cls: 0.0349, d4.dn_loss_bbox: 0.2739, d4.dn_loss_iou: 0.3964, loss: 10.0923, grad_norm: 18.8212 2023-11-06 18:47:52,753 - mmdet - INFO - Epoch [6][550/3665] lr: 5.563e-06, eta: 5:43:01, time: 0.828, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2591, interm_loss_bbox: 0.1992, interm_loss_iou: 0.4397, loss_cls: 0.2162, loss_bbox: 0.1647, loss_iou: 0.3814, d0.loss_cls: 0.2775, d0.loss_bbox: 0.1678, d0.loss_iou: 0.3908, d1.loss_cls: 0.2439, d1.loss_bbox: 0.1661, d1.loss_iou: 0.3837, d2.loss_cls: 0.2263, d2.loss_bbox: 0.1637, d2.loss_iou: 0.3801, d3.loss_cls: 0.2190, d3.loss_bbox: 0.1638, d3.loss_iou: 0.3808, d4.loss_cls: 0.2162, d4.loss_bbox: 0.1646, d4.loss_iou: 0.3813, dn_loss_cls: 0.0345, dn_loss_bbox: 0.2698, dn_loss_iou: 0.3973, d0.dn_loss_cls: 0.0705, d0.dn_loss_bbox: 0.3800, d0.dn_loss_iou: 0.5212, d1.dn_loss_cls: 0.0446, d1.dn_loss_bbox: 0.2942, d1.dn_loss_iou: 0.4245, d2.dn_loss_cls: 0.0376, d2.dn_loss_bbox: 0.2736, d2.dn_loss_iou: 0.4022, d3.dn_loss_cls: 0.0356, d3.dn_loss_bbox: 0.2700, d3.dn_loss_iou: 0.3974, d4.dn_loss_cls: 0.0344, d4.dn_loss_bbox: 0.2698, d4.dn_loss_iou: 0.3972, loss: 10.1405, grad_norm: 18.4817 2023-11-06 18:48:33,861 - mmdet - INFO - Epoch [6][600/3665] lr: 5.563e-06, eta: 5:42:20, time: 0.822, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2628, interm_loss_bbox: 0.2028, interm_loss_iou: 0.4631, loss_cls: 0.2172, loss_bbox: 0.1651, loss_iou: 0.4036, d0.loss_cls: 0.2793, d0.loss_bbox: 0.1692, d0.loss_iou: 0.4123, d1.loss_cls: 0.2488, d1.loss_bbox: 0.1646, d1.loss_iou: 0.4029, d2.loss_cls: 0.2301, d2.loss_bbox: 0.1636, d2.loss_iou: 0.4011, d3.loss_cls: 0.2210, d3.loss_bbox: 0.1645, d3.loss_iou: 0.4033, d4.loss_cls: 0.2182, d4.loss_bbox: 0.1649, d4.loss_iou: 0.4034, dn_loss_cls: 0.0363, dn_loss_bbox: 0.2656, dn_loss_iou: 0.4119, d0.dn_loss_cls: 0.0723, d0.dn_loss_bbox: 0.3763, d0.dn_loss_iou: 0.5373, d1.dn_loss_cls: 0.0468, d1.dn_loss_bbox: 0.2905, d1.dn_loss_iou: 0.4399, d2.dn_loss_cls: 0.0395, d2.dn_loss_bbox: 0.2696, d2.dn_loss_iou: 0.4171, d3.dn_loss_cls: 0.0375, d3.dn_loss_bbox: 0.2657, d3.dn_loss_iou: 0.4118, d4.dn_loss_cls: 0.0364, d4.dn_loss_bbox: 0.2656, d4.dn_loss_iou: 0.4117, loss: 10.3934, grad_norm: 20.9528 2023-11-06 18:49:14,338 - mmdet - INFO - Epoch [6][650/3665] lr: 5.563e-06, eta: 5:41:38, time: 0.810, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2542, interm_loss_bbox: 0.2041, interm_loss_iou: 0.4468, loss_cls: 0.2072, loss_bbox: 0.1656, loss_iou: 0.3832, d0.loss_cls: 0.2714, d0.loss_bbox: 0.1687, d0.loss_iou: 0.3912, d1.loss_cls: 0.2342, d1.loss_bbox: 0.1673, d1.loss_iou: 0.3865, d2.loss_cls: 0.2183, d2.loss_bbox: 0.1652, d2.loss_iou: 0.3826, d3.loss_cls: 0.2116, d3.loss_bbox: 0.1653, d3.loss_iou: 0.3829, d4.loss_cls: 0.2079, d4.loss_bbox: 0.1657, d4.loss_iou: 0.3831, dn_loss_cls: 0.0331, dn_loss_bbox: 0.2712, dn_loss_iou: 0.3993, d0.dn_loss_cls: 0.0686, d0.dn_loss_bbox: 0.3881, d0.dn_loss_iou: 0.5250, d1.dn_loss_cls: 0.0429, d1.dn_loss_bbox: 0.2962, d1.dn_loss_iou: 0.4265, d2.dn_loss_cls: 0.0363, d2.dn_loss_bbox: 0.2753, d2.dn_loss_iou: 0.4047, d3.dn_loss_cls: 0.0341, d3.dn_loss_bbox: 0.2714, d3.dn_loss_iou: 0.3994, d4.dn_loss_cls: 0.0333, d4.dn_loss_bbox: 0.2712, d4.dn_loss_iou: 0.3992, loss: 10.1388, grad_norm: 20.5389 2023-11-06 18:49:54,836 - mmdet - INFO - Epoch [6][700/3665] lr: 5.563e-06, eta: 5:40:57, time: 0.810, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2596, interm_loss_bbox: 0.2014, interm_loss_iou: 0.4477, loss_cls: 0.2166, loss_bbox: 0.1636, loss_iou: 0.3850, d0.loss_cls: 0.2797, d0.loss_bbox: 0.1668, d0.loss_iou: 0.3934, d1.loss_cls: 0.2434, d1.loss_bbox: 0.1656, d1.loss_iou: 0.3877, d2.loss_cls: 0.2273, d2.loss_bbox: 0.1631, d2.loss_iou: 0.3842, d3.loss_cls: 0.2187, d3.loss_bbox: 0.1642, d3.loss_iou: 0.3854, d4.loss_cls: 0.2159, d4.loss_bbox: 0.1641, d4.loss_iou: 0.3854, dn_loss_cls: 0.0348, dn_loss_bbox: 0.2634, dn_loss_iou: 0.4020, d0.dn_loss_cls: 0.0717, d0.dn_loss_bbox: 0.3775, d0.dn_loss_iou: 0.5299, d1.dn_loss_cls: 0.0450, d1.dn_loss_bbox: 0.2899, d1.dn_loss_iou: 0.4306, d2.dn_loss_cls: 0.0379, d2.dn_loss_bbox: 0.2677, d2.dn_loss_iou: 0.4073, d3.dn_loss_cls: 0.0358, d3.dn_loss_bbox: 0.2637, d3.dn_loss_iou: 0.4021, d4.dn_loss_cls: 0.0348, d4.dn_loss_bbox: 0.2634, d4.dn_loss_iou: 0.4019, loss: 10.1780, grad_norm: 19.2261 2023-11-06 18:50:35,891 - mmdet - INFO - Epoch [6][750/3665] lr: 5.563e-06, eta: 5:40:16, time: 0.821, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2569, interm_loss_bbox: 0.1997, interm_loss_iou: 0.4377, loss_cls: 0.2117, loss_bbox: 0.1616, loss_iou: 0.3749, d0.loss_cls: 0.2726, d0.loss_bbox: 0.1672, d0.loss_iou: 0.3860, d1.loss_cls: 0.2396, d1.loss_bbox: 0.1655, d1.loss_iou: 0.3796, d2.loss_cls: 0.2236, d2.loss_bbox: 0.1619, d2.loss_iou: 0.3737, d3.loss_cls: 0.2150, d3.loss_bbox: 0.1620, d3.loss_iou: 0.3750, d4.loss_cls: 0.2124, d4.loss_bbox: 0.1613, d4.loss_iou: 0.3748, dn_loss_cls: 0.0335, dn_loss_bbox: 0.2716, dn_loss_iou: 0.3983, d0.dn_loss_cls: 0.0695, d0.dn_loss_bbox: 0.3883, d0.dn_loss_iou: 0.5249, d1.dn_loss_cls: 0.0438, d1.dn_loss_bbox: 0.2978, d1.dn_loss_iou: 0.4261, d2.dn_loss_cls: 0.0366, d2.dn_loss_bbox: 0.2760, d2.dn_loss_iou: 0.4035, d3.dn_loss_cls: 0.0344, d3.dn_loss_bbox: 0.2718, d3.dn_loss_iou: 0.3983, d4.dn_loss_cls: 0.0335, d4.dn_loss_bbox: 0.2716, d4.dn_loss_iou: 0.3982, loss: 10.0906, grad_norm: 19.5918 2023-11-06 18:51:16,510 - mmdet - INFO - Epoch [6][800/3665] lr: 5.563e-06, eta: 5:39:34, time: 0.812, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2544, interm_loss_bbox: 0.1969, interm_loss_iou: 0.4566, loss_cls: 0.2134, loss_bbox: 0.1562, loss_iou: 0.3883, d0.loss_cls: 0.2731, d0.loss_bbox: 0.1622, d0.loss_iou: 0.4014, d1.loss_cls: 0.2399, d1.loss_bbox: 0.1585, d1.loss_iou: 0.3939, d2.loss_cls: 0.2239, d2.loss_bbox: 0.1559, d2.loss_iou: 0.3892, d3.loss_cls: 0.2169, d3.loss_bbox: 0.1557, d3.loss_iou: 0.3878, d4.loss_cls: 0.2145, d4.loss_bbox: 0.1559, d4.loss_iou: 0.3881, dn_loss_cls: 0.0363, dn_loss_bbox: 0.2567, dn_loss_iou: 0.4035, d0.dn_loss_cls: 0.0715, d0.dn_loss_bbox: 0.3692, d0.dn_loss_iou: 0.5324, d1.dn_loss_cls: 0.0457, d1.dn_loss_bbox: 0.2826, d1.dn_loss_iou: 0.4326, d2.dn_loss_cls: 0.0389, d2.dn_loss_bbox: 0.2605, d2.dn_loss_iou: 0.4088, d3.dn_loss_cls: 0.0371, d3.dn_loss_bbox: 0.2568, d3.dn_loss_iou: 0.4035, d4.dn_loss_cls: 0.0362, d4.dn_loss_bbox: 0.2567, d4.dn_loss_iou: 0.4034, loss: 10.1151, grad_norm: 18.9346 2023-11-06 18:52:00,353 - mmdet - INFO - Epoch [6][850/3665] lr: 5.563e-06, eta: 5:38:57, time: 0.877, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2607, interm_loss_bbox: 0.1925, interm_loss_iou: 0.4551, loss_cls: 0.2180, loss_bbox: 0.1598, loss_iou: 0.3988, d0.loss_cls: 0.2791, d0.loss_bbox: 0.1612, d0.loss_iou: 0.4048, d1.loss_cls: 0.2449, d1.loss_bbox: 0.1605, d1.loss_iou: 0.3996, d2.loss_cls: 0.2286, d2.loss_bbox: 0.1590, d2.loss_iou: 0.3970, d3.loss_cls: 0.2211, d3.loss_bbox: 0.1590, d3.loss_iou: 0.3975, d4.loss_cls: 0.2184, d4.loss_bbox: 0.1591, d4.loss_iou: 0.3985, dn_loss_cls: 0.0349, dn_loss_bbox: 0.2545, dn_loss_iou: 0.4164, d0.dn_loss_cls: 0.0703, d0.dn_loss_bbox: 0.3594, d0.dn_loss_iou: 0.5387, d1.dn_loss_cls: 0.0446, d1.dn_loss_bbox: 0.2782, d1.dn_loss_iou: 0.4429, d2.dn_loss_cls: 0.0377, d2.dn_loss_bbox: 0.2582, d2.dn_loss_iou: 0.4212, d3.dn_loss_cls: 0.0357, d3.dn_loss_bbox: 0.2548, d3.dn_loss_iou: 0.4164, d4.dn_loss_cls: 0.0349, d4.dn_loss_bbox: 0.2545, d4.dn_loss_iou: 0.4163, loss: 10.2427, grad_norm: 19.7802 2023-11-06 18:52:41,696 - mmdet - INFO - Epoch [6][900/3665] lr: 5.563e-06, eta: 5:38:16, time: 0.827, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2586, interm_loss_bbox: 0.1952, interm_loss_iou: 0.4421, loss_cls: 0.2125, loss_bbox: 0.1636, loss_iou: 0.3834, d0.loss_cls: 0.2757, d0.loss_bbox: 0.1662, d0.loss_iou: 0.3903, d1.loss_cls: 0.2377, d1.loss_bbox: 0.1672, d1.loss_iou: 0.3890, d2.loss_cls: 0.2243, d2.loss_bbox: 0.1634, d2.loss_iou: 0.3830, d3.loss_cls: 0.2153, d3.loss_bbox: 0.1637, d3.loss_iou: 0.3833, d4.loss_cls: 0.2120, d4.loss_bbox: 0.1638, d4.loss_iou: 0.3844, dn_loss_cls: 0.0348, dn_loss_bbox: 0.2581, dn_loss_iou: 0.3988, d0.dn_loss_cls: 0.0707, d0.dn_loss_bbox: 0.3702, d0.dn_loss_iou: 0.5250, d1.dn_loss_cls: 0.0448, d1.dn_loss_bbox: 0.2832, d1.dn_loss_iou: 0.4268, d2.dn_loss_cls: 0.0378, d2.dn_loss_bbox: 0.2622, d2.dn_loss_iou: 0.4041, d3.dn_loss_cls: 0.0357, d3.dn_loss_bbox: 0.2583, d3.dn_loss_iou: 0.3988, d4.dn_loss_cls: 0.0348, d4.dn_loss_bbox: 0.2581, d4.dn_loss_iou: 0.3987, loss: 10.0757, grad_norm: 20.8595 2023-11-06 18:53:23,145 - mmdet - INFO - Epoch [6][950/3665] lr: 5.563e-06, eta: 5:37:36, time: 0.829, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2655, interm_loss_bbox: 0.2005, interm_loss_iou: 0.4419, loss_cls: 0.2220, loss_bbox: 0.1618, loss_iou: 0.3797, d0.loss_cls: 0.2800, d0.loss_bbox: 0.1709, d0.loss_iou: 0.3920, d1.loss_cls: 0.2471, d1.loss_bbox: 0.1667, d1.loss_iou: 0.3845, d2.loss_cls: 0.2334, d2.loss_bbox: 0.1619, d2.loss_iou: 0.3784, d3.loss_cls: 0.2260, d3.loss_bbox: 0.1611, d3.loss_iou: 0.3786, d4.loss_cls: 0.2221, d4.loss_bbox: 0.1622, d4.loss_iou: 0.3799, dn_loss_cls: 0.0361, dn_loss_bbox: 0.2814, dn_loss_iou: 0.4089, d0.dn_loss_cls: 0.0720, d0.dn_loss_bbox: 0.4029, d0.dn_loss_iou: 0.5359, d1.dn_loss_cls: 0.0457, d1.dn_loss_bbox: 0.3090, d1.dn_loss_iou: 0.4371, d2.dn_loss_cls: 0.0392, d2.dn_loss_bbox: 0.2865, d2.dn_loss_iou: 0.4144, d3.dn_loss_cls: 0.0369, d3.dn_loss_bbox: 0.2817, d3.dn_loss_iou: 0.4090, d4.dn_loss_cls: 0.0362, d4.dn_loss_bbox: 0.2814, d4.dn_loss_iou: 0.4087, loss: 10.3389, grad_norm: 19.4668 2023-11-06 18:54:04,392 - mmdet - INFO - Epoch [6][1000/3665] lr: 5.563e-06, eta: 5:36:55, time: 0.825, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2564, interm_loss_bbox: 0.1961, interm_loss_iou: 0.4360, loss_cls: 0.2123, loss_bbox: 0.1592, loss_iou: 0.3756, d0.loss_cls: 0.2720, d0.loss_bbox: 0.1658, d0.loss_iou: 0.3870, d1.loss_cls: 0.2379, d1.loss_bbox: 0.1629, d1.loss_iou: 0.3805, d2.loss_cls: 0.2215, d2.loss_bbox: 0.1594, d2.loss_iou: 0.3762, d3.loss_cls: 0.2150, d3.loss_bbox: 0.1588, d3.loss_iou: 0.3751, d4.loss_cls: 0.2134, d4.loss_bbox: 0.1583, d4.loss_iou: 0.3750, dn_loss_cls: 0.0342, dn_loss_bbox: 0.2723, dn_loss_iou: 0.4003, d0.dn_loss_cls: 0.0689, d0.dn_loss_bbox: 0.3836, d0.dn_loss_iou: 0.5232, d1.dn_loss_cls: 0.0447, d1.dn_loss_bbox: 0.2974, d1.dn_loss_iou: 0.4276, d2.dn_loss_cls: 0.0375, d2.dn_loss_bbox: 0.2764, d2.dn_loss_iou: 0.4054, d3.dn_loss_cls: 0.0354, d3.dn_loss_bbox: 0.2725, d3.dn_loss_iou: 0.4004, d4.dn_loss_cls: 0.0344, d4.dn_loss_bbox: 0.2723, d4.dn_loss_iou: 0.4002, loss: 10.0812, grad_norm: 19.6656 2023-11-06 18:54:45,752 - mmdet - INFO - Epoch [6][1050/3665] lr: 5.563e-06, eta: 5:36:15, time: 0.827, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2607, interm_loss_bbox: 0.1946, interm_loss_iou: 0.4458, loss_cls: 0.2140, loss_bbox: 0.1578, loss_iou: 0.3849, d0.loss_cls: 0.2766, d0.loss_bbox: 0.1625, d0.loss_iou: 0.3951, d1.loss_cls: 0.2407, d1.loss_bbox: 0.1609, d1.loss_iou: 0.3893, d2.loss_cls: 0.2253, d2.loss_bbox: 0.1562, d2.loss_iou: 0.3839, d3.loss_cls: 0.2168, d3.loss_bbox: 0.1572, d3.loss_iou: 0.3844, d4.loss_cls: 0.2140, d4.loss_bbox: 0.1579, d4.loss_iou: 0.3852, dn_loss_cls: 0.0348, dn_loss_bbox: 0.2631, dn_loss_iou: 0.4008, d0.dn_loss_cls: 0.0703, d0.dn_loss_bbox: 0.3786, d0.dn_loss_iou: 0.5288, d1.dn_loss_cls: 0.0450, d1.dn_loss_bbox: 0.2887, d1.dn_loss_iou: 0.4290, d2.dn_loss_cls: 0.0376, d2.dn_loss_bbox: 0.2673, d2.dn_loss_iou: 0.4062, d3.dn_loss_cls: 0.0355, d3.dn_loss_bbox: 0.2634, d3.dn_loss_iou: 0.4009, d4.dn_loss_cls: 0.0347, d4.dn_loss_bbox: 0.2631, d4.dn_loss_iou: 0.4007, loss: 10.1121, grad_norm: 18.4396 2023-11-06 18:55:32,080 - mmdet - INFO - Epoch [6][1100/3665] lr: 5.563e-06, eta: 5:35:40, time: 0.926, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2589, interm_loss_bbox: 0.1985, interm_loss_iou: 0.4552, loss_cls: 0.2177, loss_bbox: 0.1588, loss_iou: 0.3903, d0.loss_cls: 0.2757, d0.loss_bbox: 0.1638, d0.loss_iou: 0.4011, d1.loss_cls: 0.2437, d1.loss_bbox: 0.1634, d1.loss_iou: 0.3958, d2.loss_cls: 0.2263, d2.loss_bbox: 0.1601, d2.loss_iou: 0.3923, d3.loss_cls: 0.2198, d3.loss_bbox: 0.1594, d3.loss_iou: 0.3903, d4.loss_cls: 0.2169, d4.loss_bbox: 0.1599, d4.loss_iou: 0.3911, dn_loss_cls: 0.0357, dn_loss_bbox: 0.2724, dn_loss_iou: 0.4069, d0.dn_loss_cls: 0.0701, d0.dn_loss_bbox: 0.3859, d0.dn_loss_iou: 0.5321, d1.dn_loss_cls: 0.0452, d1.dn_loss_bbox: 0.2980, d1.dn_loss_iou: 0.4340, d2.dn_loss_cls: 0.0384, d2.dn_loss_bbox: 0.2766, d2.dn_loss_iou: 0.4117, d3.dn_loss_cls: 0.0362, d3.dn_loss_bbox: 0.2727, d3.dn_loss_iou: 0.4069, d4.dn_loss_cls: 0.0356, d4.dn_loss_bbox: 0.2724, d4.dn_loss_iou: 0.4067, loss: 10.2768, grad_norm: 22.6808 2023-11-06 18:56:13,587 - mmdet - INFO - Epoch [6][1150/3665] lr: 5.563e-06, eta: 5:35:00, time: 0.830, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2597, interm_loss_bbox: 0.1952, interm_loss_iou: 0.4382, loss_cls: 0.2112, loss_bbox: 0.1613, loss_iou: 0.3820, d0.loss_cls: 0.2747, d0.loss_bbox: 0.1638, d0.loss_iou: 0.3890, d1.loss_cls: 0.2369, d1.loss_bbox: 0.1640, d1.loss_iou: 0.3844, d2.loss_cls: 0.2210, d2.loss_bbox: 0.1614, d2.loss_iou: 0.3816, d3.loss_cls: 0.2126, d3.loss_bbox: 0.1621, d3.loss_iou: 0.3827, d4.loss_cls: 0.2106, d4.loss_bbox: 0.1619, d4.loss_iou: 0.3827, dn_loss_cls: 0.0349, dn_loss_bbox: 0.2700, dn_loss_iou: 0.4013, d0.dn_loss_cls: 0.0709, d0.dn_loss_bbox: 0.3844, d0.dn_loss_iou: 0.5277, d1.dn_loss_cls: 0.0452, d1.dn_loss_bbox: 0.2951, d1.dn_loss_iou: 0.4285, d2.dn_loss_cls: 0.0379, d2.dn_loss_bbox: 0.2741, d2.dn_loss_iou: 0.4066, d3.dn_loss_cls: 0.0359, d3.dn_loss_bbox: 0.2703, d3.dn_loss_iou: 0.4013, d4.dn_loss_cls: 0.0349, d4.dn_loss_bbox: 0.2701, d4.dn_loss_iou: 0.4011, loss: 10.1271, grad_norm: 21.0074 2023-11-06 18:56:54,286 - mmdet - INFO - Epoch [6][1200/3665] lr: 5.563e-06, eta: 5:34:19, time: 0.814, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2548, interm_loss_bbox: 0.1938, interm_loss_iou: 0.4459, loss_cls: 0.2093, loss_bbox: 0.1602, loss_iou: 0.3875, d0.loss_cls: 0.2698, d0.loss_bbox: 0.1649, d0.loss_iou: 0.3964, d1.loss_cls: 0.2336, d1.loss_bbox: 0.1632, d1.loss_iou: 0.3918, d2.loss_cls: 0.2196, d2.loss_bbox: 0.1589, d2.loss_iou: 0.3861, d3.loss_cls: 0.2128, d3.loss_bbox: 0.1593, d3.loss_iou: 0.3862, d4.loss_cls: 0.2094, d4.loss_bbox: 0.1605, d4.loss_iou: 0.3875, dn_loss_cls: 0.0346, dn_loss_bbox: 0.2577, dn_loss_iou: 0.4003, d0.dn_loss_cls: 0.0693, d0.dn_loss_bbox: 0.3667, d0.dn_loss_iou: 0.5220, d1.dn_loss_cls: 0.0444, d1.dn_loss_bbox: 0.2820, d1.dn_loss_iou: 0.4272, d2.dn_loss_cls: 0.0376, d2.dn_loss_bbox: 0.2620, d2.dn_loss_iou: 0.4055, d3.dn_loss_cls: 0.0355, d3.dn_loss_bbox: 0.2580, d3.dn_loss_iou: 0.4004, d4.dn_loss_cls: 0.0347, d4.dn_loss_bbox: 0.2577, d4.dn_loss_iou: 0.4002, loss: 10.0479, grad_norm: 19.3816 2023-11-06 18:57:35,627 - mmdet - INFO - Epoch [6][1250/3665] lr: 5.563e-06, eta: 5:33:38, time: 0.827, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2592, interm_loss_bbox: 0.1930, interm_loss_iou: 0.4442, loss_cls: 0.2164, loss_bbox: 0.1552, loss_iou: 0.3836, d0.loss_cls: 0.2765, d0.loss_bbox: 0.1613, d0.loss_iou: 0.3943, d1.loss_cls: 0.2422, d1.loss_bbox: 0.1589, d1.loss_iou: 0.3896, d2.loss_cls: 0.2244, d2.loss_bbox: 0.1576, d2.loss_iou: 0.3864, d3.loss_cls: 0.2174, d3.loss_bbox: 0.1566, d3.loss_iou: 0.3853, d4.loss_cls: 0.2159, d4.loss_bbox: 0.1556, d4.loss_iou: 0.3843, dn_loss_cls: 0.0354, dn_loss_bbox: 0.2548, dn_loss_iou: 0.4067, d0.dn_loss_cls: 0.0710, d0.dn_loss_bbox: 0.3668, d0.dn_loss_iou: 0.5343, d1.dn_loss_cls: 0.0454, d1.dn_loss_bbox: 0.2792, d1.dn_loss_iou: 0.4344, d2.dn_loss_cls: 0.0385, d2.dn_loss_bbox: 0.2590, d2.dn_loss_iou: 0.4117, d3.dn_loss_cls: 0.0363, d3.dn_loss_bbox: 0.2550, d3.dn_loss_iou: 0.4067, d4.dn_loss_cls: 0.0354, d4.dn_loss_bbox: 0.2548, d4.dn_loss_iou: 0.4066, loss: 10.0901, grad_norm: 19.8462 2023-11-06 18:58:16,190 - mmdet - INFO - Epoch [6][1300/3665] lr: 5.563e-06, eta: 5:32:56, time: 0.811, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2552, interm_loss_bbox: 0.1973, interm_loss_iou: 0.4590, loss_cls: 0.2123, loss_bbox: 0.1581, loss_iou: 0.3943, d0.loss_cls: 0.2722, d0.loss_bbox: 0.1650, d0.loss_iou: 0.4066, d1.loss_cls: 0.2399, d1.loss_bbox: 0.1591, d1.loss_iou: 0.3974, d2.loss_cls: 0.2225, d2.loss_bbox: 0.1580, d2.loss_iou: 0.3948, d3.loss_cls: 0.2161, d3.loss_bbox: 0.1573, d3.loss_iou: 0.3931, d4.loss_cls: 0.2123, d4.loss_bbox: 0.1581, d4.loss_iou: 0.3942, dn_loss_cls: 0.0338, dn_loss_bbox: 0.2546, dn_loss_iou: 0.3975, d0.dn_loss_cls: 0.0688, d0.dn_loss_bbox: 0.3657, d0.dn_loss_iou: 0.5225, d1.dn_loss_cls: 0.0438, d1.dn_loss_bbox: 0.2781, d1.dn_loss_iou: 0.4227, d2.dn_loss_cls: 0.0372, d2.dn_loss_bbox: 0.2581, d2.dn_loss_iou: 0.4021, d3.dn_loss_cls: 0.0350, d3.dn_loss_bbox: 0.2549, d3.dn_loss_iou: 0.3975, d4.dn_loss_cls: 0.0337, d4.dn_loss_bbox: 0.2546, d4.dn_loss_iou: 0.3974, loss: 10.0811, grad_norm: 20.5958 2023-11-06 18:58:57,678 - mmdet - INFO - Epoch [6][1350/3665] lr: 5.563e-06, eta: 5:32:16, time: 0.830, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2601, interm_loss_bbox: 0.1992, interm_loss_iou: 0.4427, loss_cls: 0.2135, loss_bbox: 0.1632, loss_iou: 0.3847, d0.loss_cls: 0.2736, d0.loss_bbox: 0.1671, d0.loss_iou: 0.3938, d1.loss_cls: 0.2386, d1.loss_bbox: 0.1661, d1.loss_iou: 0.3881, d2.loss_cls: 0.2254, d2.loss_bbox: 0.1625, d2.loss_iou: 0.3829, d3.loss_cls: 0.2166, d3.loss_bbox: 0.1639, d3.loss_iou: 0.3846, d4.loss_cls: 0.2139, d4.loss_bbox: 0.1636, d4.loss_iou: 0.3852, dn_loss_cls: 0.0340, dn_loss_bbox: 0.2735, dn_loss_iou: 0.4081, d0.dn_loss_cls: 0.0699, d0.dn_loss_bbox: 0.3903, d0.dn_loss_iou: 0.5352, d1.dn_loss_cls: 0.0443, d1.dn_loss_bbox: 0.3013, d1.dn_loss_iou: 0.4367, d2.dn_loss_cls: 0.0371, d2.dn_loss_bbox: 0.2779, d2.dn_loss_iou: 0.4136, d3.dn_loss_cls: 0.0349, d3.dn_loss_bbox: 0.2738, d3.dn_loss_iou: 0.4083, d4.dn_loss_cls: 0.0340, d4.dn_loss_bbox: 0.2735, d4.dn_loss_iou: 0.4080, loss: 10.2435, grad_norm: 19.0591 2023-11-06 18:59:38,785 - mmdet - INFO - Epoch [6][1400/3665] lr: 5.563e-06, eta: 5:31:35, time: 0.822, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2576, interm_loss_bbox: 0.2019, interm_loss_iou: 0.4447, loss_cls: 0.2154, loss_bbox: 0.1652, loss_iou: 0.3859, d0.loss_cls: 0.2742, d0.loss_bbox: 0.1706, d0.loss_iou: 0.3954, d1.loss_cls: 0.2397, d1.loss_bbox: 0.1694, d1.loss_iou: 0.3915, d2.loss_cls: 0.2253, d2.loss_bbox: 0.1647, d2.loss_iou: 0.3858, d3.loss_cls: 0.2182, d3.loss_bbox: 0.1650, d3.loss_iou: 0.3855, d4.loss_cls: 0.2161, d4.loss_bbox: 0.1651, d4.loss_iou: 0.3858, dn_loss_cls: 0.0353, dn_loss_bbox: 0.2758, dn_loss_iou: 0.4120, d0.dn_loss_cls: 0.0709, d0.dn_loss_bbox: 0.3874, d0.dn_loss_iou: 0.5368, d1.dn_loss_cls: 0.0458, d1.dn_loss_bbox: 0.3009, d1.dn_loss_iou: 0.4397, d2.dn_loss_cls: 0.0386, d2.dn_loss_bbox: 0.2799, d2.dn_loss_iou: 0.4175, d3.dn_loss_cls: 0.0364, d3.dn_loss_bbox: 0.2760, d3.dn_loss_iou: 0.4121, d4.dn_loss_cls: 0.0353, d4.dn_loss_bbox: 0.2758, d4.dn_loss_iou: 0.4119, loss: 10.3111, grad_norm: 19.4084 2023-11-06 19:00:19,490 - mmdet - INFO - Epoch [6][1450/3665] lr: 5.563e-06, eta: 5:30:54, time: 0.814, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2631, interm_loss_bbox: 0.1960, interm_loss_iou: 0.4505, loss_cls: 0.2174, loss_bbox: 0.1622, loss_iou: 0.3958, d0.loss_cls: 0.2778, d0.loss_bbox: 0.1667, d0.loss_iou: 0.4036, d1.loss_cls: 0.2454, d1.loss_bbox: 0.1636, d1.loss_iou: 0.3989, d2.loss_cls: 0.2291, d2.loss_bbox: 0.1615, d2.loss_iou: 0.3944, d3.loss_cls: 0.2222, d3.loss_bbox: 0.1615, d3.loss_iou: 0.3942, d4.loss_cls: 0.2187, d4.loss_bbox: 0.1620, d4.loss_iou: 0.3953, dn_loss_cls: 0.0359, dn_loss_bbox: 0.2589, dn_loss_iou: 0.4043, d0.dn_loss_cls: 0.0712, d0.dn_loss_bbox: 0.3720, d0.dn_loss_iou: 0.5268, d1.dn_loss_cls: 0.0457, d1.dn_loss_bbox: 0.2842, d1.dn_loss_iou: 0.4306, d2.dn_loss_cls: 0.0388, d2.dn_loss_bbox: 0.2631, d2.dn_loss_iou: 0.4090, d3.dn_loss_cls: 0.0367, d3.dn_loss_bbox: 0.2591, d3.dn_loss_iou: 0.4043, d4.dn_loss_cls: 0.0359, d4.dn_loss_bbox: 0.2589, d4.dn_loss_iou: 0.4041, loss: 10.2196, grad_norm: 20.4668 2023-11-06 19:00:59,226 - mmdet - INFO - Epoch [6][1500/3665] lr: 5.563e-06, eta: 5:30:11, time: 0.795, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2608, interm_loss_bbox: 0.1916, interm_loss_iou: 0.4381, loss_cls: 0.2128, loss_bbox: 0.1558, loss_iou: 0.3796, d0.loss_cls: 0.2749, d0.loss_bbox: 0.1607, d0.loss_iou: 0.3870, d1.loss_cls: 0.2409, d1.loss_bbox: 0.1573, d1.loss_iou: 0.3823, d2.loss_cls: 0.2240, d2.loss_bbox: 0.1554, d2.loss_iou: 0.3784, d3.loss_cls: 0.2162, d3.loss_bbox: 0.1554, d3.loss_iou: 0.3785, d4.loss_cls: 0.2132, d4.loss_bbox: 0.1557, d4.loss_iou: 0.3793, dn_loss_cls: 0.0345, dn_loss_bbox: 0.2528, dn_loss_iou: 0.3902, d0.dn_loss_cls: 0.0695, d0.dn_loss_bbox: 0.3675, d0.dn_loss_iou: 0.5142, d1.dn_loss_cls: 0.0440, d1.dn_loss_bbox: 0.2790, d1.dn_loss_iou: 0.4174, d2.dn_loss_cls: 0.0372, d2.dn_loss_bbox: 0.2573, d2.dn_loss_iou: 0.3952, d3.dn_loss_cls: 0.0352, d3.dn_loss_bbox: 0.2532, d3.dn_loss_iou: 0.3903, d4.dn_loss_cls: 0.0343, d4.dn_loss_bbox: 0.2528, d4.dn_loss_iou: 0.3900, loss: 9.9129, grad_norm: 18.6689 2023-11-06 19:01:40,820 - mmdet - INFO - Epoch [6][1550/3665] lr: 5.563e-06, eta: 5:29:31, time: 0.832, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2609, interm_loss_bbox: 0.1974, interm_loss_iou: 0.4452, loss_cls: 0.2173, loss_bbox: 0.1610, loss_iou: 0.3853, d0.loss_cls: 0.2764, d0.loss_bbox: 0.1682, d0.loss_iou: 0.3940, d1.loss_cls: 0.2417, d1.loss_bbox: 0.1656, d1.loss_iou: 0.3904, d2.loss_cls: 0.2258, d2.loss_bbox: 0.1635, d2.loss_iou: 0.3859, d3.loss_cls: 0.2200, d3.loss_bbox: 0.1608, d3.loss_iou: 0.3840, d4.loss_cls: 0.2178, d4.loss_bbox: 0.1612, d4.loss_iou: 0.3847, dn_loss_cls: 0.0349, dn_loss_bbox: 0.2725, dn_loss_iou: 0.4112, d0.dn_loss_cls: 0.0704, d0.dn_loss_bbox: 0.3856, d0.dn_loss_iou: 0.5381, d1.dn_loss_cls: 0.0454, d1.dn_loss_bbox: 0.2979, d1.dn_loss_iou: 0.4396, d2.dn_loss_cls: 0.0383, d2.dn_loss_bbox: 0.2767, d2.dn_loss_iou: 0.4162, d3.dn_loss_cls: 0.0359, d3.dn_loss_bbox: 0.2727, d3.dn_loss_iou: 0.4112, d4.dn_loss_cls: 0.0349, d4.dn_loss_bbox: 0.2726, d4.dn_loss_iou: 0.4111, loss: 10.2724, grad_norm: 21.0289 2023-11-06 19:02:21,479 - mmdet - INFO - Epoch [6][1600/3665] lr: 5.563e-06, eta: 5:28:49, time: 0.813, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2600, interm_loss_bbox: 0.1949, interm_loss_iou: 0.4344, loss_cls: 0.2117, loss_bbox: 0.1613, loss_iou: 0.3788, d0.loss_cls: 0.2727, d0.loss_bbox: 0.1660, d0.loss_iou: 0.3880, d1.loss_cls: 0.2385, d1.loss_bbox: 0.1641, d1.loss_iou: 0.3847, d2.loss_cls: 0.2229, d2.loss_bbox: 0.1607, d2.loss_iou: 0.3782, d3.loss_cls: 0.2151, d3.loss_bbox: 0.1611, d3.loss_iou: 0.3785, d4.loss_cls: 0.2126, d4.loss_bbox: 0.1610, d4.loss_iou: 0.3787, dn_loss_cls: 0.0336, dn_loss_bbox: 0.2662, dn_loss_iou: 0.3972, d0.dn_loss_cls: 0.0681, d0.dn_loss_bbox: 0.3884, d0.dn_loss_iou: 0.5268, d1.dn_loss_cls: 0.0433, d1.dn_loss_bbox: 0.2926, d1.dn_loss_iou: 0.4253, d2.dn_loss_cls: 0.0364, d2.dn_loss_bbox: 0.2703, d2.dn_loss_iou: 0.4025, d3.dn_loss_cls: 0.0346, d3.dn_loss_bbox: 0.2665, d3.dn_loss_iou: 0.3973, d4.dn_loss_cls: 0.0336, d4.dn_loss_bbox: 0.2662, d4.dn_loss_iou: 0.3971, loss: 10.0700, grad_norm: 20.5064 2023-11-06 19:03:02,647 - mmdet - INFO - Epoch [6][1650/3665] lr: 5.563e-06, eta: 5:28:09, time: 0.823, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2553, interm_loss_bbox: 0.2018, interm_loss_iou: 0.4447, loss_cls: 0.2126, loss_bbox: 0.1664, loss_iou: 0.3855, d0.loss_cls: 0.2709, d0.loss_bbox: 0.1697, d0.loss_iou: 0.3940, d1.loss_cls: 0.2384, d1.loss_bbox: 0.1691, d1.loss_iou: 0.3899, d2.loss_cls: 0.2223, d2.loss_bbox: 0.1670, d2.loss_iou: 0.3856, d3.loss_cls: 0.2151, d3.loss_bbox: 0.1661, d3.loss_iou: 0.3848, d4.loss_cls: 0.2128, d4.loss_bbox: 0.1663, d4.loss_iou: 0.3853, dn_loss_cls: 0.0344, dn_loss_bbox: 0.2600, dn_loss_iou: 0.4001, d0.dn_loss_cls: 0.0690, d0.dn_loss_bbox: 0.3701, d0.dn_loss_iou: 0.5243, d1.dn_loss_cls: 0.0442, d1.dn_loss_bbox: 0.2833, d1.dn_loss_iou: 0.4271, d2.dn_loss_cls: 0.0372, d2.dn_loss_bbox: 0.2633, d2.dn_loss_iou: 0.4050, d3.dn_loss_cls: 0.0352, d3.dn_loss_bbox: 0.2601, d3.dn_loss_iou: 0.4001, d4.dn_loss_cls: 0.0344, d4.dn_loss_bbox: 0.2600, d4.dn_loss_iou: 0.4000, loss: 10.1117, grad_norm: 19.6024 2023-11-06 19:03:43,185 - mmdet - INFO - Epoch [6][1700/3665] lr: 5.563e-06, eta: 5:27:27, time: 0.811, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2600, interm_loss_bbox: 0.2007, interm_loss_iou: 0.4487, loss_cls: 0.2165, loss_bbox: 0.1640, loss_iou: 0.3890, d0.loss_cls: 0.2768, d0.loss_bbox: 0.1694, d0.loss_iou: 0.3986, d1.loss_cls: 0.2426, d1.loss_bbox: 0.1667, d1.loss_iou: 0.3930, d2.loss_cls: 0.2251, d2.loss_bbox: 0.1651, d2.loss_iou: 0.3899, d3.loss_cls: 0.2176, d3.loss_bbox: 0.1654, d3.loss_iou: 0.3901, d4.loss_cls: 0.2156, d4.loss_bbox: 0.1648, d4.loss_iou: 0.3898, dn_loss_cls: 0.0354, dn_loss_bbox: 0.2570, dn_loss_iou: 0.4099, d0.dn_loss_cls: 0.0702, d0.dn_loss_bbox: 0.3651, d0.dn_loss_iou: 0.5302, d1.dn_loss_cls: 0.0450, d1.dn_loss_bbox: 0.2810, d1.dn_loss_iou: 0.4363, d2.dn_loss_cls: 0.0383, d2.dn_loss_bbox: 0.2611, d2.dn_loss_iou: 0.4150, d3.dn_loss_cls: 0.0361, d3.dn_loss_bbox: 0.2573, d3.dn_loss_iou: 0.4100, d4.dn_loss_cls: 0.0352, d4.dn_loss_bbox: 0.2570, d4.dn_loss_iou: 0.4098, loss: 10.1993, grad_norm: 19.5648 2023-11-06 19:04:24,084 - mmdet - INFO - Epoch [6][1750/3665] lr: 5.563e-06, eta: 5:26:46, time: 0.818, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2566, interm_loss_bbox: 0.1961, interm_loss_iou: 0.4310, loss_cls: 0.2151, loss_bbox: 0.1593, loss_iou: 0.3699, d0.loss_cls: 0.2735, d0.loss_bbox: 0.1637, d0.loss_iou: 0.3809, d1.loss_cls: 0.2389, d1.loss_bbox: 0.1630, d1.loss_iou: 0.3771, d2.loss_cls: 0.2233, d2.loss_bbox: 0.1604, d2.loss_iou: 0.3724, d3.loss_cls: 0.2178, d3.loss_bbox: 0.1594, d3.loss_iou: 0.3706, d4.loss_cls: 0.2153, d4.loss_bbox: 0.1594, d4.loss_iou: 0.3702, dn_loss_cls: 0.0340, dn_loss_bbox: 0.2616, dn_loss_iou: 0.3874, d0.dn_loss_cls: 0.0687, d0.dn_loss_bbox: 0.3749, d0.dn_loss_iou: 0.5125, d1.dn_loss_cls: 0.0440, d1.dn_loss_bbox: 0.2880, d1.dn_loss_iou: 0.4152, d2.dn_loss_cls: 0.0373, d2.dn_loss_bbox: 0.2656, d2.dn_loss_iou: 0.3924, d3.dn_loss_cls: 0.0350, d3.dn_loss_bbox: 0.2618, d3.dn_loss_iou: 0.3875, d4.dn_loss_cls: 0.0341, d4.dn_loss_bbox: 0.2616, d4.dn_loss_iou: 0.3873, loss: 9.9224, grad_norm: 20.2868 2023-11-06 19:05:06,833 - mmdet - INFO - Epoch [6][1800/3665] lr: 5.563e-06, eta: 5:26:07, time: 0.855, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2617, interm_loss_bbox: 0.1953, interm_loss_iou: 0.4470, loss_cls: 0.2199, loss_bbox: 0.1602, loss_iou: 0.3890, d0.loss_cls: 0.2796, d0.loss_bbox: 0.1633, d0.loss_iou: 0.3971, d1.loss_cls: 0.2438, d1.loss_bbox: 0.1638, d1.loss_iou: 0.3950, d2.loss_cls: 0.2293, d2.loss_bbox: 0.1602, d2.loss_iou: 0.3898, d3.loss_cls: 0.2228, d3.loss_bbox: 0.1596, d3.loss_iou: 0.3882, d4.loss_cls: 0.2200, d4.loss_bbox: 0.1603, d4.loss_iou: 0.3888, dn_loss_cls: 0.0356, dn_loss_bbox: 0.2661, dn_loss_iou: 0.4049, d0.dn_loss_cls: 0.0712, d0.dn_loss_bbox: 0.3781, d0.dn_loss_iou: 0.5302, d1.dn_loss_cls: 0.0453, d1.dn_loss_bbox: 0.2916, d1.dn_loss_iou: 0.4322, d2.dn_loss_cls: 0.0388, d2.dn_loss_bbox: 0.2701, d2.dn_loss_iou: 0.4099, d3.dn_loss_cls: 0.0368, d3.dn_loss_bbox: 0.2663, d3.dn_loss_iou: 0.4049, d4.dn_loss_cls: 0.0356, d4.dn_loss_bbox: 0.2661, d4.dn_loss_iou: 0.4048, loss: 10.2233, grad_norm: 19.9685 2023-11-06 19:05:50,199 - mmdet - INFO - Epoch [6][1850/3665] lr: 5.563e-06, eta: 5:25:29, time: 0.867, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2618, interm_loss_bbox: 0.1939, interm_loss_iou: 0.4496, loss_cls: 0.2168, loss_bbox: 0.1602, loss_iou: 0.3938, d0.loss_cls: 0.2780, d0.loss_bbox: 0.1653, d0.loss_iou: 0.4044, d1.loss_cls: 0.2426, d1.loss_bbox: 0.1625, d1.loss_iou: 0.3986, d2.loss_cls: 0.2265, d2.loss_bbox: 0.1599, d2.loss_iou: 0.3952, d3.loss_cls: 0.2195, d3.loss_bbox: 0.1601, d3.loss_iou: 0.3947, d4.loss_cls: 0.2170, d4.loss_bbox: 0.1603, d4.loss_iou: 0.3939, dn_loss_cls: 0.0343, dn_loss_bbox: 0.2667, dn_loss_iou: 0.4048, d0.dn_loss_cls: 0.0706, d0.dn_loss_bbox: 0.3845, d0.dn_loss_iou: 0.5336, d1.dn_loss_cls: 0.0446, d1.dn_loss_bbox: 0.2923, d1.dn_loss_iou: 0.4332, d2.dn_loss_cls: 0.0372, d2.dn_loss_bbox: 0.2709, d2.dn_loss_iou: 0.4100, d3.dn_loss_cls: 0.0353, d3.dn_loss_bbox: 0.2669, d3.dn_loss_iou: 0.4049, d4.dn_loss_cls: 0.0343, d4.dn_loss_bbox: 0.2667, d4.dn_loss_iou: 0.4046, loss: 10.2501, grad_norm: 21.7640 2023-11-06 19:06:30,864 - mmdet - INFO - Epoch [6][1900/3665] lr: 5.563e-06, eta: 5:24:47, time: 0.813, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2613, interm_loss_bbox: 0.1874, interm_loss_iou: 0.4496, loss_cls: 0.2169, loss_bbox: 0.1517, loss_iou: 0.3908, d0.loss_cls: 0.2760, d0.loss_bbox: 0.1571, d0.loss_iou: 0.4010, d1.loss_cls: 0.2422, d1.loss_bbox: 0.1546, d1.loss_iou: 0.3942, d2.loss_cls: 0.2275, d2.loss_bbox: 0.1522, d2.loss_iou: 0.3896, d3.loss_cls: 0.2202, d3.loss_bbox: 0.1514, d3.loss_iou: 0.3907, d4.loss_cls: 0.2174, d4.loss_bbox: 0.1520, d4.loss_iou: 0.3909, dn_loss_cls: 0.0328, dn_loss_bbox: 0.2520, dn_loss_iou: 0.4004, d0.dn_loss_cls: 0.0684, d0.dn_loss_bbox: 0.3641, d0.dn_loss_iou: 0.5272, d1.dn_loss_cls: 0.0429, d1.dn_loss_bbox: 0.2761, d1.dn_loss_iou: 0.4267, d2.dn_loss_cls: 0.0357, d2.dn_loss_bbox: 0.2561, d2.dn_loss_iou: 0.4055, d3.dn_loss_cls: 0.0338, d3.dn_loss_bbox: 0.2522, d3.dn_loss_iou: 0.4005, d4.dn_loss_cls: 0.0329, d4.dn_loss_bbox: 0.2520, d4.dn_loss_iou: 0.4003, loss: 10.0342, grad_norm: 20.5991 2023-11-06 19:07:11,652 - mmdet - INFO - Epoch [6][1950/3665] lr: 5.563e-06, eta: 5:24:06, time: 0.816, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2641, interm_loss_bbox: 0.1956, interm_loss_iou: 0.4501, loss_cls: 0.2181, loss_bbox: 0.1635, loss_iou: 0.3943, d0.loss_cls: 0.2800, d0.loss_bbox: 0.1668, d0.loss_iou: 0.4025, d1.loss_cls: 0.2451, d1.loss_bbox: 0.1663, d1.loss_iou: 0.3981, d2.loss_cls: 0.2289, d2.loss_bbox: 0.1634, d2.loss_iou: 0.3938, d3.loss_cls: 0.2216, d3.loss_bbox: 0.1621, d3.loss_iou: 0.3933, d4.loss_cls: 0.2183, d4.loss_bbox: 0.1632, d4.loss_iou: 0.3944, dn_loss_cls: 0.0347, dn_loss_bbox: 0.2648, dn_loss_iou: 0.4014, d0.dn_loss_cls: 0.0706, d0.dn_loss_bbox: 0.3766, d0.dn_loss_iou: 0.5246, d1.dn_loss_cls: 0.0452, d1.dn_loss_bbox: 0.2896, d1.dn_loss_iou: 0.4282, d2.dn_loss_cls: 0.0382, d2.dn_loss_bbox: 0.2691, d2.dn_loss_iou: 0.4067, d3.dn_loss_cls: 0.0358, d3.dn_loss_bbox: 0.2651, d3.dn_loss_iou: 0.4016, d4.dn_loss_cls: 0.0348, d4.dn_loss_bbox: 0.2648, d4.dn_loss_iou: 0.4013, loss: 10.2364, grad_norm: 18.9512 2023-11-06 19:07:53,405 - mmdet - INFO - Epoch [6][2000/3665] lr: 5.563e-06, eta: 5:23:26, time: 0.835, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2589, interm_loss_bbox: 0.1893, interm_loss_iou: 0.4515, loss_cls: 0.2132, loss_bbox: 0.1571, loss_iou: 0.3927, d0.loss_cls: 0.2762, d0.loss_bbox: 0.1604, d0.loss_iou: 0.3993, d1.loss_cls: 0.2416, d1.loss_bbox: 0.1589, d1.loss_iou: 0.3944, d2.loss_cls: 0.2246, d2.loss_bbox: 0.1567, d2.loss_iou: 0.3916, d3.loss_cls: 0.2163, d3.loss_bbox: 0.1570, d3.loss_iou: 0.3921, d4.loss_cls: 0.2137, d4.loss_bbox: 0.1568, d4.loss_iou: 0.3922, dn_loss_cls: 0.0333, dn_loss_bbox: 0.2467, dn_loss_iou: 0.3996, d0.dn_loss_cls: 0.0686, d0.dn_loss_bbox: 0.3497, d0.dn_loss_iou: 0.5211, d1.dn_loss_cls: 0.0437, d1.dn_loss_bbox: 0.2679, d1.dn_loss_iou: 0.4250, d2.dn_loss_cls: 0.0367, d2.dn_loss_bbox: 0.2500, d2.dn_loss_iou: 0.4041, d3.dn_loss_cls: 0.0346, d3.dn_loss_bbox: 0.2470, d3.dn_loss_iou: 0.3997, d4.dn_loss_cls: 0.0335, d4.dn_loss_bbox: 0.2468, d4.dn_loss_iou: 0.3995, loss: 10.0020, grad_norm: 19.9817 2023-11-06 19:08:34,802 - mmdet - INFO - Epoch [6][2050/3665] lr: 5.563e-06, eta: 5:22:45, time: 0.828, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2554, interm_loss_bbox: 0.1915, interm_loss_iou: 0.4432, loss_cls: 0.2135, loss_bbox: 0.1560, loss_iou: 0.3858, d0.loss_cls: 0.2725, d0.loss_bbox: 0.1629, d0.loss_iou: 0.3956, d1.loss_cls: 0.2368, d1.loss_bbox: 0.1609, d1.loss_iou: 0.3916, d2.loss_cls: 0.2229, d2.loss_bbox: 0.1564, d2.loss_iou: 0.3862, d3.loss_cls: 0.2167, d3.loss_bbox: 0.1557, d3.loss_iou: 0.3856, d4.loss_cls: 0.2136, d4.loss_bbox: 0.1560, d4.loss_iou: 0.3864, dn_loss_cls: 0.0333, dn_loss_bbox: 0.2499, dn_loss_iou: 0.3985, d0.dn_loss_cls: 0.0692, d0.dn_loss_bbox: 0.3588, d0.dn_loss_iou: 0.5188, d1.dn_loss_cls: 0.0438, d1.dn_loss_bbox: 0.2739, d1.dn_loss_iou: 0.4250, d2.dn_loss_cls: 0.0364, d2.dn_loss_bbox: 0.2535, d2.dn_loss_iou: 0.4030, d3.dn_loss_cls: 0.0345, d3.dn_loss_bbox: 0.2501, d3.dn_loss_iou: 0.3985, d4.dn_loss_cls: 0.0334, d4.dn_loss_bbox: 0.2499, d4.dn_loss_iou: 0.3984, loss: 9.9742, grad_norm: 18.9309 2023-11-06 19:09:15,401 - mmdet - INFO - Epoch [6][2100/3665] lr: 5.563e-06, eta: 5:22:04, time: 0.812, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2582, interm_loss_bbox: 0.1974, interm_loss_iou: 0.4354, loss_cls: 0.2151, loss_bbox: 0.1571, loss_iou: 0.3708, d0.loss_cls: 0.2759, d0.loss_bbox: 0.1640, d0.loss_iou: 0.3830, d1.loss_cls: 0.2403, d1.loss_bbox: 0.1623, d1.loss_iou: 0.3768, d2.loss_cls: 0.2233, d2.loss_bbox: 0.1588, d2.loss_iou: 0.3732, d3.loss_cls: 0.2172, d3.loss_bbox: 0.1573, d3.loss_iou: 0.3712, d4.loss_cls: 0.2151, d4.loss_bbox: 0.1571, d4.loss_iou: 0.3708, dn_loss_cls: 0.0362, dn_loss_bbox: 0.2696, dn_loss_iou: 0.3996, d0.dn_loss_cls: 0.0715, d0.dn_loss_bbox: 0.3847, d0.dn_loss_iou: 0.5275, d1.dn_loss_cls: 0.0465, d1.dn_loss_bbox: 0.2964, d1.dn_loss_iou: 0.4284, d2.dn_loss_cls: 0.0397, d2.dn_loss_bbox: 0.2740, d2.dn_loss_iou: 0.4055, d3.dn_loss_cls: 0.0373, d3.dn_loss_bbox: 0.2699, d3.dn_loss_iou: 0.3998, d4.dn_loss_cls: 0.0361, d4.dn_loss_bbox: 0.2696, d4.dn_loss_iou: 0.3996, loss: 10.0721, grad_norm: 19.4872 2023-11-06 19:09:56,791 - mmdet - INFO - Epoch [6][2150/3665] lr: 5.563e-06, eta: 5:21:23, time: 0.828, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2560, interm_loss_bbox: 0.2004, interm_loss_iou: 0.4422, loss_cls: 0.2117, loss_bbox: 0.1609, loss_iou: 0.3799, d0.loss_cls: 0.2712, d0.loss_bbox: 0.1665, d0.loss_iou: 0.3913, d1.loss_cls: 0.2379, d1.loss_bbox: 0.1643, d1.loss_iou: 0.3841, d2.loss_cls: 0.2223, d2.loss_bbox: 0.1608, d2.loss_iou: 0.3785, d3.loss_cls: 0.2153, d3.loss_bbox: 0.1606, d3.loss_iou: 0.3796, d4.loss_cls: 0.2129, d4.loss_bbox: 0.1602, d4.loss_iou: 0.3792, dn_loss_cls: 0.0330, dn_loss_bbox: 0.2632, dn_loss_iou: 0.3938, d0.dn_loss_cls: 0.0679, d0.dn_loss_bbox: 0.3776, d0.dn_loss_iou: 0.5225, d1.dn_loss_cls: 0.0429, d1.dn_loss_bbox: 0.2884, d1.dn_loss_iou: 0.4226, d2.dn_loss_cls: 0.0360, d2.dn_loss_bbox: 0.2676, d2.dn_loss_iou: 0.3995, d3.dn_loss_cls: 0.0341, d3.dn_loss_bbox: 0.2635, d3.dn_loss_iou: 0.3940, d4.dn_loss_cls: 0.0331, d4.dn_loss_bbox: 0.2632, d4.dn_loss_iou: 0.3937, loss: 10.0325, grad_norm: 19.6416 2023-11-06 19:10:37,294 - mmdet - INFO - Epoch [6][2200/3665] lr: 5.563e-06, eta: 5:20:42, time: 0.810, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2586, interm_loss_bbox: 0.1968, interm_loss_iou: 0.4431, loss_cls: 0.2119, loss_bbox: 0.1638, loss_iou: 0.3859, d0.loss_cls: 0.2731, d0.loss_bbox: 0.1680, d0.loss_iou: 0.3946, d1.loss_cls: 0.2412, d1.loss_bbox: 0.1650, d1.loss_iou: 0.3885, d2.loss_cls: 0.2242, d2.loss_bbox: 0.1621, d2.loss_iou: 0.3835, d3.loss_cls: 0.2154, d3.loss_bbox: 0.1630, d3.loss_iou: 0.3848, d4.loss_cls: 0.2130, d4.loss_bbox: 0.1632, d4.loss_iou: 0.3852, dn_loss_cls: 0.0343, dn_loss_bbox: 0.2624, dn_loss_iou: 0.4068, d0.dn_loss_cls: 0.0698, d0.dn_loss_bbox: 0.3732, d0.dn_loss_iou: 0.5341, d1.dn_loss_cls: 0.0443, d1.dn_loss_bbox: 0.2852, d1.dn_loss_iou: 0.4338, d2.dn_loss_cls: 0.0373, d2.dn_loss_bbox: 0.2660, d2.dn_loss_iou: 0.4115, d3.dn_loss_cls: 0.0353, d3.dn_loss_bbox: 0.2625, d3.dn_loss_iou: 0.4067, d4.dn_loss_cls: 0.0344, d4.dn_loss_bbox: 0.2624, d4.dn_loss_iou: 0.4066, loss: 10.1517, grad_norm: 21.8737 2023-11-06 19:11:17,876 - mmdet - INFO - Epoch [6][2250/3665] lr: 5.563e-06, eta: 5:20:00, time: 0.812, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2567, interm_loss_bbox: 0.1973, interm_loss_iou: 0.4393, loss_cls: 0.2144, loss_bbox: 0.1611, loss_iou: 0.3796, d0.loss_cls: 0.2738, d0.loss_bbox: 0.1649, d0.loss_iou: 0.3892, d1.loss_cls: 0.2390, d1.loss_bbox: 0.1639, d1.loss_iou: 0.3843, d2.loss_cls: 0.2239, d2.loss_bbox: 0.1604, d2.loss_iou: 0.3794, d3.loss_cls: 0.2178, d3.loss_bbox: 0.1604, d3.loss_iou: 0.3791, d4.loss_cls: 0.2154, d4.loss_bbox: 0.1606, d4.loss_iou: 0.3795, dn_loss_cls: 0.0331, dn_loss_bbox: 0.2663, dn_loss_iou: 0.4029, d0.dn_loss_cls: 0.0685, d0.dn_loss_bbox: 0.3714, d0.dn_loss_iou: 0.5251, d1.dn_loss_cls: 0.0433, d1.dn_loss_bbox: 0.2892, d1.dn_loss_iou: 0.4292, d2.dn_loss_cls: 0.0359, d2.dn_loss_bbox: 0.2699, d2.dn_loss_iou: 0.4080, d3.dn_loss_cls: 0.0341, d3.dn_loss_bbox: 0.2665, d3.dn_loss_iou: 0.4029, d4.dn_loss_cls: 0.0331, d4.dn_loss_bbox: 0.2663, d4.dn_loss_iou: 0.4028, loss: 10.0888, grad_norm: 23.1843 2023-11-06 19:11:58,852 - mmdet - INFO - Epoch [6][2300/3665] lr: 5.563e-06, eta: 5:19:19, time: 0.819, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2529, interm_loss_bbox: 0.1947, interm_loss_iou: 0.4491, loss_cls: 0.2090, loss_bbox: 0.1581, loss_iou: 0.3880, d0.loss_cls: 0.2709, d0.loss_bbox: 0.1622, d0.loss_iou: 0.3963, d1.loss_cls: 0.2343, d1.loss_bbox: 0.1608, d1.loss_iou: 0.3914, d2.loss_cls: 0.2212, d2.loss_bbox: 0.1557, d2.loss_iou: 0.3855, d3.loss_cls: 0.2134, d3.loss_bbox: 0.1564, d3.loss_iou: 0.3862, d4.loss_cls: 0.2101, d4.loss_bbox: 0.1571, d4.loss_iou: 0.3877, dn_loss_cls: 0.0330, dn_loss_bbox: 0.2567, dn_loss_iou: 0.3960, d0.dn_loss_cls: 0.0690, d0.dn_loss_bbox: 0.3659, d0.dn_loss_iou: 0.5192, d1.dn_loss_cls: 0.0432, d1.dn_loss_bbox: 0.2795, d1.dn_loss_iou: 0.4216, d2.dn_loss_cls: 0.0364, d2.dn_loss_bbox: 0.2601, d2.dn_loss_iou: 0.4006, d3.dn_loss_cls: 0.0342, d3.dn_loss_bbox: 0.2570, d3.dn_loss_iou: 0.3960, d4.dn_loss_cls: 0.0332, d4.dn_loss_bbox: 0.2567, d4.dn_loss_iou: 0.3959, loss: 9.9953, grad_norm: 20.3652 2023-11-06 19:12:39,821 - mmdet - INFO - Epoch [6][2350/3665] lr: 5.563e-06, eta: 5:18:38, time: 0.820, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2536, interm_loss_bbox: 0.1999, interm_loss_iou: 0.4323, loss_cls: 0.2090, loss_bbox: 0.1645, loss_iou: 0.3737, d0.loss_cls: 0.2700, d0.loss_bbox: 0.1692, d0.loss_iou: 0.3844, d1.loss_cls: 0.2354, d1.loss_bbox: 0.1683, d1.loss_iou: 0.3790, d2.loss_cls: 0.2202, d2.loss_bbox: 0.1647, d2.loss_iou: 0.3736, d3.loss_cls: 0.2128, d3.loss_bbox: 0.1641, d3.loss_iou: 0.3724, d4.loss_cls: 0.2095, d4.loss_bbox: 0.1643, d4.loss_iou: 0.3733, dn_loss_cls: 0.0346, dn_loss_bbox: 0.2688, dn_loss_iou: 0.3954, d0.dn_loss_cls: 0.0700, d0.dn_loss_bbox: 0.3812, d0.dn_loss_iou: 0.5189, d1.dn_loss_cls: 0.0447, d1.dn_loss_bbox: 0.2934, d1.dn_loss_iou: 0.4226, d2.dn_loss_cls: 0.0377, d2.dn_loss_bbox: 0.2727, d2.dn_loss_iou: 0.4003, d3.dn_loss_cls: 0.0354, d3.dn_loss_bbox: 0.2691, d3.dn_loss_iou: 0.3955, d4.dn_loss_cls: 0.0346, d4.dn_loss_bbox: 0.2687, d4.dn_loss_iou: 0.3952, loss: 10.0327, grad_norm: 18.0057 2023-11-06 19:13:20,432 - mmdet - INFO - Epoch [6][2400/3665] lr: 5.563e-06, eta: 5:17:56, time: 0.812, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2533, interm_loss_bbox: 0.2026, interm_loss_iou: 0.4348, loss_cls: 0.2110, loss_bbox: 0.1627, loss_iou: 0.3732, d0.loss_cls: 0.2691, d0.loss_bbox: 0.1691, d0.loss_iou: 0.3836, d1.loss_cls: 0.2348, d1.loss_bbox: 0.1672, d1.loss_iou: 0.3780, d2.loss_cls: 0.2209, d2.loss_bbox: 0.1630, d2.loss_iou: 0.3728, d3.loss_cls: 0.2136, d3.loss_bbox: 0.1628, d3.loss_iou: 0.3731, d4.loss_cls: 0.2111, d4.loss_bbox: 0.1626, d4.loss_iou: 0.3731, dn_loss_cls: 0.0341, dn_loss_bbox: 0.2707, dn_loss_iou: 0.3908, d0.dn_loss_cls: 0.0689, d0.dn_loss_bbox: 0.3842, d0.dn_loss_iou: 0.5167, d1.dn_loss_cls: 0.0439, d1.dn_loss_bbox: 0.2948, d1.dn_loss_iou: 0.4179, d2.dn_loss_cls: 0.0371, d2.dn_loss_bbox: 0.2747, d2.dn_loss_iou: 0.3959, d3.dn_loss_cls: 0.0352, d3.dn_loss_bbox: 0.2709, d3.dn_loss_iou: 0.3909, d4.dn_loss_cls: 0.0341, d4.dn_loss_bbox: 0.2707, d4.dn_loss_iou: 0.3907, loss: 10.0147, grad_norm: 20.7980 2023-11-06 19:14:01,434 - mmdet - INFO - Epoch [6][2450/3665] lr: 5.563e-06, eta: 5:17:15, time: 0.820, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2583, interm_loss_bbox: 0.1989, interm_loss_iou: 0.4533, loss_cls: 0.2177, loss_bbox: 0.1606, loss_iou: 0.3895, d0.loss_cls: 0.2759, d0.loss_bbox: 0.1647, d0.loss_iou: 0.3998, d1.loss_cls: 0.2427, d1.loss_bbox: 0.1641, d1.loss_iou: 0.3949, d2.loss_cls: 0.2276, d2.loss_bbox: 0.1605, d2.loss_iou: 0.3892, d3.loss_cls: 0.2198, d3.loss_bbox: 0.1603, d3.loss_iou: 0.3891, d4.loss_cls: 0.2184, d4.loss_bbox: 0.1604, d4.loss_iou: 0.3893, dn_loss_cls: 0.0334, dn_loss_bbox: 0.2596, dn_loss_iou: 0.4099, d0.dn_loss_cls: 0.0689, d0.dn_loss_bbox: 0.3685, d0.dn_loss_iou: 0.5342, d1.dn_loss_cls: 0.0430, d1.dn_loss_bbox: 0.2837, d1.dn_loss_iou: 0.4361, d2.dn_loss_cls: 0.0362, d2.dn_loss_bbox: 0.2630, d2.dn_loss_iou: 0.4145, d3.dn_loss_cls: 0.0341, d3.dn_loss_bbox: 0.2597, d3.dn_loss_iou: 0.4100, d4.dn_loss_cls: 0.0334, d4.dn_loss_bbox: 0.2596, d4.dn_loss_iou: 0.4098, loss: 10.1927, grad_norm: 22.3117 2023-11-06 19:14:42,188 - mmdet - INFO - Epoch [6][2500/3665] lr: 5.563e-06, eta: 5:16:34, time: 0.815, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2579, interm_loss_bbox: 0.2023, interm_loss_iou: 0.4374, loss_cls: 0.2156, loss_bbox: 0.1661, loss_iou: 0.3766, d0.loss_cls: 0.2768, d0.loss_bbox: 0.1706, d0.loss_iou: 0.3870, d1.loss_cls: 0.2393, d1.loss_bbox: 0.1705, d1.loss_iou: 0.3827, d2.loss_cls: 0.2246, d2.loss_bbox: 0.1671, d2.loss_iou: 0.3776, d3.loss_cls: 0.2174, d3.loss_bbox: 0.1672, d3.loss_iou: 0.3772, d4.loss_cls: 0.2159, d4.loss_bbox: 0.1667, d4.loss_iou: 0.3766, dn_loss_cls: 0.0337, dn_loss_bbox: 0.2640, dn_loss_iou: 0.3943, d0.dn_loss_cls: 0.0695, d0.dn_loss_bbox: 0.3764, d0.dn_loss_iou: 0.5179, d1.dn_loss_cls: 0.0436, d1.dn_loss_bbox: 0.2894, d1.dn_loss_iou: 0.4219, d2.dn_loss_cls: 0.0367, d2.dn_loss_bbox: 0.2680, d2.dn_loss_iou: 0.3996, d3.dn_loss_cls: 0.0346, d3.dn_loss_bbox: 0.2642, d3.dn_loss_iou: 0.3945, d4.dn_loss_cls: 0.0337, d4.dn_loss_bbox: 0.2640, d4.dn_loss_iou: 0.3942, loss: 10.0731, grad_norm: 18.3212 2023-11-06 19:15:23,189 - mmdet - INFO - Epoch [6][2550/3665] lr: 5.563e-06, eta: 5:15:53, time: 0.820, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2665, interm_loss_bbox: 0.2017, interm_loss_iou: 0.4490, loss_cls: 0.2272, loss_bbox: 0.1609, loss_iou: 0.3854, d0.loss_cls: 0.2867, d0.loss_bbox: 0.1675, d0.loss_iou: 0.3950, d1.loss_cls: 0.2518, d1.loss_bbox: 0.1650, d1.loss_iou: 0.3913, d2.loss_cls: 0.2378, d2.loss_bbox: 0.1607, d2.loss_iou: 0.3850, d3.loss_cls: 0.2298, d3.loss_bbox: 0.1608, d3.loss_iou: 0.3856, d4.loss_cls: 0.2271, d4.loss_bbox: 0.1609, d4.loss_iou: 0.3856, dn_loss_cls: 0.0360, dn_loss_bbox: 0.2736, dn_loss_iou: 0.4038, d0.dn_loss_cls: 0.0722, d0.dn_loss_bbox: 0.3896, d0.dn_loss_iou: 0.5263, d1.dn_loss_cls: 0.0463, d1.dn_loss_bbox: 0.2998, d1.dn_loss_iou: 0.4307, d2.dn_loss_cls: 0.0391, d2.dn_loss_bbox: 0.2779, d2.dn_loss_iou: 0.4089, d3.dn_loss_cls: 0.0371, d3.dn_loss_bbox: 0.2739, d3.dn_loss_iou: 0.4039, d4.dn_loss_cls: 0.0361, d4.dn_loss_bbox: 0.2736, d4.dn_loss_iou: 0.4037, loss: 10.3136, grad_norm: 18.4715 2023-11-06 19:16:04,170 - mmdet - INFO - Epoch [6][2600/3665] lr: 5.563e-06, eta: 5:15:12, time: 0.820, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2585, interm_loss_bbox: 0.2063, interm_loss_iou: 0.4478, loss_cls: 0.2127, loss_bbox: 0.1686, loss_iou: 0.3857, d0.loss_cls: 0.2757, d0.loss_bbox: 0.1699, d0.loss_iou: 0.3919, d1.loss_cls: 0.2409, d1.loss_bbox: 0.1687, d1.loss_iou: 0.3871, d2.loss_cls: 0.2237, d2.loss_bbox: 0.1670, d2.loss_iou: 0.3843, d3.loss_cls: 0.2170, d3.loss_bbox: 0.1672, d3.loss_iou: 0.3847, d4.loss_cls: 0.2131, d4.loss_bbox: 0.1684, d4.loss_iou: 0.3855, dn_loss_cls: 0.0348, dn_loss_bbox: 0.2815, dn_loss_iou: 0.4027, d0.dn_loss_cls: 0.0694, d0.dn_loss_bbox: 0.3940, d0.dn_loss_iou: 0.5261, d1.dn_loss_cls: 0.0445, d1.dn_loss_bbox: 0.3062, d1.dn_loss_iou: 0.4293, d2.dn_loss_cls: 0.0376, d2.dn_loss_bbox: 0.2851, d2.dn_loss_iou: 0.4075, d3.dn_loss_cls: 0.0357, d3.dn_loss_bbox: 0.2818, d3.dn_loss_iou: 0.4028, d4.dn_loss_cls: 0.0347, d4.dn_loss_bbox: 0.2815, d4.dn_loss_iou: 0.4026, loss: 10.2828, grad_norm: 21.2169 2023-11-06 19:16:45,055 - mmdet - INFO - Epoch [6][2650/3665] lr: 5.563e-06, eta: 5:14:31, time: 0.818, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2586, interm_loss_bbox: 0.1948, interm_loss_iou: 0.4395, loss_cls: 0.2131, loss_bbox: 0.1587, loss_iou: 0.3776, d0.loss_cls: 0.2720, d0.loss_bbox: 0.1626, d0.loss_iou: 0.3859, d1.loss_cls: 0.2390, d1.loss_bbox: 0.1612, d1.loss_iou: 0.3817, d2.loss_cls: 0.2245, d2.loss_bbox: 0.1574, d2.loss_iou: 0.3763, d3.loss_cls: 0.2174, d3.loss_bbox: 0.1571, d3.loss_iou: 0.3764, d4.loss_cls: 0.2146, d4.loss_bbox: 0.1577, d4.loss_iou: 0.3764, dn_loss_cls: 0.0339, dn_loss_bbox: 0.2662, dn_loss_iou: 0.3957, d0.dn_loss_cls: 0.0694, d0.dn_loss_bbox: 0.3779, d0.dn_loss_iou: 0.5202, d1.dn_loss_cls: 0.0437, d1.dn_loss_bbox: 0.2898, d1.dn_loss_iou: 0.4223, d2.dn_loss_cls: 0.0370, d2.dn_loss_bbox: 0.2699, d2.dn_loss_iou: 0.4008, d3.dn_loss_cls: 0.0347, d3.dn_loss_bbox: 0.2663, d3.dn_loss_iou: 0.3958, d4.dn_loss_cls: 0.0339, d4.dn_loss_bbox: 0.2662, d4.dn_loss_iou: 0.3956, loss: 10.0217, grad_norm: 18.6285 2023-11-06 19:17:26,099 - mmdet - INFO - Epoch [6][2700/3665] lr: 5.563e-06, eta: 5:13:50, time: 0.821, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2604, interm_loss_bbox: 0.1934, interm_loss_iou: 0.4434, loss_cls: 0.2131, loss_bbox: 0.1597, loss_iou: 0.3836, d0.loss_cls: 0.2737, d0.loss_bbox: 0.1630, d0.loss_iou: 0.3907, d1.loss_cls: 0.2409, d1.loss_bbox: 0.1604, d1.loss_iou: 0.3850, d2.loss_cls: 0.2250, d2.loss_bbox: 0.1578, d2.loss_iou: 0.3808, d3.loss_cls: 0.2161, d3.loss_bbox: 0.1595, d3.loss_iou: 0.3830, d4.loss_cls: 0.2134, d4.loss_bbox: 0.1597, d4.loss_iou: 0.3837, dn_loss_cls: 0.0335, dn_loss_bbox: 0.2548, dn_loss_iou: 0.3996, d0.dn_loss_cls: 0.0694, d0.dn_loss_bbox: 0.3671, d0.dn_loss_iou: 0.5247, d1.dn_loss_cls: 0.0436, d1.dn_loss_bbox: 0.2801, d1.dn_loss_iou: 0.4270, d2.dn_loss_cls: 0.0365, d2.dn_loss_bbox: 0.2587, d2.dn_loss_iou: 0.4044, d3.dn_loss_cls: 0.0345, d3.dn_loss_bbox: 0.2551, d3.dn_loss_iou: 0.3998, d4.dn_loss_cls: 0.0334, d4.dn_loss_bbox: 0.2548, d4.dn_loss_iou: 0.3995, loss: 10.0228, grad_norm: 18.6399 2023-11-06 19:18:07,347 - mmdet - INFO - Epoch [6][2750/3665] lr: 5.563e-06, eta: 5:13:09, time: 0.825, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2612, interm_loss_bbox: 0.1941, interm_loss_iou: 0.4324, loss_cls: 0.2152, loss_bbox: 0.1595, loss_iou: 0.3747, d0.loss_cls: 0.2776, d0.loss_bbox: 0.1634, d0.loss_iou: 0.3819, d1.loss_cls: 0.2411, d1.loss_bbox: 0.1626, d1.loss_iou: 0.3788, d2.loss_cls: 0.2246, d2.loss_bbox: 0.1597, d2.loss_iou: 0.3747, d3.loss_cls: 0.2177, d3.loss_bbox: 0.1589, d3.loss_iou: 0.3741, d4.loss_cls: 0.2160, d4.loss_bbox: 0.1591, d4.loss_iou: 0.3741, dn_loss_cls: 0.0358, dn_loss_bbox: 0.2680, dn_loss_iou: 0.3933, d0.dn_loss_cls: 0.0720, d0.dn_loss_bbox: 0.3844, d0.dn_loss_iou: 0.5173, d1.dn_loss_cls: 0.0456, d1.dn_loss_bbox: 0.2951, d1.dn_loss_iou: 0.4220, d2.dn_loss_cls: 0.0385, d2.dn_loss_bbox: 0.2729, d2.dn_loss_iou: 0.3991, d3.dn_loss_cls: 0.0365, d3.dn_loss_bbox: 0.2683, d3.dn_loss_iou: 0.3935, d4.dn_loss_cls: 0.0358, d4.dn_loss_bbox: 0.2680, d4.dn_loss_iou: 0.3933, loss: 10.0406, grad_norm: 19.1275 2023-11-06 19:18:47,919 - mmdet - INFO - Epoch [6][2800/3665] lr: 5.563e-06, eta: 5:12:28, time: 0.811, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2616, interm_loss_bbox: 0.1967, interm_loss_iou: 0.4401, loss_cls: 0.2170, loss_bbox: 0.1619, loss_iou: 0.3806, d0.loss_cls: 0.2788, d0.loss_bbox: 0.1633, d0.loss_iou: 0.3883, d1.loss_cls: 0.2453, d1.loss_bbox: 0.1622, d1.loss_iou: 0.3818, d2.loss_cls: 0.2294, d2.loss_bbox: 0.1602, d2.loss_iou: 0.3790, d3.loss_cls: 0.2216, d3.loss_bbox: 0.1599, d3.loss_iou: 0.3790, d4.loss_cls: 0.2172, d4.loss_bbox: 0.1617, d4.loss_iou: 0.3809, dn_loss_cls: 0.0356, dn_loss_bbox: 0.2644, dn_loss_iou: 0.4045, d0.dn_loss_cls: 0.0701, d0.dn_loss_bbox: 0.3695, d0.dn_loss_iou: 0.5279, d1.dn_loss_cls: 0.0449, d1.dn_loss_bbox: 0.2875, d1.dn_loss_iou: 0.4307, d2.dn_loss_cls: 0.0382, d2.dn_loss_bbox: 0.2684, d2.dn_loss_iou: 0.4092, d3.dn_loss_cls: 0.0363, d3.dn_loss_bbox: 0.2646, d3.dn_loss_iou: 0.4045, d4.dn_loss_cls: 0.0356, d4.dn_loss_bbox: 0.2643, d4.dn_loss_iou: 0.4043, loss: 10.1269, grad_norm: 20.0606 2023-11-06 19:19:28,049 - mmdet - INFO - Epoch [6][2850/3665] lr: 5.563e-06, eta: 5:11:46, time: 0.802, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2615, interm_loss_bbox: 0.2007, interm_loss_iou: 0.4472, loss_cls: 0.2164, loss_bbox: 0.1619, loss_iou: 0.3840, d0.loss_cls: 0.2752, d0.loss_bbox: 0.1684, d0.loss_iou: 0.3935, d1.loss_cls: 0.2437, d1.loss_bbox: 0.1653, d1.loss_iou: 0.3864, d2.loss_cls: 0.2295, d2.loss_bbox: 0.1605, d2.loss_iou: 0.3817, d3.loss_cls: 0.2204, d3.loss_bbox: 0.1615, d3.loss_iou: 0.3828, d4.loss_cls: 0.2168, d4.loss_bbox: 0.1620, d4.loss_iou: 0.3837, dn_loss_cls: 0.0348, dn_loss_bbox: 0.2618, dn_loss_iou: 0.4020, d0.dn_loss_cls: 0.0709, d0.dn_loss_bbox: 0.3733, d0.dn_loss_iou: 0.5284, d1.dn_loss_cls: 0.0451, d1.dn_loss_bbox: 0.2858, d1.dn_loss_iou: 0.4292, d2.dn_loss_cls: 0.0378, d2.dn_loss_bbox: 0.2653, d2.dn_loss_iou: 0.4069, d3.dn_loss_cls: 0.0360, d3.dn_loss_bbox: 0.2620, d3.dn_loss_iou: 0.4020, d4.dn_loss_cls: 0.0350, d4.dn_loss_bbox: 0.2618, d4.dn_loss_iou: 0.4019, loss: 10.1432, grad_norm: 18.6253 2023-11-06 19:20:09,127 - mmdet - INFO - Epoch [6][2900/3665] lr: 5.563e-06, eta: 5:11:05, time: 0.822, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2599, interm_loss_bbox: 0.1938, interm_loss_iou: 0.4503, loss_cls: 0.2169, loss_bbox: 0.1578, loss_iou: 0.3890, d0.loss_cls: 0.2767, d0.loss_bbox: 0.1618, d0.loss_iou: 0.3979, d1.loss_cls: 0.2429, d1.loss_bbox: 0.1607, d1.loss_iou: 0.3918, d2.loss_cls: 0.2284, d2.loss_bbox: 0.1568, d2.loss_iou: 0.3878, d3.loss_cls: 0.2207, d3.loss_bbox: 0.1565, d3.loss_iou: 0.3880, d4.loss_cls: 0.2172, d4.loss_bbox: 0.1575, d4.loss_iou: 0.3888, dn_loss_cls: 0.0357, dn_loss_bbox: 0.2516, dn_loss_iou: 0.4103, d0.dn_loss_cls: 0.0706, d0.dn_loss_bbox: 0.3579, d0.dn_loss_iou: 0.5343, d1.dn_loss_cls: 0.0457, d1.dn_loss_bbox: 0.2748, d1.dn_loss_iou: 0.4370, d2.dn_loss_cls: 0.0386, d2.dn_loss_bbox: 0.2551, d2.dn_loss_iou: 0.4150, d3.dn_loss_cls: 0.0366, d3.dn_loss_bbox: 0.2518, d3.dn_loss_iou: 0.4103, d4.dn_loss_cls: 0.0357, d4.dn_loss_bbox: 0.2516, d4.dn_loss_iou: 0.4102, loss: 10.1241, grad_norm: 20.3638 2023-11-06 19:20:49,862 - mmdet - INFO - Epoch [6][2950/3665] lr: 5.563e-06, eta: 5:10:23, time: 0.815, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2544, interm_loss_bbox: 0.1937, interm_loss_iou: 0.4412, loss_cls: 0.2128, loss_bbox: 0.1613, loss_iou: 0.3858, d0.loss_cls: 0.2722, d0.loss_bbox: 0.1639, d0.loss_iou: 0.3933, d1.loss_cls: 0.2352, d1.loss_bbox: 0.1637, d1.loss_iou: 0.3904, d2.loss_cls: 0.2218, d2.loss_bbox: 0.1607, d2.loss_iou: 0.3853, d3.loss_cls: 0.2156, d3.loss_bbox: 0.1600, d3.loss_iou: 0.3847, d4.loss_cls: 0.2127, d4.loss_bbox: 0.1612, d4.loss_iou: 0.3857, dn_loss_cls: 0.0329, dn_loss_bbox: 0.2655, dn_loss_iou: 0.3977, d0.dn_loss_cls: 0.0694, d0.dn_loss_bbox: 0.3829, d0.dn_loss_iou: 0.5256, d1.dn_loss_cls: 0.0430, d1.dn_loss_bbox: 0.2915, d1.dn_loss_iou: 0.4254, d2.dn_loss_cls: 0.0360, d2.dn_loss_bbox: 0.2699, d2.dn_loss_iou: 0.4029, d3.dn_loss_cls: 0.0339, d3.dn_loss_bbox: 0.2656, d3.dn_loss_iou: 0.3976, d4.dn_loss_cls: 0.0329, d4.dn_loss_bbox: 0.2655, d4.dn_loss_iou: 0.3976, loss: 10.0914, grad_norm: 22.8675 2023-11-06 19:21:33,083 - mmdet - INFO - Epoch [6][3000/3665] lr: 5.563e-06, eta: 5:09:45, time: 0.865, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2544, interm_loss_bbox: 0.1989, interm_loss_iou: 0.4507, loss_cls: 0.2132, loss_bbox: 0.1622, loss_iou: 0.3901, d0.loss_cls: 0.2726, d0.loss_bbox: 0.1682, d0.loss_iou: 0.3985, d1.loss_cls: 0.2374, d1.loss_bbox: 0.1648, d1.loss_iou: 0.3943, d2.loss_cls: 0.2224, d2.loss_bbox: 0.1627, d2.loss_iou: 0.3913, d3.loss_cls: 0.2157, d3.loss_bbox: 0.1622, d3.loss_iou: 0.3903, d4.loss_cls: 0.2131, d4.loss_bbox: 0.1627, d4.loss_iou: 0.3905, dn_loss_cls: 0.0336, dn_loss_bbox: 0.2594, dn_loss_iou: 0.4077, d0.dn_loss_cls: 0.0691, d0.dn_loss_bbox: 0.3689, d0.dn_loss_iou: 0.5309, d1.dn_loss_cls: 0.0435, d1.dn_loss_bbox: 0.2834, d1.dn_loss_iou: 0.4342, d2.dn_loss_cls: 0.0370, d2.dn_loss_bbox: 0.2631, d2.dn_loss_iou: 0.4126, d3.dn_loss_cls: 0.0345, d3.dn_loss_bbox: 0.2596, d3.dn_loss_iou: 0.4077, d4.dn_loss_cls: 0.0337, d4.dn_loss_bbox: 0.2594, d4.dn_loss_iou: 0.4076, loss: 10.1619, grad_norm: 21.2328 2023-11-06 19:22:13,957 - mmdet - INFO - Epoch [6][3050/3665] lr: 5.563e-06, eta: 5:09:04, time: 0.817, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2608, interm_loss_bbox: 0.1935, interm_loss_iou: 0.4528, loss_cls: 0.2157, loss_bbox: 0.1585, loss_iou: 0.3964, d0.loss_cls: 0.2771, d0.loss_bbox: 0.1625, d0.loss_iou: 0.4057, d1.loss_cls: 0.2433, d1.loss_bbox: 0.1599, d1.loss_iou: 0.3990, d2.loss_cls: 0.2271, d2.loss_bbox: 0.1567, d2.loss_iou: 0.3946, d3.loss_cls: 0.2201, d3.loss_bbox: 0.1575, d3.loss_iou: 0.3951, d4.loss_cls: 0.2163, d4.loss_bbox: 0.1582, d4.loss_iou: 0.3960, dn_loss_cls: 0.0323, dn_loss_bbox: 0.2508, dn_loss_iou: 0.3954, d0.dn_loss_cls: 0.0685, d0.dn_loss_bbox: 0.3690, d0.dn_loss_iou: 0.5228, d1.dn_loss_cls: 0.0424, d1.dn_loss_bbox: 0.2761, d1.dn_loss_iou: 0.4228, d2.dn_loss_cls: 0.0356, d2.dn_loss_bbox: 0.2545, d2.dn_loss_iou: 0.4002, d3.dn_loss_cls: 0.0337, d3.dn_loss_bbox: 0.2510, d3.dn_loss_iou: 0.3954, d4.dn_loss_cls: 0.0325, d4.dn_loss_bbox: 0.2508, d4.dn_loss_iou: 0.3952, loss: 10.0758, grad_norm: 21.4900 2023-11-06 19:22:55,371 - mmdet - INFO - Epoch [6][3100/3665] lr: 5.563e-06, eta: 5:08:23, time: 0.828, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2611, interm_loss_bbox: 0.1969, interm_loss_iou: 0.4417, loss_cls: 0.2148, loss_bbox: 0.1618, loss_iou: 0.3832, d0.loss_cls: 0.2766, d0.loss_bbox: 0.1673, d0.loss_iou: 0.3942, d1.loss_cls: 0.2427, d1.loss_bbox: 0.1639, d1.loss_iou: 0.3878, d2.loss_cls: 0.2264, d2.loss_bbox: 0.1611, d2.loss_iou: 0.3830, d3.loss_cls: 0.2183, d3.loss_bbox: 0.1622, d3.loss_iou: 0.3828, d4.loss_cls: 0.2156, d4.loss_bbox: 0.1623, d4.loss_iou: 0.3832, dn_loss_cls: 0.0327, dn_loss_bbox: 0.2576, dn_loss_iou: 0.3951, d0.dn_loss_cls: 0.0692, d0.dn_loss_bbox: 0.3708, d0.dn_loss_iou: 0.5175, d1.dn_loss_cls: 0.0432, d1.dn_loss_bbox: 0.2825, d1.dn_loss_iou: 0.4217, d2.dn_loss_cls: 0.0363, d2.dn_loss_bbox: 0.2617, d2.dn_loss_iou: 0.4002, d3.dn_loss_cls: 0.0341, d3.dn_loss_bbox: 0.2580, d3.dn_loss_iou: 0.3952, d4.dn_loss_cls: 0.0329, d4.dn_loss_bbox: 0.2576, d4.dn_loss_iou: 0.3950, loss: 10.0481, grad_norm: 18.6947 2023-11-06 19:23:36,386 - mmdet - INFO - Epoch [6][3150/3665] lr: 5.563e-06, eta: 5:07:42, time: 0.820, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2597, interm_loss_bbox: 0.1972, interm_loss_iou: 0.4480, loss_cls: 0.2146, loss_bbox: 0.1610, loss_iou: 0.3883, d0.loss_cls: 0.2776, d0.loss_bbox: 0.1658, d0.loss_iou: 0.3984, d1.loss_cls: 0.2423, d1.loss_bbox: 0.1629, d1.loss_iou: 0.3915, d2.loss_cls: 0.2256, d2.loss_bbox: 0.1609, d2.loss_iou: 0.3882, d3.loss_cls: 0.2173, d3.loss_bbox: 0.1610, d3.loss_iou: 0.3891, d4.loss_cls: 0.2149, d4.loss_bbox: 0.1608, d4.loss_iou: 0.3890, dn_loss_cls: 0.0341, dn_loss_bbox: 0.2648, dn_loss_iou: 0.4038, d0.dn_loss_cls: 0.0702, d0.dn_loss_bbox: 0.3796, d0.dn_loss_iou: 0.5283, d1.dn_loss_cls: 0.0442, d1.dn_loss_bbox: 0.2902, d1.dn_loss_iou: 0.4316, d2.dn_loss_cls: 0.0371, d2.dn_loss_bbox: 0.2687, d2.dn_loss_iou: 0.4081, d3.dn_loss_cls: 0.0353, d3.dn_loss_bbox: 0.2650, d3.dn_loss_iou: 0.4036, d4.dn_loss_cls: 0.0342, d4.dn_loss_bbox: 0.2648, d4.dn_loss_iou: 0.4035, loss: 10.1814, grad_norm: 21.5979 2023-11-06 19:24:16,390 - mmdet - INFO - Epoch [6][3200/3665] lr: 5.563e-06, eta: 5:07:00, time: 0.800, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2535, interm_loss_bbox: 0.1969, interm_loss_iou: 0.4438, loss_cls: 0.2105, loss_bbox: 0.1597, loss_iou: 0.3811, d0.loss_cls: 0.2701, d0.loss_bbox: 0.1661, d0.loss_iou: 0.3907, d1.loss_cls: 0.2361, d1.loss_bbox: 0.1626, d1.loss_iou: 0.3847, d2.loss_cls: 0.2213, d2.loss_bbox: 0.1598, d2.loss_iou: 0.3807, d3.loss_cls: 0.2132, d3.loss_bbox: 0.1602, d3.loss_iou: 0.3814, d4.loss_cls: 0.2109, d4.loss_bbox: 0.1601, d4.loss_iou: 0.3813, dn_loss_cls: 0.0344, dn_loss_bbox: 0.2649, dn_loss_iou: 0.3976, d0.dn_loss_cls: 0.0699, d0.dn_loss_bbox: 0.3757, d0.dn_loss_iou: 0.5226, d1.dn_loss_cls: 0.0446, d1.dn_loss_bbox: 0.2892, d1.dn_loss_iou: 0.4243, d2.dn_loss_cls: 0.0377, d2.dn_loss_bbox: 0.2686, d2.dn_loss_iou: 0.4025, d3.dn_loss_cls: 0.0357, d3.dn_loss_bbox: 0.2650, d3.dn_loss_iou: 0.3976, d4.dn_loss_cls: 0.0347, d4.dn_loss_bbox: 0.2649, d4.dn_loss_iou: 0.3975, loss: 10.0521, grad_norm: 20.7315 2023-11-06 19:24:57,394 - mmdet - INFO - Epoch [6][3250/3665] lr: 5.563e-06, eta: 5:06:19, time: 0.820, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2618, interm_loss_bbox: 0.1921, interm_loss_iou: 0.4335, loss_cls: 0.2158, loss_bbox: 0.1610, loss_iou: 0.3760, d0.loss_cls: 0.2772, d0.loss_bbox: 0.1633, d0.loss_iou: 0.3845, d1.loss_cls: 0.2425, d1.loss_bbox: 0.1625, d1.loss_iou: 0.3793, d2.loss_cls: 0.2272, d2.loss_bbox: 0.1601, d2.loss_iou: 0.3758, d3.loss_cls: 0.2193, d3.loss_bbox: 0.1600, d3.loss_iou: 0.3754, d4.loss_cls: 0.2158, d4.loss_bbox: 0.1609, d4.loss_iou: 0.3761, dn_loss_cls: 0.0346, dn_loss_bbox: 0.2705, dn_loss_iou: 0.3977, d0.dn_loss_cls: 0.0700, d0.dn_loss_bbox: 0.3851, d0.dn_loss_iou: 0.5254, d1.dn_loss_cls: 0.0447, d1.dn_loss_bbox: 0.2959, d1.dn_loss_iou: 0.4249, d2.dn_loss_cls: 0.0380, d2.dn_loss_bbox: 0.2741, d2.dn_loss_iou: 0.4026, d3.dn_loss_cls: 0.0359, d3.dn_loss_bbox: 0.2708, d3.dn_loss_iou: 0.3977, d4.dn_loss_cls: 0.0346, d4.dn_loss_bbox: 0.2706, d4.dn_loss_iou: 0.3976, loss: 10.0904, grad_norm: 19.5790 2023-11-06 19:25:38,238 - mmdet - INFO - Epoch [6][3300/3665] lr: 5.563e-06, eta: 5:05:38, time: 0.817, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2585, interm_loss_bbox: 0.1984, interm_loss_iou: 0.4503, loss_cls: 0.2145, loss_bbox: 0.1581, loss_iou: 0.3845, d0.loss_cls: 0.2725, d0.loss_bbox: 0.1631, d0.loss_iou: 0.3944, d1.loss_cls: 0.2386, d1.loss_bbox: 0.1623, d1.loss_iou: 0.3892, d2.loss_cls: 0.2231, d2.loss_bbox: 0.1592, d2.loss_iou: 0.3856, d3.loss_cls: 0.2170, d3.loss_bbox: 0.1583, d3.loss_iou: 0.3847, d4.loss_cls: 0.2143, d4.loss_bbox: 0.1589, d4.loss_iou: 0.3846, dn_loss_cls: 0.0330, dn_loss_bbox: 0.2602, dn_loss_iou: 0.4031, d0.dn_loss_cls: 0.0677, d0.dn_loss_bbox: 0.3733, d0.dn_loss_iou: 0.5299, d1.dn_loss_cls: 0.0423, d1.dn_loss_bbox: 0.2843, d1.dn_loss_iou: 0.4302, d2.dn_loss_cls: 0.0359, d2.dn_loss_bbox: 0.2645, d2.dn_loss_iou: 0.4083, d3.dn_loss_cls: 0.0338, d3.dn_loss_bbox: 0.2606, d3.dn_loss_iou: 0.4032, d4.dn_loss_cls: 0.0330, d4.dn_loss_bbox: 0.2602, d4.dn_loss_iou: 0.4030, loss: 10.0965, grad_norm: 19.0013 2023-11-06 19:26:19,245 - mmdet - INFO - Epoch [6][3350/3665] lr: 5.563e-06, eta: 5:04:57, time: 0.820, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2544, interm_loss_bbox: 0.1967, interm_loss_iou: 0.4442, loss_cls: 0.2116, loss_bbox: 0.1578, loss_iou: 0.3816, d0.loss_cls: 0.2711, d0.loss_bbox: 0.1638, d0.loss_iou: 0.3906, d1.loss_cls: 0.2383, d1.loss_bbox: 0.1606, d1.loss_iou: 0.3838, d2.loss_cls: 0.2232, d2.loss_bbox: 0.1567, d2.loss_iou: 0.3804, d3.loss_cls: 0.2150, d3.loss_bbox: 0.1569, d3.loss_iou: 0.3804, d4.loss_cls: 0.2119, d4.loss_bbox: 0.1580, d4.loss_iou: 0.3811, dn_loss_cls: 0.0349, dn_loss_bbox: 0.2658, dn_loss_iou: 0.3977, d0.dn_loss_cls: 0.0697, d0.dn_loss_bbox: 0.3775, d0.dn_loss_iou: 0.5252, d1.dn_loss_cls: 0.0444, d1.dn_loss_bbox: 0.2897, d1.dn_loss_iou: 0.4245, d2.dn_loss_cls: 0.0378, d2.dn_loss_bbox: 0.2699, d2.dn_loss_iou: 0.4027, d3.dn_loss_cls: 0.0358, d3.dn_loss_bbox: 0.2661, d3.dn_loss_iou: 0.3976, d4.dn_loss_cls: 0.0349, d4.dn_loss_bbox: 0.2658, d4.dn_loss_iou: 0.3976, loss: 10.0556, grad_norm: 20.5904 2023-11-06 19:27:00,992 - mmdet - INFO - Epoch [6][3400/3665] lr: 5.563e-06, eta: 5:04:16, time: 0.835, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2557, interm_loss_bbox: 0.1984, interm_loss_iou: 0.4301, loss_cls: 0.2110, loss_bbox: 0.1598, loss_iou: 0.3682, d0.loss_cls: 0.2691, d0.loss_bbox: 0.1668, d0.loss_iou: 0.3812, d1.loss_cls: 0.2356, d1.loss_bbox: 0.1640, d1.loss_iou: 0.3737, d2.loss_cls: 0.2225, d2.loss_bbox: 0.1598, d2.loss_iou: 0.3685, d3.loss_cls: 0.2139, d3.loss_bbox: 0.1600, d3.loss_iou: 0.3684, d4.loss_cls: 0.2111, d4.loss_bbox: 0.1598, d4.loss_iou: 0.3687, dn_loss_cls: 0.0327, dn_loss_bbox: 0.2729, dn_loss_iou: 0.3900, d0.dn_loss_cls: 0.0685, d0.dn_loss_bbox: 0.3912, d0.dn_loss_iou: 0.5200, d1.dn_loss_cls: 0.0429, d1.dn_loss_bbox: 0.2998, d1.dn_loss_iou: 0.4187, d2.dn_loss_cls: 0.0362, d2.dn_loss_bbox: 0.2772, d2.dn_loss_iou: 0.3954, d3.dn_loss_cls: 0.0341, d3.dn_loss_bbox: 0.2730, d3.dn_loss_iou: 0.3901, d4.dn_loss_cls: 0.0329, d4.dn_loss_bbox: 0.2729, d4.dn_loss_iou: 0.3899, loss: 9.9845, grad_norm: 23.1280 2023-11-06 19:27:41,483 - mmdet - INFO - Epoch [6][3450/3665] lr: 5.563e-06, eta: 5:03:35, time: 0.810, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2593, interm_loss_bbox: 0.1977, interm_loss_iou: 0.4385, loss_cls: 0.2157, loss_bbox: 0.1602, loss_iou: 0.3777, d0.loss_cls: 0.2743, d0.loss_bbox: 0.1664, d0.loss_iou: 0.3876, d1.loss_cls: 0.2381, d1.loss_bbox: 0.1643, d1.loss_iou: 0.3830, d2.loss_cls: 0.2232, d2.loss_bbox: 0.1612, d2.loss_iou: 0.3793, d3.loss_cls: 0.2178, d3.loss_bbox: 0.1611, d3.loss_iou: 0.3781, d4.loss_cls: 0.2158, d4.loss_bbox: 0.1602, d4.loss_iou: 0.3777, dn_loss_cls: 0.0339, dn_loss_bbox: 0.2608, dn_loss_iou: 0.4007, d0.dn_loss_cls: 0.0695, d0.dn_loss_bbox: 0.3666, d0.dn_loss_iou: 0.5236, d1.dn_loss_cls: 0.0441, d1.dn_loss_bbox: 0.2830, d1.dn_loss_iou: 0.4260, d2.dn_loss_cls: 0.0371, d2.dn_loss_bbox: 0.2643, d2.dn_loss_iou: 0.4052, d3.dn_loss_cls: 0.0352, d3.dn_loss_bbox: 0.2610, d3.dn_loss_iou: 0.4008, d4.dn_loss_cls: 0.0340, d4.dn_loss_bbox: 0.2608, d4.dn_loss_iou: 0.4006, loss: 10.0444, grad_norm: 20.0200 2023-11-06 19:28:22,142 - mmdet - INFO - Epoch [6][3500/3665] lr: 5.563e-06, eta: 5:02:53, time: 0.813, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2564, interm_loss_bbox: 0.1954, interm_loss_iou: 0.4536, loss_cls: 0.2132, loss_bbox: 0.1582, loss_iou: 0.3903, d0.loss_cls: 0.2729, d0.loss_bbox: 0.1636, d0.loss_iou: 0.4002, d1.loss_cls: 0.2398, d1.loss_bbox: 0.1604, d1.loss_iou: 0.3941, d2.loss_cls: 0.2238, d2.loss_bbox: 0.1583, d2.loss_iou: 0.3895, d3.loss_cls: 0.2165, d3.loss_bbox: 0.1580, d3.loss_iou: 0.3898, d4.loss_cls: 0.2134, d4.loss_bbox: 0.1582, d4.loss_iou: 0.3906, dn_loss_cls: 0.0326, dn_loss_bbox: 0.2582, dn_loss_iou: 0.3950, d0.dn_loss_cls: 0.0684, d0.dn_loss_bbox: 0.3722, d0.dn_loss_iou: 0.5200, d1.dn_loss_cls: 0.0430, d1.dn_loss_bbox: 0.2823, d1.dn_loss_iou: 0.4214, d2.dn_loss_cls: 0.0360, d2.dn_loss_bbox: 0.2621, d2.dn_loss_iou: 0.3999, d3.dn_loss_cls: 0.0337, d3.dn_loss_bbox: 0.2585, d3.dn_loss_iou: 0.3952, d4.dn_loss_cls: 0.0328, d4.dn_loss_bbox: 0.2582, d4.dn_loss_iou: 0.3949, loss: 10.0603, grad_norm: 19.6611 2023-11-06 19:29:03,541 - mmdet - INFO - Epoch [6][3550/3665] lr: 5.563e-06, eta: 5:02:13, time: 0.828, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2612, interm_loss_bbox: 0.1958, interm_loss_iou: 0.4421, loss_cls: 0.2188, loss_bbox: 0.1608, loss_iou: 0.3853, d0.loss_cls: 0.2791, d0.loss_bbox: 0.1642, d0.loss_iou: 0.3922, d1.loss_cls: 0.2434, d1.loss_bbox: 0.1625, d1.loss_iou: 0.3877, d2.loss_cls: 0.2266, d2.loss_bbox: 0.1621, d2.loss_iou: 0.3863, d3.loss_cls: 0.2207, d3.loss_bbox: 0.1608, d3.loss_iou: 0.3854, d4.loss_cls: 0.2187, d4.loss_bbox: 0.1609, d4.loss_iou: 0.3852, dn_loss_cls: 0.0351, dn_loss_bbox: 0.2682, dn_loss_iou: 0.3974, d0.dn_loss_cls: 0.0702, d0.dn_loss_bbox: 0.3790, d0.dn_loss_iou: 0.5201, d1.dn_loss_cls: 0.0451, d1.dn_loss_bbox: 0.2910, d1.dn_loss_iou: 0.4241, d2.dn_loss_cls: 0.0382, d2.dn_loss_bbox: 0.2721, d2.dn_loss_iou: 0.4025, d3.dn_loss_cls: 0.0360, d3.dn_loss_bbox: 0.2684, d3.dn_loss_iou: 0.3975, d4.dn_loss_cls: 0.0350, d4.dn_loss_bbox: 0.2682, d4.dn_loss_iou: 0.3973, loss: 10.1455, grad_norm: 20.2608 2023-11-06 19:29:44,689 - mmdet - INFO - Epoch [6][3600/3665] lr: 5.563e-06, eta: 5:01:32, time: 0.823, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2516, interm_loss_bbox: 0.1921, interm_loss_iou: 0.4409, loss_cls: 0.2107, loss_bbox: 0.1566, loss_iou: 0.3834, d0.loss_cls: 0.2686, d0.loss_bbox: 0.1616, d0.loss_iou: 0.3904, d1.loss_cls: 0.2358, d1.loss_bbox: 0.1583, d1.loss_iou: 0.3860, d2.loss_cls: 0.2225, d2.loss_bbox: 0.1554, d2.loss_iou: 0.3818, d3.loss_cls: 0.2140, d3.loss_bbox: 0.1560, d3.loss_iou: 0.3829, d4.loss_cls: 0.2111, d4.loss_bbox: 0.1568, d4.loss_iou: 0.3837, dn_loss_cls: 0.0338, dn_loss_bbox: 0.2510, dn_loss_iou: 0.3966, d0.dn_loss_cls: 0.0688, d0.dn_loss_bbox: 0.3606, d0.dn_loss_iou: 0.5203, d1.dn_loss_cls: 0.0434, d1.dn_loss_bbox: 0.2746, d1.dn_loss_iou: 0.4233, d2.dn_loss_cls: 0.0368, d2.dn_loss_bbox: 0.2550, d2.dn_loss_iou: 0.4017, d3.dn_loss_cls: 0.0348, d3.dn_loss_bbox: 0.2512, d3.dn_loss_iou: 0.3967, d4.dn_loss_cls: 0.0339, d4.dn_loss_bbox: 0.2510, d4.dn_loss_iou: 0.3965, loss: 9.9299, grad_norm: 19.0463 2023-11-06 19:30:25,296 - mmdet - INFO - Epoch [6][3650/3665] lr: 5.563e-06, eta: 5:00:50, time: 0.812, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2491, interm_loss_bbox: 0.1889, interm_loss_iou: 0.4344, loss_cls: 0.2097, loss_bbox: 0.1541, loss_iou: 0.3766, d0.loss_cls: 0.2662, d0.loss_bbox: 0.1604, d0.loss_iou: 0.3869, d1.loss_cls: 0.2318, d1.loss_bbox: 0.1584, d1.loss_iou: 0.3825, d2.loss_cls: 0.2198, d2.loss_bbox: 0.1544, d2.loss_iou: 0.3775, d3.loss_cls: 0.2121, d3.loss_bbox: 0.1550, d3.loss_iou: 0.3775, d4.loss_cls: 0.2097, d4.loss_bbox: 0.1547, d4.loss_iou: 0.3776, dn_loss_cls: 0.0323, dn_loss_bbox: 0.2489, dn_loss_iou: 0.3931, d0.dn_loss_cls: 0.0677, d0.dn_loss_bbox: 0.3576, d0.dn_loss_iou: 0.5154, d1.dn_loss_cls: 0.0422, d1.dn_loss_bbox: 0.2731, d1.dn_loss_iou: 0.4196, d2.dn_loss_cls: 0.0355, d2.dn_loss_bbox: 0.2527, d2.dn_loss_iou: 0.3979, d3.dn_loss_cls: 0.0333, d3.dn_loss_bbox: 0.2492, d3.dn_loss_iou: 0.3931, d4.dn_loss_cls: 0.0322, d4.dn_loss_bbox: 0.2489, d4.dn_loss_iou: 0.3929, loss: 9.8231, grad_norm: 19.7042 2023-11-06 19:30:37,740 - mmdet - INFO - Saving checkpoint at 6 epochs 2023-11-06 19:31:44,575 - mmdet - INFO - Evaluating bbox... 2023-11-06 19:34:04,167 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.511 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.691 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.557 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.352 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.545 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.668 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.738 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.742 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.742 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.587 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.787 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.896 2023-11-06 19:34:04,169 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.603 | bicycle | 0.402 | car | 0.486 | | motorcycle | 0.513 | airplane | 0.755 | bus | 0.743 | | train | 0.738 | truck | 0.463 | boat | 0.344 | | traffic light | 0.315 | fire hydrant | 0.759 | stop sign | 0.692 | | parking meter | 0.527 | bench | 0.314 | bird | 0.463 | | cat | 0.814 | dog | 0.755 | horse | 0.677 | | sheep | 0.624 | cow | 0.666 | elephant | 0.759 | | bear | 0.823 | zebra | 0.761 | giraffe | 0.767 | | backpack | 0.215 | umbrella | 0.501 | handbag | 0.254 | | tie | 0.440 | suitcase | 0.487 | frisbee | 0.744 | | skis | 0.299 | snowboard | 0.433 | sports ball | 0.518 | | kite | 0.511 | baseball bat | 0.489 | baseball glove | 0.448 | | skateboard | 0.634 | surfboard | 0.492 | tennis racket | 0.593 | | bottle | 0.459 | wine glass | 0.442 | cup | 0.516 | | fork | 0.492 | knife | 0.327 | spoon | 0.314 | | bowl | 0.495 | banana | 0.307 | apple | 0.250 | | sandwich | 0.493 | orange | 0.390 | broccoli | 0.277 | | carrot | 0.273 | hot dog | 0.504 | pizza | 0.597 | | donut | 0.565 | cake | 0.476 | chair | 0.380 | | couch | 0.496 | potted plant | 0.351 | bed | 0.509 | | dining table | 0.342 | toilet | 0.705 | tv | 0.647 | | laptop | 0.710 | mouse | 0.662 | remote | 0.452 | | keyboard | 0.595 | cell phone | 0.472 | microwave | 0.691 | | oven | 0.402 | toaster | 0.505 | sink | 0.449 | | refrigerator | 0.697 | book | 0.202 | clock | 0.572 | | vase | 0.457 | scissors | 0.425 | teddy bear | 0.576 | | hair drier | 0.209 | toothbrush | 0.385 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-06 19:34:06,082 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx/best_bbox_mAP_epoch_5.pth was removed 2023-11-06 19:34:11,809 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_6.pth. 2023-11-06 19:34:11,809 - mmdet - INFO - Best bbox_mAP is 0.5108 at 6 epoch. 2023-11-06 19:34:11,810 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx.py 2023-11-06 19:34:11,810 - mmdet - INFO - Epoch(val) [6][625] bbox_mAP: 0.5108, bbox_mAP_50: 0.6911, bbox_mAP_75: 0.5572, bbox_mAP_s: 0.3522, bbox_mAP_m: 0.5446, bbox_mAP_l: 0.6679, bbox_mAP_copypaste: 0.5108 0.6911 0.5572 0.3522 0.5446 0.6679 2023-11-06 19:34:55,863 - mmdet - INFO - Epoch [7][50/3665] lr: 5.563e-06, eta: 4:59:48, time: 0.879, data_time: 0.065, memory: 22742, interm_loss_cls: 0.2523, interm_loss_bbox: 0.1955, interm_loss_iou: 0.4238, loss_cls: 0.2085, loss_bbox: 0.1578, loss_iou: 0.3649, d0.loss_cls: 0.2679, d0.loss_bbox: 0.1638, d0.loss_iou: 0.3734, d1.loss_cls: 0.2345, d1.loss_bbox: 0.1613, d1.loss_iou: 0.3681, d2.loss_cls: 0.2181, d2.loss_bbox: 0.1589, d2.loss_iou: 0.3656, d3.loss_cls: 0.2112, d3.loss_bbox: 0.1581, d3.loss_iou: 0.3646, d4.loss_cls: 0.2087, d4.loss_bbox: 0.1579, d4.loss_iou: 0.3649, dn_loss_cls: 0.0312, dn_loss_bbox: 0.2648, dn_loss_iou: 0.3873, d0.dn_loss_cls: 0.0676, d0.dn_loss_bbox: 0.3792, d0.dn_loss_iou: 0.5114, d1.dn_loss_cls: 0.0416, d1.dn_loss_bbox: 0.2895, d1.dn_loss_iou: 0.4144, d2.dn_loss_cls: 0.0346, d2.dn_loss_bbox: 0.2685, d2.dn_loss_iou: 0.3924, d3.dn_loss_cls: 0.0324, d3.dn_loss_bbox: 0.2651, d3.dn_loss_iou: 0.3875, d4.dn_loss_cls: 0.0314, d4.dn_loss_bbox: 0.2648, d4.dn_loss_iou: 0.3872, loss: 9.8306, grad_norm: 19.5773 2023-11-06 19:35:36,975 - mmdet - INFO - Epoch [7][100/3665] lr: 5.563e-06, eta: 4:59:07, time: 0.822, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2543, interm_loss_bbox: 0.1895, interm_loss_iou: 0.4432, loss_cls: 0.2099, loss_bbox: 0.1585, loss_iou: 0.3873, d0.loss_cls: 0.2675, d0.loss_bbox: 0.1617, d0.loss_iou: 0.3959, d1.loss_cls: 0.2357, d1.loss_bbox: 0.1607, d1.loss_iou: 0.3904, d2.loss_cls: 0.2211, d2.loss_bbox: 0.1573, d2.loss_iou: 0.3868, d3.loss_cls: 0.2137, d3.loss_bbox: 0.1577, d3.loss_iou: 0.3865, d4.loss_cls: 0.2108, d4.loss_bbox: 0.1582, d4.loss_iou: 0.3871, dn_loss_cls: 0.0330, dn_loss_bbox: 0.2494, dn_loss_iou: 0.3959, d0.dn_loss_cls: 0.0683, d0.dn_loss_bbox: 0.3609, d0.dn_loss_iou: 0.5202, d1.dn_loss_cls: 0.0438, d1.dn_loss_bbox: 0.2738, d1.dn_loss_iou: 0.4229, d2.dn_loss_cls: 0.0366, d2.dn_loss_bbox: 0.2537, d2.dn_loss_iou: 0.4011, d3.dn_loss_cls: 0.0342, d3.dn_loss_bbox: 0.2497, d3.dn_loss_iou: 0.3960, d4.dn_loss_cls: 0.0332, d4.dn_loss_bbox: 0.2494, d4.dn_loss_iou: 0.3958, loss: 9.9518, grad_norm: 19.7204 2023-11-06 19:36:17,795 - mmdet - INFO - Epoch [7][150/3665] lr: 5.563e-06, eta: 4:58:26, time: 0.816, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2526, interm_loss_bbox: 0.2000, interm_loss_iou: 0.4381, loss_cls: 0.2068, loss_bbox: 0.1601, loss_iou: 0.3712, d0.loss_cls: 0.2697, d0.loss_bbox: 0.1652, d0.loss_iou: 0.3839, d1.loss_cls: 0.2329, d1.loss_bbox: 0.1627, d1.loss_iou: 0.3764, d2.loss_cls: 0.2189, d2.loss_bbox: 0.1588, d2.loss_iou: 0.3707, d3.loss_cls: 0.2094, d3.loss_bbox: 0.1598, d3.loss_iou: 0.3712, d4.loss_cls: 0.2068, d4.loss_bbox: 0.1601, d4.loss_iou: 0.3715, dn_loss_cls: 0.0317, dn_loss_bbox: 0.2577, dn_loss_iou: 0.3804, d0.dn_loss_cls: 0.0674, d0.dn_loss_bbox: 0.3754, d0.dn_loss_iou: 0.5080, d1.dn_loss_cls: 0.0418, d1.dn_loss_bbox: 0.2829, d1.dn_loss_iou: 0.4085, d2.dn_loss_cls: 0.0350, d2.dn_loss_bbox: 0.2620, d2.dn_loss_iou: 0.3859, d3.dn_loss_cls: 0.0328, d3.dn_loss_bbox: 0.2580, d3.dn_loss_iou: 0.3806, d4.dn_loss_cls: 0.0318, d4.dn_loss_bbox: 0.2577, d4.dn_loss_iou: 0.3804, loss: 9.8251, grad_norm: 19.7009 2023-11-06 19:36:58,970 - mmdet - INFO - Epoch [7][200/3665] lr: 5.563e-06, eta: 4:57:45, time: 0.824, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2564, interm_loss_bbox: 0.1911, interm_loss_iou: 0.4361, loss_cls: 0.2108, loss_bbox: 0.1563, loss_iou: 0.3768, d0.loss_cls: 0.2714, d0.loss_bbox: 0.1609, d0.loss_iou: 0.3869, d1.loss_cls: 0.2360, d1.loss_bbox: 0.1609, d1.loss_iou: 0.3835, d2.loss_cls: 0.2213, d2.loss_bbox: 0.1563, d2.loss_iou: 0.3767, d3.loss_cls: 0.2126, d3.loss_bbox: 0.1569, d3.loss_iou: 0.3775, d4.loss_cls: 0.2108, d4.loss_bbox: 0.1566, d4.loss_iou: 0.3773, dn_loss_cls: 0.0327, dn_loss_bbox: 0.2536, dn_loss_iou: 0.3916, d0.dn_loss_cls: 0.0679, d0.dn_loss_bbox: 0.3645, d0.dn_loss_iou: 0.5168, d1.dn_loss_cls: 0.0426, d1.dn_loss_bbox: 0.2765, d1.dn_loss_iou: 0.4176, d2.dn_loss_cls: 0.0357, d2.dn_loss_bbox: 0.2576, d2.dn_loss_iou: 0.3964, d3.dn_loss_cls: 0.0337, d3.dn_loss_bbox: 0.2539, d3.dn_loss_iou: 0.3917, d4.dn_loss_cls: 0.0328, d4.dn_loss_bbox: 0.2536, d4.dn_loss_iou: 0.3915, loss: 9.8841, grad_norm: 18.8670 2023-11-06 19:37:40,241 - mmdet - INFO - Epoch [7][250/3665] lr: 5.563e-06, eta: 4:57:04, time: 0.825, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2545, interm_loss_bbox: 0.1908, interm_loss_iou: 0.4291, loss_cls: 0.2097, loss_bbox: 0.1553, loss_iou: 0.3707, d0.loss_cls: 0.2683, d0.loss_bbox: 0.1608, d0.loss_iou: 0.3823, d1.loss_cls: 0.2350, d1.loss_bbox: 0.1581, d1.loss_iou: 0.3756, d2.loss_cls: 0.2194, d2.loss_bbox: 0.1558, d2.loss_iou: 0.3722, d3.loss_cls: 0.2131, d3.loss_bbox: 0.1545, d3.loss_iou: 0.3708, d4.loss_cls: 0.2105, d4.loss_bbox: 0.1547, d4.loss_iou: 0.3711, dn_loss_cls: 0.0334, dn_loss_bbox: 0.2620, dn_loss_iou: 0.3963, d0.dn_loss_cls: 0.0685, d0.dn_loss_bbox: 0.3738, d0.dn_loss_iou: 0.5176, d1.dn_loss_cls: 0.0434, d1.dn_loss_bbox: 0.2866, d1.dn_loss_iou: 0.4226, d2.dn_loss_cls: 0.0365, d2.dn_loss_bbox: 0.2660, d2.dn_loss_iou: 0.4013, d3.dn_loss_cls: 0.0345, d3.dn_loss_bbox: 0.2621, d3.dn_loss_iou: 0.3964, d4.dn_loss_cls: 0.0335, d4.dn_loss_bbox: 0.2620, d4.dn_loss_iou: 0.3962, loss: 9.9046, grad_norm: 18.8165 2023-11-06 19:38:21,126 - mmdet - INFO - Epoch [7][300/3665] lr: 5.563e-06, eta: 4:56:23, time: 0.818, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2504, interm_loss_bbox: 0.1870, interm_loss_iou: 0.4260, loss_cls: 0.2063, loss_bbox: 0.1540, loss_iou: 0.3689, d0.loss_cls: 0.2643, d0.loss_bbox: 0.1581, d0.loss_iou: 0.3794, d1.loss_cls: 0.2312, d1.loss_bbox: 0.1579, d1.loss_iou: 0.3751, d2.loss_cls: 0.2150, d2.loss_bbox: 0.1544, d2.loss_iou: 0.3696, d3.loss_cls: 0.2093, d3.loss_bbox: 0.1531, d3.loss_iou: 0.3684, d4.loss_cls: 0.2065, d4.loss_bbox: 0.1538, d4.loss_iou: 0.3687, dn_loss_cls: 0.0308, dn_loss_bbox: 0.2477, dn_loss_iou: 0.3782, d0.dn_loss_cls: 0.0663, d0.dn_loss_bbox: 0.3629, d0.dn_loss_iou: 0.5055, d1.dn_loss_cls: 0.0416, d1.dn_loss_bbox: 0.2732, d1.dn_loss_iou: 0.4062, d2.dn_loss_cls: 0.0342, d2.dn_loss_bbox: 0.2518, d2.dn_loss_iou: 0.3835, d3.dn_loss_cls: 0.0320, d3.dn_loss_bbox: 0.2480, d3.dn_loss_iou: 0.3783, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2477, d4.dn_loss_iou: 0.3781, loss: 9.6539, grad_norm: 20.0747 2023-11-06 19:39:01,348 - mmdet - INFO - Epoch [7][350/3665] lr: 5.563e-06, eta: 4:55:41, time: 0.804, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2582, interm_loss_bbox: 0.1962, interm_loss_iou: 0.4355, loss_cls: 0.2134, loss_bbox: 0.1604, loss_iou: 0.3765, d0.loss_cls: 0.2734, d0.loss_bbox: 0.1649, d0.loss_iou: 0.3858, d1.loss_cls: 0.2397, d1.loss_bbox: 0.1637, d1.loss_iou: 0.3805, d2.loss_cls: 0.2246, d2.loss_bbox: 0.1604, d2.loss_iou: 0.3758, d3.loss_cls: 0.2179, d3.loss_bbox: 0.1593, d3.loss_iou: 0.3747, d4.loss_cls: 0.2136, d4.loss_bbox: 0.1603, d4.loss_iou: 0.3766, dn_loss_cls: 0.0328, dn_loss_bbox: 0.2615, dn_loss_iou: 0.3917, d0.dn_loss_cls: 0.0692, d0.dn_loss_bbox: 0.3756, d0.dn_loss_iou: 0.5149, d1.dn_loss_cls: 0.0432, d1.dn_loss_bbox: 0.2863, d1.dn_loss_iou: 0.4182, d2.dn_loss_cls: 0.0363, d2.dn_loss_bbox: 0.2656, d2.dn_loss_iou: 0.3972, d3.dn_loss_cls: 0.0341, d3.dn_loss_bbox: 0.2616, d3.dn_loss_iou: 0.3917, d4.dn_loss_cls: 0.0329, d4.dn_loss_bbox: 0.2615, d4.dn_loss_iou: 0.3915, loss: 9.9775, grad_norm: 21.8914 2023-11-06 19:39:42,659 - mmdet - INFO - Epoch [7][400/3665] lr: 5.563e-06, eta: 4:55:01, time: 0.826, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2499, interm_loss_bbox: 0.1903, interm_loss_iou: 0.4407, loss_cls: 0.2055, loss_bbox: 0.1570, loss_iou: 0.3873, d0.loss_cls: 0.2660, d0.loss_bbox: 0.1600, d0.loss_iou: 0.3938, d1.loss_cls: 0.2333, d1.loss_bbox: 0.1579, d1.loss_iou: 0.3887, d2.loss_cls: 0.2182, d2.loss_bbox: 0.1553, d2.loss_iou: 0.3846, d3.loss_cls: 0.2109, d3.loss_bbox: 0.1556, d3.loss_iou: 0.3852, d4.loss_cls: 0.2068, d4.loss_bbox: 0.1565, d4.loss_iou: 0.3872, dn_loss_cls: 0.0324, dn_loss_bbox: 0.2518, dn_loss_iou: 0.3962, d0.dn_loss_cls: 0.0668, d0.dn_loss_bbox: 0.3603, d0.dn_loss_iou: 0.5187, d1.dn_loss_cls: 0.0422, d1.dn_loss_bbox: 0.2766, d1.dn_loss_iou: 0.4232, d2.dn_loss_cls: 0.0355, d2.dn_loss_bbox: 0.2560, d2.dn_loss_iou: 0.4013, d3.dn_loss_cls: 0.0333, d3.dn_loss_bbox: 0.2522, d3.dn_loss_iou: 0.3963, d4.dn_loss_cls: 0.0325, d4.dn_loss_bbox: 0.2518, d4.dn_loss_iou: 0.3961, loss: 9.9142, grad_norm: 19.5613 2023-11-06 19:40:23,827 - mmdet - INFO - Epoch [7][450/3665] lr: 5.563e-06, eta: 4:54:20, time: 0.823, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2519, interm_loss_bbox: 0.1906, interm_loss_iou: 0.4384, loss_cls: 0.2098, loss_bbox: 0.1574, loss_iou: 0.3812, d0.loss_cls: 0.2682, d0.loss_bbox: 0.1620, d0.loss_iou: 0.3918, d1.loss_cls: 0.2365, d1.loss_bbox: 0.1587, d1.loss_iou: 0.3845, d2.loss_cls: 0.2210, d2.loss_bbox: 0.1557, d2.loss_iou: 0.3797, d3.loss_cls: 0.2130, d3.loss_bbox: 0.1570, d3.loss_iou: 0.3804, d4.loss_cls: 0.2099, d4.loss_bbox: 0.1576, d4.loss_iou: 0.3814, dn_loss_cls: 0.0335, dn_loss_bbox: 0.2534, dn_loss_iou: 0.3978, d0.dn_loss_cls: 0.0684, d0.dn_loss_bbox: 0.3634, d0.dn_loss_iou: 0.5232, d1.dn_loss_cls: 0.0431, d1.dn_loss_bbox: 0.2768, d1.dn_loss_iou: 0.4241, d2.dn_loss_cls: 0.0364, d2.dn_loss_bbox: 0.2572, d2.dn_loss_iou: 0.4032, d3.dn_loss_cls: 0.0344, d3.dn_loss_bbox: 0.2536, d3.dn_loss_iou: 0.3980, d4.dn_loss_cls: 0.0335, d4.dn_loss_bbox: 0.2534, d4.dn_loss_iou: 0.3978, loss: 9.9377, grad_norm: 18.9623 2023-11-06 19:41:04,432 - mmdet - INFO - Epoch [7][500/3665] lr: 5.563e-06, eta: 4:53:39, time: 0.812, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2547, interm_loss_bbox: 0.1955, interm_loss_iou: 0.4384, loss_cls: 0.2120, loss_bbox: 0.1622, loss_iou: 0.3806, d0.loss_cls: 0.2712, d0.loss_bbox: 0.1653, d0.loss_iou: 0.3882, d1.loss_cls: 0.2399, d1.loss_bbox: 0.1649, d1.loss_iou: 0.3859, d2.loss_cls: 0.2234, d2.loss_bbox: 0.1621, d2.loss_iou: 0.3811, d3.loss_cls: 0.2146, d3.loss_bbox: 0.1630, d3.loss_iou: 0.3814, d4.loss_cls: 0.2119, d4.loss_bbox: 0.1627, d4.loss_iou: 0.3814, dn_loss_cls: 0.0329, dn_loss_bbox: 0.2522, dn_loss_iou: 0.3904, d0.dn_loss_cls: 0.0678, d0.dn_loss_bbox: 0.3635, d0.dn_loss_iou: 0.5153, d1.dn_loss_cls: 0.0428, d1.dn_loss_bbox: 0.2764, d1.dn_loss_iou: 0.4180, d2.dn_loss_cls: 0.0358, d2.dn_loss_bbox: 0.2563, d2.dn_loss_iou: 0.3955, d3.dn_loss_cls: 0.0339, d3.dn_loss_bbox: 0.2523, d3.dn_loss_iou: 0.3903, d4.dn_loss_cls: 0.0329, d4.dn_loss_bbox: 0.2522, d4.dn_loss_iou: 0.3902, loss: 9.9392, grad_norm: 22.6243 2023-11-06 19:41:45,539 - mmdet - INFO - Epoch [7][550/3665] lr: 5.563e-06, eta: 4:52:58, time: 0.822, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2486, interm_loss_bbox: 0.1917, interm_loss_iou: 0.4374, loss_cls: 0.2004, loss_bbox: 0.1554, loss_iou: 0.3770, d0.loss_cls: 0.2646, d0.loss_bbox: 0.1580, d0.loss_iou: 0.3853, d1.loss_cls: 0.2279, d1.loss_bbox: 0.1582, d1.loss_iou: 0.3812, d2.loss_cls: 0.2124, d2.loss_bbox: 0.1547, d2.loss_iou: 0.3765, d3.loss_cls: 0.2037, d3.loss_bbox: 0.1549, d3.loss_iou: 0.3768, d4.loss_cls: 0.2007, d4.loss_bbox: 0.1553, d4.loss_iou: 0.3770, dn_loss_cls: 0.0326, dn_loss_bbox: 0.2505, dn_loss_iou: 0.3899, d0.dn_loss_cls: 0.0683, d0.dn_loss_bbox: 0.3599, d0.dn_loss_iou: 0.5160, d1.dn_loss_cls: 0.0430, d1.dn_loss_bbox: 0.2735, d1.dn_loss_iou: 0.4173, d2.dn_loss_cls: 0.0360, d2.dn_loss_bbox: 0.2541, d2.dn_loss_iou: 0.3949, d3.dn_loss_cls: 0.0336, d3.dn_loss_bbox: 0.2507, d3.dn_loss_iou: 0.3899, d4.dn_loss_cls: 0.0328, d4.dn_loss_bbox: 0.2505, d4.dn_loss_iou: 0.3897, loss: 9.7807, grad_norm: 22.0360 2023-11-06 19:42:28,606 - mmdet - INFO - Epoch [7][600/3665] lr: 5.563e-06, eta: 4:52:19, time: 0.861, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2517, interm_loss_bbox: 0.1928, interm_loss_iou: 0.4323, loss_cls: 0.2087, loss_bbox: 0.1569, loss_iou: 0.3766, d0.loss_cls: 0.2690, d0.loss_bbox: 0.1628, d0.loss_iou: 0.3854, d1.loss_cls: 0.2351, d1.loss_bbox: 0.1601, d1.loss_iou: 0.3810, d2.loss_cls: 0.2210, d2.loss_bbox: 0.1563, d2.loss_iou: 0.3752, d3.loss_cls: 0.2120, d3.loss_bbox: 0.1567, d3.loss_iou: 0.3759, d4.loss_cls: 0.2093, d4.loss_bbox: 0.1572, d4.loss_iou: 0.3766, dn_loss_cls: 0.0326, dn_loss_bbox: 0.2598, dn_loss_iou: 0.3877, d0.dn_loss_cls: 0.0668, d0.dn_loss_bbox: 0.3748, d0.dn_loss_iou: 0.5134, d1.dn_loss_cls: 0.0423, d1.dn_loss_bbox: 0.2849, d1.dn_loss_iou: 0.4143, d2.dn_loss_cls: 0.0355, d2.dn_loss_bbox: 0.2643, d2.dn_loss_iou: 0.3929, d3.dn_loss_cls: 0.0336, d3.dn_loss_bbox: 0.2601, d3.dn_loss_iou: 0.3878, d4.dn_loss_cls: 0.0326, d4.dn_loss_bbox: 0.2598, d4.dn_loss_iou: 0.3875, loss: 9.8834, grad_norm: 22.0885 2023-11-06 19:43:08,710 - mmdet - INFO - Epoch [7][650/3665] lr: 5.563e-06, eta: 4:51:37, time: 0.802, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2488, interm_loss_bbox: 0.1927, interm_loss_iou: 0.4323, loss_cls: 0.2085, loss_bbox: 0.1577, loss_iou: 0.3730, d0.loss_cls: 0.2660, d0.loss_bbox: 0.1630, d0.loss_iou: 0.3847, d1.loss_cls: 0.2310, d1.loss_bbox: 0.1623, d1.loss_iou: 0.3799, d2.loss_cls: 0.2174, d2.loss_bbox: 0.1588, d2.loss_iou: 0.3752, d3.loss_cls: 0.2113, d3.loss_bbox: 0.1578, d3.loss_iou: 0.3736, d4.loss_cls: 0.2095, d4.loss_bbox: 0.1572, d4.loss_iou: 0.3731, dn_loss_cls: 0.0328, dn_loss_bbox: 0.2481, dn_loss_iou: 0.3930, d0.dn_loss_cls: 0.0679, d0.dn_loss_bbox: 0.3557, d0.dn_loss_iou: 0.5168, d1.dn_loss_cls: 0.0420, d1.dn_loss_bbox: 0.2716, d1.dn_loss_iou: 0.4192, d2.dn_loss_cls: 0.0352, d2.dn_loss_bbox: 0.2518, d2.dn_loss_iou: 0.3977, d3.dn_loss_cls: 0.0335, d3.dn_loss_bbox: 0.2482, d3.dn_loss_iou: 0.3928, d4.dn_loss_cls: 0.0328, d4.dn_loss_bbox: 0.2481, d4.dn_loss_iou: 0.3928, loss: 9.8139, grad_norm: 18.7893 2023-11-06 19:43:51,781 - mmdet - INFO - Epoch [7][700/3665] lr: 5.563e-06, eta: 4:50:58, time: 0.862, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2508, interm_loss_bbox: 0.1934, interm_loss_iou: 0.4409, loss_cls: 0.2055, loss_bbox: 0.1597, loss_iou: 0.3826, d0.loss_cls: 0.2654, d0.loss_bbox: 0.1641, d0.loss_iou: 0.3907, d1.loss_cls: 0.2303, d1.loss_bbox: 0.1616, d1.loss_iou: 0.3858, d2.loss_cls: 0.2152, d2.loss_bbox: 0.1598, d2.loss_iou: 0.3826, d3.loss_cls: 0.2081, d3.loss_bbox: 0.1586, d3.loss_iou: 0.3817, d4.loss_cls: 0.2047, d4.loss_bbox: 0.1600, d4.loss_iou: 0.3833, dn_loss_cls: 0.0318, dn_loss_bbox: 0.2488, dn_loss_iou: 0.3977, d0.dn_loss_cls: 0.0668, d0.dn_loss_bbox: 0.3575, d0.dn_loss_iou: 0.5247, d1.dn_loss_cls: 0.0416, d1.dn_loss_bbox: 0.2722, d1.dn_loss_iou: 0.4248, d2.dn_loss_cls: 0.0347, d2.dn_loss_bbox: 0.2527, d2.dn_loss_iou: 0.4025, d3.dn_loss_cls: 0.0328, d3.dn_loss_bbox: 0.2490, d3.dn_loss_iou: 0.3978, d4.dn_loss_cls: 0.0319, d4.dn_loss_bbox: 0.2488, d4.dn_loss_iou: 0.3976, loss: 9.8984, grad_norm: 20.5304 2023-11-06 19:44:32,537 - mmdet - INFO - Epoch [7][750/3665] lr: 5.563e-06, eta: 4:50:16, time: 0.815, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2543, interm_loss_bbox: 0.1876, interm_loss_iou: 0.4368, loss_cls: 0.2099, loss_bbox: 0.1573, loss_iou: 0.3842, d0.loss_cls: 0.2706, d0.loss_bbox: 0.1598, d0.loss_iou: 0.3892, d1.loss_cls: 0.2347, d1.loss_bbox: 0.1590, d1.loss_iou: 0.3869, d2.loss_cls: 0.2198, d2.loss_bbox: 0.1564, d2.loss_iou: 0.3832, d3.loss_cls: 0.2120, d3.loss_bbox: 0.1576, d3.loss_iou: 0.3846, d4.loss_cls: 0.2097, d4.loss_bbox: 0.1579, d4.loss_iou: 0.3848, dn_loss_cls: 0.0323, dn_loss_bbox: 0.2507, dn_loss_iou: 0.3967, d0.dn_loss_cls: 0.0672, d0.dn_loss_bbox: 0.3580, d0.dn_loss_iou: 0.5179, d1.dn_loss_cls: 0.0420, d1.dn_loss_bbox: 0.2744, d1.dn_loss_iou: 0.4232, d2.dn_loss_cls: 0.0351, d2.dn_loss_bbox: 0.2547, d2.dn_loss_iou: 0.4019, d3.dn_loss_cls: 0.0333, d3.dn_loss_bbox: 0.2509, d3.dn_loss_iou: 0.3968, d4.dn_loss_cls: 0.0323, d4.dn_loss_bbox: 0.2507, d4.dn_loss_iou: 0.3966, loss: 9.9110, grad_norm: 18.8070 2023-11-06 19:45:13,922 - mmdet - INFO - Epoch [7][800/3665] lr: 5.563e-06, eta: 4:49:36, time: 0.828, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2561, interm_loss_bbox: 0.1951, interm_loss_iou: 0.4402, loss_cls: 0.2133, loss_bbox: 0.1594, loss_iou: 0.3803, d0.loss_cls: 0.2743, d0.loss_bbox: 0.1628, d0.loss_iou: 0.3872, d1.loss_cls: 0.2400, d1.loss_bbox: 0.1605, d1.loss_iou: 0.3823, d2.loss_cls: 0.2257, d2.loss_bbox: 0.1577, d2.loss_iou: 0.3780, d3.loss_cls: 0.2165, d3.loss_bbox: 0.1587, d3.loss_iou: 0.3800, d4.loss_cls: 0.2141, d4.loss_bbox: 0.1591, d4.loss_iou: 0.3799, dn_loss_cls: 0.0325, dn_loss_bbox: 0.2529, dn_loss_iou: 0.3870, d0.dn_loss_cls: 0.0683, d0.dn_loss_bbox: 0.3631, d0.dn_loss_iou: 0.5127, d1.dn_loss_cls: 0.0428, d1.dn_loss_bbox: 0.2762, d1.dn_loss_iou: 0.4136, d2.dn_loss_cls: 0.0360, d2.dn_loss_bbox: 0.2566, d2.dn_loss_iou: 0.3920, d3.dn_loss_cls: 0.0338, d3.dn_loss_bbox: 0.2532, d3.dn_loss_iou: 0.3870, d4.dn_loss_cls: 0.0327, d4.dn_loss_bbox: 0.2529, d4.dn_loss_iou: 0.3868, loss: 9.9014, grad_norm: 19.8554 2023-11-06 19:45:55,130 - mmdet - INFO - Epoch [7][850/3665] lr: 5.563e-06, eta: 4:48:55, time: 0.824, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2470, interm_loss_bbox: 0.1897, interm_loss_iou: 0.4399, loss_cls: 0.2036, loss_bbox: 0.1541, loss_iou: 0.3814, d0.loss_cls: 0.2620, d0.loss_bbox: 0.1579, d0.loss_iou: 0.3906, d1.loss_cls: 0.2281, d1.loss_bbox: 0.1554, d1.loss_iou: 0.3849, d2.loss_cls: 0.2142, d2.loss_bbox: 0.1525, d2.loss_iou: 0.3813, d3.loss_cls: 0.2066, d3.loss_bbox: 0.1535, d3.loss_iou: 0.3808, d4.loss_cls: 0.2038, d4.loss_bbox: 0.1541, d4.loss_iou: 0.3813, dn_loss_cls: 0.0324, dn_loss_bbox: 0.2500, dn_loss_iou: 0.3976, d0.dn_loss_cls: 0.0661, d0.dn_loss_bbox: 0.3561, d0.dn_loss_iou: 0.5227, d1.dn_loss_cls: 0.0417, d1.dn_loss_bbox: 0.2723, d1.dn_loss_iou: 0.4239, d2.dn_loss_cls: 0.0353, d2.dn_loss_bbox: 0.2537, d2.dn_loss_iou: 0.4026, d3.dn_loss_cls: 0.0333, d3.dn_loss_bbox: 0.2502, d3.dn_loss_iou: 0.3977, d4.dn_loss_cls: 0.0323, d4.dn_loss_bbox: 0.2500, d4.dn_loss_iou: 0.3976, loss: 9.8382, grad_norm: 19.1203 2023-11-06 19:46:37,125 - mmdet - INFO - Epoch [7][900/3665] lr: 5.563e-06, eta: 4:48:15, time: 0.840, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2556, interm_loss_bbox: 0.1954, interm_loss_iou: 0.4348, loss_cls: 0.2093, loss_bbox: 0.1598, loss_iou: 0.3742, d0.loss_cls: 0.2707, d0.loss_bbox: 0.1634, d0.loss_iou: 0.3824, d1.loss_cls: 0.2379, d1.loss_bbox: 0.1600, d1.loss_iou: 0.3764, d2.loss_cls: 0.2204, d2.loss_bbox: 0.1598, d2.loss_iou: 0.3740, d3.loss_cls: 0.2126, d3.loss_bbox: 0.1596, d3.loss_iou: 0.3737, d4.loss_cls: 0.2100, d4.loss_bbox: 0.1597, d4.loss_iou: 0.3736, dn_loss_cls: 0.0326, dn_loss_bbox: 0.2590, dn_loss_iou: 0.3873, d0.dn_loss_cls: 0.0688, d0.dn_loss_bbox: 0.3755, d0.dn_loss_iou: 0.5125, d1.dn_loss_cls: 0.0429, d1.dn_loss_bbox: 0.2848, d1.dn_loss_iou: 0.4145, d2.dn_loss_cls: 0.0359, d2.dn_loss_bbox: 0.2627, d2.dn_loss_iou: 0.3926, d3.dn_loss_cls: 0.0338, d3.dn_loss_bbox: 0.2592, d3.dn_loss_iou: 0.3874, d4.dn_loss_cls: 0.0327, d4.dn_loss_bbox: 0.2590, d4.dn_loss_iou: 0.3872, loss: 9.8916, grad_norm: 19.0862 2023-11-06 19:47:18,686 - mmdet - INFO - Epoch [7][950/3665] lr: 5.563e-06, eta: 4:47:34, time: 0.831, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2581, interm_loss_bbox: 0.1918, interm_loss_iou: 0.4409, loss_cls: 0.2130, loss_bbox: 0.1587, loss_iou: 0.3855, d0.loss_cls: 0.2739, d0.loss_bbox: 0.1605, d0.loss_iou: 0.3921, d1.loss_cls: 0.2415, d1.loss_bbox: 0.1580, d1.loss_iou: 0.3864, d2.loss_cls: 0.2251, d2.loss_bbox: 0.1569, d2.loss_iou: 0.3843, d3.loss_cls: 0.2171, d3.loss_bbox: 0.1582, d3.loss_iou: 0.3851, d4.loss_cls: 0.2141, d4.loss_bbox: 0.1583, d4.loss_iou: 0.3850, dn_loss_cls: 0.0350, dn_loss_bbox: 0.2640, dn_loss_iou: 0.3983, d0.dn_loss_cls: 0.0697, d0.dn_loss_bbox: 0.3758, d0.dn_loss_iou: 0.5210, d1.dn_loss_cls: 0.0443, d1.dn_loss_bbox: 0.2880, d1.dn_loss_iou: 0.4246, d2.dn_loss_cls: 0.0376, d2.dn_loss_bbox: 0.2684, d2.dn_loss_iou: 0.4037, d3.dn_loss_cls: 0.0355, d3.dn_loss_bbox: 0.2642, d3.dn_loss_iou: 0.3985, d4.dn_loss_cls: 0.0349, d4.dn_loss_bbox: 0.2640, d4.dn_loss_iou: 0.3982, loss: 10.0700, grad_norm: 18.1090 2023-11-06 19:47:59,164 - mmdet - INFO - Epoch [7][1000/3665] lr: 5.563e-06, eta: 4:46:53, time: 0.810, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2560, interm_loss_bbox: 0.1936, interm_loss_iou: 0.4512, loss_cls: 0.2115, loss_bbox: 0.1621, loss_iou: 0.3980, d0.loss_cls: 0.2743, d0.loss_bbox: 0.1631, d0.loss_iou: 0.4008, d1.loss_cls: 0.2387, d1.loss_bbox: 0.1638, d1.loss_iou: 0.3999, d2.loss_cls: 0.2225, d2.loss_bbox: 0.1610, d2.loss_iou: 0.3968, d3.loss_cls: 0.2147, d3.loss_bbox: 0.1610, d3.loss_iou: 0.3964, d4.loss_cls: 0.2120, d4.loss_bbox: 0.1615, d4.loss_iou: 0.3975, dn_loss_cls: 0.0333, dn_loss_bbox: 0.2571, dn_loss_iou: 0.4058, d0.dn_loss_cls: 0.0688, d0.dn_loss_bbox: 0.3669, d0.dn_loss_iou: 0.5311, d1.dn_loss_cls: 0.0430, d1.dn_loss_bbox: 0.2806, d1.dn_loss_iou: 0.4332, d2.dn_loss_cls: 0.0362, d2.dn_loss_bbox: 0.2608, d2.dn_loss_iou: 0.4113, d3.dn_loss_cls: 0.0342, d3.dn_loss_bbox: 0.2573, d3.dn_loss_iou: 0.4059, d4.dn_loss_cls: 0.0332, d4.dn_loss_bbox: 0.2571, d4.dn_loss_iou: 0.4057, loss: 10.1577, grad_norm: 20.1404 2023-11-06 19:48:40,713 - mmdet - INFO - Epoch [7][1050/3665] lr: 5.563e-06, eta: 4:46:12, time: 0.831, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2484, interm_loss_bbox: 0.1955, interm_loss_iou: 0.4390, loss_cls: 0.2044, loss_bbox: 0.1607, loss_iou: 0.3798, d0.loss_cls: 0.2656, d0.loss_bbox: 0.1644, d0.loss_iou: 0.3879, d1.loss_cls: 0.2292, d1.loss_bbox: 0.1628, d1.loss_iou: 0.3835, d2.loss_cls: 0.2150, d2.loss_bbox: 0.1605, d2.loss_iou: 0.3792, d3.loss_cls: 0.2068, d3.loss_bbox: 0.1606, d3.loss_iou: 0.3801, d4.loss_cls: 0.2043, d4.loss_bbox: 0.1611, d4.loss_iou: 0.3801, dn_loss_cls: 0.0318, dn_loss_bbox: 0.2541, dn_loss_iou: 0.3902, d0.dn_loss_cls: 0.0669, d0.dn_loss_bbox: 0.3616, d0.dn_loss_iou: 0.5133, d1.dn_loss_cls: 0.0416, d1.dn_loss_bbox: 0.2775, d1.dn_loss_iou: 0.4164, d2.dn_loss_cls: 0.0348, d2.dn_loss_bbox: 0.2576, d2.dn_loss_iou: 0.3950, d3.dn_loss_cls: 0.0330, d3.dn_loss_bbox: 0.2543, d3.dn_loss_iou: 0.3903, d4.dn_loss_cls: 0.0320, d4.dn_loss_bbox: 0.2541, d4.dn_loss_iou: 0.3901, loss: 9.8634, grad_norm: 19.0058 2023-11-06 19:49:21,636 - mmdet - INFO - Epoch [7][1100/3665] lr: 5.563e-06, eta: 4:45:31, time: 0.818, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2452, interm_loss_bbox: 0.1856, interm_loss_iou: 0.4332, loss_cls: 0.2042, loss_bbox: 0.1493, loss_iou: 0.3724, d0.loss_cls: 0.2625, d0.loss_bbox: 0.1541, d0.loss_iou: 0.3827, d1.loss_cls: 0.2302, d1.loss_bbox: 0.1517, d1.loss_iou: 0.3780, d2.loss_cls: 0.2149, d2.loss_bbox: 0.1492, d2.loss_iou: 0.3725, d3.loss_cls: 0.2069, d3.loss_bbox: 0.1491, d3.loss_iou: 0.3719, d4.loss_cls: 0.2037, d4.loss_bbox: 0.1500, d4.loss_iou: 0.3731, dn_loss_cls: 0.0325, dn_loss_bbox: 0.2486, dn_loss_iou: 0.3858, d0.dn_loss_cls: 0.0680, d0.dn_loss_bbox: 0.3556, d0.dn_loss_iou: 0.5077, d1.dn_loss_cls: 0.0425, d1.dn_loss_bbox: 0.2714, d1.dn_loss_iou: 0.4123, d2.dn_loss_cls: 0.0358, d2.dn_loss_bbox: 0.2525, d2.dn_loss_iou: 0.3908, d3.dn_loss_cls: 0.0338, d3.dn_loss_bbox: 0.2487, d3.dn_loss_iou: 0.3859, d4.dn_loss_cls: 0.0328, d4.dn_loss_bbox: 0.2486, d4.dn_loss_iou: 0.3857, loss: 9.6795, grad_norm: 18.8506 2023-11-06 19:50:04,965 - mmdet - INFO - Epoch [7][1150/3665] lr: 5.563e-06, eta: 4:44:52, time: 0.866, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2518, interm_loss_bbox: 0.1962, interm_loss_iou: 0.4355, loss_cls: 0.2092, loss_bbox: 0.1595, loss_iou: 0.3745, d0.loss_cls: 0.2670, d0.loss_bbox: 0.1658, d0.loss_iou: 0.3859, d1.loss_cls: 0.2332, d1.loss_bbox: 0.1639, d1.loss_iou: 0.3814, d2.loss_cls: 0.2202, d2.loss_bbox: 0.1586, d2.loss_iou: 0.3742, d3.loss_cls: 0.2127, d3.loss_bbox: 0.1582, d3.loss_iou: 0.3736, d4.loss_cls: 0.2098, d4.loss_bbox: 0.1590, d4.loss_iou: 0.3745, dn_loss_cls: 0.0307, dn_loss_bbox: 0.2542, dn_loss_iou: 0.3865, d0.dn_loss_cls: 0.0671, d0.dn_loss_bbox: 0.3693, d0.dn_loss_iou: 0.5136, d1.dn_loss_cls: 0.0409, d1.dn_loss_bbox: 0.2780, d1.dn_loss_iou: 0.4129, d2.dn_loss_cls: 0.0338, d2.dn_loss_bbox: 0.2578, d2.dn_loss_iou: 0.3912, d3.dn_loss_cls: 0.0316, d3.dn_loss_bbox: 0.2543, d3.dn_loss_iou: 0.3865, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2542, d4.dn_loss_iou: 0.3863, loss: 9.8445, grad_norm: 20.0983 2023-11-06 19:50:45,728 - mmdet - INFO - Epoch [7][1200/3665] lr: 5.563e-06, eta: 4:44:11, time: 0.815, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2492, interm_loss_bbox: 0.1890, interm_loss_iou: 0.4382, loss_cls: 0.2055, loss_bbox: 0.1563, loss_iou: 0.3821, d0.loss_cls: 0.2671, d0.loss_bbox: 0.1621, d0.loss_iou: 0.3910, d1.loss_cls: 0.2318, d1.loss_bbox: 0.1597, d1.loss_iou: 0.3873, d2.loss_cls: 0.2157, d2.loss_bbox: 0.1568, d2.loss_iou: 0.3827, d3.loss_cls: 0.2077, d3.loss_bbox: 0.1570, d3.loss_iou: 0.3826, d4.loss_cls: 0.2052, d4.loss_bbox: 0.1568, d4.loss_iou: 0.3826, dn_loss_cls: 0.0322, dn_loss_bbox: 0.2513, dn_loss_iou: 0.3977, d0.dn_loss_cls: 0.0678, d0.dn_loss_bbox: 0.3622, d0.dn_loss_iou: 0.5243, d1.dn_loss_cls: 0.0426, d1.dn_loss_bbox: 0.2745, d1.dn_loss_iou: 0.4255, d2.dn_loss_cls: 0.0355, d2.dn_loss_bbox: 0.2551, d2.dn_loss_iou: 0.4031, d3.dn_loss_cls: 0.0333, d3.dn_loss_bbox: 0.2514, d3.dn_loss_iou: 0.3978, d4.dn_loss_cls: 0.0322, d4.dn_loss_bbox: 0.2513, d4.dn_loss_iou: 0.3976, loss: 9.9016, grad_norm: 20.0293 2023-11-06 19:51:27,224 - mmdet - INFO - Epoch [7][1250/3665] lr: 5.563e-06, eta: 4:43:31, time: 0.830, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2520, interm_loss_bbox: 0.1951, interm_loss_iou: 0.4416, loss_cls: 0.2079, loss_bbox: 0.1617, loss_iou: 0.3845, d0.loss_cls: 0.2660, d0.loss_bbox: 0.1667, d0.loss_iou: 0.3946, d1.loss_cls: 0.2325, d1.loss_bbox: 0.1641, d1.loss_iou: 0.3883, d2.loss_cls: 0.2177, d2.loss_bbox: 0.1617, d2.loss_iou: 0.3840, d3.loss_cls: 0.2103, d3.loss_bbox: 0.1622, d3.loss_iou: 0.3844, d4.loss_cls: 0.2078, d4.loss_bbox: 0.1619, d4.loss_iou: 0.3849, dn_loss_cls: 0.0324, dn_loss_bbox: 0.2538, dn_loss_iou: 0.3997, d0.dn_loss_cls: 0.0672, d0.dn_loss_bbox: 0.3641, d0.dn_loss_iou: 0.5238, d1.dn_loss_cls: 0.0422, d1.dn_loss_bbox: 0.2784, d1.dn_loss_iou: 0.4274, d2.dn_loss_cls: 0.0354, d2.dn_loss_bbox: 0.2579, d2.dn_loss_iou: 0.4050, d3.dn_loss_cls: 0.0332, d3.dn_loss_bbox: 0.2540, d3.dn_loss_iou: 0.3997, d4.dn_loss_cls: 0.0323, d4.dn_loss_bbox: 0.2539, d4.dn_loss_iou: 0.3995, loss: 9.9899, grad_norm: 18.0090 2023-11-06 19:52:08,924 - mmdet - INFO - Epoch [7][1300/3665] lr: 5.563e-06, eta: 4:42:50, time: 0.834, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2481, interm_loss_bbox: 0.1872, interm_loss_iou: 0.4434, loss_cls: 0.2097, loss_bbox: 0.1510, loss_iou: 0.3837, d0.loss_cls: 0.2661, d0.loss_bbox: 0.1574, d0.loss_iou: 0.3936, d1.loss_cls: 0.2361, d1.loss_bbox: 0.1539, d1.loss_iou: 0.3873, d2.loss_cls: 0.2208, d2.loss_bbox: 0.1502, d2.loss_iou: 0.3829, d3.loss_cls: 0.2114, d3.loss_bbox: 0.1522, d3.loss_iou: 0.3841, d4.loss_cls: 0.2095, d4.loss_bbox: 0.1514, d4.loss_iou: 0.3840, dn_loss_cls: 0.0323, dn_loss_bbox: 0.2471, dn_loss_iou: 0.3911, d0.dn_loss_cls: 0.0673, d0.dn_loss_bbox: 0.3572, d0.dn_loss_iou: 0.5157, d1.dn_loss_cls: 0.0422, d1.dn_loss_bbox: 0.2693, d1.dn_loss_iou: 0.4168, d2.dn_loss_cls: 0.0354, d2.dn_loss_bbox: 0.2505, d2.dn_loss_iou: 0.3956, d3.dn_loss_cls: 0.0333, d3.dn_loss_bbox: 0.2473, d3.dn_loss_iou: 0.3911, d4.dn_loss_cls: 0.0322, d4.dn_loss_bbox: 0.2471, d4.dn_loss_iou: 0.3909, loss: 9.8264, grad_norm: 19.6141 2023-11-06 19:52:49,347 - mmdet - INFO - Epoch [7][1350/3665] lr: 5.563e-06, eta: 4:42:09, time: 0.808, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2492, interm_loss_bbox: 0.1919, interm_loss_iou: 0.4361, loss_cls: 0.2067, loss_bbox: 0.1575, loss_iou: 0.3795, d0.loss_cls: 0.2689, d0.loss_bbox: 0.1615, d0.loss_iou: 0.3876, d1.loss_cls: 0.2343, d1.loss_bbox: 0.1595, d1.loss_iou: 0.3831, d2.loss_cls: 0.2181, d2.loss_bbox: 0.1578, d2.loss_iou: 0.3797, d3.loss_cls: 0.2096, d3.loss_bbox: 0.1576, d3.loss_iou: 0.3796, d4.loss_cls: 0.2075, d4.loss_bbox: 0.1570, d4.loss_iou: 0.3798, dn_loss_cls: 0.0326, dn_loss_bbox: 0.2595, dn_loss_iou: 0.3887, d0.dn_loss_cls: 0.0678, d0.dn_loss_bbox: 0.3680, d0.dn_loss_iou: 0.5116, d1.dn_loss_cls: 0.0424, d1.dn_loss_bbox: 0.2819, d1.dn_loss_iou: 0.4143, d2.dn_loss_cls: 0.0359, d2.dn_loss_bbox: 0.2631, d2.dn_loss_iou: 0.3930, d3.dn_loss_cls: 0.0337, d3.dn_loss_bbox: 0.2596, d3.dn_loss_iou: 0.3888, d4.dn_loss_cls: 0.0325, d4.dn_loss_bbox: 0.2595, d4.dn_loss_iou: 0.3886, loss: 9.8843, grad_norm: 18.9572 2023-11-06 19:53:31,884 - mmdet - INFO - Epoch [7][1400/3665] lr: 5.563e-06, eta: 4:41:29, time: 0.851, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2489, interm_loss_bbox: 0.1923, interm_loss_iou: 0.4376, loss_cls: 0.2049, loss_bbox: 0.1584, loss_iou: 0.3797, d0.loss_cls: 0.2626, d0.loss_bbox: 0.1638, d0.loss_iou: 0.3890, d1.loss_cls: 0.2288, d1.loss_bbox: 0.1612, d1.loss_iou: 0.3828, d2.loss_cls: 0.2145, d2.loss_bbox: 0.1585, d2.loss_iou: 0.3795, d3.loss_cls: 0.2064, d3.loss_bbox: 0.1588, d3.loss_iou: 0.3800, d4.loss_cls: 0.2043, d4.loss_bbox: 0.1585, d4.loss_iou: 0.3798, dn_loss_cls: 0.0313, dn_loss_bbox: 0.2439, dn_loss_iou: 0.3931, d0.dn_loss_cls: 0.0662, d0.dn_loss_bbox: 0.3507, d0.dn_loss_iou: 0.5180, d1.dn_loss_cls: 0.0407, d1.dn_loss_bbox: 0.2673, d1.dn_loss_iou: 0.4210, d2.dn_loss_cls: 0.0341, d2.dn_loss_bbox: 0.2476, d2.dn_loss_iou: 0.3986, d3.dn_loss_cls: 0.0322, d3.dn_loss_bbox: 0.2442, d3.dn_loss_iou: 0.3932, d4.dn_loss_cls: 0.0313, d4.dn_loss_bbox: 0.2439, d4.dn_loss_iou: 0.3930, loss: 9.8002, grad_norm: 19.0588 2023-11-06 19:54:12,651 - mmdet - INFO - Epoch [7][1450/3665] lr: 5.563e-06, eta: 4:40:48, time: 0.815, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2459, interm_loss_bbox: 0.1924, interm_loss_iou: 0.4345, loss_cls: 0.2061, loss_bbox: 0.1558, loss_iou: 0.3732, d0.loss_cls: 0.2621, d0.loss_bbox: 0.1616, d0.loss_iou: 0.3850, d1.loss_cls: 0.2286, d1.loss_bbox: 0.1607, d1.loss_iou: 0.3802, d2.loss_cls: 0.2160, d2.loss_bbox: 0.1562, d2.loss_iou: 0.3740, d3.loss_cls: 0.2098, d3.loss_bbox: 0.1553, d3.loss_iou: 0.3731, d4.loss_cls: 0.2061, d4.loss_bbox: 0.1563, d4.loss_iou: 0.3741, dn_loss_cls: 0.0330, dn_loss_bbox: 0.2493, dn_loss_iou: 0.3860, d0.dn_loss_cls: 0.0686, d0.dn_loss_bbox: 0.3638, d0.dn_loss_iou: 0.5098, d1.dn_loss_cls: 0.0430, d1.dn_loss_bbox: 0.2741, d1.dn_loss_iou: 0.4129, d2.dn_loss_cls: 0.0358, d2.dn_loss_bbox: 0.2534, d2.dn_loss_iou: 0.3914, d3.dn_loss_cls: 0.0340, d3.dn_loss_bbox: 0.2495, d3.dn_loss_iou: 0.3861, d4.dn_loss_cls: 0.0329, d4.dn_loss_bbox: 0.2493, d4.dn_loss_iou: 0.3859, loss: 9.7654, grad_norm: 18.6631 2023-11-06 19:54:53,293 - mmdet - INFO - Epoch [7][1500/3665] lr: 5.563e-06, eta: 4:40:06, time: 0.813, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2499, interm_loss_bbox: 0.1959, interm_loss_iou: 0.4312, loss_cls: 0.2070, loss_bbox: 0.1558, loss_iou: 0.3701, d0.loss_cls: 0.2658, d0.loss_bbox: 0.1638, d0.loss_iou: 0.3819, d1.loss_cls: 0.2298, d1.loss_bbox: 0.1609, d1.loss_iou: 0.3774, d2.loss_cls: 0.2151, d2.loss_bbox: 0.1578, d2.loss_iou: 0.3726, d3.loss_cls: 0.2084, d3.loss_bbox: 0.1567, d3.loss_iou: 0.3707, d4.loss_cls: 0.2067, d4.loss_bbox: 0.1561, d4.loss_iou: 0.3704, dn_loss_cls: 0.0323, dn_loss_bbox: 0.2600, dn_loss_iou: 0.3822, d0.dn_loss_cls: 0.0679, d0.dn_loss_bbox: 0.3750, d0.dn_loss_iou: 0.5084, d1.dn_loss_cls: 0.0421, d1.dn_loss_bbox: 0.2845, d1.dn_loss_iou: 0.4092, d2.dn_loss_cls: 0.0351, d2.dn_loss_bbox: 0.2638, d2.dn_loss_iou: 0.3870, d3.dn_loss_cls: 0.0331, d3.dn_loss_bbox: 0.2601, d3.dn_loss_iou: 0.3823, d4.dn_loss_cls: 0.0322, d4.dn_loss_bbox: 0.2600, d4.dn_loss_iou: 0.3821, loss: 9.8011, grad_norm: 18.6184 2023-11-06 19:55:34,387 - mmdet - INFO - Epoch [7][1550/3665] lr: 5.563e-06, eta: 4:39:26, time: 0.822, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2496, interm_loss_bbox: 0.1952, interm_loss_iou: 0.4368, loss_cls: 0.2056, loss_bbox: 0.1632, loss_iou: 0.3819, d0.loss_cls: 0.2680, d0.loss_bbox: 0.1654, d0.loss_iou: 0.3899, d1.loss_cls: 0.2318, d1.loss_bbox: 0.1650, d1.loss_iou: 0.3857, d2.loss_cls: 0.2165, d2.loss_bbox: 0.1622, d2.loss_iou: 0.3824, d3.loss_cls: 0.2091, d3.loss_bbox: 0.1624, d3.loss_iou: 0.3820, d4.loss_cls: 0.2062, d4.loss_bbox: 0.1633, d4.loss_iou: 0.3819, dn_loss_cls: 0.0320, dn_loss_bbox: 0.2583, dn_loss_iou: 0.3925, d0.dn_loss_cls: 0.0668, d0.dn_loss_bbox: 0.3664, d0.dn_loss_iou: 0.5130, d1.dn_loss_cls: 0.0418, d1.dn_loss_bbox: 0.2817, d1.dn_loss_iou: 0.4186, d2.dn_loss_cls: 0.0352, d2.dn_loss_bbox: 0.2618, d2.dn_loss_iou: 0.3974, d3.dn_loss_cls: 0.0330, d3.dn_loss_bbox: 0.2585, d3.dn_loss_iou: 0.3927, d4.dn_loss_cls: 0.0322, d4.dn_loss_bbox: 0.2583, d4.dn_loss_iou: 0.3925, loss: 9.9372, grad_norm: 19.0968 2023-11-06 19:56:15,012 - mmdet - INFO - Epoch [7][1600/3665] lr: 5.563e-06, eta: 4:38:44, time: 0.812, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2493, interm_loss_bbox: 0.1894, interm_loss_iou: 0.4368, loss_cls: 0.2051, loss_bbox: 0.1563, loss_iou: 0.3804, d0.loss_cls: 0.2638, d0.loss_bbox: 0.1616, d0.loss_iou: 0.3905, d1.loss_cls: 0.2280, d1.loss_bbox: 0.1599, d1.loss_iou: 0.3869, d2.loss_cls: 0.2152, d2.loss_bbox: 0.1563, d2.loss_iou: 0.3810, d3.loss_cls: 0.2085, d3.loss_bbox: 0.1559, d3.loss_iou: 0.3800, d4.loss_cls: 0.2054, d4.loss_bbox: 0.1563, d4.loss_iou: 0.3809, dn_loss_cls: 0.0319, dn_loss_bbox: 0.2472, dn_loss_iou: 0.3970, d0.dn_loss_cls: 0.0669, d0.dn_loss_bbox: 0.3549, d0.dn_loss_iou: 0.5251, d1.dn_loss_cls: 0.0415, d1.dn_loss_bbox: 0.2699, d1.dn_loss_iou: 0.4241, d2.dn_loss_cls: 0.0348, d2.dn_loss_bbox: 0.2507, d2.dn_loss_iou: 0.4019, d3.dn_loss_cls: 0.0329, d3.dn_loss_bbox: 0.2474, d3.dn_loss_iou: 0.3971, d4.dn_loss_cls: 0.0319, d4.dn_loss_bbox: 0.2472, d4.dn_loss_iou: 0.3969, loss: 9.8469, grad_norm: 19.0081 2023-11-06 19:56:56,600 - mmdet - INFO - Epoch [7][1650/3665] lr: 5.563e-06, eta: 4:38:04, time: 0.832, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2505, interm_loss_bbox: 0.1966, interm_loss_iou: 0.4346, loss_cls: 0.2083, loss_bbox: 0.1608, loss_iou: 0.3758, d0.loss_cls: 0.2663, d0.loss_bbox: 0.1654, d0.loss_iou: 0.3848, d1.loss_cls: 0.2337, d1.loss_bbox: 0.1641, d1.loss_iou: 0.3803, d2.loss_cls: 0.2194, d2.loss_bbox: 0.1604, d2.loss_iou: 0.3759, d3.loss_cls: 0.2119, d3.loss_bbox: 0.1606, d3.loss_iou: 0.3753, d4.loss_cls: 0.2092, d4.loss_bbox: 0.1607, d4.loss_iou: 0.3755, dn_loss_cls: 0.0310, dn_loss_bbox: 0.2550, dn_loss_iou: 0.3828, d0.dn_loss_cls: 0.0659, d0.dn_loss_bbox: 0.3670, d0.dn_loss_iou: 0.5043, d1.dn_loss_cls: 0.0410, d1.dn_loss_bbox: 0.2795, d1.dn_loss_iou: 0.4095, d2.dn_loss_cls: 0.0341, d2.dn_loss_bbox: 0.2594, d2.dn_loss_iou: 0.3882, d3.dn_loss_cls: 0.0321, d3.dn_loss_bbox: 0.2552, d3.dn_loss_iou: 0.3829, d4.dn_loss_cls: 0.0311, d4.dn_loss_bbox: 0.2550, d4.dn_loss_iou: 0.3826, loss: 9.8267, grad_norm: 19.7046 2023-11-06 19:57:37,252 - mmdet - INFO - Epoch [7][1700/3665] lr: 5.563e-06, eta: 4:37:22, time: 0.813, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2473, interm_loss_bbox: 0.1850, interm_loss_iou: 0.4445, loss_cls: 0.2044, loss_bbox: 0.1512, loss_iou: 0.3844, d0.loss_cls: 0.2611, d0.loss_bbox: 0.1552, d0.loss_iou: 0.3939, d1.loss_cls: 0.2285, d1.loss_bbox: 0.1541, d1.loss_iou: 0.3876, d2.loss_cls: 0.2143, d2.loss_bbox: 0.1507, d2.loss_iou: 0.3843, d3.loss_cls: 0.2075, d3.loss_bbox: 0.1509, d3.loss_iou: 0.3840, d4.loss_cls: 0.2044, d4.loss_bbox: 0.1518, d4.loss_iou: 0.3841, dn_loss_cls: 0.0318, dn_loss_bbox: 0.2437, dn_loss_iou: 0.3871, d0.dn_loss_cls: 0.0683, d0.dn_loss_bbox: 0.3595, d0.dn_loss_iou: 0.5150, d1.dn_loss_cls: 0.0421, d1.dn_loss_bbox: 0.2697, d1.dn_loss_iou: 0.4145, d2.dn_loss_cls: 0.0350, d2.dn_loss_bbox: 0.2479, d2.dn_loss_iou: 0.3921, d3.dn_loss_cls: 0.0330, d3.dn_loss_bbox: 0.2439, d3.dn_loss_iou: 0.3871, d4.dn_loss_cls: 0.0318, d4.dn_loss_bbox: 0.2436, d4.dn_loss_iou: 0.3869, loss: 9.7623, grad_norm: 21.3657 2023-11-06 19:58:18,039 - mmdet - INFO - Epoch [7][1750/3665] lr: 5.563e-06, eta: 4:36:41, time: 0.816, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2571, interm_loss_bbox: 0.1985, interm_loss_iou: 0.4411, loss_cls: 0.2124, loss_bbox: 0.1625, loss_iou: 0.3833, d0.loss_cls: 0.2731, d0.loss_bbox: 0.1675, d0.loss_iou: 0.3927, d1.loss_cls: 0.2387, d1.loss_bbox: 0.1648, d1.loss_iou: 0.3868, d2.loss_cls: 0.2230, d2.loss_bbox: 0.1626, d2.loss_iou: 0.3829, d3.loss_cls: 0.2152, d3.loss_bbox: 0.1628, d3.loss_iou: 0.3830, d4.loss_cls: 0.2131, d4.loss_bbox: 0.1625, d4.loss_iou: 0.3832, dn_loss_cls: 0.0317, dn_loss_bbox: 0.2574, dn_loss_iou: 0.3915, d0.dn_loss_cls: 0.0672, d0.dn_loss_bbox: 0.3695, d0.dn_loss_iou: 0.5158, d1.dn_loss_cls: 0.0419, d1.dn_loss_bbox: 0.2806, d1.dn_loss_iou: 0.4180, d2.dn_loss_cls: 0.0347, d2.dn_loss_bbox: 0.2610, d2.dn_loss_iou: 0.3964, d3.dn_loss_cls: 0.0328, d3.dn_loss_bbox: 0.2576, d3.dn_loss_iou: 0.3916, d4.dn_loss_cls: 0.0318, d4.dn_loss_bbox: 0.2575, d4.dn_loss_iou: 0.3914, loss: 9.9950, grad_norm: 20.7877 2023-11-06 19:58:58,720 - mmdet - INFO - Epoch [7][1800/3665] lr: 5.563e-06, eta: 4:36:00, time: 0.813, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2444, interm_loss_bbox: 0.1884, interm_loss_iou: 0.4406, loss_cls: 0.2025, loss_bbox: 0.1565, loss_iou: 0.3851, d0.loss_cls: 0.2604, d0.loss_bbox: 0.1611, d0.loss_iou: 0.3935, d1.loss_cls: 0.2280, d1.loss_bbox: 0.1598, d1.loss_iou: 0.3886, d2.loss_cls: 0.2114, d2.loss_bbox: 0.1576, d2.loss_iou: 0.3863, d3.loss_cls: 0.2061, d3.loss_bbox: 0.1565, d3.loss_iou: 0.3841, d4.loss_cls: 0.2031, d4.loss_bbox: 0.1562, d4.loss_iou: 0.3845, dn_loss_cls: 0.0303, dn_loss_bbox: 0.2474, dn_loss_iou: 0.3937, d0.dn_loss_cls: 0.0651, d0.dn_loss_bbox: 0.3537, d0.dn_loss_iou: 0.5162, d1.dn_loss_cls: 0.0404, d1.dn_loss_bbox: 0.2702, d1.dn_loss_iou: 0.4197, d2.dn_loss_cls: 0.0335, d2.dn_loss_bbox: 0.2513, d2.dn_loss_iou: 0.3986, d3.dn_loss_cls: 0.0315, d3.dn_loss_bbox: 0.2476, d3.dn_loss_iou: 0.3937, d4.dn_loss_cls: 0.0305, d4.dn_loss_bbox: 0.2474, d4.dn_loss_iou: 0.3936, loss: 9.8191, grad_norm: 19.9323 2023-11-06 19:59:39,228 - mmdet - INFO - Epoch [7][1850/3665] lr: 5.563e-06, eta: 4:35:18, time: 0.810, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2516, interm_loss_bbox: 0.1975, interm_loss_iou: 0.4376, loss_cls: 0.2077, loss_bbox: 0.1618, loss_iou: 0.3777, d0.loss_cls: 0.2672, d0.loss_bbox: 0.1652, d0.loss_iou: 0.3859, d1.loss_cls: 0.2342, d1.loss_bbox: 0.1639, d1.loss_iou: 0.3805, d2.loss_cls: 0.2181, d2.loss_bbox: 0.1624, d2.loss_iou: 0.3770, d3.loss_cls: 0.2112, d3.loss_bbox: 0.1622, d3.loss_iou: 0.3778, d4.loss_cls: 0.2075, d4.loss_bbox: 0.1624, d4.loss_iou: 0.3786, dn_loss_cls: 0.0332, dn_loss_bbox: 0.2574, dn_loss_iou: 0.3834, d0.dn_loss_cls: 0.0687, d0.dn_loss_bbox: 0.3761, d0.dn_loss_iou: 0.5103, d1.dn_loss_cls: 0.0428, d1.dn_loss_bbox: 0.2832, d1.dn_loss_iou: 0.4104, d2.dn_loss_cls: 0.0361, d2.dn_loss_bbox: 0.2615, d2.dn_loss_iou: 0.3888, d3.dn_loss_cls: 0.0343, d3.dn_loss_bbox: 0.2577, d3.dn_loss_iou: 0.3835, d4.dn_loss_cls: 0.0333, d4.dn_loss_bbox: 0.2574, d4.dn_loss_iou: 0.3833, loss: 9.8892, grad_norm: 20.0531 2023-11-06 20:00:20,206 - mmdet - INFO - Epoch [7][1900/3665] lr: 5.563e-06, eta: 4:34:37, time: 0.820, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2553, interm_loss_bbox: 0.1938, interm_loss_iou: 0.4417, loss_cls: 0.2125, loss_bbox: 0.1607, loss_iou: 0.3866, d0.loss_cls: 0.2688, d0.loss_bbox: 0.1655, d0.loss_iou: 0.3970, d1.loss_cls: 0.2369, d1.loss_bbox: 0.1639, d1.loss_iou: 0.3924, d2.loss_cls: 0.2230, d2.loss_bbox: 0.1600, d2.loss_iou: 0.3857, d3.loss_cls: 0.2144, d3.loss_bbox: 0.1611, d3.loss_iou: 0.3875, d4.loss_cls: 0.2116, d4.loss_bbox: 0.1614, d4.loss_iou: 0.3878, dn_loss_cls: 0.0333, dn_loss_bbox: 0.2596, dn_loss_iou: 0.3988, d0.dn_loss_cls: 0.0704, d0.dn_loss_bbox: 0.3743, d0.dn_loss_iou: 0.5227, d1.dn_loss_cls: 0.0440, d1.dn_loss_bbox: 0.2852, d1.dn_loss_iou: 0.4263, d2.dn_loss_cls: 0.0367, d2.dn_loss_bbox: 0.2641, d2.dn_loss_iou: 0.4040, d3.dn_loss_cls: 0.0345, d3.dn_loss_bbox: 0.2599, d3.dn_loss_iou: 0.3988, d4.dn_loss_cls: 0.0334, d4.dn_loss_bbox: 0.2596, d4.dn_loss_iou: 0.3986, loss: 10.0721, grad_norm: 21.2593 2023-11-06 20:01:01,143 - mmdet - INFO - Epoch [7][1950/3665] lr: 5.563e-06, eta: 4:33:56, time: 0.819, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2430, interm_loss_bbox: 0.1816, interm_loss_iou: 0.4318, loss_cls: 0.1994, loss_bbox: 0.1517, loss_iou: 0.3789, d0.loss_cls: 0.2556, d0.loss_bbox: 0.1574, d0.loss_iou: 0.3902, d1.loss_cls: 0.2232, d1.loss_bbox: 0.1549, d1.loss_iou: 0.3836, d2.loss_cls: 0.2107, d2.loss_bbox: 0.1511, d2.loss_iou: 0.3784, d3.loss_cls: 0.2023, d3.loss_bbox: 0.1515, d3.loss_iou: 0.3784, d4.loss_cls: 0.1998, d4.loss_bbox: 0.1513, d4.loss_iou: 0.3787, dn_loss_cls: 0.0297, dn_loss_bbox: 0.2409, dn_loss_iou: 0.3820, d0.dn_loss_cls: 0.0634, d0.dn_loss_bbox: 0.3490, d0.dn_loss_iou: 0.5009, d1.dn_loss_cls: 0.0391, d1.dn_loss_bbox: 0.2644, d1.dn_loss_iou: 0.4077, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2446, d2.dn_loss_iou: 0.3870, d3.dn_loss_cls: 0.0308, d3.dn_loss_bbox: 0.2410, d3.dn_loss_iou: 0.3821, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2409, d4.dn_loss_iou: 0.3819, loss: 9.6008, grad_norm: 19.0965 2023-11-06 20:01:41,599 - mmdet - INFO - Epoch [7][2000/3665] lr: 5.563e-06, eta: 4:33:15, time: 0.809, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2451, interm_loss_bbox: 0.1843, interm_loss_iou: 0.4257, loss_cls: 0.1985, loss_bbox: 0.1517, loss_iou: 0.3728, d0.loss_cls: 0.2605, d0.loss_bbox: 0.1568, d0.loss_iou: 0.3798, d1.loss_cls: 0.2287, d1.loss_bbox: 0.1528, d1.loss_iou: 0.3737, d2.loss_cls: 0.2117, d2.loss_bbox: 0.1495, d2.loss_iou: 0.3697, d3.loss_cls: 0.2014, d3.loss_bbox: 0.1517, d3.loss_iou: 0.3720, d4.loss_cls: 0.1992, d4.loss_bbox: 0.1514, d4.loss_iou: 0.3723, dn_loss_cls: 0.0306, dn_loss_bbox: 0.2379, dn_loss_iou: 0.3797, d0.dn_loss_cls: 0.0664, d0.dn_loss_bbox: 0.3501, d0.dn_loss_iou: 0.5067, d1.dn_loss_cls: 0.0411, d1.dn_loss_bbox: 0.2612, d1.dn_loss_iou: 0.4061, d2.dn_loss_cls: 0.0338, d2.dn_loss_bbox: 0.2417, d2.dn_loss_iou: 0.3847, d3.dn_loss_cls: 0.0317, d3.dn_loss_bbox: 0.2381, d3.dn_loss_iou: 0.3798, d4.dn_loss_cls: 0.0307, d4.dn_loss_bbox: 0.2379, d4.dn_loss_iou: 0.3796, loss: 9.5468, grad_norm: 20.0649 2023-11-06 20:02:22,539 - mmdet - INFO - Epoch [7][2050/3665] lr: 5.563e-06, eta: 4:32:34, time: 0.819, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2475, interm_loss_bbox: 0.1963, interm_loss_iou: 0.4415, loss_cls: 0.2044, loss_bbox: 0.1597, loss_iou: 0.3828, d0.loss_cls: 0.2647, d0.loss_bbox: 0.1650, d0.loss_iou: 0.3918, d1.loss_cls: 0.2280, d1.loss_bbox: 0.1638, d1.loss_iou: 0.3869, d2.loss_cls: 0.2140, d2.loss_bbox: 0.1591, d2.loss_iou: 0.3826, d3.loss_cls: 0.2066, d3.loss_bbox: 0.1605, d3.loss_iou: 0.3826, d4.loss_cls: 0.2040, d4.loss_bbox: 0.1607, d4.loss_iou: 0.3832, dn_loss_cls: 0.0312, dn_loss_bbox: 0.2554, dn_loss_iou: 0.3927, d0.dn_loss_cls: 0.0655, d0.dn_loss_bbox: 0.3683, d0.dn_loss_iou: 0.5178, d1.dn_loss_cls: 0.0412, d1.dn_loss_bbox: 0.2797, d1.dn_loss_iou: 0.4188, d2.dn_loss_cls: 0.0343, d2.dn_loss_bbox: 0.2596, d2.dn_loss_iou: 0.3976, d3.dn_loss_cls: 0.0323, d3.dn_loss_bbox: 0.2557, d3.dn_loss_iou: 0.3927, d4.dn_loss_cls: 0.0313, d4.dn_loss_bbox: 0.2554, d4.dn_loss_iou: 0.3925, loss: 9.9074, grad_norm: 19.1126 2023-11-06 20:03:03,672 - mmdet - INFO - Epoch [7][2100/3665] lr: 5.563e-06, eta: 4:31:53, time: 0.823, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2467, interm_loss_bbox: 0.1896, interm_loss_iou: 0.4293, loss_cls: 0.2045, loss_bbox: 0.1546, loss_iou: 0.3718, d0.loss_cls: 0.2651, d0.loss_bbox: 0.1588, d0.loss_iou: 0.3799, d1.loss_cls: 0.2306, d1.loss_bbox: 0.1569, d1.loss_iou: 0.3743, d2.loss_cls: 0.2162, d2.loss_bbox: 0.1538, d2.loss_iou: 0.3710, d3.loss_cls: 0.2081, d3.loss_bbox: 0.1541, d3.loss_iou: 0.3709, d4.loss_cls: 0.2045, d4.loss_bbox: 0.1551, d4.loss_iou: 0.3722, dn_loss_cls: 0.0313, dn_loss_bbox: 0.2481, dn_loss_iou: 0.3823, d0.dn_loss_cls: 0.0679, d0.dn_loss_bbox: 0.3620, d0.dn_loss_iou: 0.5061, d1.dn_loss_cls: 0.0419, d1.dn_loss_bbox: 0.2720, d1.dn_loss_iou: 0.4095, d2.dn_loss_cls: 0.0347, d2.dn_loss_bbox: 0.2517, d2.dn_loss_iou: 0.3874, d3.dn_loss_cls: 0.0323, d3.dn_loss_bbox: 0.2482, d3.dn_loss_iou: 0.3823, d4.dn_loss_cls: 0.0314, d4.dn_loss_bbox: 0.2481, d4.dn_loss_iou: 0.3822, loss: 9.6874, grad_norm: 19.8285 2023-11-06 20:03:44,724 - mmdet - INFO - Epoch [7][2150/3665] lr: 5.563e-06, eta: 4:31:12, time: 0.821, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2461, interm_loss_bbox: 0.1909, interm_loss_iou: 0.4236, loss_cls: 0.1997, loss_bbox: 0.1597, loss_iou: 0.3669, d0.loss_cls: 0.2604, d0.loss_bbox: 0.1626, d0.loss_iou: 0.3754, d1.loss_cls: 0.2261, d1.loss_bbox: 0.1607, d1.loss_iou: 0.3697, d2.loss_cls: 0.2102, d2.loss_bbox: 0.1584, d2.loss_iou: 0.3663, d3.loss_cls: 0.2026, d3.loss_bbox: 0.1595, d3.loss_iou: 0.3666, d4.loss_cls: 0.2006, d4.loss_bbox: 0.1596, d4.loss_iou: 0.3668, dn_loss_cls: 0.0314, dn_loss_bbox: 0.2597, dn_loss_iou: 0.3723, d0.dn_loss_cls: 0.0667, d0.dn_loss_bbox: 0.3773, d0.dn_loss_iou: 0.4957, d1.dn_loss_cls: 0.0414, d1.dn_loss_bbox: 0.2846, d1.dn_loss_iou: 0.3993, d2.dn_loss_cls: 0.0343, d2.dn_loss_bbox: 0.2638, d2.dn_loss_iou: 0.3772, d3.dn_loss_cls: 0.0325, d3.dn_loss_bbox: 0.2599, d3.dn_loss_iou: 0.3724, d4.dn_loss_cls: 0.0315, d4.dn_loss_bbox: 0.2597, d4.dn_loss_iou: 0.3722, loss: 9.6646, grad_norm: 20.3862 2023-11-06 20:04:25,485 - mmdet - INFO - Epoch [7][2200/3665] lr: 5.563e-06, eta: 4:30:31, time: 0.815, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2485, interm_loss_bbox: 0.1899, interm_loss_iou: 0.4391, loss_cls: 0.2045, loss_bbox: 0.1555, loss_iou: 0.3804, d0.loss_cls: 0.2657, d0.loss_bbox: 0.1579, d0.loss_iou: 0.3893, d1.loss_cls: 0.2267, d1.loss_bbox: 0.1594, d1.loss_iou: 0.3870, d2.loss_cls: 0.2144, d2.loss_bbox: 0.1552, d2.loss_iou: 0.3808, d3.loss_cls: 0.2075, d3.loss_bbox: 0.1557, d3.loss_iou: 0.3803, d4.loss_cls: 0.2051, d4.loss_bbox: 0.1554, d4.loss_iou: 0.3806, dn_loss_cls: 0.0323, dn_loss_bbox: 0.2462, dn_loss_iou: 0.3964, d0.dn_loss_cls: 0.0686, d0.dn_loss_bbox: 0.3549, d0.dn_loss_iou: 0.5216, d1.dn_loss_cls: 0.0425, d1.dn_loss_bbox: 0.2684, d1.dn_loss_iou: 0.4224, d2.dn_loss_cls: 0.0353, d2.dn_loss_bbox: 0.2496, d2.dn_loss_iou: 0.4010, d3.dn_loss_cls: 0.0334, d3.dn_loss_bbox: 0.2463, d3.dn_loss_iou: 0.3963, d4.dn_loss_cls: 0.0323, d4.dn_loss_bbox: 0.2462, d4.dn_loss_iou: 0.3963, loss: 9.8287, grad_norm: 20.0386 2023-11-06 20:05:06,536 - mmdet - INFO - Epoch [7][2250/3665] lr: 5.563e-06, eta: 4:29:50, time: 0.821, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2475, interm_loss_bbox: 0.1849, interm_loss_iou: 0.4337, loss_cls: 0.2054, loss_bbox: 0.1531, loss_iou: 0.3818, d0.loss_cls: 0.2614, d0.loss_bbox: 0.1583, d0.loss_iou: 0.3913, d1.loss_cls: 0.2278, d1.loss_bbox: 0.1568, d1.loss_iou: 0.3875, d2.loss_cls: 0.2151, d2.loss_bbox: 0.1532, d2.loss_iou: 0.3825, d3.loss_cls: 0.2084, d3.loss_bbox: 0.1526, d3.loss_iou: 0.3815, d4.loss_cls: 0.2059, d4.loss_bbox: 0.1529, d4.loss_iou: 0.3817, dn_loss_cls: 0.0310, dn_loss_bbox: 0.2433, dn_loss_iou: 0.3927, d0.dn_loss_cls: 0.0650, d0.dn_loss_bbox: 0.3498, d0.dn_loss_iou: 0.5138, d1.dn_loss_cls: 0.0401, d1.dn_loss_bbox: 0.2663, d1.dn_loss_iou: 0.4181, d2.dn_loss_cls: 0.0336, d2.dn_loss_bbox: 0.2474, d2.dn_loss_iou: 0.3974, d3.dn_loss_cls: 0.0318, d3.dn_loss_bbox: 0.2436, d3.dn_loss_iou: 0.3927, d4.dn_loss_cls: 0.0309, d4.dn_loss_bbox: 0.2433, d4.dn_loss_iou: 0.3926, loss: 9.7567, grad_norm: 21.3252 2023-11-06 20:05:46,272 - mmdet - INFO - Epoch [7][2300/3665] lr: 5.563e-06, eta: 4:29:08, time: 0.795, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2501, interm_loss_bbox: 0.1933, interm_loss_iou: 0.4301, loss_cls: 0.2097, loss_bbox: 0.1583, loss_iou: 0.3726, d0.loss_cls: 0.2679, d0.loss_bbox: 0.1630, d0.loss_iou: 0.3816, d1.loss_cls: 0.2355, d1.loss_bbox: 0.1605, d1.loss_iou: 0.3749, d2.loss_cls: 0.2193, d2.loss_bbox: 0.1580, d2.loss_iou: 0.3728, d3.loss_cls: 0.2126, d3.loss_bbox: 0.1579, d3.loss_iou: 0.3725, d4.loss_cls: 0.2105, d4.loss_bbox: 0.1572, d4.loss_iou: 0.3725, dn_loss_cls: 0.0309, dn_loss_bbox: 0.2570, dn_loss_iou: 0.3888, d0.dn_loss_cls: 0.0665, d0.dn_loss_bbox: 0.3688, d0.dn_loss_iou: 0.5125, d1.dn_loss_cls: 0.0412, d1.dn_loss_bbox: 0.2809, d1.dn_loss_iou: 0.4154, d2.dn_loss_cls: 0.0343, d2.dn_loss_bbox: 0.2608, d2.dn_loss_iou: 0.3936, d3.dn_loss_cls: 0.0322, d3.dn_loss_bbox: 0.2571, d3.dn_loss_iou: 0.3887, d4.dn_loss_cls: 0.0310, d4.dn_loss_bbox: 0.2570, d4.dn_loss_iou: 0.3886, loss: 9.8361, grad_norm: 20.8054 2023-11-06 20:06:30,428 - mmdet - INFO - Epoch [7][2350/3665] lr: 5.563e-06, eta: 4:28:29, time: 0.883, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2478, interm_loss_bbox: 0.1919, interm_loss_iou: 0.4374, loss_cls: 0.2073, loss_bbox: 0.1598, loss_iou: 0.3814, d0.loss_cls: 0.2646, d0.loss_bbox: 0.1655, d0.loss_iou: 0.3928, d1.loss_cls: 0.2297, d1.loss_bbox: 0.1632, d1.loss_iou: 0.3866, d2.loss_cls: 0.2167, d2.loss_bbox: 0.1597, d2.loss_iou: 0.3818, d3.loss_cls: 0.2107, d3.loss_bbox: 0.1591, d3.loss_iou: 0.3802, d4.loss_cls: 0.2076, d4.loss_bbox: 0.1598, d4.loss_iou: 0.3811, dn_loss_cls: 0.0317, dn_loss_bbox: 0.2521, dn_loss_iou: 0.3885, d0.dn_loss_cls: 0.0670, d0.dn_loss_bbox: 0.3668, d0.dn_loss_iou: 0.5119, d1.dn_loss_cls: 0.0417, d1.dn_loss_bbox: 0.2766, d1.dn_loss_iou: 0.4148, d2.dn_loss_cls: 0.0349, d2.dn_loss_bbox: 0.2564, d2.dn_loss_iou: 0.3934, d3.dn_loss_cls: 0.0330, d3.dn_loss_bbox: 0.2524, d3.dn_loss_iou: 0.3886, d4.dn_loss_cls: 0.0319, d4.dn_loss_bbox: 0.2521, d4.dn_loss_iou: 0.3884, loss: 9.8668, grad_norm: 18.4581 2023-11-06 20:07:12,311 - mmdet - INFO - Epoch [7][2400/3665] lr: 5.563e-06, eta: 4:27:49, time: 0.838, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2462, interm_loss_bbox: 0.1981, interm_loss_iou: 0.4301, loss_cls: 0.2073, loss_bbox: 0.1600, loss_iou: 0.3685, d0.loss_cls: 0.2637, d0.loss_bbox: 0.1666, d0.loss_iou: 0.3802, d1.loss_cls: 0.2300, d1.loss_bbox: 0.1643, d1.loss_iou: 0.3753, d2.loss_cls: 0.2167, d2.loss_bbox: 0.1604, d2.loss_iou: 0.3686, d3.loss_cls: 0.2089, d3.loss_bbox: 0.1610, d3.loss_iou: 0.3690, d4.loss_cls: 0.2072, d4.loss_bbox: 0.1607, d4.loss_iou: 0.3689, dn_loss_cls: 0.0310, dn_loss_bbox: 0.2668, dn_loss_iou: 0.3813, d0.dn_loss_cls: 0.0668, d0.dn_loss_bbox: 0.3765, d0.dn_loss_iou: 0.5061, d1.dn_loss_cls: 0.0414, d1.dn_loss_bbox: 0.2898, d1.dn_loss_iou: 0.4071, d2.dn_loss_cls: 0.0342, d2.dn_loss_bbox: 0.2702, d2.dn_loss_iou: 0.3860, d3.dn_loss_cls: 0.0321, d3.dn_loss_bbox: 0.2670, d3.dn_loss_iou: 0.3814, d4.dn_loss_cls: 0.0312, d4.dn_loss_bbox: 0.2668, d4.dn_loss_iou: 0.3812, loss: 9.8284, grad_norm: 19.8315 2023-11-06 20:07:53,463 - mmdet - INFO - Epoch [7][2450/3665] lr: 5.563e-06, eta: 4:27:08, time: 0.823, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2515, interm_loss_bbox: 0.1901, interm_loss_iou: 0.4436, loss_cls: 0.2081, loss_bbox: 0.1568, loss_iou: 0.3850, d0.loss_cls: 0.2655, d0.loss_bbox: 0.1605, d0.loss_iou: 0.3931, d1.loss_cls: 0.2315, d1.loss_bbox: 0.1585, d1.loss_iou: 0.3892, d2.loss_cls: 0.2184, d2.loss_bbox: 0.1563, d2.loss_iou: 0.3846, d3.loss_cls: 0.2119, d3.loss_bbox: 0.1562, d3.loss_iou: 0.3841, d4.loss_cls: 0.2090, d4.loss_bbox: 0.1565, d4.loss_iou: 0.3845, dn_loss_cls: 0.0318, dn_loss_bbox: 0.2444, dn_loss_iou: 0.3907, d0.dn_loss_cls: 0.0663, d0.dn_loss_bbox: 0.3519, d0.dn_loss_iou: 0.5116, d1.dn_loss_cls: 0.0411, d1.dn_loss_bbox: 0.2684, d1.dn_loss_iou: 0.4176, d2.dn_loss_cls: 0.0347, d2.dn_loss_bbox: 0.2482, d2.dn_loss_iou: 0.3958, d3.dn_loss_cls: 0.0329, d3.dn_loss_bbox: 0.2445, d3.dn_loss_iou: 0.3906, d4.dn_loss_cls: 0.0319, d4.dn_loss_bbox: 0.2443, d4.dn_loss_iou: 0.3905, loss: 9.8318, grad_norm: 19.5883 2023-11-06 20:08:35,042 - mmdet - INFO - Epoch [7][2500/3665] lr: 5.563e-06, eta: 4:26:27, time: 0.831, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2561, interm_loss_bbox: 0.1917, interm_loss_iou: 0.4375, loss_cls: 0.2134, loss_bbox: 0.1594, loss_iou: 0.3800, d0.loss_cls: 0.2728, d0.loss_bbox: 0.1629, d0.loss_iou: 0.3914, d1.loss_cls: 0.2389, d1.loss_bbox: 0.1609, d1.loss_iou: 0.3858, d2.loss_cls: 0.2247, d2.loss_bbox: 0.1592, d2.loss_iou: 0.3801, d3.loss_cls: 0.2167, d3.loss_bbox: 0.1596, d3.loss_iou: 0.3797, d4.loss_cls: 0.2138, d4.loss_bbox: 0.1594, d4.loss_iou: 0.3799, dn_loss_cls: 0.0316, dn_loss_bbox: 0.2614, dn_loss_iou: 0.3975, d0.dn_loss_cls: 0.0673, d0.dn_loss_bbox: 0.3746, d0.dn_loss_iou: 0.5217, d1.dn_loss_cls: 0.0422, d1.dn_loss_bbox: 0.2859, d1.dn_loss_iou: 0.4257, d2.dn_loss_cls: 0.0353, d2.dn_loss_bbox: 0.2655, d2.dn_loss_iou: 0.4027, d3.dn_loss_cls: 0.0329, d3.dn_loss_bbox: 0.2617, d3.dn_loss_iou: 0.3974, d4.dn_loss_cls: 0.0317, d4.dn_loss_bbox: 0.2614, d4.dn_loss_iou: 0.3973, loss: 10.0176, grad_norm: 23.5357 2023-11-06 20:09:15,407 - mmdet - INFO - Epoch [7][2550/3665] lr: 5.563e-06, eta: 4:25:46, time: 0.807, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2498, interm_loss_bbox: 0.1879, interm_loss_iou: 0.4308, loss_cls: 0.2066, loss_bbox: 0.1547, loss_iou: 0.3745, d0.loss_cls: 0.2656, d0.loss_bbox: 0.1586, d0.loss_iou: 0.3839, d1.loss_cls: 0.2329, d1.loss_bbox: 0.1564, d1.loss_iou: 0.3780, d2.loss_cls: 0.2173, d2.loss_bbox: 0.1543, d2.loss_iou: 0.3743, d3.loss_cls: 0.2098, d3.loss_bbox: 0.1552, d3.loss_iou: 0.3750, d4.loss_cls: 0.2073, d4.loss_bbox: 0.1547, d4.loss_iou: 0.3742, dn_loss_cls: 0.0313, dn_loss_bbox: 0.2466, dn_loss_iou: 0.3834, d0.dn_loss_cls: 0.0670, d0.dn_loss_bbox: 0.3546, d0.dn_loss_iou: 0.5063, d1.dn_loss_cls: 0.0415, d1.dn_loss_bbox: 0.2693, d1.dn_loss_iou: 0.4093, d2.dn_loss_cls: 0.0348, d2.dn_loss_bbox: 0.2499, d2.dn_loss_iou: 0.3879, d3.dn_loss_cls: 0.0327, d3.dn_loss_bbox: 0.2467, d3.dn_loss_iou: 0.3834, d4.dn_loss_cls: 0.0314, d4.dn_loss_bbox: 0.2466, d4.dn_loss_iou: 0.3833, loss: 9.7079, grad_norm: 20.2389 2023-11-06 20:09:56,969 - mmdet - INFO - Epoch [7][2600/3665] lr: 5.563e-06, eta: 4:25:05, time: 0.831, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2524, interm_loss_bbox: 0.1876, interm_loss_iou: 0.4289, loss_cls: 0.2055, loss_bbox: 0.1579, loss_iou: 0.3742, d0.loss_cls: 0.2691, d0.loss_bbox: 0.1581, d0.loss_iou: 0.3807, d1.loss_cls: 0.2325, d1.loss_bbox: 0.1580, d1.loss_iou: 0.3767, d2.loss_cls: 0.2172, d2.loss_bbox: 0.1556, d2.loss_iou: 0.3729, d3.loss_cls: 0.2084, d3.loss_bbox: 0.1581, d3.loss_iou: 0.3743, d4.loss_cls: 0.2065, d4.loss_bbox: 0.1573, d4.loss_iou: 0.3739, dn_loss_cls: 0.0327, dn_loss_bbox: 0.2543, dn_loss_iou: 0.3872, d0.dn_loss_cls: 0.0674, d0.dn_loss_bbox: 0.3607, d0.dn_loss_iou: 0.5109, d1.dn_loss_cls: 0.0423, d1.dn_loss_bbox: 0.2781, d1.dn_loss_iou: 0.4143, d2.dn_loss_cls: 0.0356, d2.dn_loss_bbox: 0.2584, d2.dn_loss_iou: 0.3925, d3.dn_loss_cls: 0.0335, d3.dn_loss_bbox: 0.2546, d3.dn_loss_iou: 0.3872, d4.dn_loss_cls: 0.0326, d4.dn_loss_bbox: 0.2543, d4.dn_loss_iou: 0.3871, loss: 9.7893, grad_norm: 18.8173 2023-11-06 20:10:38,564 - mmdet - INFO - Epoch [7][2650/3665] lr: 5.563e-06, eta: 4:24:25, time: 0.832, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2484, interm_loss_bbox: 0.1882, interm_loss_iou: 0.4254, loss_cls: 0.2022, loss_bbox: 0.1578, loss_iou: 0.3758, d0.loss_cls: 0.2661, d0.loss_bbox: 0.1615, d0.loss_iou: 0.3824, d1.loss_cls: 0.2289, d1.loss_bbox: 0.1600, d1.loss_iou: 0.3783, d2.loss_cls: 0.2140, d2.loss_bbox: 0.1566, d2.loss_iou: 0.3754, d3.loss_cls: 0.2055, d3.loss_bbox: 0.1576, d3.loss_iou: 0.3753, d4.loss_cls: 0.2024, d4.loss_bbox: 0.1578, d4.loss_iou: 0.3755, dn_loss_cls: 0.0329, dn_loss_bbox: 0.2439, dn_loss_iou: 0.3832, d0.dn_loss_cls: 0.0681, d0.dn_loss_bbox: 0.3537, d0.dn_loss_iou: 0.5071, d1.dn_loss_cls: 0.0427, d1.dn_loss_bbox: 0.2680, d1.dn_loss_iou: 0.4099, d2.dn_loss_cls: 0.0359, d2.dn_loss_bbox: 0.2479, d2.dn_loss_iou: 0.3882, d3.dn_loss_cls: 0.0338, d3.dn_loss_bbox: 0.2441, d3.dn_loss_iou: 0.3832, d4.dn_loss_cls: 0.0330, d4.dn_loss_bbox: 0.2439, d4.dn_loss_iou: 0.3830, loss: 9.6976, grad_norm: 19.6680 2023-11-06 20:11:20,198 - mmdet - INFO - Epoch [7][2700/3665] lr: 5.563e-06, eta: 4:23:44, time: 0.833, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2514, interm_loss_bbox: 0.2010, interm_loss_iou: 0.4330, loss_cls: 0.2129, loss_bbox: 0.1610, loss_iou: 0.3704, d0.loss_cls: 0.2712, d0.loss_bbox: 0.1675, d0.loss_iou: 0.3824, d1.loss_cls: 0.2395, d1.loss_bbox: 0.1637, d1.loss_iou: 0.3748, d2.loss_cls: 0.2244, d2.loss_bbox: 0.1597, d2.loss_iou: 0.3691, d3.loss_cls: 0.2165, d3.loss_bbox: 0.1603, d3.loss_iou: 0.3694, d4.loss_cls: 0.2135, d4.loss_bbox: 0.1605, d4.loss_iou: 0.3702, dn_loss_cls: 0.0310, dn_loss_bbox: 0.2646, dn_loss_iou: 0.3817, d0.dn_loss_cls: 0.0673, d0.dn_loss_bbox: 0.3803, d0.dn_loss_iou: 0.5067, d1.dn_loss_cls: 0.0406, d1.dn_loss_bbox: 0.2908, d1.dn_loss_iou: 0.4087, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2688, d2.dn_loss_iou: 0.3866, d3.dn_loss_cls: 0.0320, d3.dn_loss_bbox: 0.2648, d3.dn_loss_iou: 0.3817, d4.dn_loss_cls: 0.0311, d4.dn_loss_bbox: 0.2645, d4.dn_loss_iou: 0.3815, loss: 9.8889, grad_norm: 20.1618 2023-11-06 20:12:03,359 - mmdet - INFO - Epoch [7][2750/3665] lr: 5.563e-06, eta: 4:23:05, time: 0.863, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2514, interm_loss_bbox: 0.1926, interm_loss_iou: 0.4293, loss_cls: 0.2119, loss_bbox: 0.1555, loss_iou: 0.3693, d0.loss_cls: 0.2693, d0.loss_bbox: 0.1620, d0.loss_iou: 0.3799, d1.loss_cls: 0.2381, d1.loss_bbox: 0.1571, d1.loss_iou: 0.3736, d2.loss_cls: 0.2233, d2.loss_bbox: 0.1545, d2.loss_iou: 0.3681, d3.loss_cls: 0.2136, d3.loss_bbox: 0.1563, d3.loss_iou: 0.3694, d4.loss_cls: 0.2114, d4.loss_bbox: 0.1561, d4.loss_iou: 0.3697, dn_loss_cls: 0.0313, dn_loss_bbox: 0.2523, dn_loss_iou: 0.3848, d0.dn_loss_cls: 0.0682, d0.dn_loss_bbox: 0.3682, d0.dn_loss_iou: 0.5085, d1.dn_loss_cls: 0.0418, d1.dn_loss_bbox: 0.2795, d1.dn_loss_iou: 0.4133, d2.dn_loss_cls: 0.0346, d2.dn_loss_bbox: 0.2571, d2.dn_loss_iou: 0.3900, d3.dn_loss_cls: 0.0323, d3.dn_loss_bbox: 0.2526, d3.dn_loss_iou: 0.3849, d4.dn_loss_cls: 0.0313, d4.dn_loss_bbox: 0.2523, d4.dn_loss_iou: 0.3847, loss: 9.7802, grad_norm: 20.2216 2023-11-06 20:12:44,883 - mmdet - INFO - Epoch [7][2800/3665] lr: 5.563e-06, eta: 4:22:24, time: 0.831, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2450, interm_loss_bbox: 0.1919, interm_loss_iou: 0.4311, loss_cls: 0.2036, loss_bbox: 0.1566, loss_iou: 0.3728, d0.loss_cls: 0.2648, d0.loss_bbox: 0.1606, d0.loss_iou: 0.3795, d1.loss_cls: 0.2301, d1.loss_bbox: 0.1588, d1.loss_iou: 0.3760, d2.loss_cls: 0.2147, d2.loss_bbox: 0.1555, d2.loss_iou: 0.3720, d3.loss_cls: 0.2068, d3.loss_bbox: 0.1563, d3.loss_iou: 0.3721, d4.loss_cls: 0.2047, d4.loss_bbox: 0.1561, d4.loss_iou: 0.3723, dn_loss_cls: 0.0312, dn_loss_bbox: 0.2415, dn_loss_iou: 0.3888, d0.dn_loss_cls: 0.0664, d0.dn_loss_bbox: 0.3459, d0.dn_loss_iou: 0.5127, d1.dn_loss_cls: 0.0409, d1.dn_loss_bbox: 0.2642, d1.dn_loss_iou: 0.4161, d2.dn_loss_cls: 0.0343, d2.dn_loss_bbox: 0.2451, d2.dn_loss_iou: 0.3937, d3.dn_loss_cls: 0.0322, d3.dn_loss_bbox: 0.2417, d3.dn_loss_iou: 0.3887, d4.dn_loss_cls: 0.0314, d4.dn_loss_bbox: 0.2415, d4.dn_loss_iou: 0.3886, loss: 9.6859, grad_norm: 20.6082 2023-11-06 20:13:25,890 - mmdet - INFO - Epoch [7][2850/3665] lr: 5.563e-06, eta: 4:21:43, time: 0.820, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2545, interm_loss_bbox: 0.1916, interm_loss_iou: 0.4314, loss_cls: 0.2114, loss_bbox: 0.1603, loss_iou: 0.3791, d0.loss_cls: 0.2663, d0.loss_bbox: 0.1662, d0.loss_iou: 0.3890, d1.loss_cls: 0.2328, d1.loss_bbox: 0.1648, d1.loss_iou: 0.3845, d2.loss_cls: 0.2195, d2.loss_bbox: 0.1607, d2.loss_iou: 0.3797, d3.loss_cls: 0.2123, d3.loss_bbox: 0.1609, d3.loss_iou: 0.3805, d4.loss_cls: 0.2110, d4.loss_bbox: 0.1608, d4.loss_iou: 0.3800, dn_loss_cls: 0.0334, dn_loss_bbox: 0.2592, dn_loss_iou: 0.3937, d0.dn_loss_cls: 0.0682, d0.dn_loss_bbox: 0.3703, d0.dn_loss_iou: 0.5175, d1.dn_loss_cls: 0.0427, d1.dn_loss_bbox: 0.2836, d1.dn_loss_iou: 0.4206, d2.dn_loss_cls: 0.0360, d2.dn_loss_bbox: 0.2635, d2.dn_loss_iou: 0.3986, d3.dn_loss_cls: 0.0343, d3.dn_loss_bbox: 0.2595, d3.dn_loss_iou: 0.3937, d4.dn_loss_cls: 0.0332, d4.dn_loss_bbox: 0.2592, d4.dn_loss_iou: 0.3935, loss: 9.9579, grad_norm: 20.2808 2023-11-06 20:14:07,195 - mmdet - INFO - Epoch [7][2900/3665] lr: 5.563e-06, eta: 4:21:02, time: 0.826, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2441, interm_loss_bbox: 0.1908, interm_loss_iou: 0.4377, loss_cls: 0.1997, loss_bbox: 0.1564, loss_iou: 0.3790, d0.loss_cls: 0.2590, d0.loss_bbox: 0.1610, d0.loss_iou: 0.3885, d1.loss_cls: 0.2266, d1.loss_bbox: 0.1585, d1.loss_iou: 0.3829, d2.loss_cls: 0.2105, d2.loss_bbox: 0.1556, d2.loss_iou: 0.3794, d3.loss_cls: 0.2035, d3.loss_bbox: 0.1557, d3.loss_iou: 0.3785, d4.loss_cls: 0.2002, d4.loss_bbox: 0.1565, d4.loss_iou: 0.3790, dn_loss_cls: 0.0305, dn_loss_bbox: 0.2480, dn_loss_iou: 0.3842, d0.dn_loss_cls: 0.0654, d0.dn_loss_bbox: 0.3584, d0.dn_loss_iou: 0.5112, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.2715, d1.dn_loss_iou: 0.4107, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2515, d2.dn_loss_iou: 0.3889, d3.dn_loss_cls: 0.0317, d3.dn_loss_bbox: 0.2481, d3.dn_loss_iou: 0.3840, d4.dn_loss_cls: 0.0305, d4.dn_loss_bbox: 0.2480, d4.dn_loss_iou: 0.3840, loss: 9.7238, grad_norm: 25.6375 2023-11-06 20:14:48,212 - mmdet - INFO - Epoch [7][2950/3665] lr: 5.563e-06, eta: 4:20:21, time: 0.820, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2506, interm_loss_bbox: 0.1874, interm_loss_iou: 0.4295, loss_cls: 0.2073, loss_bbox: 0.1558, loss_iou: 0.3776, d0.loss_cls: 0.2690, d0.loss_bbox: 0.1587, d0.loss_iou: 0.3838, d1.loss_cls: 0.2353, d1.loss_bbox: 0.1571, d1.loss_iou: 0.3791, d2.loss_cls: 0.2192, d2.loss_bbox: 0.1549, d2.loss_iou: 0.3765, d3.loss_cls: 0.2117, d3.loss_bbox: 0.1556, d3.loss_iou: 0.3767, d4.loss_cls: 0.2084, d4.loss_bbox: 0.1557, d4.loss_iou: 0.3769, dn_loss_cls: 0.0327, dn_loss_bbox: 0.2522, dn_loss_iou: 0.3908, d0.dn_loss_cls: 0.0680, d0.dn_loss_bbox: 0.3596, d0.dn_loss_iou: 0.5129, d1.dn_loss_cls: 0.0426, d1.dn_loss_bbox: 0.2758, d1.dn_loss_iou: 0.4175, d2.dn_loss_cls: 0.0359, d2.dn_loss_bbox: 0.2561, d2.dn_loss_iou: 0.3958, d3.dn_loss_cls: 0.0339, d3.dn_loss_bbox: 0.2524, d3.dn_loss_iou: 0.3909, d4.dn_loss_cls: 0.0327, d4.dn_loss_bbox: 0.2522, d4.dn_loss_iou: 0.3907, loss: 9.8194, grad_norm: 18.5394 2023-11-06 20:15:28,771 - mmdet - INFO - Epoch [7][3000/3665] lr: 5.563e-06, eta: 4:19:40, time: 0.811, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2492, interm_loss_bbox: 0.1919, interm_loss_iou: 0.4355, loss_cls: 0.2041, loss_bbox: 0.1595, loss_iou: 0.3816, d0.loss_cls: 0.2663, d0.loss_bbox: 0.1632, d0.loss_iou: 0.3891, d1.loss_cls: 0.2308, d1.loss_bbox: 0.1618, d1.loss_iou: 0.3841, d2.loss_cls: 0.2138, d2.loss_bbox: 0.1607, d2.loss_iou: 0.3819, d3.loss_cls: 0.2062, d3.loss_bbox: 0.1607, d3.loss_iou: 0.3822, d4.loss_cls: 0.2045, d4.loss_bbox: 0.1598, d4.loss_iou: 0.3816, dn_loss_cls: 0.0315, dn_loss_bbox: 0.2598, dn_loss_iou: 0.3832, d0.dn_loss_cls: 0.0673, d0.dn_loss_bbox: 0.3783, d0.dn_loss_iou: 0.5107, d1.dn_loss_cls: 0.0416, d1.dn_loss_bbox: 0.2855, d1.dn_loss_iou: 0.4109, d2.dn_loss_cls: 0.0348, d2.dn_loss_bbox: 0.2640, d2.dn_loss_iou: 0.3888, d3.dn_loss_cls: 0.0327, d3.dn_loss_bbox: 0.2601, d3.dn_loss_iou: 0.3833, d4.dn_loss_cls: 0.0317, d4.dn_loss_bbox: 0.2598, d4.dn_loss_iou: 0.3831, loss: 9.8757, grad_norm: 17.8778 2023-11-06 20:16:09,713 - mmdet - INFO - Epoch [7][3050/3665] lr: 5.563e-06, eta: 4:18:59, time: 0.819, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2469, interm_loss_bbox: 0.1972, interm_loss_iou: 0.4356, loss_cls: 0.2090, loss_bbox: 0.1596, loss_iou: 0.3765, d0.loss_cls: 0.2659, d0.loss_bbox: 0.1656, d0.loss_iou: 0.3865, d1.loss_cls: 0.2350, d1.loss_bbox: 0.1612, d1.loss_iou: 0.3773, d2.loss_cls: 0.2209, d2.loss_bbox: 0.1586, d2.loss_iou: 0.3748, d3.loss_cls: 0.2115, d3.loss_bbox: 0.1599, d3.loss_iou: 0.3770, d4.loss_cls: 0.2090, d4.loss_bbox: 0.1599, d4.loss_iou: 0.3773, dn_loss_cls: 0.0318, dn_loss_bbox: 0.2559, dn_loss_iou: 0.3872, d0.dn_loss_cls: 0.0664, d0.dn_loss_bbox: 0.3660, d0.dn_loss_iou: 0.5092, d1.dn_loss_cls: 0.0414, d1.dn_loss_bbox: 0.2797, d1.dn_loss_iou: 0.4132, d2.dn_loss_cls: 0.0350, d2.dn_loss_bbox: 0.2595, d2.dn_loss_iou: 0.3920, d3.dn_loss_cls: 0.0330, d3.dn_loss_bbox: 0.2561, d3.dn_loss_iou: 0.3873, d4.dn_loss_cls: 0.0320, d4.dn_loss_bbox: 0.2559, d4.dn_loss_iou: 0.3870, loss: 9.8539, grad_norm: 19.2351 2023-11-06 20:16:51,456 - mmdet - INFO - Epoch [7][3100/3665] lr: 5.563e-06, eta: 4:18:18, time: 0.835, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2500, interm_loss_bbox: 0.1946, interm_loss_iou: 0.4336, loss_cls: 0.2060, loss_bbox: 0.1569, loss_iou: 0.3728, d0.loss_cls: 0.2669, d0.loss_bbox: 0.1631, d0.loss_iou: 0.3813, d1.loss_cls: 0.2308, d1.loss_bbox: 0.1605, d1.loss_iou: 0.3777, d2.loss_cls: 0.2152, d2.loss_bbox: 0.1572, d2.loss_iou: 0.3733, d3.loss_cls: 0.2083, d3.loss_bbox: 0.1566, d3.loss_iou: 0.3731, d4.loss_cls: 0.2062, d4.loss_bbox: 0.1569, d4.loss_iou: 0.3730, dn_loss_cls: 0.0308, dn_loss_bbox: 0.2430, dn_loss_iou: 0.3890, d0.dn_loss_cls: 0.0669, d0.dn_loss_bbox: 0.3507, d0.dn_loss_iou: 0.5122, d1.dn_loss_cls: 0.0407, d1.dn_loss_bbox: 0.2645, d1.dn_loss_iou: 0.4149, d2.dn_loss_cls: 0.0343, d2.dn_loss_bbox: 0.2465, d2.dn_loss_iou: 0.3935, d3.dn_loss_cls: 0.0320, d3.dn_loss_bbox: 0.2431, d3.dn_loss_iou: 0.3890, d4.dn_loss_cls: 0.0310, d4.dn_loss_bbox: 0.2430, d4.dn_loss_iou: 0.3889, loss: 9.7280, grad_norm: 21.1959 2023-11-06 20:17:32,474 - mmdet - INFO - Epoch [7][3150/3665] lr: 5.563e-06, eta: 4:17:37, time: 0.820, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2525, interm_loss_bbox: 0.1860, interm_loss_iou: 0.4247, loss_cls: 0.2056, loss_bbox: 0.1554, loss_iou: 0.3739, d0.loss_cls: 0.2683, d0.loss_bbox: 0.1592, d0.loss_iou: 0.3810, d1.loss_cls: 0.2334, d1.loss_bbox: 0.1589, d1.loss_iou: 0.3770, d2.loss_cls: 0.2179, d2.loss_bbox: 0.1543, d2.loss_iou: 0.3722, d3.loss_cls: 0.2088, d3.loss_bbox: 0.1554, d3.loss_iou: 0.3728, d4.loss_cls: 0.2056, d4.loss_bbox: 0.1558, d4.loss_iou: 0.3737, dn_loss_cls: 0.0309, dn_loss_bbox: 0.2472, dn_loss_iou: 0.3878, d0.dn_loss_cls: 0.0658, d0.dn_loss_bbox: 0.3572, d0.dn_loss_iou: 0.5129, d1.dn_loss_cls: 0.0409, d1.dn_loss_bbox: 0.2710, d1.dn_loss_iou: 0.4150, d2.dn_loss_cls: 0.0340, d2.dn_loss_bbox: 0.2514, d2.dn_loss_iou: 0.3932, d3.dn_loss_cls: 0.0321, d3.dn_loss_bbox: 0.2474, d3.dn_loss_iou: 0.3879, d4.dn_loss_cls: 0.0311, d4.dn_loss_bbox: 0.2472, d4.dn_loss_iou: 0.3876, loss: 9.7329, grad_norm: 21.1532 2023-11-06 20:18:13,376 - mmdet - INFO - Epoch [7][3200/3665] lr: 5.563e-06, eta: 4:16:56, time: 0.818, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2540, interm_loss_bbox: 0.1916, interm_loss_iou: 0.4313, loss_cls: 0.2120, loss_bbox: 0.1595, loss_iou: 0.3757, d0.loss_cls: 0.2713, d0.loss_bbox: 0.1628, d0.loss_iou: 0.3838, d1.loss_cls: 0.2377, d1.loss_bbox: 0.1618, d1.loss_iou: 0.3800, d2.loss_cls: 0.2229, d2.loss_bbox: 0.1588, d2.loss_iou: 0.3747, d3.loss_cls: 0.2146, d3.loss_bbox: 0.1592, d3.loss_iou: 0.3754, d4.loss_cls: 0.2126, d4.loss_bbox: 0.1598, d4.loss_iou: 0.3753, dn_loss_cls: 0.0312, dn_loss_bbox: 0.2527, dn_loss_iou: 0.3852, d0.dn_loss_cls: 0.0674, d0.dn_loss_bbox: 0.3651, d0.dn_loss_iou: 0.5109, d1.dn_loss_cls: 0.0416, d1.dn_loss_bbox: 0.2773, d1.dn_loss_iou: 0.4120, d2.dn_loss_cls: 0.0346, d2.dn_loss_bbox: 0.2571, d2.dn_loss_iou: 0.3905, d3.dn_loss_cls: 0.0325, d3.dn_loss_bbox: 0.2529, d3.dn_loss_iou: 0.3853, d4.dn_loss_cls: 0.0313, d4.dn_loss_bbox: 0.2527, d4.dn_loss_iou: 0.3851, loss: 9.8401, grad_norm: 19.6571 2023-11-06 20:18:55,922 - mmdet - INFO - Epoch [7][3250/3665] lr: 5.563e-06, eta: 4:16:16, time: 0.851, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2496, interm_loss_bbox: 0.1891, interm_loss_iou: 0.4213, loss_cls: 0.2055, loss_bbox: 0.1562, loss_iou: 0.3661, d0.loss_cls: 0.2635, d0.loss_bbox: 0.1606, d0.loss_iou: 0.3742, d1.loss_cls: 0.2311, d1.loss_bbox: 0.1579, d1.loss_iou: 0.3696, d2.loss_cls: 0.2161, d2.loss_bbox: 0.1558, d2.loss_iou: 0.3660, d3.loss_cls: 0.2084, d3.loss_bbox: 0.1562, d3.loss_iou: 0.3662, d4.loss_cls: 0.2065, d4.loss_bbox: 0.1562, d4.loss_iou: 0.3655, dn_loss_cls: 0.0323, dn_loss_bbox: 0.2582, dn_loss_iou: 0.3854, d0.dn_loss_cls: 0.0681, d0.dn_loss_bbox: 0.3720, d0.dn_loss_iou: 0.5075, d1.dn_loss_cls: 0.0422, d1.dn_loss_bbox: 0.2837, d1.dn_loss_iou: 0.4128, d2.dn_loss_cls: 0.0351, d2.dn_loss_bbox: 0.2623, d2.dn_loss_iou: 0.3902, d3.dn_loss_cls: 0.0333, d3.dn_loss_bbox: 0.2584, d3.dn_loss_iou: 0.3854, d4.dn_loss_cls: 0.0324, d4.dn_loss_bbox: 0.2582, d4.dn_loss_iou: 0.3852, loss: 9.7443, grad_norm: 20.6020 2023-11-06 20:19:36,878 - mmdet - INFO - Epoch [7][3300/3665] lr: 5.563e-06, eta: 4:15:35, time: 0.819, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2506, interm_loss_bbox: 0.1887, interm_loss_iou: 0.4332, loss_cls: 0.2078, loss_bbox: 0.1550, loss_iou: 0.3771, d0.loss_cls: 0.2672, d0.loss_bbox: 0.1604, d0.loss_iou: 0.3855, d1.loss_cls: 0.2331, d1.loss_bbox: 0.1579, d1.loss_iou: 0.3811, d2.loss_cls: 0.2188, d2.loss_bbox: 0.1543, d2.loss_iou: 0.3762, d3.loss_cls: 0.2116, d3.loss_bbox: 0.1539, d3.loss_iou: 0.3762, d4.loss_cls: 0.2082, d4.loss_bbox: 0.1546, d4.loss_iou: 0.3767, dn_loss_cls: 0.0317, dn_loss_bbox: 0.2495, dn_loss_iou: 0.3795, d0.dn_loss_cls: 0.0677, d0.dn_loss_bbox: 0.3634, d0.dn_loss_iou: 0.5036, d1.dn_loss_cls: 0.0417, d1.dn_loss_bbox: 0.2734, d1.dn_loss_iou: 0.4059, d2.dn_loss_cls: 0.0349, d2.dn_loss_bbox: 0.2532, d2.dn_loss_iou: 0.3845, d3.dn_loss_cls: 0.0331, d3.dn_loss_bbox: 0.2497, d3.dn_loss_iou: 0.3795, d4.dn_loss_cls: 0.0319, d4.dn_loss_bbox: 0.2495, d4.dn_loss_iou: 0.3793, loss: 9.7400, grad_norm: 19.2319 2023-11-06 20:20:17,928 - mmdet - INFO - Epoch [7][3350/3665] lr: 5.563e-06, eta: 4:14:54, time: 0.821, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2514, interm_loss_bbox: 0.1909, interm_loss_iou: 0.4336, loss_cls: 0.2121, loss_bbox: 0.1555, loss_iou: 0.3745, d0.loss_cls: 0.2683, d0.loss_bbox: 0.1617, d0.loss_iou: 0.3865, d1.loss_cls: 0.2365, d1.loss_bbox: 0.1575, d1.loss_iou: 0.3776, d2.loss_cls: 0.2227, d2.loss_bbox: 0.1552, d2.loss_iou: 0.3744, d3.loss_cls: 0.2149, d3.loss_bbox: 0.1554, d3.loss_iou: 0.3745, d4.loss_cls: 0.2121, d4.loss_bbox: 0.1554, d4.loss_iou: 0.3743, dn_loss_cls: 0.0318, dn_loss_bbox: 0.2529, dn_loss_iou: 0.3876, d0.dn_loss_cls: 0.0678, d0.dn_loss_bbox: 0.3626, d0.dn_loss_iou: 0.5108, d1.dn_loss_cls: 0.0419, d1.dn_loss_bbox: 0.2761, d1.dn_loss_iou: 0.4153, d2.dn_loss_cls: 0.0351, d2.dn_loss_bbox: 0.2572, d2.dn_loss_iou: 0.3931, d3.dn_loss_cls: 0.0330, d3.dn_loss_bbox: 0.2531, d3.dn_loss_iou: 0.3877, d4.dn_loss_cls: 0.0318, d4.dn_loss_bbox: 0.2529, d4.dn_loss_iou: 0.3875, loss: 9.8230, grad_norm: 21.3128 2023-11-06 20:20:58,936 - mmdet - INFO - Epoch [7][3400/3665] lr: 5.563e-06, eta: 4:14:13, time: 0.820, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2498, interm_loss_bbox: 0.1940, interm_loss_iou: 0.4338, loss_cls: 0.2069, loss_bbox: 0.1557, loss_iou: 0.3738, d0.loss_cls: 0.2667, d0.loss_bbox: 0.1638, d0.loss_iou: 0.3848, d1.loss_cls: 0.2317, d1.loss_bbox: 0.1598, d1.loss_iou: 0.3787, d2.loss_cls: 0.2177, d2.loss_bbox: 0.1553, d2.loss_iou: 0.3732, d3.loss_cls: 0.2104, d3.loss_bbox: 0.1552, d3.loss_iou: 0.3735, d4.loss_cls: 0.2078, d4.loss_bbox: 0.1557, d4.loss_iou: 0.3738, dn_loss_cls: 0.0306, dn_loss_bbox: 0.2526, dn_loss_iou: 0.3860, d0.dn_loss_cls: 0.0656, d0.dn_loss_bbox: 0.3630, d0.dn_loss_iou: 0.5094, d1.dn_loss_cls: 0.0401, d1.dn_loss_bbox: 0.2766, d1.dn_loss_iou: 0.4133, d2.dn_loss_cls: 0.0335, d2.dn_loss_bbox: 0.2563, d2.dn_loss_iou: 0.3909, d3.dn_loss_cls: 0.0316, d3.dn_loss_bbox: 0.2527, d3.dn_loss_iou: 0.3862, d4.dn_loss_cls: 0.0307, d4.dn_loss_bbox: 0.2525, d4.dn_loss_iou: 0.3859, loss: 9.7796, grad_norm: 18.7427 2023-11-06 20:21:39,833 - mmdet - INFO - Epoch [7][3450/3665] lr: 5.563e-06, eta: 4:13:32, time: 0.818, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2519, interm_loss_bbox: 0.1895, interm_loss_iou: 0.4338, loss_cls: 0.2059, loss_bbox: 0.1565, loss_iou: 0.3794, d0.loss_cls: 0.2646, d0.loss_bbox: 0.1618, d0.loss_iou: 0.3873, d1.loss_cls: 0.2301, d1.loss_bbox: 0.1596, d1.loss_iou: 0.3831, d2.loss_cls: 0.2151, d2.loss_bbox: 0.1566, d2.loss_iou: 0.3805, d3.loss_cls: 0.2079, d3.loss_bbox: 0.1563, d3.loss_iou: 0.3795, d4.loss_cls: 0.2055, d4.loss_bbox: 0.1565, d4.loss_iou: 0.3796, dn_loss_cls: 0.0325, dn_loss_bbox: 0.2488, dn_loss_iou: 0.3864, d0.dn_loss_cls: 0.0678, d0.dn_loss_bbox: 0.3603, d0.dn_loss_iou: 0.5105, d1.dn_loss_cls: 0.0424, d1.dn_loss_bbox: 0.2724, d1.dn_loss_iou: 0.4133, d2.dn_loss_cls: 0.0356, d2.dn_loss_bbox: 0.2523, d2.dn_loss_iou: 0.3913, d3.dn_loss_cls: 0.0335, d3.dn_loss_bbox: 0.2489, d3.dn_loss_iou: 0.3865, d4.dn_loss_cls: 0.0326, d4.dn_loss_bbox: 0.2488, d4.dn_loss_iou: 0.3863, loss: 9.7914, grad_norm: 20.9860 2023-11-06 20:22:20,965 - mmdet - INFO - Epoch [7][3500/3665] lr: 5.563e-06, eta: 4:12:51, time: 0.823, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2445, interm_loss_bbox: 0.1901, interm_loss_iou: 0.4421, loss_cls: 0.2015, loss_bbox: 0.1531, loss_iou: 0.3807, d0.loss_cls: 0.2604, d0.loss_bbox: 0.1600, d0.loss_iou: 0.3905, d1.loss_cls: 0.2270, d1.loss_bbox: 0.1574, d1.loss_iou: 0.3852, d2.loss_cls: 0.2130, d2.loss_bbox: 0.1537, d2.loss_iou: 0.3805, d3.loss_cls: 0.2048, d3.loss_bbox: 0.1533, d3.loss_iou: 0.3805, d4.loss_cls: 0.2014, d4.loss_bbox: 0.1538, d4.loss_iou: 0.3816, dn_loss_cls: 0.0308, dn_loss_bbox: 0.2536, dn_loss_iou: 0.3906, d0.dn_loss_cls: 0.0651, d0.dn_loss_bbox: 0.3615, d0.dn_loss_iou: 0.5134, d1.dn_loss_cls: 0.0405, d1.dn_loss_bbox: 0.2781, d1.dn_loss_iou: 0.4172, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2573, d2.dn_loss_iou: 0.3955, d3.dn_loss_cls: 0.0317, d3.dn_loss_bbox: 0.2538, d3.dn_loss_iou: 0.3908, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2536, d4.dn_loss_iou: 0.3905, loss: 9.8035, grad_norm: 18.4696 2023-11-06 20:23:01,861 - mmdet - INFO - Epoch [7][3550/3665] lr: 5.563e-06, eta: 4:12:10, time: 0.818, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2505, interm_loss_bbox: 0.1806, interm_loss_iou: 0.4414, loss_cls: 0.2091, loss_bbox: 0.1491, loss_iou: 0.3837, d0.loss_cls: 0.2659, d0.loss_bbox: 0.1527, d0.loss_iou: 0.3944, d1.loss_cls: 0.2350, d1.loss_bbox: 0.1509, d1.loss_iou: 0.3874, d2.loss_cls: 0.2202, d2.loss_bbox: 0.1482, d2.loss_iou: 0.3829, d3.loss_cls: 0.2124, d3.loss_bbox: 0.1489, d3.loss_iou: 0.3831, d4.loss_cls: 0.2093, d4.loss_bbox: 0.1496, d4.loss_iou: 0.3836, dn_loss_cls: 0.0314, dn_loss_bbox: 0.2436, dn_loss_iou: 0.3949, d0.dn_loss_cls: 0.0669, d0.dn_loss_bbox: 0.3495, d0.dn_loss_iou: 0.5184, d1.dn_loss_cls: 0.0416, d1.dn_loss_bbox: 0.2658, d1.dn_loss_iou: 0.4218, d2.dn_loss_cls: 0.0344, d2.dn_loss_bbox: 0.2469, d2.dn_loss_iou: 0.4001, d3.dn_loss_cls: 0.0324, d3.dn_loss_bbox: 0.2438, d3.dn_loss_iou: 0.3950, d4.dn_loss_cls: 0.0314, d4.dn_loss_bbox: 0.2436, d4.dn_loss_iou: 0.3948, loss: 9.7952, grad_norm: 20.1703 2023-11-06 20:23:43,332 - mmdet - INFO - Epoch [7][3600/3665] lr: 5.563e-06, eta: 4:11:29, time: 0.829, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2556, interm_loss_bbox: 0.1983, interm_loss_iou: 0.4400, loss_cls: 0.2122, loss_bbox: 0.1625, loss_iou: 0.3813, d0.loss_cls: 0.2711, d0.loss_bbox: 0.1666, d0.loss_iou: 0.3894, d1.loss_cls: 0.2366, d1.loss_bbox: 0.1658, d1.loss_iou: 0.3860, d2.loss_cls: 0.2229, d2.loss_bbox: 0.1623, d2.loss_iou: 0.3812, d3.loss_cls: 0.2161, d3.loss_bbox: 0.1620, d3.loss_iou: 0.3808, d4.loss_cls: 0.2132, d4.loss_bbox: 0.1619, d4.loss_iou: 0.3810, dn_loss_cls: 0.0341, dn_loss_bbox: 0.2522, dn_loss_iou: 0.3894, d0.dn_loss_cls: 0.0690, d0.dn_loss_bbox: 0.3631, d0.dn_loss_iou: 0.5140, d1.dn_loss_cls: 0.0429, d1.dn_loss_bbox: 0.2744, d1.dn_loss_iou: 0.4151, d2.dn_loss_cls: 0.0363, d2.dn_loss_bbox: 0.2562, d2.dn_loss_iou: 0.3943, d3.dn_loss_cls: 0.0345, d3.dn_loss_bbox: 0.2524, d3.dn_loss_iou: 0.3894, d4.dn_loss_cls: 0.0339, d4.dn_loss_bbox: 0.2522, d4.dn_loss_iou: 0.3892, loss: 9.9396, grad_norm: 20.2198 2023-11-06 20:24:24,243 - mmdet - INFO - Epoch [7][3650/3665] lr: 5.563e-06, eta: 4:10:48, time: 0.818, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2524, interm_loss_bbox: 0.1910, interm_loss_iou: 0.4276, loss_cls: 0.2101, loss_bbox: 0.1567, loss_iou: 0.3721, d0.loss_cls: 0.2690, d0.loss_bbox: 0.1632, d0.loss_iou: 0.3827, d1.loss_cls: 0.2355, d1.loss_bbox: 0.1601, d1.loss_iou: 0.3767, d2.loss_cls: 0.2194, d2.loss_bbox: 0.1573, d2.loss_iou: 0.3721, d3.loss_cls: 0.2129, d3.loss_bbox: 0.1569, d3.loss_iou: 0.3719, d4.loss_cls: 0.2106, d4.loss_bbox: 0.1564, d4.loss_iou: 0.3721, dn_loss_cls: 0.0321, dn_loss_bbox: 0.2524, dn_loss_iou: 0.3832, d0.dn_loss_cls: 0.0687, d0.dn_loss_bbox: 0.3699, d0.dn_loss_iou: 0.5155, d1.dn_loss_cls: 0.0427, d1.dn_loss_bbox: 0.2764, d1.dn_loss_iou: 0.4116, d2.dn_loss_cls: 0.0358, d2.dn_loss_bbox: 0.2562, d2.dn_loss_iou: 0.3885, d3.dn_loss_cls: 0.0335, d3.dn_loss_bbox: 0.2525, d3.dn_loss_iou: 0.3832, d4.dn_loss_cls: 0.0323, d4.dn_loss_bbox: 0.2524, d4.dn_loss_iou: 0.3830, loss: 9.7968, grad_norm: 21.2478 2023-11-06 20:24:37,033 - mmdet - INFO - Saving checkpoint at 7 epochs 2023-11-06 20:25:45,761 - mmdet - INFO - Evaluating bbox... 2023-11-06 20:28:08,200 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.519 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.702 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.566 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.356 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.557 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.687 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.737 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.741 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.741 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.588 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.782 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.901 2023-11-06 20:28:08,203 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.612 | bicycle | 0.420 | car | 0.509 | | motorcycle | 0.530 | airplane | 0.741 | bus | 0.743 | | train | 0.743 | truck | 0.480 | boat | 0.342 | | traffic light | 0.326 | fire hydrant | 0.732 | stop sign | 0.704 | | parking meter | 0.556 | bench | 0.327 | bird | 0.465 | | cat | 0.810 | dog | 0.772 | horse | 0.688 | | sheep | 0.634 | cow | 0.672 | elephant | 0.764 | | bear | 0.833 | zebra | 0.752 | giraffe | 0.761 | | backpack | 0.224 | umbrella | 0.502 | handbag | 0.257 | | tie | 0.449 | suitcase | 0.528 | frisbee | 0.754 | | skis | 0.333 | snowboard | 0.470 | sports ball | 0.512 | | kite | 0.521 | baseball bat | 0.483 | baseball glove | 0.462 | | skateboard | 0.608 | surfboard | 0.487 | tennis racket | 0.590 | | bottle | 0.474 | wine glass | 0.455 | cup | 0.517 | | fork | 0.510 | knife | 0.326 | spoon | 0.310 | | bowl | 0.499 | banana | 0.329 | apple | 0.283 | | sandwich | 0.495 | orange | 0.411 | broccoli | 0.286 | | carrot | 0.271 | hot dog | 0.551 | pizza | 0.591 | | donut | 0.581 | cake | 0.472 | chair | 0.389 | | couch | 0.487 | potted plant | 0.362 | bed | 0.543 | | dining table | 0.351 | toilet | 0.697 | tv | 0.664 | | laptop | 0.733 | mouse | 0.688 | remote | 0.464 | | keyboard | 0.604 | cell phone | 0.476 | microwave | 0.702 | | oven | 0.445 | toaster | 0.499 | sink | 0.467 | | refrigerator | 0.674 | book | 0.217 | clock | 0.569 | | vase | 0.468 | scissors | 0.451 | teddy bear | 0.598 | | hair drier | 0.196 | toothbrush | 0.381 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-06 20:28:10,106 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx/best_bbox_mAP_epoch_6.pth was removed 2023-11-06 20:28:12,173 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_7.pth. 2023-11-06 20:28:12,174 - mmdet - INFO - Best bbox_mAP is 0.5194 at 7 epoch. 2023-11-06 20:28:12,174 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx.py 2023-11-06 20:28:12,174 - mmdet - INFO - Epoch(val) [7][625] bbox_mAP: 0.5194, bbox_mAP_50: 0.7020, bbox_mAP_75: 0.5664, bbox_mAP_s: 0.3558, bbox_mAP_m: 0.5567, bbox_mAP_l: 0.6868, bbox_mAP_copypaste: 0.5194 0.7020 0.5664 0.3558 0.5567 0.6868 2023-11-06 20:28:56,364 - mmdet - INFO - Epoch [8][50/3665] lr: 5.563e-06, eta: 4:09:48, time: 0.883, data_time: 0.065, memory: 22742, interm_loss_cls: 0.2470, interm_loss_bbox: 0.1939, interm_loss_iou: 0.4292, loss_cls: 0.2023, loss_bbox: 0.1603, loss_iou: 0.3705, d0.loss_cls: 0.2615, d0.loss_bbox: 0.1650, d0.loss_iou: 0.3813, d1.loss_cls: 0.2307, d1.loss_bbox: 0.1616, d1.loss_iou: 0.3736, d2.loss_cls: 0.2142, d2.loss_bbox: 0.1583, d2.loss_iou: 0.3701, d3.loss_cls: 0.2060, d3.loss_bbox: 0.1594, d3.loss_iou: 0.3700, d4.loss_cls: 0.2027, d4.loss_bbox: 0.1603, d4.loss_iou: 0.3709, dn_loss_cls: 0.0298, dn_loss_bbox: 0.2546, dn_loss_iou: 0.3824, d0.dn_loss_cls: 0.0662, d0.dn_loss_bbox: 0.3718, d0.dn_loss_iou: 0.5072, d1.dn_loss_cls: 0.0405, d1.dn_loss_bbox: 0.2799, d1.dn_loss_iou: 0.4102, d2.dn_loss_cls: 0.0334, d2.dn_loss_bbox: 0.2586, d2.dn_loss_iou: 0.3880, d3.dn_loss_cls: 0.0312, d3.dn_loss_bbox: 0.2548, d3.dn_loss_iou: 0.3825, d4.dn_loss_cls: 0.0301, d4.dn_loss_bbox: 0.2547, d4.dn_loss_iou: 0.3823, loss: 9.7471, grad_norm: 20.0434 2023-11-06 20:29:37,108 - mmdet - INFO - Epoch [8][100/3665] lr: 5.563e-06, eta: 4:09:07, time: 0.815, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2470, interm_loss_bbox: 0.1935, interm_loss_iou: 0.4311, loss_cls: 0.2012, loss_bbox: 0.1606, loss_iou: 0.3747, d0.loss_cls: 0.2599, d0.loss_bbox: 0.1660, d0.loss_iou: 0.3835, d1.loss_cls: 0.2270, d1.loss_bbox: 0.1642, d1.loss_iou: 0.3788, d2.loss_cls: 0.2125, d2.loss_bbox: 0.1597, d2.loss_iou: 0.3735, d3.loss_cls: 0.2044, d3.loss_bbox: 0.1603, d3.loss_iou: 0.3738, d4.loss_cls: 0.2022, d4.loss_bbox: 0.1599, d4.loss_iou: 0.3743, dn_loss_cls: 0.0296, dn_loss_bbox: 0.2449, dn_loss_iou: 0.3855, d0.dn_loss_cls: 0.0649, d0.dn_loss_bbox: 0.3519, d0.dn_loss_iou: 0.5049, d1.dn_loss_cls: 0.0396, d1.dn_loss_bbox: 0.2676, d1.dn_loss_iou: 0.4103, d2.dn_loss_cls: 0.0329, d2.dn_loss_bbox: 0.2487, d2.dn_loss_iou: 0.3900, d3.dn_loss_cls: 0.0307, d3.dn_loss_bbox: 0.2451, d3.dn_loss_iou: 0.3856, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2449, d4.dn_loss_iou: 0.3854, loss: 9.7005, grad_norm: 19.9425 2023-11-06 20:30:17,884 - mmdet - INFO - Epoch [8][150/3665] lr: 5.563e-06, eta: 4:08:26, time: 0.816, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2423, interm_loss_bbox: 0.1885, interm_loss_iou: 0.4362, loss_cls: 0.1970, loss_bbox: 0.1564, loss_iou: 0.3810, d0.loss_cls: 0.2561, d0.loss_bbox: 0.1603, d0.loss_iou: 0.3902, d1.loss_cls: 0.2230, d1.loss_bbox: 0.1592, d1.loss_iou: 0.3839, d2.loss_cls: 0.2090, d2.loss_bbox: 0.1557, d2.loss_iou: 0.3790, d3.loss_cls: 0.2017, d3.loss_bbox: 0.1557, d3.loss_iou: 0.3790, d4.loss_cls: 0.1973, d4.loss_bbox: 0.1568, d4.loss_iou: 0.3810, dn_loss_cls: 0.0299, dn_loss_bbox: 0.2462, dn_loss_iou: 0.3813, d0.dn_loss_cls: 0.0654, d0.dn_loss_bbox: 0.3611, d0.dn_loss_iou: 0.5087, d1.dn_loss_cls: 0.0399, d1.dn_loss_bbox: 0.2717, d1.dn_loss_iou: 0.4091, d2.dn_loss_cls: 0.0331, d2.dn_loss_bbox: 0.2511, d2.dn_loss_iou: 0.3870, d3.dn_loss_cls: 0.0310, d3.dn_loss_bbox: 0.2465, d3.dn_loss_iou: 0.3815, d4.dn_loss_cls: 0.0300, d4.dn_loss_bbox: 0.2462, d4.dn_loss_iou: 0.3813, loss: 9.6902, grad_norm: 21.2161 2023-11-06 20:30:58,515 - mmdet - INFO - Epoch [8][200/3665] lr: 5.563e-06, eta: 4:07:45, time: 0.813, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2427, interm_loss_bbox: 0.1928, interm_loss_iou: 0.4326, loss_cls: 0.1976, loss_bbox: 0.1573, loss_iou: 0.3775, d0.loss_cls: 0.2590, d0.loss_bbox: 0.1610, d0.loss_iou: 0.3828, d1.loss_cls: 0.2247, d1.loss_bbox: 0.1593, d1.loss_iou: 0.3781, d2.loss_cls: 0.2090, d2.loss_bbox: 0.1570, d2.loss_iou: 0.3770, d3.loss_cls: 0.2003, d3.loss_bbox: 0.1572, d3.loss_iou: 0.3778, d4.loss_cls: 0.1985, d4.loss_bbox: 0.1572, d4.loss_iou: 0.3775, dn_loss_cls: 0.0310, dn_loss_bbox: 0.2434, dn_loss_iou: 0.3877, d0.dn_loss_cls: 0.0665, d0.dn_loss_bbox: 0.3553, d0.dn_loss_iou: 0.5104, d1.dn_loss_cls: 0.0410, d1.dn_loss_bbox: 0.2672, d1.dn_loss_iou: 0.4137, d2.dn_loss_cls: 0.0343, d2.dn_loss_bbox: 0.2476, d2.dn_loss_iou: 0.3928, d3.dn_loss_cls: 0.0323, d3.dn_loss_bbox: 0.2436, d3.dn_loss_iou: 0.3877, d4.dn_loss_cls: 0.0311, d4.dn_loss_bbox: 0.2434, d4.dn_loss_iou: 0.3876, loss: 9.6934, grad_norm: 20.6078 2023-11-06 20:31:39,403 - mmdet - INFO - Epoch [8][250/3665] lr: 5.563e-06, eta: 4:07:04, time: 0.818, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2431, interm_loss_bbox: 0.1880, interm_loss_iou: 0.4367, loss_cls: 0.1999, loss_bbox: 0.1542, loss_iou: 0.3806, d0.loss_cls: 0.2595, d0.loss_bbox: 0.1587, d0.loss_iou: 0.3864, d1.loss_cls: 0.2265, d1.loss_bbox: 0.1555, d1.loss_iou: 0.3820, d2.loss_cls: 0.2119, d2.loss_bbox: 0.1534, d2.loss_iou: 0.3778, d3.loss_cls: 0.2024, d3.loss_bbox: 0.1544, d3.loss_iou: 0.3803, d4.loss_cls: 0.2003, d4.loss_bbox: 0.1544, d4.loss_iou: 0.3805, dn_loss_cls: 0.0301, dn_loss_bbox: 0.2352, dn_loss_iou: 0.3878, d0.dn_loss_cls: 0.0657, d0.dn_loss_bbox: 0.3412, d0.dn_loss_iou: 0.5077, d1.dn_loss_cls: 0.0402, d1.dn_loss_bbox: 0.2584, d1.dn_loss_iou: 0.4142, d2.dn_loss_cls: 0.0334, d2.dn_loss_bbox: 0.2393, d2.dn_loss_iou: 0.3933, d3.dn_loss_cls: 0.0313, d3.dn_loss_bbox: 0.2354, d3.dn_loss_iou: 0.3880, d4.dn_loss_cls: 0.0302, d4.dn_loss_bbox: 0.2352, d4.dn_loss_iou: 0.3877, loss: 9.6408, grad_norm: 19.5862 2023-11-06 20:32:20,950 - mmdet - INFO - Epoch [8][300/3665] lr: 5.563e-06, eta: 4:06:23, time: 0.831, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2458, interm_loss_bbox: 0.1899, interm_loss_iou: 0.4280, loss_cls: 0.2028, loss_bbox: 0.1532, loss_iou: 0.3708, d0.loss_cls: 0.2628, d0.loss_bbox: 0.1586, d0.loss_iou: 0.3786, d1.loss_cls: 0.2290, d1.loss_bbox: 0.1557, d1.loss_iou: 0.3743, d2.loss_cls: 0.2142, d2.loss_bbox: 0.1528, d2.loss_iou: 0.3706, d3.loss_cls: 0.2058, d3.loss_bbox: 0.1532, d3.loss_iou: 0.3705, d4.loss_cls: 0.2033, d4.loss_bbox: 0.1529, d4.loss_iou: 0.3707, dn_loss_cls: 0.0302, dn_loss_bbox: 0.2431, dn_loss_iou: 0.3802, d0.dn_loss_cls: 0.0651, d0.dn_loss_bbox: 0.3546, d0.dn_loss_iou: 0.5057, d1.dn_loss_cls: 0.0401, d1.dn_loss_bbox: 0.2660, d1.dn_loss_iou: 0.4066, d2.dn_loss_cls: 0.0332, d2.dn_loss_bbox: 0.2476, d2.dn_loss_iou: 0.3856, d3.dn_loss_cls: 0.0312, d3.dn_loss_bbox: 0.2433, d3.dn_loss_iou: 0.3804, d4.dn_loss_cls: 0.0303, d4.dn_loss_bbox: 0.2431, d4.dn_loss_iou: 0.3801, loss: 9.6097, grad_norm: 18.3364 2023-11-06 20:33:01,529 - mmdet - INFO - Epoch [8][350/3665] lr: 5.563e-06, eta: 4:05:42, time: 0.812, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2449, interm_loss_bbox: 0.1905, interm_loss_iou: 0.4233, loss_cls: 0.1991, loss_bbox: 0.1568, loss_iou: 0.3709, d0.loss_cls: 0.2579, d0.loss_bbox: 0.1617, d0.loss_iou: 0.3791, d1.loss_cls: 0.2255, d1.loss_bbox: 0.1584, d1.loss_iou: 0.3739, d2.loss_cls: 0.2115, d2.loss_bbox: 0.1560, d2.loss_iou: 0.3698, d3.loss_cls: 0.2020, d3.loss_bbox: 0.1569, d3.loss_iou: 0.3701, d4.loss_cls: 0.1993, d4.loss_bbox: 0.1569, d4.loss_iou: 0.3711, dn_loss_cls: 0.0292, dn_loss_bbox: 0.2440, dn_loss_iou: 0.3799, d0.dn_loss_cls: 0.0648, d0.dn_loss_bbox: 0.3547, d0.dn_loss_iou: 0.5053, d1.dn_loss_cls: 0.0391, d1.dn_loss_bbox: 0.2665, d1.dn_loss_iou: 0.4071, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2476, d2.dn_loss_iou: 0.3849, d3.dn_loss_cls: 0.0303, d3.dn_loss_bbox: 0.2441, d3.dn_loss_iou: 0.3800, d4.dn_loss_cls: 0.0294, d4.dn_loss_bbox: 0.2441, d4.dn_loss_iou: 0.3799, loss: 9.5987, grad_norm: 19.5724 2023-11-06 20:33:42,519 - mmdet - INFO - Epoch [8][400/3665] lr: 5.563e-06, eta: 4:05:01, time: 0.820, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2441, interm_loss_bbox: 0.1911, interm_loss_iou: 0.4217, loss_cls: 0.1998, loss_bbox: 0.1549, loss_iou: 0.3644, d0.loss_cls: 0.2602, d0.loss_bbox: 0.1598, d0.loss_iou: 0.3728, d1.loss_cls: 0.2271, d1.loss_bbox: 0.1580, d1.loss_iou: 0.3679, d2.loss_cls: 0.2102, d2.loss_bbox: 0.1553, d2.loss_iou: 0.3640, d3.loss_cls: 0.2033, d3.loss_bbox: 0.1550, d3.loss_iou: 0.3641, d4.loss_cls: 0.2004, d4.loss_bbox: 0.1547, d4.loss_iou: 0.3643, dn_loss_cls: 0.0300, dn_loss_bbox: 0.2499, dn_loss_iou: 0.3756, d0.dn_loss_cls: 0.0648, d0.dn_loss_bbox: 0.3644, d0.dn_loss_iou: 0.5018, d1.dn_loss_cls: 0.0398, d1.dn_loss_bbox: 0.2749, d1.dn_loss_iou: 0.4026, d2.dn_loss_cls: 0.0332, d2.dn_loss_bbox: 0.2540, d2.dn_loss_iou: 0.3803, d3.dn_loss_cls: 0.0311, d3.dn_loss_bbox: 0.2500, d3.dn_loss_iou: 0.3756, d4.dn_loss_cls: 0.0300, d4.dn_loss_bbox: 0.2499, d4.dn_loss_iou: 0.3754, loss: 9.5764, grad_norm: 21.8586 2023-11-06 20:34:23,577 - mmdet - INFO - Epoch [8][450/3665] lr: 5.563e-06, eta: 4:04:20, time: 0.821, data_time: 0.014, memory: 22742, interm_loss_cls: 0.2431, interm_loss_bbox: 0.1894, interm_loss_iou: 0.4185, loss_cls: 0.2011, loss_bbox: 0.1563, loss_iou: 0.3638, d0.loss_cls: 0.2563, d0.loss_bbox: 0.1613, d0.loss_iou: 0.3742, d1.loss_cls: 0.2252, d1.loss_bbox: 0.1593, d1.loss_iou: 0.3686, d2.loss_cls: 0.2117, d2.loss_bbox: 0.1555, d2.loss_iou: 0.3636, d3.loss_cls: 0.2044, d3.loss_bbox: 0.1556, d3.loss_iou: 0.3631, d4.loss_cls: 0.2018, d4.loss_bbox: 0.1559, d4.loss_iou: 0.3635, dn_loss_cls: 0.0298, dn_loss_bbox: 0.2424, dn_loss_iou: 0.3816, d0.dn_loss_cls: 0.0650, d0.dn_loss_bbox: 0.3504, d0.dn_loss_iou: 0.5043, d1.dn_loss_cls: 0.0396, d1.dn_loss_bbox: 0.2651, d1.dn_loss_iou: 0.4078, d2.dn_loss_cls: 0.0327, d2.dn_loss_bbox: 0.2461, d2.dn_loss_iou: 0.3864, d3.dn_loss_cls: 0.0308, d3.dn_loss_bbox: 0.2426, d3.dn_loss_iou: 0.3816, d4.dn_loss_cls: 0.0300, d4.dn_loss_bbox: 0.2424, d4.dn_loss_iou: 0.3814, loss: 9.5521, grad_norm: 18.5182 2023-11-06 20:35:04,566 - mmdet - INFO - Epoch [8][500/3665] lr: 5.563e-06, eta: 4:03:39, time: 0.820, data_time: 0.014, memory: 22742, interm_loss_cls: 0.2476, interm_loss_bbox: 0.1925, interm_loss_iou: 0.4308, loss_cls: 0.2058, loss_bbox: 0.1564, loss_iou: 0.3720, d0.loss_cls: 0.2628, d0.loss_bbox: 0.1627, d0.loss_iou: 0.3823, d1.loss_cls: 0.2308, d1.loss_bbox: 0.1605, d1.loss_iou: 0.3763, d2.loss_cls: 0.2164, d2.loss_bbox: 0.1561, d2.loss_iou: 0.3721, d3.loss_cls: 0.2082, d3.loss_bbox: 0.1566, d3.loss_iou: 0.3722, d4.loss_cls: 0.2061, d4.loss_bbox: 0.1564, d4.loss_iou: 0.3721, dn_loss_cls: 0.0314, dn_loss_bbox: 0.2545, dn_loss_iou: 0.3834, d0.dn_loss_cls: 0.0670, d0.dn_loss_bbox: 0.3683, d0.dn_loss_iou: 0.5085, d1.dn_loss_cls: 0.0416, d1.dn_loss_bbox: 0.2787, d1.dn_loss_iou: 0.4107, d2.dn_loss_cls: 0.0346, d2.dn_loss_bbox: 0.2587, d2.dn_loss_iou: 0.3891, d3.dn_loss_cls: 0.0324, d3.dn_loss_bbox: 0.2547, d3.dn_loss_iou: 0.3835, d4.dn_loss_cls: 0.0315, d4.dn_loss_bbox: 0.2545, d4.dn_loss_iou: 0.3833, loss: 9.7632, grad_norm: 19.0247 2023-11-06 20:35:48,554 - mmdet - INFO - Epoch [8][550/3665] lr: 5.563e-06, eta: 4:03:00, time: 0.880, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2429, interm_loss_bbox: 0.1873, interm_loss_iou: 0.4147, loss_cls: 0.1991, loss_bbox: 0.1562, loss_iou: 0.3613, d0.loss_cls: 0.2586, d0.loss_bbox: 0.1589, d0.loss_iou: 0.3695, d1.loss_cls: 0.2252, d1.loss_bbox: 0.1574, d1.loss_iou: 0.3637, d2.loss_cls: 0.2088, d2.loss_bbox: 0.1560, d2.loss_iou: 0.3614, d3.loss_cls: 0.2007, d3.loss_bbox: 0.1562, d3.loss_iou: 0.3620, d4.loss_cls: 0.1987, d4.loss_bbox: 0.1565, d4.loss_iou: 0.3617, dn_loss_cls: 0.0302, dn_loss_bbox: 0.2436, dn_loss_iou: 0.3730, d0.dn_loss_cls: 0.0666, d0.dn_loss_bbox: 0.3582, d0.dn_loss_iou: 0.4983, d1.dn_loss_cls: 0.0407, d1.dn_loss_bbox: 0.2694, d1.dn_loss_iou: 0.4006, d2.dn_loss_cls: 0.0336, d2.dn_loss_bbox: 0.2483, d2.dn_loss_iou: 0.3784, d3.dn_loss_cls: 0.0314, d3.dn_loss_bbox: 0.2439, d3.dn_loss_iou: 0.3731, d4.dn_loss_cls: 0.0303, d4.dn_loss_bbox: 0.2436, d4.dn_loss_iou: 0.3729, loss: 9.4925, grad_norm: 17.9945 2023-11-06 20:36:29,803 - mmdet - INFO - Epoch [8][600/3665] lr: 5.563e-06, eta: 4:02:19, time: 0.825, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2459, interm_loss_bbox: 0.1917, interm_loss_iou: 0.4334, loss_cls: 0.2040, loss_bbox: 0.1585, loss_iou: 0.3800, d0.loss_cls: 0.2612, d0.loss_bbox: 0.1620, d0.loss_iou: 0.3875, d1.loss_cls: 0.2262, d1.loss_bbox: 0.1626, d1.loss_iou: 0.3871, d2.loss_cls: 0.2121, d2.loss_bbox: 0.1600, d2.loss_iou: 0.3807, d3.loss_cls: 0.2058, d3.loss_bbox: 0.1588, d3.loss_iou: 0.3800, d4.loss_cls: 0.2040, d4.loss_bbox: 0.1589, d4.loss_iou: 0.3800, dn_loss_cls: 0.0313, dn_loss_bbox: 0.2434, dn_loss_iou: 0.3857, d0.dn_loss_cls: 0.0667, d0.dn_loss_bbox: 0.3559, d0.dn_loss_iou: 0.5122, d1.dn_loss_cls: 0.0408, d1.dn_loss_bbox: 0.2687, d1.dn_loss_iou: 0.4134, d2.dn_loss_cls: 0.0341, d2.dn_loss_bbox: 0.2477, d2.dn_loss_iou: 0.3910, d3.dn_loss_cls: 0.0323, d3.dn_loss_bbox: 0.2437, d3.dn_loss_iou: 0.3857, d4.dn_loss_cls: 0.0314, d4.dn_loss_bbox: 0.2434, d4.dn_loss_iou: 0.3855, loss: 9.7531, grad_norm: 20.4211 2023-11-06 20:37:10,796 - mmdet - INFO - Epoch [8][650/3665] lr: 5.563e-06, eta: 4:01:38, time: 0.820, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2465, interm_loss_bbox: 0.1801, interm_loss_iou: 0.4327, loss_cls: 0.2024, loss_bbox: 0.1477, loss_iou: 0.3770, d0.loss_cls: 0.2606, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3858, d1.loss_cls: 0.2279, d1.loss_bbox: 0.1504, d1.loss_iou: 0.3809, d2.loss_cls: 0.2131, d2.loss_bbox: 0.1481, d2.loss_iou: 0.3762, d3.loss_cls: 0.2049, d3.loss_bbox: 0.1478, d3.loss_iou: 0.3768, d4.loss_cls: 0.2021, d4.loss_bbox: 0.1482, d4.loss_iou: 0.3775, dn_loss_cls: 0.0289, dn_loss_bbox: 0.2246, dn_loss_iou: 0.3725, d0.dn_loss_cls: 0.0638, d0.dn_loss_bbox: 0.3278, d0.dn_loss_iou: 0.4935, d1.dn_loss_cls: 0.0383, d1.dn_loss_bbox: 0.2463, d1.dn_loss_iou: 0.3985, d2.dn_loss_cls: 0.0319, d2.dn_loss_bbox: 0.2285, d2.dn_loss_iou: 0.3775, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2249, d3.dn_loss_iou: 0.3726, d4.dn_loss_cls: 0.0291, d4.dn_loss_bbox: 0.2246, d4.dn_loss_iou: 0.3724, loss: 9.4237, grad_norm: 19.0782 2023-11-06 20:37:52,121 - mmdet - INFO - Epoch [8][700/3665] lr: 5.563e-06, eta: 4:00:57, time: 0.827, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2450, interm_loss_bbox: 0.1831, interm_loss_iou: 0.4386, loss_cls: 0.2031, loss_bbox: 0.1509, loss_iou: 0.3841, d0.loss_cls: 0.2614, d0.loss_bbox: 0.1562, d0.loss_iou: 0.3930, d1.loss_cls: 0.2282, d1.loss_bbox: 0.1538, d1.loss_iou: 0.3882, d2.loss_cls: 0.2124, d2.loss_bbox: 0.1515, d2.loss_iou: 0.3855, d3.loss_cls: 0.2063, d3.loss_bbox: 0.1505, d3.loss_iou: 0.3833, d4.loss_cls: 0.2046, d4.loss_bbox: 0.1505, d4.loss_iou: 0.3836, dn_loss_cls: 0.0305, dn_loss_bbox: 0.2351, dn_loss_iou: 0.3880, d0.dn_loss_cls: 0.0653, d0.dn_loss_bbox: 0.3384, d0.dn_loss_iou: 0.5084, d1.dn_loss_cls: 0.0402, d1.dn_loss_bbox: 0.2572, d1.dn_loss_iou: 0.4134, d2.dn_loss_cls: 0.0336, d2.dn_loss_bbox: 0.2391, d2.dn_loss_iou: 0.3931, d3.dn_loss_cls: 0.0315, d3.dn_loss_bbox: 0.2353, d3.dn_loss_iou: 0.3881, d4.dn_loss_cls: 0.0306, d4.dn_loss_bbox: 0.2351, d4.dn_loss_iou: 0.3879, loss: 9.6645, grad_norm: 18.4021 2023-11-06 20:38:33,566 - mmdet - INFO - Epoch [8][750/3665] lr: 5.563e-06, eta: 4:00:16, time: 0.829, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2429, interm_loss_bbox: 0.1867, interm_loss_iou: 0.4306, loss_cls: 0.1960, loss_bbox: 0.1553, loss_iou: 0.3777, d0.loss_cls: 0.2581, d0.loss_bbox: 0.1582, d0.loss_iou: 0.3833, d1.loss_cls: 0.2236, d1.loss_bbox: 0.1566, d1.loss_iou: 0.3785, d2.loss_cls: 0.2064, d2.loss_bbox: 0.1555, d2.loss_iou: 0.3780, d3.loss_cls: 0.1994, d3.loss_bbox: 0.1552, d3.loss_iou: 0.3770, d4.loss_cls: 0.1965, d4.loss_bbox: 0.1557, d4.loss_iou: 0.3778, dn_loss_cls: 0.0294, dn_loss_bbox: 0.2432, dn_loss_iou: 0.3819, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3491, d0.dn_loss_iou: 0.5006, d1.dn_loss_cls: 0.0393, d1.dn_loss_bbox: 0.2669, d1.dn_loss_iou: 0.4075, d2.dn_loss_cls: 0.0327, d2.dn_loss_bbox: 0.2470, d2.dn_loss_iou: 0.3868, d3.dn_loss_cls: 0.0308, d3.dn_loss_bbox: 0.2435, d3.dn_loss_iou: 0.3820, d4.dn_loss_cls: 0.0296, d4.dn_loss_bbox: 0.2432, d4.dn_loss_iou: 0.3818, loss: 9.6085, grad_norm: 19.0521 2023-11-06 20:39:14,614 - mmdet - INFO - Epoch [8][800/3665] lr: 5.563e-06, eta: 3:59:35, time: 0.821, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2401, interm_loss_bbox: 0.1863, interm_loss_iou: 0.4340, loss_cls: 0.1974, loss_bbox: 0.1523, loss_iou: 0.3762, d0.loss_cls: 0.2546, d0.loss_bbox: 0.1567, d0.loss_iou: 0.3871, d1.loss_cls: 0.2224, d1.loss_bbox: 0.1548, d1.loss_iou: 0.3802, d2.loss_cls: 0.2070, d2.loss_bbox: 0.1524, d2.loss_iou: 0.3775, d3.loss_cls: 0.2001, d3.loss_bbox: 0.1525, d3.loss_iou: 0.3766, d4.loss_cls: 0.1981, d4.loss_bbox: 0.1522, d4.loss_iou: 0.3767, dn_loss_cls: 0.0297, dn_loss_bbox: 0.2393, dn_loss_iou: 0.3770, d0.dn_loss_cls: 0.0649, d0.dn_loss_bbox: 0.3498, d0.dn_loss_iou: 0.5032, d1.dn_loss_cls: 0.0395, d1.dn_loss_bbox: 0.2625, d1.dn_loss_iou: 0.4041, d2.dn_loss_cls: 0.0328, d2.dn_loss_bbox: 0.2432, d2.dn_loss_iou: 0.3822, d3.dn_loss_cls: 0.0310, d3.dn_loss_bbox: 0.2394, d3.dn_loss_iou: 0.3770, d4.dn_loss_cls: 0.0298, d4.dn_loss_bbox: 0.2393, d4.dn_loss_iou: 0.3768, loss: 9.5567, grad_norm: 22.0952 2023-11-06 20:39:55,214 - mmdet - INFO - Epoch [8][850/3665] lr: 5.563e-06, eta: 3:58:54, time: 0.812, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2402, interm_loss_bbox: 0.1890, interm_loss_iou: 0.4263, loss_cls: 0.2001, loss_bbox: 0.1560, loss_iou: 0.3700, d0.loss_cls: 0.2562, d0.loss_bbox: 0.1603, d0.loss_iou: 0.3786, d1.loss_cls: 0.2223, d1.loss_bbox: 0.1590, d1.loss_iou: 0.3740, d2.loss_cls: 0.2093, d2.loss_bbox: 0.1568, d2.loss_iou: 0.3713, d3.loss_cls: 0.2028, d3.loss_bbox: 0.1559, d3.loss_iou: 0.3704, d4.loss_cls: 0.1996, d4.loss_bbox: 0.1566, d4.loss_iou: 0.3709, dn_loss_cls: 0.0304, dn_loss_bbox: 0.2485, dn_loss_iou: 0.3757, d0.dn_loss_cls: 0.0649, d0.dn_loss_bbox: 0.3539, d0.dn_loss_iou: 0.4946, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.2703, d1.dn_loss_iou: 0.4008, d2.dn_loss_cls: 0.0334, d2.dn_loss_bbox: 0.2519, d2.dn_loss_iou: 0.3803, d3.dn_loss_cls: 0.0313, d3.dn_loss_bbox: 0.2486, d3.dn_loss_iou: 0.3758, d4.dn_loss_cls: 0.0305, d4.dn_loss_bbox: 0.2485, d4.dn_loss_iou: 0.3756, loss: 9.5808, grad_norm: 18.1864 2023-11-06 20:40:36,293 - mmdet - INFO - Epoch [8][900/3665] lr: 5.563e-06, eta: 3:58:13, time: 0.822, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2451, interm_loss_bbox: 0.1878, interm_loss_iou: 0.4297, loss_cls: 0.2028, loss_bbox: 0.1547, loss_iou: 0.3752, d0.loss_cls: 0.2576, d0.loss_bbox: 0.1590, d0.loss_iou: 0.3826, d1.loss_cls: 0.2244, d1.loss_bbox: 0.1578, d1.loss_iou: 0.3810, d2.loss_cls: 0.2109, d2.loss_bbox: 0.1553, d2.loss_iou: 0.3759, d3.loss_cls: 0.2047, d3.loss_bbox: 0.1552, d3.loss_iou: 0.3757, d4.loss_cls: 0.2026, d4.loss_bbox: 0.1555, d4.loss_iou: 0.3759, dn_loss_cls: 0.0301, dn_loss_bbox: 0.2462, dn_loss_iou: 0.3827, d0.dn_loss_cls: 0.0643, d0.dn_loss_bbox: 0.3514, d0.dn_loss_iou: 0.5031, d1.dn_loss_cls: 0.0395, d1.dn_loss_bbox: 0.2687, d1.dn_loss_iou: 0.4088, d2.dn_loss_cls: 0.0329, d2.dn_loss_bbox: 0.2503, d2.dn_loss_iou: 0.3878, d3.dn_loss_cls: 0.0311, d3.dn_loss_bbox: 0.2465, d3.dn_loss_iou: 0.3829, d4.dn_loss_cls: 0.0302, d4.dn_loss_bbox: 0.2462, d4.dn_loss_iou: 0.3826, loss: 9.6549, grad_norm: 17.8442 2023-11-06 20:41:18,339 - mmdet - INFO - Epoch [8][950/3665] lr: 5.563e-06, eta: 3:57:33, time: 0.841, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2449, interm_loss_bbox: 0.1870, interm_loss_iou: 0.4261, loss_cls: 0.1992, loss_bbox: 0.1519, loss_iou: 0.3716, d0.loss_cls: 0.2555, d0.loss_bbox: 0.1592, d0.loss_iou: 0.3809, d1.loss_cls: 0.2217, d1.loss_bbox: 0.1565, d1.loss_iou: 0.3765, d2.loss_cls: 0.2091, d2.loss_bbox: 0.1524, d2.loss_iou: 0.3717, d3.loss_cls: 0.2016, d3.loss_bbox: 0.1524, d3.loss_iou: 0.3714, d4.loss_cls: 0.1995, d4.loss_bbox: 0.1521, d4.loss_iou: 0.3716, dn_loss_cls: 0.0287, dn_loss_bbox: 0.2500, dn_loss_iou: 0.3777, d0.dn_loss_cls: 0.0644, d0.dn_loss_bbox: 0.3575, d0.dn_loss_iou: 0.4980, d1.dn_loss_cls: 0.0389, d1.dn_loss_bbox: 0.2728, d1.dn_loss_iou: 0.4039, d2.dn_loss_cls: 0.0322, d2.dn_loss_bbox: 0.2541, d2.dn_loss_iou: 0.3832, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2501, d3.dn_loss_iou: 0.3778, d4.dn_loss_cls: 0.0288, d4.dn_loss_bbox: 0.2500, d4.dn_loss_iou: 0.3776, loss: 9.5882, grad_norm: 19.9195 2023-11-06 20:41:58,981 - mmdet - INFO - Epoch [8][1000/3665] lr: 5.563e-06, eta: 3:56:51, time: 0.813, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2442, interm_loss_bbox: 0.1893, interm_loss_iou: 0.4270, loss_cls: 0.2037, loss_bbox: 0.1524, loss_iou: 0.3661, d0.loss_cls: 0.2579, d0.loss_bbox: 0.1591, d0.loss_iou: 0.3787, d1.loss_cls: 0.2275, d1.loss_bbox: 0.1565, d1.loss_iou: 0.3718, d2.loss_cls: 0.2135, d2.loss_bbox: 0.1526, d2.loss_iou: 0.3666, d3.loss_cls: 0.2068, d3.loss_bbox: 0.1520, d3.loss_iou: 0.3658, d4.loss_cls: 0.2042, d4.loss_bbox: 0.1523, d4.loss_iou: 0.3661, dn_loss_cls: 0.0301, dn_loss_bbox: 0.2486, dn_loss_iou: 0.3799, d0.dn_loss_cls: 0.0652, d0.dn_loss_bbox: 0.3605, d0.dn_loss_iou: 0.5037, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.2722, d1.dn_loss_iou: 0.4074, d2.dn_loss_cls: 0.0331, d2.dn_loss_bbox: 0.2526, d2.dn_loss_iou: 0.3851, d3.dn_loss_cls: 0.0311, d3.dn_loss_bbox: 0.2489, d3.dn_loss_iou: 0.3801, d4.dn_loss_cls: 0.0302, d4.dn_loss_bbox: 0.2486, d4.dn_loss_iou: 0.3798, loss: 9.6107, grad_norm: 19.0812 2023-11-06 20:42:39,818 - mmdet - INFO - Epoch [8][1050/3665] lr: 5.563e-06, eta: 3:56:10, time: 0.817, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2393, interm_loss_bbox: 0.1850, interm_loss_iou: 0.4281, loss_cls: 0.1973, loss_bbox: 0.1529, loss_iou: 0.3734, d0.loss_cls: 0.2515, d0.loss_bbox: 0.1584, d0.loss_iou: 0.3830, d1.loss_cls: 0.2207, d1.loss_bbox: 0.1551, d1.loss_iou: 0.3765, d2.loss_cls: 0.2065, d2.loss_bbox: 0.1538, d2.loss_iou: 0.3735, d3.loss_cls: 0.1995, d3.loss_bbox: 0.1529, d3.loss_iou: 0.3735, d4.loss_cls: 0.1963, d4.loss_bbox: 0.1534, d4.loss_iou: 0.3742, dn_loss_cls: 0.0291, dn_loss_bbox: 0.2342, dn_loss_iou: 0.3795, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3388, d0.dn_loss_iou: 0.4974, d1.dn_loss_cls: 0.0391, d1.dn_loss_bbox: 0.2561, d1.dn_loss_iou: 0.4034, d2.dn_loss_cls: 0.0323, d2.dn_loss_bbox: 0.2381, d2.dn_loss_iou: 0.3839, d3.dn_loss_cls: 0.0302, d3.dn_loss_bbox: 0.2344, d3.dn_loss_iou: 0.3794, d4.dn_loss_cls: 0.0291, d4.dn_loss_bbox: 0.2342, d4.dn_loss_iou: 0.3793, loss: 9.4873, grad_norm: 21.7693 2023-11-06 20:43:20,650 - mmdet - INFO - Epoch [8][1100/3665] lr: 5.563e-06, eta: 3:55:29, time: 0.817, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2415, interm_loss_bbox: 0.1879, interm_loss_iou: 0.4298, loss_cls: 0.2010, loss_bbox: 0.1522, loss_iou: 0.3719, d0.loss_cls: 0.2554, d0.loss_bbox: 0.1573, d0.loss_iou: 0.3798, d1.loss_cls: 0.2225, d1.loss_bbox: 0.1558, d1.loss_iou: 0.3766, d2.loss_cls: 0.2097, d2.loss_bbox: 0.1525, d2.loss_iou: 0.3721, d3.loss_cls: 0.2043, d3.loss_bbox: 0.1518, d3.loss_iou: 0.3707, d4.loss_cls: 0.2019, d4.loss_bbox: 0.1521, d4.loss_iou: 0.3716, dn_loss_cls: 0.0295, dn_loss_bbox: 0.2377, dn_loss_iou: 0.3703, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3472, d0.dn_loss_iou: 0.4902, d1.dn_loss_cls: 0.0392, d1.dn_loss_bbox: 0.2610, d1.dn_loss_iou: 0.3964, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2417, d2.dn_loss_iou: 0.3754, d3.dn_loss_cls: 0.0306, d3.dn_loss_bbox: 0.2379, d3.dn_loss_iou: 0.3705, d4.dn_loss_cls: 0.0296, d4.dn_loss_bbox: 0.2377, d4.dn_loss_iou: 0.3702, loss: 9.4806, grad_norm: 20.4037 2023-11-06 20:44:01,805 - mmdet - INFO - Epoch [8][1150/3665] lr: 5.563e-06, eta: 3:54:48, time: 0.823, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2367, interm_loss_bbox: 0.1923, interm_loss_iou: 0.4361, loss_cls: 0.1966, loss_bbox: 0.1536, loss_iou: 0.3717, d0.loss_cls: 0.2492, d0.loss_bbox: 0.1620, d0.loss_iou: 0.3858, d1.loss_cls: 0.2174, d1.loss_bbox: 0.1585, d1.loss_iou: 0.3776, d2.loss_cls: 0.2054, d2.loss_bbox: 0.1548, d2.loss_iou: 0.3731, d3.loss_cls: 0.1992, d3.loss_bbox: 0.1535, d3.loss_iou: 0.3717, d4.loss_cls: 0.1957, d4.loss_bbox: 0.1544, d4.loss_iou: 0.3728, dn_loss_cls: 0.0288, dn_loss_bbox: 0.2374, dn_loss_iou: 0.3773, d0.dn_loss_cls: 0.0638, d0.dn_loss_bbox: 0.3550, d0.dn_loss_iou: 0.5040, d1.dn_loss_cls: 0.0387, d1.dn_loss_bbox: 0.2619, d1.dn_loss_iou: 0.4041, d2.dn_loss_cls: 0.0319, d2.dn_loss_bbox: 0.2419, d2.dn_loss_iou: 0.3823, d3.dn_loss_cls: 0.0300, d3.dn_loss_bbox: 0.2377, d3.dn_loss_iou: 0.3774, d4.dn_loss_cls: 0.0289, d4.dn_loss_bbox: 0.2373, d4.dn_loss_iou: 0.3772, loss: 9.5335, grad_norm: 19.5864 2023-11-06 20:44:45,118 - mmdet - INFO - Epoch [8][1200/3665] lr: 5.563e-06, eta: 3:54:09, time: 0.866, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2483, interm_loss_bbox: 0.1889, interm_loss_iou: 0.4323, loss_cls: 0.2065, loss_bbox: 0.1556, loss_iou: 0.3745, d0.loss_cls: 0.2628, d0.loss_bbox: 0.1611, d0.loss_iou: 0.3850, d1.loss_cls: 0.2320, d1.loss_bbox: 0.1582, d1.loss_iou: 0.3805, d2.loss_cls: 0.2159, d2.loss_bbox: 0.1561, d2.loss_iou: 0.3752, d3.loss_cls: 0.2093, d3.loss_bbox: 0.1557, d3.loss_iou: 0.3743, d4.loss_cls: 0.2068, d4.loss_bbox: 0.1558, d4.loss_iou: 0.3747, dn_loss_cls: 0.0303, dn_loss_bbox: 0.2485, dn_loss_iou: 0.3823, d0.dn_loss_cls: 0.0659, d0.dn_loss_bbox: 0.3559, d0.dn_loss_iou: 0.5035, d1.dn_loss_cls: 0.0403, d1.dn_loss_bbox: 0.2698, d1.dn_loss_iou: 0.4075, d2.dn_loss_cls: 0.0333, d2.dn_loss_bbox: 0.2519, d2.dn_loss_iou: 0.3869, d3.dn_loss_cls: 0.0314, d3.dn_loss_bbox: 0.2486, d3.dn_loss_iou: 0.3822, d4.dn_loss_cls: 0.0304, d4.dn_loss_bbox: 0.2485, d4.dn_loss_iou: 0.3821, loss: 9.7090, grad_norm: 18.8384 2023-11-06 20:45:26,369 - mmdet - INFO - Epoch [8][1250/3665] lr: 5.563e-06, eta: 3:53:28, time: 0.825, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2499, interm_loss_bbox: 0.1887, interm_loss_iou: 0.4311, loss_cls: 0.2053, loss_bbox: 0.1562, loss_iou: 0.3781, d0.loss_cls: 0.2649, d0.loss_bbox: 0.1603, d0.loss_iou: 0.3843, d1.loss_cls: 0.2282, d1.loss_bbox: 0.1609, d1.loss_iou: 0.3844, d2.loss_cls: 0.2148, d2.loss_bbox: 0.1574, d2.loss_iou: 0.3786, d3.loss_cls: 0.2082, d3.loss_bbox: 0.1556, d3.loss_iou: 0.3778, d4.loss_cls: 0.2050, d4.loss_bbox: 0.1566, d4.loss_iou: 0.3788, dn_loss_cls: 0.0311, dn_loss_bbox: 0.2560, dn_loss_iou: 0.3894, d0.dn_loss_cls: 0.0663, d0.dn_loss_bbox: 0.3623, d0.dn_loss_iou: 0.5104, d1.dn_loss_cls: 0.0411, d1.dn_loss_bbox: 0.2784, d1.dn_loss_iou: 0.4157, d2.dn_loss_cls: 0.0341, d2.dn_loss_bbox: 0.2597, d2.dn_loss_iou: 0.3944, d3.dn_loss_cls: 0.0322, d3.dn_loss_bbox: 0.2561, d3.dn_loss_iou: 0.3895, d4.dn_loss_cls: 0.0311, d4.dn_loss_bbox: 0.2560, d4.dn_loss_iou: 0.3893, loss: 9.8182, grad_norm: 18.6401 2023-11-06 20:46:07,068 - mmdet - INFO - Epoch [8][1300/3665] lr: 5.563e-06, eta: 3:52:47, time: 0.814, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2467, interm_loss_bbox: 0.1845, interm_loss_iou: 0.4403, loss_cls: 0.2028, loss_bbox: 0.1539, loss_iou: 0.3893, d0.loss_cls: 0.2629, d0.loss_bbox: 0.1586, d0.loss_iou: 0.3956, d1.loss_cls: 0.2310, d1.loss_bbox: 0.1563, d1.loss_iou: 0.3914, d2.loss_cls: 0.2143, d2.loss_bbox: 0.1535, d2.loss_iou: 0.3877, d3.loss_cls: 0.2066, d3.loss_bbox: 0.1533, d3.loss_iou: 0.3881, d4.loss_cls: 0.2034, d4.loss_bbox: 0.1541, d4.loss_iou: 0.3886, dn_loss_cls: 0.0296, dn_loss_bbox: 0.2275, dn_loss_iou: 0.3882, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3348, d0.dn_loss_iou: 0.5134, d1.dn_loss_cls: 0.0392, d1.dn_loss_bbox: 0.2507, d1.dn_loss_iou: 0.4147, d2.dn_loss_cls: 0.0326, d2.dn_loss_bbox: 0.2317, d2.dn_loss_iou: 0.3931, d3.dn_loss_cls: 0.0306, d3.dn_loss_bbox: 0.2277, d3.dn_loss_iou: 0.3881, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2274, d4.dn_loss_iou: 0.3880, loss: 9.6737, grad_norm: 19.1956 2023-11-06 20:46:48,266 - mmdet - INFO - Epoch [8][1350/3665] lr: 5.563e-06, eta: 3:52:06, time: 0.824, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2437, interm_loss_bbox: 0.1907, interm_loss_iou: 0.4205, loss_cls: 0.2025, loss_bbox: 0.1565, loss_iou: 0.3629, d0.loss_cls: 0.2606, d0.loss_bbox: 0.1596, d0.loss_iou: 0.3715, d1.loss_cls: 0.2276, d1.loss_bbox: 0.1590, d1.loss_iou: 0.3680, d2.loss_cls: 0.2134, d2.loss_bbox: 0.1554, d2.loss_iou: 0.3620, d3.loss_cls: 0.2059, d3.loss_bbox: 0.1561, d3.loss_iou: 0.3631, d4.loss_cls: 0.2032, d4.loss_bbox: 0.1561, d4.loss_iou: 0.3627, dn_loss_cls: 0.0306, dn_loss_bbox: 0.2525, dn_loss_iou: 0.3726, d0.dn_loss_cls: 0.0664, d0.dn_loss_bbox: 0.3650, d0.dn_loss_iou: 0.4956, d1.dn_loss_cls: 0.0410, d1.dn_loss_bbox: 0.2776, d1.dn_loss_iou: 0.3996, d2.dn_loss_cls: 0.0340, d2.dn_loss_bbox: 0.2567, d2.dn_loss_iou: 0.3778, d3.dn_loss_cls: 0.0317, d3.dn_loss_bbox: 0.2527, d3.dn_loss_iou: 0.3727, d4.dn_loss_cls: 0.0306, d4.dn_loss_bbox: 0.2524, d4.dn_loss_iou: 0.3725, loss: 9.5830, grad_norm: 19.3987 2023-11-06 20:47:29,340 - mmdet - INFO - Epoch [8][1400/3665] lr: 5.563e-06, eta: 3:51:25, time: 0.822, data_time: 0.014, memory: 22742, interm_loss_cls: 0.2459, interm_loss_bbox: 0.1875, interm_loss_iou: 0.4180, loss_cls: 0.2018, loss_bbox: 0.1539, loss_iou: 0.3672, d0.loss_cls: 0.2596, d0.loss_bbox: 0.1610, d0.loss_iou: 0.3758, d1.loss_cls: 0.2246, d1.loss_bbox: 0.1580, d1.loss_iou: 0.3713, d2.loss_cls: 0.2120, d2.loss_bbox: 0.1546, d2.loss_iou: 0.3669, d3.loss_cls: 0.2046, d3.loss_bbox: 0.1542, d3.loss_iou: 0.3673, d4.loss_cls: 0.2017, d4.loss_bbox: 0.1543, d4.loss_iou: 0.3675, dn_loss_cls: 0.0312, dn_loss_bbox: 0.2467, dn_loss_iou: 0.3758, d0.dn_loss_cls: 0.0664, d0.dn_loss_bbox: 0.3544, d0.dn_loss_iou: 0.4997, d1.dn_loss_cls: 0.0409, d1.dn_loss_bbox: 0.2696, d1.dn_loss_iou: 0.4026, d2.dn_loss_cls: 0.0340, d2.dn_loss_bbox: 0.2503, d2.dn_loss_iou: 0.3807, d3.dn_loss_cls: 0.0322, d3.dn_loss_bbox: 0.2469, d3.dn_loss_iou: 0.3758, d4.dn_loss_cls: 0.0312, d4.dn_loss_bbox: 0.2467, d4.dn_loss_iou: 0.3756, loss: 9.5684, grad_norm: 18.1839 2023-11-06 20:48:09,792 - mmdet - INFO - Epoch [8][1450/3665] lr: 5.563e-06, eta: 3:50:43, time: 0.809, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2426, interm_loss_bbox: 0.1879, interm_loss_iou: 0.4413, loss_cls: 0.1980, loss_bbox: 0.1555, loss_iou: 0.3860, d0.loss_cls: 0.2592, d0.loss_bbox: 0.1587, d0.loss_iou: 0.3917, d1.loss_cls: 0.2226, d1.loss_bbox: 0.1585, d1.loss_iou: 0.3903, d2.loss_cls: 0.2076, d2.loss_bbox: 0.1564, d2.loss_iou: 0.3860, d3.loss_cls: 0.2008, d3.loss_bbox: 0.1550, d3.loss_iou: 0.3853, d4.loss_cls: 0.1979, d4.loss_bbox: 0.1555, d4.loss_iou: 0.3861, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2355, dn_loss_iou: 0.3815, d0.dn_loss_cls: 0.0636, d0.dn_loss_bbox: 0.3401, d0.dn_loss_iou: 0.5007, d1.dn_loss_cls: 0.0385, d1.dn_loss_bbox: 0.2570, d1.dn_loss_iou: 0.4073, d2.dn_loss_cls: 0.0316, d2.dn_loss_bbox: 0.2391, d2.dn_loss_iou: 0.3865, d3.dn_loss_cls: 0.0297, d3.dn_loss_bbox: 0.2356, d3.dn_loss_iou: 0.3815, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2355, d4.dn_loss_iou: 0.3814, loss: 9.6254, grad_norm: 19.3629 2023-11-06 20:48:52,236 - mmdet - INFO - Epoch [8][1500/3665] lr: 5.563e-06, eta: 3:50:03, time: 0.849, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2423, interm_loss_bbox: 0.1878, interm_loss_iou: 0.4249, loss_cls: 0.1992, loss_bbox: 0.1564, loss_iou: 0.3741, d0.loss_cls: 0.2580, d0.loss_bbox: 0.1608, d0.loss_iou: 0.3813, d1.loss_cls: 0.2232, d1.loss_bbox: 0.1595, d1.loss_iou: 0.3783, d2.loss_cls: 0.2100, d2.loss_bbox: 0.1557, d2.loss_iou: 0.3732, d3.loss_cls: 0.2020, d3.loss_bbox: 0.1563, d3.loss_iou: 0.3735, d4.loss_cls: 0.1991, d4.loss_bbox: 0.1565, d4.loss_iou: 0.3745, dn_loss_cls: 0.0292, dn_loss_bbox: 0.2464, dn_loss_iou: 0.3773, d0.dn_loss_cls: 0.0638, d0.dn_loss_bbox: 0.3563, d0.dn_loss_iou: 0.5008, d1.dn_loss_cls: 0.0386, d1.dn_loss_bbox: 0.2692, d1.dn_loss_iou: 0.4036, d2.dn_loss_cls: 0.0322, d2.dn_loss_bbox: 0.2499, d2.dn_loss_iou: 0.3822, d3.dn_loss_cls: 0.0303, d3.dn_loss_bbox: 0.2466, d3.dn_loss_iou: 0.3774, d4.dn_loss_cls: 0.0292, d4.dn_loss_bbox: 0.2464, d4.dn_loss_iou: 0.3772, loss: 9.6032, grad_norm: 18.9963 2023-11-06 20:49:33,796 - mmdet - INFO - Epoch [8][1550/3665] lr: 5.563e-06, eta: 3:49:23, time: 0.831, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2458, interm_loss_bbox: 0.1862, interm_loss_iou: 0.4357, loss_cls: 0.2054, loss_bbox: 0.1550, loss_iou: 0.3790, d0.loss_cls: 0.2643, d0.loss_bbox: 0.1598, d0.loss_iou: 0.3899, d1.loss_cls: 0.2306, d1.loss_bbox: 0.1563, d1.loss_iou: 0.3833, d2.loss_cls: 0.2156, d2.loss_bbox: 0.1540, d2.loss_iou: 0.3788, d3.loss_cls: 0.2082, d3.loss_bbox: 0.1549, d3.loss_iou: 0.3790, d4.loss_cls: 0.2055, d4.loss_bbox: 0.1547, d4.loss_iou: 0.3790, dn_loss_cls: 0.0314, dn_loss_bbox: 0.2402, dn_loss_iou: 0.3853, d0.dn_loss_cls: 0.0663, d0.dn_loss_bbox: 0.3444, d0.dn_loss_iou: 0.5085, d1.dn_loss_cls: 0.0412, d1.dn_loss_bbox: 0.2618, d1.dn_loss_iou: 0.4109, d2.dn_loss_cls: 0.0347, d2.dn_loss_bbox: 0.2438, d2.dn_loss_iou: 0.3904, d3.dn_loss_cls: 0.0323, d3.dn_loss_bbox: 0.2403, d3.dn_loss_iou: 0.3853, d4.dn_loss_cls: 0.0313, d4.dn_loss_bbox: 0.2402, d4.dn_loss_iou: 0.3852, loss: 9.6947, grad_norm: 20.8697 2023-11-06 20:50:14,274 - mmdet - INFO - Epoch [8][1600/3665] lr: 5.563e-06, eta: 3:48:41, time: 0.809, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2415, interm_loss_bbox: 0.1833, interm_loss_iou: 0.4302, loss_cls: 0.1990, loss_bbox: 0.1510, loss_iou: 0.3755, d0.loss_cls: 0.2576, d0.loss_bbox: 0.1561, d0.loss_iou: 0.3856, d1.loss_cls: 0.2254, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3779, d2.loss_cls: 0.2095, d2.loss_bbox: 0.1511, d2.loss_iou: 0.3749, d3.loss_cls: 0.2023, d3.loss_bbox: 0.1514, d3.loss_iou: 0.3754, d4.loss_cls: 0.1984, d4.loss_bbox: 0.1518, d4.loss_iou: 0.3764, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2379, dn_loss_iou: 0.3731, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3475, d0.dn_loss_iou: 0.4980, d1.dn_loss_cls: 0.0383, d1.dn_loss_bbox: 0.2608, d1.dn_loss_iou: 0.4000, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2418, d2.dn_loss_iou: 0.3779, d3.dn_loss_cls: 0.0296, d3.dn_loss_bbox: 0.2380, d3.dn_loss_iou: 0.3732, d4.dn_loss_cls: 0.0286, d4.dn_loss_bbox: 0.2379, d4.dn_loss_iou: 0.3730, loss: 9.5073, grad_norm: 20.3369 2023-11-06 20:50:55,600 - mmdet - INFO - Epoch [8][1650/3665] lr: 5.563e-06, eta: 3:48:00, time: 0.826, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2376, interm_loss_bbox: 0.1936, interm_loss_iou: 0.4299, loss_cls: 0.1958, loss_bbox: 0.1525, loss_iou: 0.3675, d0.loss_cls: 0.2544, d0.loss_bbox: 0.1595, d0.loss_iou: 0.3770, d1.loss_cls: 0.2219, d1.loss_bbox: 0.1547, d1.loss_iou: 0.3704, d2.loss_cls: 0.2060, d2.loss_bbox: 0.1528, d2.loss_iou: 0.3665, d3.loss_cls: 0.2010, d3.loss_bbox: 0.1510, d3.loss_iou: 0.3646, d4.loss_cls: 0.1970, d4.loss_bbox: 0.1521, d4.loss_iou: 0.3663, dn_loss_cls: 0.0292, dn_loss_bbox: 0.2441, dn_loss_iou: 0.3819, d0.dn_loss_cls: 0.0637, d0.dn_loss_bbox: 0.3529, d0.dn_loss_iou: 0.5054, d1.dn_loss_cls: 0.0388, d1.dn_loss_bbox: 0.2672, d1.dn_loss_iou: 0.4080, d2.dn_loss_cls: 0.0323, d2.dn_loss_bbox: 0.2478, d2.dn_loss_iou: 0.3866, d3.dn_loss_cls: 0.0303, d3.dn_loss_bbox: 0.2444, d3.dn_loss_iou: 0.3818, d4.dn_loss_cls: 0.0293, d4.dn_loss_bbox: 0.2441, d4.dn_loss_iou: 0.3817, loss: 9.5416, grad_norm: 21.9950 2023-11-06 20:51:36,606 - mmdet - INFO - Epoch [8][1700/3665] lr: 5.563e-06, eta: 3:47:19, time: 0.820, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2407, interm_loss_bbox: 0.1857, interm_loss_iou: 0.4261, loss_cls: 0.1997, loss_bbox: 0.1518, loss_iou: 0.3725, d0.loss_cls: 0.2573, d0.loss_bbox: 0.1565, d0.loss_iou: 0.3818, d1.loss_cls: 0.2241, d1.loss_bbox: 0.1550, d1.loss_iou: 0.3765, d2.loss_cls: 0.2099, d2.loss_bbox: 0.1515, d2.loss_iou: 0.3737, d3.loss_cls: 0.2029, d3.loss_bbox: 0.1512, d3.loss_iou: 0.3731, d4.loss_cls: 0.2002, d4.loss_bbox: 0.1515, d4.loss_iou: 0.3726, dn_loss_cls: 0.0292, dn_loss_bbox: 0.2346, dn_loss_iou: 0.3709, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3409, d0.dn_loss_iou: 0.4879, d1.dn_loss_cls: 0.0385, d1.dn_loss_bbox: 0.2575, d1.dn_loss_iou: 0.3965, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2383, d2.dn_loss_iou: 0.3758, d3.dn_loss_cls: 0.0302, d3.dn_loss_bbox: 0.2347, d3.dn_loss_iou: 0.3709, d4.dn_loss_cls: 0.0292, d4.dn_loss_bbox: 0.2346, d4.dn_loss_iou: 0.3708, loss: 9.4506, grad_norm: 18.4918 2023-11-06 20:52:17,595 - mmdet - INFO - Epoch [8][1750/3665] lr: 5.563e-06, eta: 3:46:38, time: 0.820, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2417, interm_loss_bbox: 0.1881, interm_loss_iou: 0.4197, loss_cls: 0.2014, loss_bbox: 0.1534, loss_iou: 0.3602, d0.loss_cls: 0.2553, d0.loss_bbox: 0.1586, d0.loss_iou: 0.3720, d1.loss_cls: 0.2238, d1.loss_bbox: 0.1560, d1.loss_iou: 0.3659, d2.loss_cls: 0.2104, d2.loss_bbox: 0.1532, d2.loss_iou: 0.3604, d3.loss_cls: 0.2033, d3.loss_bbox: 0.1536, d3.loss_iou: 0.3604, d4.loss_cls: 0.2009, d4.loss_bbox: 0.1538, d4.loss_iou: 0.3608, dn_loss_cls: 0.0292, dn_loss_bbox: 0.2427, dn_loss_iou: 0.3687, d0.dn_loss_cls: 0.0639, d0.dn_loss_bbox: 0.3523, d0.dn_loss_iou: 0.4890, d1.dn_loss_cls: 0.0390, d1.dn_loss_bbox: 0.2655, d1.dn_loss_iou: 0.3941, d2.dn_loss_cls: 0.0324, d2.dn_loss_bbox: 0.2465, d2.dn_loss_iou: 0.3739, d3.dn_loss_cls: 0.0305, d3.dn_loss_bbox: 0.2429, d3.dn_loss_iou: 0.3687, d4.dn_loss_cls: 0.0293, d4.dn_loss_bbox: 0.2427, d4.dn_loss_iou: 0.3686, loss: 9.4326, grad_norm: 18.9775 2023-11-06 20:52:58,976 - mmdet - INFO - Epoch [8][1800/3665] lr: 5.563e-06, eta: 3:45:57, time: 0.828, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2426, interm_loss_bbox: 0.1953, interm_loss_iou: 0.4359, loss_cls: 0.2008, loss_bbox: 0.1576, loss_iou: 0.3720, d0.loss_cls: 0.2602, d0.loss_bbox: 0.1620, d0.loss_iou: 0.3813, d1.loss_cls: 0.2275, d1.loss_bbox: 0.1591, d1.loss_iou: 0.3751, d2.loss_cls: 0.2128, d2.loss_bbox: 0.1568, d2.loss_iou: 0.3712, d3.loss_cls: 0.2039, d3.loss_bbox: 0.1574, d3.loss_iou: 0.3711, d4.loss_cls: 0.2016, d4.loss_bbox: 0.1574, d4.loss_iou: 0.3715, dn_loss_cls: 0.0304, dn_loss_bbox: 0.2502, dn_loss_iou: 0.3792, d0.dn_loss_cls: 0.0667, d0.dn_loss_bbox: 0.3609, d0.dn_loss_iou: 0.5036, d1.dn_loss_cls: 0.0408, d1.dn_loss_bbox: 0.2729, d1.dn_loss_iou: 0.4053, d2.dn_loss_cls: 0.0339, d2.dn_loss_bbox: 0.2542, d2.dn_loss_iou: 0.3845, d3.dn_loss_cls: 0.0317, d3.dn_loss_bbox: 0.2503, d3.dn_loss_iou: 0.3792, d4.dn_loss_cls: 0.0305, d4.dn_loss_bbox: 0.2502, d4.dn_loss_iou: 0.3791, loss: 9.6769, grad_norm: 19.7545 2023-11-06 20:53:39,913 - mmdet - INFO - Epoch [8][1850/3665] lr: 5.563e-06, eta: 3:45:16, time: 0.819, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2495, interm_loss_bbox: 0.1882, interm_loss_iou: 0.4358, loss_cls: 0.2058, loss_bbox: 0.1577, loss_iou: 0.3825, d0.loss_cls: 0.2645, d0.loss_bbox: 0.1618, d0.loss_iou: 0.3920, d1.loss_cls: 0.2313, d1.loss_bbox: 0.1606, d1.loss_iou: 0.3859, d2.loss_cls: 0.2170, d2.loss_bbox: 0.1571, d2.loss_iou: 0.3814, d3.loss_cls: 0.2089, d3.loss_bbox: 0.1574, d3.loss_iou: 0.3824, d4.loss_cls: 0.2055, d4.loss_bbox: 0.1583, d4.loss_iou: 0.3828, dn_loss_cls: 0.0313, dn_loss_bbox: 0.2478, dn_loss_iou: 0.3855, d0.dn_loss_cls: 0.0667, d0.dn_loss_bbox: 0.3507, d0.dn_loss_iou: 0.5041, d1.dn_loss_cls: 0.0411, d1.dn_loss_bbox: 0.2686, d1.dn_loss_iou: 0.4107, d2.dn_loss_cls: 0.0345, d2.dn_loss_bbox: 0.2514, d2.dn_loss_iou: 0.3904, d3.dn_loss_cls: 0.0323, d3.dn_loss_bbox: 0.2479, d3.dn_loss_iou: 0.3856, d4.dn_loss_cls: 0.0313, d4.dn_loss_bbox: 0.2478, d4.dn_loss_iou: 0.3854, loss: 9.7796, grad_norm: 19.0274 2023-11-06 20:54:21,201 - mmdet - INFO - Epoch [8][1900/3665] lr: 5.563e-06, eta: 3:44:35, time: 0.826, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2491, interm_loss_bbox: 0.1860, interm_loss_iou: 0.4289, loss_cls: 0.2043, loss_bbox: 0.1533, loss_iou: 0.3750, d0.loss_cls: 0.2651, d0.loss_bbox: 0.1552, d0.loss_iou: 0.3789, d1.loss_cls: 0.2306, d1.loss_bbox: 0.1557, d1.loss_iou: 0.3780, d2.loss_cls: 0.2150, d2.loss_bbox: 0.1535, d2.loss_iou: 0.3748, d3.loss_cls: 0.2068, d3.loss_bbox: 0.1539, d3.loss_iou: 0.3761, d4.loss_cls: 0.2048, d4.loss_bbox: 0.1535, d4.loss_iou: 0.3753, dn_loss_cls: 0.0306, dn_loss_bbox: 0.2419, dn_loss_iou: 0.3821, d0.dn_loss_cls: 0.0669, d0.dn_loss_bbox: 0.3464, d0.dn_loss_iou: 0.5015, d1.dn_loss_cls: 0.0404, d1.dn_loss_bbox: 0.2629, d1.dn_loss_iou: 0.4078, d2.dn_loss_cls: 0.0338, d2.dn_loss_bbox: 0.2453, d2.dn_loss_iou: 0.3872, d3.dn_loss_cls: 0.0316, d3.dn_loss_bbox: 0.2421, d3.dn_loss_iou: 0.3822, d4.dn_loss_cls: 0.0307, d4.dn_loss_bbox: 0.2419, d4.dn_loss_iou: 0.3820, loss: 9.6314, grad_norm: 18.0362 2023-11-06 20:55:02,257 - mmdet - INFO - Epoch [8][1950/3665] lr: 5.563e-06, eta: 3:43:54, time: 0.821, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2435, interm_loss_bbox: 0.1881, interm_loss_iou: 0.4368, loss_cls: 0.1994, loss_bbox: 0.1537, loss_iou: 0.3769, d0.loss_cls: 0.2584, d0.loss_bbox: 0.1590, d0.loss_iou: 0.3864, d1.loss_cls: 0.2241, d1.loss_bbox: 0.1565, d1.loss_iou: 0.3800, d2.loss_cls: 0.2102, d2.loss_bbox: 0.1530, d2.loss_iou: 0.3758, d3.loss_cls: 0.2024, d3.loss_bbox: 0.1539, d3.loss_iou: 0.3766, d4.loss_cls: 0.1998, d4.loss_bbox: 0.1542, d4.loss_iou: 0.3765, dn_loss_cls: 0.0306, dn_loss_bbox: 0.2452, dn_loss_iou: 0.3843, d0.dn_loss_cls: 0.0660, d0.dn_loss_bbox: 0.3495, d0.dn_loss_iou: 0.5058, d1.dn_loss_cls: 0.0409, d1.dn_loss_bbox: 0.2659, d1.dn_loss_iou: 0.4100, d2.dn_loss_cls: 0.0339, d2.dn_loss_bbox: 0.2490, d2.dn_loss_iou: 0.3892, d3.dn_loss_cls: 0.0317, d3.dn_loss_bbox: 0.2454, d3.dn_loss_iou: 0.3844, d4.dn_loss_cls: 0.0307, d4.dn_loss_bbox: 0.2452, d4.dn_loss_iou: 0.3842, loss: 9.6572, grad_norm: 18.7426 2023-11-06 20:55:54,403 - mmdet - INFO - Epoch [8][2000/3665] lr: 5.563e-06, eta: 3:43:20, time: 1.043, data_time: 0.223, memory: 22742, interm_loss_cls: 0.2442, interm_loss_bbox: 0.1922, interm_loss_iou: 0.4196, loss_cls: 0.2006, loss_bbox: 0.1576, loss_iou: 0.3633, d0.loss_cls: 0.2599, d0.loss_bbox: 0.1612, d0.loss_iou: 0.3726, d1.loss_cls: 0.2219, d1.loss_bbox: 0.1615, d1.loss_iou: 0.3696, d2.loss_cls: 0.2086, d2.loss_bbox: 0.1583, d2.loss_iou: 0.3644, d3.loss_cls: 0.2017, d3.loss_bbox: 0.1585, d3.loss_iou: 0.3643, d4.loss_cls: 0.2001, d4.loss_bbox: 0.1580, d4.loss_iou: 0.3639, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2478, dn_loss_iou: 0.3672, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3627, d0.dn_loss_iou: 0.4930, d1.dn_loss_cls: 0.0382, d1.dn_loss_bbox: 0.2707, d1.dn_loss_iou: 0.3929, d2.dn_loss_cls: 0.0316, d2.dn_loss_bbox: 0.2513, d2.dn_loss_iou: 0.3719, d3.dn_loss_cls: 0.0297, d3.dn_loss_bbox: 0.2478, d3.dn_loss_iou: 0.3672, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2478, d4.dn_loss_iou: 0.3671, loss: 9.5097, grad_norm: 19.9702 2023-11-06 20:56:35,956 - mmdet - INFO - Epoch [8][2050/3665] lr: 5.563e-06, eta: 3:42:39, time: 0.831, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2405, interm_loss_bbox: 0.1808, interm_loss_iou: 0.4274, loss_cls: 0.2006, loss_bbox: 0.1514, loss_iou: 0.3760, d0.loss_cls: 0.2564, d0.loss_bbox: 0.1550, d0.loss_iou: 0.3833, d1.loss_cls: 0.2231, d1.loss_bbox: 0.1552, d1.loss_iou: 0.3795, d2.loss_cls: 0.2093, d2.loss_bbox: 0.1524, d2.loss_iou: 0.3753, d3.loss_cls: 0.2030, d3.loss_bbox: 0.1517, d3.loss_iou: 0.3758, d4.loss_cls: 0.2011, d4.loss_bbox: 0.1512, d4.loss_iou: 0.3759, dn_loss_cls: 0.0291, dn_loss_bbox: 0.2349, dn_loss_iou: 0.3796, d0.dn_loss_cls: 0.0641, d0.dn_loss_bbox: 0.3410, d0.dn_loss_iou: 0.5031, d1.dn_loss_cls: 0.0388, d1.dn_loss_bbox: 0.2566, d1.dn_loss_iou: 0.4053, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2387, d2.dn_loss_iou: 0.3847, d3.dn_loss_cls: 0.0302, d3.dn_loss_bbox: 0.2351, d3.dn_loss_iou: 0.3797, d4.dn_loss_cls: 0.0292, d4.dn_loss_bbox: 0.2349, d4.dn_loss_iou: 0.3795, loss: 9.5213, grad_norm: 18.1909 2023-11-06 20:57:16,401 - mmdet - INFO - Epoch [8][2100/3665] lr: 5.563e-06, eta: 3:41:58, time: 0.809, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2419, interm_loss_bbox: 0.1911, interm_loss_iou: 0.4237, loss_cls: 0.2009, loss_bbox: 0.1566, loss_iou: 0.3695, d0.loss_cls: 0.2614, d0.loss_bbox: 0.1614, d0.loss_iou: 0.3773, d1.loss_cls: 0.2231, d1.loss_bbox: 0.1600, d1.loss_iou: 0.3743, d2.loss_cls: 0.2106, d2.loss_bbox: 0.1566, d2.loss_iou: 0.3698, d3.loss_cls: 0.2031, d3.loss_bbox: 0.1568, d3.loss_iou: 0.3696, d4.loss_cls: 0.2007, d4.loss_bbox: 0.1569, d4.loss_iou: 0.3697, dn_loss_cls: 0.0300, dn_loss_bbox: 0.2386, dn_loss_iou: 0.3635, d0.dn_loss_cls: 0.0655, d0.dn_loss_bbox: 0.3515, d0.dn_loss_iou: 0.4844, d1.dn_loss_cls: 0.0391, d1.dn_loss_bbox: 0.2623, d1.dn_loss_iou: 0.3895, d2.dn_loss_cls: 0.0329, d2.dn_loss_bbox: 0.2429, d2.dn_loss_iou: 0.3686, d3.dn_loss_cls: 0.0312, d3.dn_loss_bbox: 0.2389, d3.dn_loss_iou: 0.3636, d4.dn_loss_cls: 0.0300, d4.dn_loss_bbox: 0.2386, d4.dn_loss_iou: 0.3634, loss: 9.4695, grad_norm: 19.6439 2023-11-06 20:58:00,375 - mmdet - INFO - Epoch [8][2150/3665] lr: 5.563e-06, eta: 3:41:17, time: 0.829, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2410, interm_loss_bbox: 0.1842, interm_loss_iou: 0.4250, loss_cls: 0.1987, loss_bbox: 0.1518, loss_iou: 0.3703, d0.loss_cls: 0.2570, d0.loss_bbox: 0.1549, d0.loss_iou: 0.3769, d1.loss_cls: 0.2236, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3726, d2.loss_cls: 0.2084, d2.loss_bbox: 0.1510, d2.loss_iou: 0.3692, d3.loss_cls: 0.2013, d3.loss_bbox: 0.1519, d3.loss_iou: 0.3702, d4.loss_cls: 0.1995, d4.loss_bbox: 0.1518, d4.loss_iou: 0.3703, dn_loss_cls: 0.0292, dn_loss_bbox: 0.2448, dn_loss_iou: 0.3764, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3487, d0.dn_loss_iou: 0.4962, d1.dn_loss_cls: 0.0386, d1.dn_loss_bbox: 0.2662, d1.dn_loss_iou: 0.4018, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2482, d2.dn_loss_iou: 0.3813, d3.dn_loss_cls: 0.0303, d3.dn_loss_bbox: 0.2449, d3.dn_loss_iou: 0.3763, d4.dn_loss_cls: 0.0293, d4.dn_loss_bbox: 0.2448, d4.dn_loss_iou: 0.3763, loss: 9.5112, grad_norm: 20.6395 2023-11-06 20:58:41,792 - mmdet - INFO - Epoch [8][2200/3665] lr: 5.563e-06, eta: 3:40:38, time: 0.879, data_time: 0.062, memory: 22742, interm_loss_cls: 0.2388, interm_loss_bbox: 0.1875, interm_loss_iou: 0.4278, loss_cls: 0.1971, loss_bbox: 0.1551, loss_iou: 0.3711, d0.loss_cls: 0.2532, d0.loss_bbox: 0.1594, d0.loss_iou: 0.3811, d1.loss_cls: 0.2207, d1.loss_bbox: 0.1571, d1.loss_iou: 0.3757, d2.loss_cls: 0.2069, d2.loss_bbox: 0.1547, d2.loss_iou: 0.3699, d3.loss_cls: 0.2008, d3.loss_bbox: 0.1543, d3.loss_iou: 0.3698, d4.loss_cls: 0.1978, d4.loss_bbox: 0.1549, d4.loss_iou: 0.3708, dn_loss_cls: 0.0289, dn_loss_bbox: 0.2453, dn_loss_iou: 0.3728, d0.dn_loss_cls: 0.0636, d0.dn_loss_bbox: 0.3539, d0.dn_loss_iou: 0.4925, d1.dn_loss_cls: 0.0387, d1.dn_loss_bbox: 0.2681, d1.dn_loss_iou: 0.3989, d2.dn_loss_cls: 0.0322, d2.dn_loss_bbox: 0.2490, d2.dn_loss_iou: 0.3777, d3.dn_loss_cls: 0.0302, d3.dn_loss_bbox: 0.2454, d3.dn_loss_iou: 0.3728, d4.dn_loss_cls: 0.0292, d4.dn_loss_bbox: 0.2452, d4.dn_loss_iou: 0.3726, loss: 9.5216, grad_norm: 19.6450 2023-11-06 20:59:23,264 - mmdet - INFO - Epoch [8][2250/3665] lr: 5.563e-06, eta: 3:39:57, time: 0.830, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2473, interm_loss_bbox: 0.1936, interm_loss_iou: 0.4368, loss_cls: 0.2047, loss_bbox: 0.1606, loss_iou: 0.3813, d0.loss_cls: 0.2605, d0.loss_bbox: 0.1645, d0.loss_iou: 0.3893, d1.loss_cls: 0.2272, d1.loss_bbox: 0.1630, d1.loss_iou: 0.3848, d2.loss_cls: 0.2146, d2.loss_bbox: 0.1602, d2.loss_iou: 0.3811, d3.loss_cls: 0.2077, d3.loss_bbox: 0.1597, d3.loss_iou: 0.3808, d4.loss_cls: 0.2052, d4.loss_bbox: 0.1606, d4.loss_iou: 0.3814, dn_loss_cls: 0.0296, dn_loss_bbox: 0.2443, dn_loss_iou: 0.3811, d0.dn_loss_cls: 0.0653, d0.dn_loss_bbox: 0.3566, d0.dn_loss_iou: 0.5057, d1.dn_loss_cls: 0.0396, d1.dn_loss_bbox: 0.2683, d1.dn_loss_iou: 0.4086, d2.dn_loss_cls: 0.0327, d2.dn_loss_bbox: 0.2487, d2.dn_loss_iou: 0.3866, d3.dn_loss_cls: 0.0307, d3.dn_loss_bbox: 0.2445, d3.dn_loss_iou: 0.3812, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2443, d4.dn_loss_iou: 0.3810, loss: 9.7433, grad_norm: 19.0416 2023-11-06 21:00:04,286 - mmdet - INFO - Epoch [8][2300/3665] lr: 5.563e-06, eta: 3:39:16, time: 0.820, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2466, interm_loss_bbox: 0.1882, interm_loss_iou: 0.4239, loss_cls: 0.2054, loss_bbox: 0.1561, loss_iou: 0.3678, d0.loss_cls: 0.2621, d0.loss_bbox: 0.1605, d0.loss_iou: 0.3775, d1.loss_cls: 0.2297, d1.loss_bbox: 0.1584, d1.loss_iou: 0.3717, d2.loss_cls: 0.2162, d2.loss_bbox: 0.1552, d2.loss_iou: 0.3669, d3.loss_cls: 0.2083, d3.loss_bbox: 0.1555, d3.loss_iou: 0.3670, d4.loss_cls: 0.2060, d4.loss_bbox: 0.1560, d4.loss_iou: 0.3675, dn_loss_cls: 0.0317, dn_loss_bbox: 0.2436, dn_loss_iou: 0.3824, d0.dn_loss_cls: 0.0666, d0.dn_loss_bbox: 0.3513, d0.dn_loss_iou: 0.5048, d1.dn_loss_cls: 0.0411, d1.dn_loss_bbox: 0.2664, d1.dn_loss_iou: 0.4087, d2.dn_loss_cls: 0.0348, d2.dn_loss_bbox: 0.2478, d2.dn_loss_iou: 0.3874, d3.dn_loss_cls: 0.0328, d3.dn_loss_bbox: 0.2438, d3.dn_loss_iou: 0.3824, d4.dn_loss_cls: 0.0319, d4.dn_loss_bbox: 0.2436, d4.dn_loss_iou: 0.3822, loss: 9.6299, grad_norm: 20.8683 2023-11-06 21:00:45,535 - mmdet - INFO - Epoch [8][2350/3665] lr: 5.563e-06, eta: 3:38:35, time: 0.825, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2464, interm_loss_bbox: 0.1824, interm_loss_iou: 0.4206, loss_cls: 0.2039, loss_bbox: 0.1498, loss_iou: 0.3623, d0.loss_cls: 0.2641, d0.loss_bbox: 0.1546, d0.loss_iou: 0.3749, d1.loss_cls: 0.2295, d1.loss_bbox: 0.1521, d1.loss_iou: 0.3687, d2.loss_cls: 0.2154, d2.loss_bbox: 0.1484, d2.loss_iou: 0.3614, d3.loss_cls: 0.2076, d3.loss_bbox: 0.1492, d3.loss_iou: 0.3616, d4.loss_cls: 0.2042, d4.loss_bbox: 0.1496, d4.loss_iou: 0.3625, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2335, dn_loss_iou: 0.3731, d0.dn_loss_cls: 0.0633, d0.dn_loss_bbox: 0.3463, d0.dn_loss_iou: 0.5042, d1.dn_loss_cls: 0.0379, d1.dn_loss_bbox: 0.2573, d1.dn_loss_iou: 0.4012, d2.dn_loss_cls: 0.0312, d2.dn_loss_bbox: 0.2379, d2.dn_loss_iou: 0.3786, d3.dn_loss_cls: 0.0295, d3.dn_loss_bbox: 0.2336, d3.dn_loss_iou: 0.3733, d4.dn_loss_cls: 0.0286, d4.dn_loss_bbox: 0.2335, d4.dn_loss_iou: 0.3731, loss: 9.4340, grad_norm: 18.7165 2023-11-06 21:01:27,083 - mmdet - INFO - Epoch [8][2400/3665] lr: 5.563e-06, eta: 3:37:54, time: 0.831, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2481, interm_loss_bbox: 0.1904, interm_loss_iou: 0.4296, loss_cls: 0.2081, loss_bbox: 0.1564, loss_iou: 0.3727, d0.loss_cls: 0.2652, d0.loss_bbox: 0.1604, d0.loss_iou: 0.3798, d1.loss_cls: 0.2322, d1.loss_bbox: 0.1584, d1.loss_iou: 0.3754, d2.loss_cls: 0.2180, d2.loss_bbox: 0.1570, d2.loss_iou: 0.3727, d3.loss_cls: 0.2102, d3.loss_bbox: 0.1575, d3.loss_iou: 0.3720, d4.loss_cls: 0.2081, d4.loss_bbox: 0.1571, d4.loss_iou: 0.3731, dn_loss_cls: 0.0295, dn_loss_bbox: 0.2467, dn_loss_iou: 0.3840, d0.dn_loss_cls: 0.0657, d0.dn_loss_bbox: 0.3530, d0.dn_loss_iou: 0.5074, d1.dn_loss_cls: 0.0399, d1.dn_loss_bbox: 0.2689, d1.dn_loss_iou: 0.4102, d2.dn_loss_cls: 0.0331, d2.dn_loss_bbox: 0.2507, d2.dn_loss_iou: 0.3890, d3.dn_loss_cls: 0.0310, d3.dn_loss_bbox: 0.2470, d3.dn_loss_iou: 0.3840, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2467, d4.dn_loss_iou: 0.3838, loss: 9.7030, grad_norm: 18.8471 2023-11-06 21:02:08,288 - mmdet - INFO - Epoch [8][2450/3665] lr: 5.563e-06, eta: 3:37:13, time: 0.824, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2465, interm_loss_bbox: 0.1995, interm_loss_iou: 0.4339, loss_cls: 0.2062, loss_bbox: 0.1583, loss_iou: 0.3661, d0.loss_cls: 0.2589, d0.loss_bbox: 0.1657, d0.loss_iou: 0.3806, d1.loss_cls: 0.2280, d1.loss_bbox: 0.1610, d1.loss_iou: 0.3703, d2.loss_cls: 0.2153, d2.loss_bbox: 0.1588, d2.loss_iou: 0.3658, d3.loss_cls: 0.2086, d3.loss_bbox: 0.1583, d3.loss_iou: 0.3650, d4.loss_cls: 0.2067, d4.loss_bbox: 0.1581, d4.loss_iou: 0.3656, dn_loss_cls: 0.0303, dn_loss_bbox: 0.2525, dn_loss_iou: 0.3776, d0.dn_loss_cls: 0.0651, d0.dn_loss_bbox: 0.3713, d0.dn_loss_iou: 0.5098, d1.dn_loss_cls: 0.0395, d1.dn_loss_bbox: 0.2783, d1.dn_loss_iou: 0.4062, d2.dn_loss_cls: 0.0330, d2.dn_loss_bbox: 0.2571, d2.dn_loss_iou: 0.3833, d3.dn_loss_cls: 0.0313, d3.dn_loss_bbox: 0.2527, d3.dn_loss_iou: 0.3776, d4.dn_loss_cls: 0.0302, d4.dn_loss_bbox: 0.2525, d4.dn_loss_iou: 0.3775, loss: 9.7029, grad_norm: 18.6138 2023-11-06 21:02:49,618 - mmdet - INFO - Epoch [8][2500/3665] lr: 5.563e-06, eta: 3:36:32, time: 0.826, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2464, interm_loss_bbox: 0.1855, interm_loss_iou: 0.4174, loss_cls: 0.2011, loss_bbox: 0.1593, loss_iou: 0.3701, d0.loss_cls: 0.2609, d0.loss_bbox: 0.1584, d0.loss_iou: 0.3746, d1.loss_cls: 0.2302, d1.loss_bbox: 0.1569, d1.loss_iou: 0.3700, d2.loss_cls: 0.2143, d2.loss_bbox: 0.1568, d2.loss_iou: 0.3680, d3.loss_cls: 0.2053, d3.loss_bbox: 0.1578, d3.loss_iou: 0.3684, d4.loss_cls: 0.2026, d4.loss_bbox: 0.1579, d4.loss_iou: 0.3699, dn_loss_cls: 0.0291, dn_loss_bbox: 0.2483, dn_loss_iou: 0.3717, d0.dn_loss_cls: 0.0650, d0.dn_loss_bbox: 0.3582, d0.dn_loss_iou: 0.4920, d1.dn_loss_cls: 0.0389, d1.dn_loss_bbox: 0.2713, d1.dn_loss_iou: 0.3970, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2519, d2.dn_loss_iou: 0.3762, d3.dn_loss_cls: 0.0303, d3.dn_loss_bbox: 0.2485, d3.dn_loss_iou: 0.3718, d4.dn_loss_cls: 0.0292, d4.dn_loss_bbox: 0.2483, d4.dn_loss_iou: 0.3716, loss: 9.5635, grad_norm: 18.5260 2023-11-06 21:03:31,098 - mmdet - INFO - Epoch [8][2550/3665] lr: 5.563e-06, eta: 3:35:51, time: 0.830, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2432, interm_loss_bbox: 0.1916, interm_loss_iou: 0.4268, loss_cls: 0.1997, loss_bbox: 0.1572, loss_iou: 0.3696, d0.loss_cls: 0.2582, d0.loss_bbox: 0.1602, d0.loss_iou: 0.3789, d1.loss_cls: 0.2241, d1.loss_bbox: 0.1588, d1.loss_iou: 0.3739, d2.loss_cls: 0.2122, d2.loss_bbox: 0.1546, d2.loss_iou: 0.3676, d3.loss_cls: 0.2034, d3.loss_bbox: 0.1561, d3.loss_iou: 0.3687, d4.loss_cls: 0.2003, d4.loss_bbox: 0.1570, d4.loss_iou: 0.3698, dn_loss_cls: 0.0291, dn_loss_bbox: 0.2500, dn_loss_iou: 0.3825, d0.dn_loss_cls: 0.0644, d0.dn_loss_bbox: 0.3609, d0.dn_loss_iou: 0.5048, d1.dn_loss_cls: 0.0393, d1.dn_loss_bbox: 0.2730, d1.dn_loss_iou: 0.4080, d2.dn_loss_cls: 0.0326, d2.dn_loss_bbox: 0.2538, d2.dn_loss_iou: 0.3872, d3.dn_loss_cls: 0.0305, d3.dn_loss_bbox: 0.2501, d3.dn_loss_iou: 0.3824, d4.dn_loss_cls: 0.0293, d4.dn_loss_bbox: 0.2500, d4.dn_loss_iou: 0.3823, loss: 9.6423, grad_norm: 18.7582 2023-11-06 21:04:12,451 - mmdet - INFO - Epoch [8][2600/3665] lr: 5.563e-06, eta: 3:35:11, time: 0.827, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2428, interm_loss_bbox: 0.1901, interm_loss_iou: 0.4246, loss_cls: 0.2014, loss_bbox: 0.1576, loss_iou: 0.3714, d0.loss_cls: 0.2581, d0.loss_bbox: 0.1605, d0.loss_iou: 0.3784, d1.loss_cls: 0.2243, d1.loss_bbox: 0.1585, d1.loss_iou: 0.3742, d2.loss_cls: 0.2112, d2.loss_bbox: 0.1574, d2.loss_iou: 0.3701, d3.loss_cls: 0.2051, d3.loss_bbox: 0.1569, d3.loss_iou: 0.3701, d4.loss_cls: 0.2012, d4.loss_bbox: 0.1578, d4.loss_iou: 0.3723, dn_loss_cls: 0.0304, dn_loss_bbox: 0.2501, dn_loss_iou: 0.3805, d0.dn_loss_cls: 0.0644, d0.dn_loss_bbox: 0.3618, d0.dn_loss_iou: 0.5039, d1.dn_loss_cls: 0.0395, d1.dn_loss_bbox: 0.2740, d1.dn_loss_iou: 0.4078, d2.dn_loss_cls: 0.0331, d2.dn_loss_bbox: 0.2541, d2.dn_loss_iou: 0.3858, d3.dn_loss_cls: 0.0315, d3.dn_loss_bbox: 0.2503, d3.dn_loss_iou: 0.3804, d4.dn_loss_cls: 0.0304, d4.dn_loss_bbox: 0.2501, d4.dn_loss_iou: 0.3802, loss: 9.6520, grad_norm: 20.0504 2023-11-06 21:04:56,023 - mmdet - INFO - Epoch [8][2650/3665] lr: 5.563e-06, eta: 3:34:31, time: 0.871, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2404, interm_loss_bbox: 0.1885, interm_loss_iou: 0.4253, loss_cls: 0.1951, loss_bbox: 0.1572, loss_iou: 0.3740, d0.loss_cls: 0.2556, d0.loss_bbox: 0.1604, d0.loss_iou: 0.3806, d1.loss_cls: 0.2225, d1.loss_bbox: 0.1580, d1.loss_iou: 0.3741, d2.loss_cls: 0.2081, d2.loss_bbox: 0.1548, d2.loss_iou: 0.3703, d3.loss_cls: 0.1997, d3.loss_bbox: 0.1558, d3.loss_iou: 0.3718, d4.loss_cls: 0.1951, d4.loss_bbox: 0.1572, d4.loss_iou: 0.3747, dn_loss_cls: 0.0294, dn_loss_bbox: 0.2416, dn_loss_iou: 0.3758, d0.dn_loss_cls: 0.0638, d0.dn_loss_bbox: 0.3525, d0.dn_loss_iou: 0.4951, d1.dn_loss_cls: 0.0394, d1.dn_loss_bbox: 0.2650, d1.dn_loss_iou: 0.4011, d2.dn_loss_cls: 0.0326, d2.dn_loss_bbox: 0.2458, d2.dn_loss_iou: 0.3810, d3.dn_loss_cls: 0.0304, d3.dn_loss_bbox: 0.2418, d3.dn_loss_iou: 0.3759, d4.dn_loss_cls: 0.0294, d4.dn_loss_bbox: 0.2416, d4.dn_loss_iou: 0.3757, loss: 9.5370, grad_norm: 19.7227 2023-11-06 21:05:37,658 - mmdet - INFO - Epoch [8][2700/3665] lr: 5.563e-06, eta: 3:33:50, time: 0.833, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2468, interm_loss_bbox: 0.1850, interm_loss_iou: 0.4262, loss_cls: 0.2026, loss_bbox: 0.1542, loss_iou: 0.3737, d0.loss_cls: 0.2608, d0.loss_bbox: 0.1569, d0.loss_iou: 0.3801, d1.loss_cls: 0.2271, d1.loss_bbox: 0.1562, d1.loss_iou: 0.3760, d2.loss_cls: 0.2137, d2.loss_bbox: 0.1536, d2.loss_iou: 0.3723, d3.loss_cls: 0.2059, d3.loss_bbox: 0.1537, d3.loss_iou: 0.3724, d4.loss_cls: 0.2034, d4.loss_bbox: 0.1539, d4.loss_iou: 0.3734, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2395, dn_loss_iou: 0.3766, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3503, d0.dn_loss_iou: 0.4987, d1.dn_loss_cls: 0.0386, d1.dn_loss_bbox: 0.2629, d1.dn_loss_iou: 0.4028, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2439, d2.dn_loss_iou: 0.3818, d3.dn_loss_cls: 0.0298, d3.dn_loss_bbox: 0.2397, d3.dn_loss_iou: 0.3768, d4.dn_loss_cls: 0.0288, d4.dn_loss_bbox: 0.2395, d4.dn_loss_iou: 0.3765, loss: 9.5590, grad_norm: 19.0694 2023-11-06 21:06:18,856 - mmdet - INFO - Epoch [8][2750/3665] lr: 5.563e-06, eta: 3:33:09, time: 0.824, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2449, interm_loss_bbox: 0.1947, interm_loss_iou: 0.4231, loss_cls: 0.2011, loss_bbox: 0.1623, loss_iou: 0.3673, d0.loss_cls: 0.2602, d0.loss_bbox: 0.1661, d0.loss_iou: 0.3769, d1.loss_cls: 0.2238, d1.loss_bbox: 0.1651, d1.loss_iou: 0.3727, d2.loss_cls: 0.2105, d2.loss_bbox: 0.1616, d2.loss_iou: 0.3677, d3.loss_cls: 0.2042, d3.loss_bbox: 0.1615, d3.loss_iou: 0.3672, d4.loss_cls: 0.2019, d4.loss_bbox: 0.1615, d4.loss_iou: 0.3674, dn_loss_cls: 0.0293, dn_loss_bbox: 0.2518, dn_loss_iou: 0.3733, d0.dn_loss_cls: 0.0648, d0.dn_loss_bbox: 0.3645, d0.dn_loss_iou: 0.4950, d1.dn_loss_cls: 0.0391, d1.dn_loss_bbox: 0.2739, d1.dn_loss_iou: 0.3988, d2.dn_loss_cls: 0.0326, d2.dn_loss_bbox: 0.2554, d2.dn_loss_iou: 0.3781, d3.dn_loss_cls: 0.0306, d3.dn_loss_bbox: 0.2518, d3.dn_loss_iou: 0.3733, d4.dn_loss_cls: 0.0295, d4.dn_loss_bbox: 0.2518, d4.dn_loss_iou: 0.3732, loss: 9.6285, grad_norm: 18.7976 2023-11-06 21:07:00,231 - mmdet - INFO - Epoch [8][2800/3665] lr: 5.563e-06, eta: 3:32:28, time: 0.827, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2483, interm_loss_bbox: 0.1889, interm_loss_iou: 0.4278, loss_cls: 0.2045, loss_bbox: 0.1599, loss_iou: 0.3775, d0.loss_cls: 0.2611, d0.loss_bbox: 0.1628, d0.loss_iou: 0.3844, d1.loss_cls: 0.2294, d1.loss_bbox: 0.1609, d1.loss_iou: 0.3805, d2.loss_cls: 0.2140, d2.loss_bbox: 0.1590, d2.loss_iou: 0.3772, d3.loss_cls: 0.2074, d3.loss_bbox: 0.1592, d3.loss_iou: 0.3762, d4.loss_cls: 0.2047, d4.loss_bbox: 0.1597, d4.loss_iou: 0.3773, dn_loss_cls: 0.0287, dn_loss_bbox: 0.2409, dn_loss_iou: 0.3773, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3493, d0.dn_loss_iou: 0.4998, d1.dn_loss_cls: 0.0381, d1.dn_loss_bbox: 0.2645, d1.dn_loss_iou: 0.4043, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2448, d2.dn_loss_iou: 0.3823, d3.dn_loss_cls: 0.0298, d3.dn_loss_bbox: 0.2410, d3.dn_loss_iou: 0.3773, d4.dn_loss_cls: 0.0288, d4.dn_loss_bbox: 0.2409, d4.dn_loss_iou: 0.3772, loss: 9.6410, grad_norm: 20.8945 2023-11-06 21:07:40,486 - mmdet - INFO - Epoch [8][2850/3665] lr: 5.563e-06, eta: 3:31:47, time: 0.805, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2384, interm_loss_bbox: 0.1896, interm_loss_iou: 0.4182, loss_cls: 0.1960, loss_bbox: 0.1566, loss_iou: 0.3640, d0.loss_cls: 0.2524, d0.loss_bbox: 0.1603, d0.loss_iou: 0.3714, d1.loss_cls: 0.2174, d1.loss_bbox: 0.1590, d1.loss_iou: 0.3685, d2.loss_cls: 0.2057, d2.loss_bbox: 0.1574, d2.loss_iou: 0.3642, d3.loss_cls: 0.1979, d3.loss_bbox: 0.1575, d3.loss_iou: 0.3650, d4.loss_cls: 0.1964, d4.loss_bbox: 0.1573, d4.loss_iou: 0.3641, dn_loss_cls: 0.0288, dn_loss_bbox: 0.2348, dn_loss_iou: 0.3678, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3410, d0.dn_loss_iou: 0.4900, d1.dn_loss_cls: 0.0387, d1.dn_loss_bbox: 0.2554, d1.dn_loss_iou: 0.3932, d2.dn_loss_cls: 0.0323, d2.dn_loss_bbox: 0.2383, d2.dn_loss_iou: 0.3727, d3.dn_loss_cls: 0.0301, d3.dn_loss_bbox: 0.2349, d3.dn_loss_iou: 0.3678, d4.dn_loss_cls: 0.0290, d4.dn_loss_bbox: 0.2348, d4.dn_loss_iou: 0.3677, loss: 9.3786, grad_norm: 19.7026 2023-11-06 21:08:21,404 - mmdet - INFO - Epoch [8][2900/3665] lr: 5.563e-06, eta: 3:31:06, time: 0.818, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2361, interm_loss_bbox: 0.1857, interm_loss_iou: 0.4348, loss_cls: 0.1949, loss_bbox: 0.1545, loss_iou: 0.3799, d0.loss_cls: 0.2528, d0.loss_bbox: 0.1572, d0.loss_iou: 0.3883, d1.loss_cls: 0.2170, d1.loss_bbox: 0.1575, d1.loss_iou: 0.3844, d2.loss_cls: 0.2044, d2.loss_bbox: 0.1545, d2.loss_iou: 0.3797, d3.loss_cls: 0.1982, d3.loss_bbox: 0.1535, d3.loss_iou: 0.3791, d4.loss_cls: 0.1952, d4.loss_bbox: 0.1543, d4.loss_iou: 0.3798, dn_loss_cls: 0.0281, dn_loss_bbox: 0.2296, dn_loss_iou: 0.3747, d0.dn_loss_cls: 0.0627, d0.dn_loss_bbox: 0.3344, d0.dn_loss_iou: 0.4930, d1.dn_loss_cls: 0.0375, d1.dn_loss_bbox: 0.2508, d1.dn_loss_iou: 0.3994, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2329, d2.dn_loss_iou: 0.3790, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2299, d3.dn_loss_iou: 0.3747, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2296, d4.dn_loss_iou: 0.3746, loss: 9.4613, grad_norm: 19.6543 2023-11-06 21:09:02,435 - mmdet - INFO - Epoch [8][2950/3665] lr: 5.563e-06, eta: 3:30:25, time: 0.820, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2427, interm_loss_bbox: 0.1874, interm_loss_iou: 0.4319, loss_cls: 0.2015, loss_bbox: 0.1524, loss_iou: 0.3743, d0.loss_cls: 0.2570, d0.loss_bbox: 0.1588, d0.loss_iou: 0.3863, d1.loss_cls: 0.2260, d1.loss_bbox: 0.1564, d1.loss_iou: 0.3811, d2.loss_cls: 0.2116, d2.loss_bbox: 0.1536, d2.loss_iou: 0.3754, d3.loss_cls: 0.2045, d3.loss_bbox: 0.1523, d3.loss_iou: 0.3747, d4.loss_cls: 0.2017, d4.loss_bbox: 0.1527, d4.loss_iou: 0.3746, dn_loss_cls: 0.0292, dn_loss_bbox: 0.2374, dn_loss_iou: 0.3721, d0.dn_loss_cls: 0.0649, d0.dn_loss_bbox: 0.3494, d0.dn_loss_iou: 0.4991, d1.dn_loss_cls: 0.0391, d1.dn_loss_bbox: 0.2606, d1.dn_loss_iou: 0.3996, d2.dn_loss_cls: 0.0324, d2.dn_loss_bbox: 0.2410, d2.dn_loss_iou: 0.3773, d3.dn_loss_cls: 0.0303, d3.dn_loss_bbox: 0.2375, d3.dn_loss_iou: 0.3721, d4.dn_loss_cls: 0.0294, d4.dn_loss_bbox: 0.2374, d4.dn_loss_iou: 0.3719, loss: 9.5376, grad_norm: 19.2863 2023-11-06 21:09:43,334 - mmdet - INFO - Epoch [8][3000/3665] lr: 5.563e-06, eta: 3:29:43, time: 0.818, data_time: 0.014, memory: 22742, interm_loss_cls: 0.2413, interm_loss_bbox: 0.1901, interm_loss_iou: 0.4171, loss_cls: 0.2005, loss_bbox: 0.1560, loss_iou: 0.3602, d0.loss_cls: 0.2565, d0.loss_bbox: 0.1622, d0.loss_iou: 0.3705, d1.loss_cls: 0.2224, d1.loss_bbox: 0.1611, d1.loss_iou: 0.3663, d2.loss_cls: 0.2090, d2.loss_bbox: 0.1571, d2.loss_iou: 0.3619, d3.loss_cls: 0.2032, d3.loss_bbox: 0.1565, d3.loss_iou: 0.3599, d4.loss_cls: 0.2007, d4.loss_bbox: 0.1560, d4.loss_iou: 0.3601, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2475, dn_loss_iou: 0.3692, d0.dn_loss_cls: 0.0628, d0.dn_loss_bbox: 0.3561, d0.dn_loss_iou: 0.4902, d1.dn_loss_cls: 0.0379, d1.dn_loss_bbox: 0.2711, d1.dn_loss_iou: 0.3948, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2517, d2.dn_loss_iou: 0.3743, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2477, d3.dn_loss_iou: 0.3692, d4.dn_loss_cls: 0.0283, d4.dn_loss_bbox: 0.2475, d4.dn_loss_iou: 0.3691, loss: 9.4747, grad_norm: 18.0777 2023-11-06 21:10:24,272 - mmdet - INFO - Epoch [8][3050/3665] lr: 5.563e-06, eta: 3:29:02, time: 0.819, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2435, interm_loss_bbox: 0.1870, interm_loss_iou: 0.4215, loss_cls: 0.2012, loss_bbox: 0.1527, loss_iou: 0.3687, d0.loss_cls: 0.2618, d0.loss_bbox: 0.1565, d0.loss_iou: 0.3748, d1.loss_cls: 0.2263, d1.loss_bbox: 0.1553, d1.loss_iou: 0.3717, d2.loss_cls: 0.2123, d2.loss_bbox: 0.1529, d2.loss_iou: 0.3680, d3.loss_cls: 0.2043, d3.loss_bbox: 0.1529, d3.loss_iou: 0.3683, d4.loss_cls: 0.2022, d4.loss_bbox: 0.1526, d4.loss_iou: 0.3683, dn_loss_cls: 0.0300, dn_loss_bbox: 0.2460, dn_loss_iou: 0.3712, d0.dn_loss_cls: 0.0654, d0.dn_loss_bbox: 0.3541, d0.dn_loss_iou: 0.4938, d1.dn_loss_cls: 0.0401, d1.dn_loss_bbox: 0.2680, d1.dn_loss_iou: 0.3970, d2.dn_loss_cls: 0.0336, d2.dn_loss_bbox: 0.2494, d2.dn_loss_iou: 0.3762, d3.dn_loss_cls: 0.0315, d3.dn_loss_bbox: 0.2462, d3.dn_loss_iou: 0.3712, d4.dn_loss_cls: 0.0302, d4.dn_loss_bbox: 0.2460, d4.dn_loss_iou: 0.3711, loss: 9.5238, grad_norm: 18.6854 2023-11-06 21:11:05,578 - mmdet - INFO - Epoch [8][3100/3665] lr: 5.563e-06, eta: 3:28:21, time: 0.826, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2388, interm_loss_bbox: 0.1818, interm_loss_iou: 0.4233, loss_cls: 0.1969, loss_bbox: 0.1504, loss_iou: 0.3683, d0.loss_cls: 0.2549, d0.loss_bbox: 0.1544, d0.loss_iou: 0.3770, d1.loss_cls: 0.2202, d1.loss_bbox: 0.1529, d1.loss_iou: 0.3727, d2.loss_cls: 0.2061, d2.loss_bbox: 0.1504, d2.loss_iou: 0.3698, d3.loss_cls: 0.1992, d3.loss_bbox: 0.1499, d3.loss_iou: 0.3686, d4.loss_cls: 0.1976, d4.loss_bbox: 0.1500, d4.loss_iou: 0.3680, dn_loss_cls: 0.0287, dn_loss_bbox: 0.2312, dn_loss_iou: 0.3754, d0.dn_loss_cls: 0.0643, d0.dn_loss_bbox: 0.3341, d0.dn_loss_iou: 0.4954, d1.dn_loss_cls: 0.0384, d1.dn_loss_bbox: 0.2530, d1.dn_loss_iou: 0.4009, d2.dn_loss_cls: 0.0317, d2.dn_loss_bbox: 0.2349, d2.dn_loss_iou: 0.3802, d3.dn_loss_cls: 0.0298, d3.dn_loss_bbox: 0.2314, d3.dn_loss_iou: 0.3754, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2312, d4.dn_loss_iou: 0.3753, loss: 9.3910, grad_norm: 20.2233 2023-11-06 21:11:46,177 - mmdet - INFO - Epoch [8][3150/3665] lr: 5.563e-06, eta: 3:27:40, time: 0.812, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2439, interm_loss_bbox: 0.1853, interm_loss_iou: 0.4211, loss_cls: 0.2007, loss_bbox: 0.1535, loss_iou: 0.3675, d0.loss_cls: 0.2591, d0.loss_bbox: 0.1567, d0.loss_iou: 0.3751, d1.loss_cls: 0.2253, d1.loss_bbox: 0.1548, d1.loss_iou: 0.3715, d2.loss_cls: 0.2115, d2.loss_bbox: 0.1530, d2.loss_iou: 0.3666, d3.loss_cls: 0.2036, d3.loss_bbox: 0.1539, d3.loss_iou: 0.3665, d4.loss_cls: 0.2017, d4.loss_bbox: 0.1530, d4.loss_iou: 0.3671, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2371, dn_loss_iou: 0.3698, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3454, d0.dn_loss_iou: 0.4949, d1.dn_loss_cls: 0.0387, d1.dn_loss_bbox: 0.2618, d1.dn_loss_iou: 0.3973, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2411, d2.dn_loss_iou: 0.3754, d3.dn_loss_cls: 0.0298, d3.dn_loss_bbox: 0.2374, d3.dn_loss_iou: 0.3700, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2371, d4.dn_loss_iou: 0.3698, loss: 9.4502, grad_norm: 19.6465 2023-11-06 21:12:27,422 - mmdet - INFO - Epoch [8][3200/3665] lr: 5.563e-06, eta: 3:26:59, time: 0.825, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2396, interm_loss_bbox: 0.1850, interm_loss_iou: 0.4198, loss_cls: 0.1971, loss_bbox: 0.1518, loss_iou: 0.3669, d0.loss_cls: 0.2556, d0.loss_bbox: 0.1534, d0.loss_iou: 0.3727, d1.loss_cls: 0.2217, d1.loss_bbox: 0.1535, d1.loss_iou: 0.3697, d2.loss_cls: 0.2082, d2.loss_bbox: 0.1511, d2.loss_iou: 0.3651, d3.loss_cls: 0.2009, d3.loss_bbox: 0.1511, d3.loss_iou: 0.3663, d4.loss_cls: 0.1978, d4.loss_bbox: 0.1520, d4.loss_iou: 0.3666, dn_loss_cls: 0.0284, dn_loss_bbox: 0.2382, dn_loss_iou: 0.3713, d0.dn_loss_cls: 0.0625, d0.dn_loss_bbox: 0.3486, d0.dn_loss_iou: 0.4929, d1.dn_loss_cls: 0.0376, d1.dn_loss_bbox: 0.2608, d1.dn_loss_iou: 0.3971, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2423, d2.dn_loss_iou: 0.3760, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2386, d3.dn_loss_iou: 0.3714, d4.dn_loss_cls: 0.0286, d4.dn_loss_bbox: 0.2382, d4.dn_loss_iou: 0.3712, loss: 9.4101, grad_norm: 18.8830 2023-11-06 21:13:09,134 - mmdet - INFO - Epoch [8][3250/3665] lr: 5.563e-06, eta: 3:26:18, time: 0.834, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2425, interm_loss_bbox: 0.1930, interm_loss_iou: 0.4240, loss_cls: 0.2009, loss_bbox: 0.1561, loss_iou: 0.3681, d0.loss_cls: 0.2587, d0.loss_bbox: 0.1612, d0.loss_iou: 0.3758, d1.loss_cls: 0.2239, d1.loss_bbox: 0.1601, d1.loss_iou: 0.3721, d2.loss_cls: 0.2110, d2.loss_bbox: 0.1561, d2.loss_iou: 0.3680, d3.loss_cls: 0.2035, d3.loss_bbox: 0.1555, d3.loss_iou: 0.3677, d4.loss_cls: 0.2016, d4.loss_bbox: 0.1558, d4.loss_iou: 0.3674, dn_loss_cls: 0.0295, dn_loss_bbox: 0.2478, dn_loss_iou: 0.3784, d0.dn_loss_cls: 0.0638, d0.dn_loss_bbox: 0.3588, d0.dn_loss_iou: 0.5008, d1.dn_loss_cls: 0.0387, d1.dn_loss_bbox: 0.2718, d1.dn_loss_iou: 0.4051, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2517, d2.dn_loss_iou: 0.3836, d3.dn_loss_cls: 0.0304, d3.dn_loss_bbox: 0.2479, d3.dn_loss_iou: 0.3783, d4.dn_loss_cls: 0.0295, d4.dn_loss_bbox: 0.2478, d4.dn_loss_iou: 0.3782, loss: 9.5977, grad_norm: 20.7182 2023-11-06 21:13:49,452 - mmdet - INFO - Epoch [8][3300/3665] lr: 5.563e-06, eta: 3:25:37, time: 0.806, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2435, interm_loss_bbox: 0.1888, interm_loss_iou: 0.4205, loss_cls: 0.1997, loss_bbox: 0.1577, loss_iou: 0.3669, d0.loss_cls: 0.2581, d0.loss_bbox: 0.1605, d0.loss_iou: 0.3741, d1.loss_cls: 0.2219, d1.loss_bbox: 0.1615, d1.loss_iou: 0.3723, d2.loss_cls: 0.2074, d2.loss_bbox: 0.1593, d2.loss_iou: 0.3683, d3.loss_cls: 0.2034, d3.loss_bbox: 0.1569, d3.loss_iou: 0.3661, d4.loss_cls: 0.2005, d4.loss_bbox: 0.1573, d4.loss_iou: 0.3664, dn_loss_cls: 0.0293, dn_loss_bbox: 0.2481, dn_loss_iou: 0.3731, d0.dn_loss_cls: 0.0651, d0.dn_loss_bbox: 0.3660, d0.dn_loss_iou: 0.4981, d1.dn_loss_cls: 0.0394, d1.dn_loss_bbox: 0.2741, d1.dn_loss_iou: 0.4002, d2.dn_loss_cls: 0.0327, d2.dn_loss_bbox: 0.2525, d2.dn_loss_iou: 0.3782, d3.dn_loss_cls: 0.0307, d3.dn_loss_bbox: 0.2483, d3.dn_loss_iou: 0.3732, d4.dn_loss_cls: 0.0294, d4.dn_loss_bbox: 0.2481, d4.dn_loss_iou: 0.3730, loss: 9.5710, grad_norm: 18.4148 2023-11-06 21:14:32,190 - mmdet - INFO - Epoch [8][3350/3665] lr: 5.563e-06, eta: 3:24:57, time: 0.855, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2439, interm_loss_bbox: 0.1819, interm_loss_iou: 0.4348, loss_cls: 0.2028, loss_bbox: 0.1501, loss_iou: 0.3789, d0.loss_cls: 0.2593, d0.loss_bbox: 0.1540, d0.loss_iou: 0.3868, d1.loss_cls: 0.2264, d1.loss_bbox: 0.1545, d1.loss_iou: 0.3846, d2.loss_cls: 0.2130, d2.loss_bbox: 0.1509, d2.loss_iou: 0.3796, d3.loss_cls: 0.2065, d3.loss_bbox: 0.1497, d3.loss_iou: 0.3791, d4.loss_cls: 0.2036, d4.loss_bbox: 0.1498, d4.loss_iou: 0.3787, dn_loss_cls: 0.0289, dn_loss_bbox: 0.2419, dn_loss_iou: 0.3764, d0.dn_loss_cls: 0.0641, d0.dn_loss_bbox: 0.3459, d0.dn_loss_iou: 0.4950, d1.dn_loss_cls: 0.0385, d1.dn_loss_bbox: 0.2641, d1.dn_loss_iou: 0.4012, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2458, d2.dn_loss_iou: 0.3813, d3.dn_loss_cls: 0.0298, d3.dn_loss_bbox: 0.2421, d3.dn_loss_iou: 0.3765, d4.dn_loss_cls: 0.0290, d4.dn_loss_bbox: 0.2419, d4.dn_loss_iou: 0.3763, loss: 9.5797, grad_norm: 18.4192 2023-11-06 21:15:13,355 - mmdet - INFO - Epoch [8][3400/3665] lr: 5.563e-06, eta: 3:24:16, time: 0.823, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2437, interm_loss_bbox: 0.1809, interm_loss_iou: 0.4223, loss_cls: 0.2015, loss_bbox: 0.1473, loss_iou: 0.3629, d0.loss_cls: 0.2563, d0.loss_bbox: 0.1521, d0.loss_iou: 0.3734, d1.loss_cls: 0.2254, d1.loss_bbox: 0.1487, d1.loss_iou: 0.3677, d2.loss_cls: 0.2118, d2.loss_bbox: 0.1469, d2.loss_iou: 0.3630, d3.loss_cls: 0.2055, d3.loss_bbox: 0.1463, d3.loss_iou: 0.3623, d4.loss_cls: 0.2022, d4.loss_bbox: 0.1472, d4.loss_iou: 0.3629, dn_loss_cls: 0.0297, dn_loss_bbox: 0.2310, dn_loss_iou: 0.3693, d0.dn_loss_cls: 0.0652, d0.dn_loss_bbox: 0.3407, d0.dn_loss_iou: 0.4929, d1.dn_loss_cls: 0.0393, d1.dn_loss_bbox: 0.2524, d1.dn_loss_iou: 0.3940, d2.dn_loss_cls: 0.0328, d2.dn_loss_bbox: 0.2345, d2.dn_loss_iou: 0.3740, d3.dn_loss_cls: 0.0308, d3.dn_loss_bbox: 0.2312, d3.dn_loss_iou: 0.3693, d4.dn_loss_cls: 0.0299, d4.dn_loss_bbox: 0.2310, d4.dn_loss_iou: 0.3692, loss: 9.3477, grad_norm: 19.8578 2023-11-06 21:15:54,388 - mmdet - INFO - Epoch [8][3450/3665] lr: 5.563e-06, eta: 3:23:35, time: 0.821, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2387, interm_loss_bbox: 0.1789, interm_loss_iou: 0.4335, loss_cls: 0.1988, loss_bbox: 0.1484, loss_iou: 0.3820, d0.loss_cls: 0.2546, d0.loss_bbox: 0.1517, d0.loss_iou: 0.3892, d1.loss_cls: 0.2231, d1.loss_bbox: 0.1494, d1.loss_iou: 0.3841, d2.loss_cls: 0.2096, d2.loss_bbox: 0.1469, d2.loss_iou: 0.3809, d3.loss_cls: 0.2018, d3.loss_bbox: 0.1478, d3.loss_iou: 0.3814, d4.loss_cls: 0.1992, d4.loss_bbox: 0.1487, d4.loss_iou: 0.3821, dn_loss_cls: 0.0282, dn_loss_bbox: 0.2315, dn_loss_iou: 0.3879, d0.dn_loss_cls: 0.0626, d0.dn_loss_bbox: 0.3292, d0.dn_loss_iou: 0.5079, d1.dn_loss_cls: 0.0378, d1.dn_loss_bbox: 0.2519, d1.dn_loss_iou: 0.4131, d2.dn_loss_cls: 0.0312, d2.dn_loss_bbox: 0.2348, d2.dn_loss_iou: 0.3925, d3.dn_loss_cls: 0.0291, d3.dn_loss_bbox: 0.2315, d3.dn_loss_iou: 0.3879, d4.dn_loss_cls: 0.0283, d4.dn_loss_bbox: 0.2315, d4.dn_loss_iou: 0.3877, loss: 9.5354, grad_norm: 19.9775 2023-11-06 21:16:35,671 - mmdet - INFO - Epoch [8][3500/3665] lr: 5.563e-06, eta: 3:22:54, time: 0.826, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2422, interm_loss_bbox: 0.1875, interm_loss_iou: 0.4253, loss_cls: 0.2011, loss_bbox: 0.1544, loss_iou: 0.3695, d0.loss_cls: 0.2565, d0.loss_bbox: 0.1593, d0.loss_iou: 0.3779, d1.loss_cls: 0.2244, d1.loss_bbox: 0.1562, d1.loss_iou: 0.3736, d2.loss_cls: 0.2103, d2.loss_bbox: 0.1541, d2.loss_iou: 0.3692, d3.loss_cls: 0.2036, d3.loss_bbox: 0.1545, d3.loss_iou: 0.3694, d4.loss_cls: 0.2018, d4.loss_bbox: 0.1540, d4.loss_iou: 0.3688, dn_loss_cls: 0.0289, dn_loss_bbox: 0.2386, dn_loss_iou: 0.3773, d0.dn_loss_cls: 0.0637, d0.dn_loss_bbox: 0.3521, d0.dn_loss_iou: 0.5004, d1.dn_loss_cls: 0.0388, d1.dn_loss_bbox: 0.2628, d1.dn_loss_iou: 0.4039, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2432, d2.dn_loss_iou: 0.3825, d3.dn_loss_cls: 0.0302, d3.dn_loss_bbox: 0.2387, d3.dn_loss_iou: 0.3773, d4.dn_loss_cls: 0.0289, d4.dn_loss_bbox: 0.2385, d4.dn_loss_iou: 0.3772, loss: 9.5287, grad_norm: 19.0032 2023-11-06 21:17:16,794 - mmdet - INFO - Epoch [8][3550/3665] lr: 5.563e-06, eta: 3:22:13, time: 0.823, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2412, interm_loss_bbox: 0.1887, interm_loss_iou: 0.4244, loss_cls: 0.1981, loss_bbox: 0.1554, loss_iou: 0.3708, d0.loss_cls: 0.2537, d0.loss_bbox: 0.1585, d0.loss_iou: 0.3778, d1.loss_cls: 0.2244, d1.loss_bbox: 0.1553, d1.loss_iou: 0.3724, d2.loss_cls: 0.2105, d2.loss_bbox: 0.1535, d2.loss_iou: 0.3685, d3.loss_cls: 0.2017, d3.loss_bbox: 0.1544, d3.loss_iou: 0.3703, d4.loss_cls: 0.1990, d4.loss_bbox: 0.1550, d4.loss_iou: 0.3707, dn_loss_cls: 0.0282, dn_loss_bbox: 0.2368, dn_loss_iou: 0.3744, d0.dn_loss_cls: 0.0632, d0.dn_loss_bbox: 0.3426, d0.dn_loss_iou: 0.4945, d1.dn_loss_cls: 0.0380, d1.dn_loss_bbox: 0.2593, d1.dn_loss_iou: 0.4008, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2406, d2.dn_loss_iou: 0.3794, d3.dn_loss_cls: 0.0295, d3.dn_loss_bbox: 0.2369, d3.dn_loss_iou: 0.3743, d4.dn_loss_cls: 0.0283, d4.dn_loss_bbox: 0.2367, d4.dn_loss_iou: 0.3742, loss: 9.4734, grad_norm: 19.6193 2023-11-06 21:17:57,642 - mmdet - INFO - Epoch [8][3600/3665] lr: 5.563e-06, eta: 3:21:32, time: 0.817, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2425, interm_loss_bbox: 0.1841, interm_loss_iou: 0.4296, loss_cls: 0.2005, loss_bbox: 0.1555, loss_iou: 0.3782, d0.loss_cls: 0.2559, d0.loss_bbox: 0.1580, d0.loss_iou: 0.3854, d1.loss_cls: 0.2253, d1.loss_bbox: 0.1575, d1.loss_iou: 0.3810, d2.loss_cls: 0.2120, d2.loss_bbox: 0.1544, d2.loss_iou: 0.3777, d3.loss_cls: 0.2053, d3.loss_bbox: 0.1547, d3.loss_iou: 0.3769, d4.loss_cls: 0.2014, d4.loss_bbox: 0.1552, d4.loss_iou: 0.3783, dn_loss_cls: 0.0296, dn_loss_bbox: 0.2345, dn_loss_iou: 0.3788, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3410, d0.dn_loss_iou: 0.5035, d1.dn_loss_cls: 0.0385, d1.dn_loss_bbox: 0.2551, d1.dn_loss_iou: 0.4033, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2377, d2.dn_loss_iou: 0.3834, d3.dn_loss_cls: 0.0307, d3.dn_loss_bbox: 0.2346, d3.dn_loss_iou: 0.3788, d4.dn_loss_cls: 0.0299, d4.dn_loss_bbox: 0.2344, d4.dn_loss_iou: 0.3787, loss: 9.5589, grad_norm: 19.7762 2023-11-06 21:18:38,585 - mmdet - INFO - Epoch [8][3650/3665] lr: 5.563e-06, eta: 3:20:50, time: 0.819, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2477, interm_loss_bbox: 0.1823, interm_loss_iou: 0.4309, loss_cls: 0.2075, loss_bbox: 0.1499, loss_iou: 0.3772, d0.loss_cls: 0.2621, d0.loss_bbox: 0.1560, d0.loss_iou: 0.3865, d1.loss_cls: 0.2303, d1.loss_bbox: 0.1532, d1.loss_iou: 0.3808, d2.loss_cls: 0.2171, d2.loss_bbox: 0.1508, d2.loss_iou: 0.3783, d3.loss_cls: 0.2096, d3.loss_bbox: 0.1507, d3.loss_iou: 0.3784, d4.loss_cls: 0.2077, d4.loss_bbox: 0.1502, d4.loss_iou: 0.3773, dn_loss_cls: 0.0302, dn_loss_bbox: 0.2426, dn_loss_iou: 0.3850, d0.dn_loss_cls: 0.0651, d0.dn_loss_bbox: 0.3499, d0.dn_loss_iou: 0.5056, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.2653, d1.dn_loss_iou: 0.4110, d2.dn_loss_cls: 0.0334, d2.dn_loss_bbox: 0.2467, d2.dn_loss_iou: 0.3902, d3.dn_loss_cls: 0.0313, d3.dn_loss_bbox: 0.2428, d3.dn_loss_iou: 0.3851, d4.dn_loss_cls: 0.0303, d4.dn_loss_bbox: 0.2426, d4.dn_loss_iou: 0.3849, loss: 9.6667, grad_norm: 18.4513 2023-11-06 21:18:51,204 - mmdet - INFO - Saving checkpoint at 8 epochs 2023-11-06 21:19:57,626 - mmdet - INFO - Evaluating bbox... 2023-11-06 21:22:17,742 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.522 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.711 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.356 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.560 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.686 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.732 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.732 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.578 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.773 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.890 2023-11-06 21:22:17,745 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.619 | bicycle | 0.429 | car | 0.510 | | motorcycle | 0.526 | airplane | 0.748 | bus | 0.757 | | train | 0.764 | truck | 0.475 | boat | 0.371 | | traffic light | 0.327 | fire hydrant | 0.741 | stop sign | 0.705 | | parking meter | 0.562 | bench | 0.311 | bird | 0.453 | | cat | 0.798 | dog | 0.751 | horse | 0.659 | | sheep | 0.602 | cow | 0.652 | elephant | 0.753 | | bear | 0.834 | zebra | 0.771 | giraffe | 0.786 | | backpack | 0.220 | umbrella | 0.501 | handbag | 0.274 | | tie | 0.432 | suitcase | 0.536 | frisbee | 0.747 | | skis | 0.295 | snowboard | 0.470 | sports ball | 0.512 | | kite | 0.524 | baseball bat | 0.514 | baseball glove | 0.453 | | skateboard | 0.640 | surfboard | 0.515 | tennis racket | 0.607 | | bottle | 0.481 | wine glass | 0.445 | cup | 0.524 | | fork | 0.515 | knife | 0.339 | spoon | 0.308 | | bowl | 0.513 | banana | 0.330 | apple | 0.288 | | sandwich | 0.488 | orange | 0.397 | broccoli | 0.288 | | carrot | 0.296 | hot dog | 0.544 | pizza | 0.589 | | donut | 0.592 | cake | 0.457 | chair | 0.393 | | couch | 0.506 | potted plant | 0.378 | bed | 0.542 | | dining table | 0.345 | toilet | 0.715 | tv | 0.664 | | laptop | 0.736 | mouse | 0.675 | remote | 0.463 | | keyboard | 0.598 | cell phone | 0.481 | microwave | 0.708 | | oven | 0.440 | toaster | 0.491 | sink | 0.490 | | refrigerator | 0.700 | book | 0.211 | clock | 0.559 | | vase | 0.473 | scissors | 0.461 | teddy bear | 0.612 | | hair drier | 0.189 | toothbrush | 0.405 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-06 21:22:19,866 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx/best_bbox_mAP_epoch_7.pth was removed 2023-11-06 21:22:21,928 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_8.pth. 2023-11-06 21:22:21,929 - mmdet - INFO - Best bbox_mAP is 0.5218 at 8 epoch. 2023-11-06 21:22:21,929 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx.py 2023-11-06 21:22:21,929 - mmdet - INFO - Epoch(val) [8][625] bbox_mAP: 0.5218, bbox_mAP_50: 0.7112, bbox_mAP_75: 0.5670, bbox_mAP_s: 0.3561, bbox_mAP_m: 0.5598, bbox_mAP_l: 0.6861, bbox_mAP_copypaste: 0.5218 0.7112 0.5670 0.3561 0.5598 0.6861 2023-11-06 21:23:08,015 - mmdet - INFO - Epoch [9][50/3665] lr: 5.563e-06, eta: 3:19:53, time: 0.921, data_time: 0.065, memory: 22742, interm_loss_cls: 0.2361, interm_loss_bbox: 0.1840, interm_loss_iou: 0.4296, loss_cls: 0.1951, loss_bbox: 0.1492, loss_iou: 0.3716, d0.loss_cls: 0.2513, d0.loss_bbox: 0.1550, d0.loss_iou: 0.3803, d1.loss_cls: 0.2194, d1.loss_bbox: 0.1512, d1.loss_iou: 0.3741, d2.loss_cls: 0.2047, d2.loss_bbox: 0.1498, d2.loss_iou: 0.3717, d3.loss_cls: 0.1983, d3.loss_bbox: 0.1488, d3.loss_iou: 0.3708, d4.loss_cls: 0.1956, d4.loss_bbox: 0.1489, d4.loss_iou: 0.3716, dn_loss_cls: 0.0273, dn_loss_bbox: 0.2317, dn_loss_iou: 0.3650, d0.dn_loss_cls: 0.0614, d0.dn_loss_bbox: 0.3368, d0.dn_loss_iou: 0.4870, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2537, d1.dn_loss_iou: 0.3903, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2353, d2.dn_loss_iou: 0.3699, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2318, d3.dn_loss_iou: 0.3650, d4.dn_loss_cls: 0.0275, d4.dn_loss_bbox: 0.2317, d4.dn_loss_iou: 0.3648, loss: 9.3325, grad_norm: 20.5017 2023-11-06 21:23:49,333 - mmdet - INFO - Epoch [9][100/3665] lr: 5.563e-06, eta: 3:19:13, time: 0.826, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2404, interm_loss_bbox: 0.1837, interm_loss_iou: 0.4169, loss_cls: 0.1968, loss_bbox: 0.1528, loss_iou: 0.3605, d0.loss_cls: 0.2554, d0.loss_bbox: 0.1570, d0.loss_iou: 0.3713, d1.loss_cls: 0.2236, d1.loss_bbox: 0.1544, d1.loss_iou: 0.3651, d2.loss_cls: 0.2079, d2.loss_bbox: 0.1520, d2.loss_iou: 0.3606, d3.loss_cls: 0.2008, d3.loss_bbox: 0.1519, d3.loss_iou: 0.3591, d4.loss_cls: 0.1980, d4.loss_bbox: 0.1522, d4.loss_iou: 0.3600, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2385, dn_loss_iou: 0.3647, d0.dn_loss_cls: 0.0644, d0.dn_loss_bbox: 0.3466, d0.dn_loss_iou: 0.4879, d1.dn_loss_cls: 0.0388, d1.dn_loss_bbox: 0.2599, d1.dn_loss_iou: 0.3913, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2422, d2.dn_loss_iou: 0.3695, d3.dn_loss_cls: 0.0300, d3.dn_loss_bbox: 0.2387, d3.dn_loss_iou: 0.3646, d4.dn_loss_cls: 0.0288, d4.dn_loss_bbox: 0.2385, d4.dn_loss_iou: 0.3645, loss: 9.3501, grad_norm: 22.9568 2023-11-06 21:24:30,943 - mmdet - INFO - Epoch [9][150/3665] lr: 5.563e-06, eta: 3:18:32, time: 0.832, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2412, interm_loss_bbox: 0.1891, interm_loss_iou: 0.4124, loss_cls: 0.2003, loss_bbox: 0.1565, loss_iou: 0.3590, d0.loss_cls: 0.2585, d0.loss_bbox: 0.1599, d0.loss_iou: 0.3669, d1.loss_cls: 0.2267, d1.loss_bbox: 0.1586, d1.loss_iou: 0.3610, d2.loss_cls: 0.2108, d2.loss_bbox: 0.1570, d2.loss_iou: 0.3586, d3.loss_cls: 0.2029, d3.loss_bbox: 0.1567, d3.loss_iou: 0.3587, d4.loss_cls: 0.2007, d4.loss_bbox: 0.1566, d4.loss_iou: 0.3587, dn_loss_cls: 0.0287, dn_loss_bbox: 0.2472, dn_loss_iou: 0.3672, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3583, d0.dn_loss_iou: 0.4914, d1.dn_loss_cls: 0.0386, d1.dn_loss_bbox: 0.2707, d1.dn_loss_iou: 0.3941, d2.dn_loss_cls: 0.0319, d2.dn_loss_bbox: 0.2509, d2.dn_loss_iou: 0.3725, d3.dn_loss_cls: 0.0298, d3.dn_loss_bbox: 0.2473, d3.dn_loss_iou: 0.3673, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2472, d4.dn_loss_iou: 0.3671, loss: 9.4537, grad_norm: 19.2660 2023-11-06 21:25:12,227 - mmdet - INFO - Epoch [9][200/3665] lr: 5.563e-06, eta: 3:17:51, time: 0.826, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2374, interm_loss_bbox: 0.1861, interm_loss_iou: 0.4272, loss_cls: 0.1948, loss_bbox: 0.1529, loss_iou: 0.3679, d0.loss_cls: 0.2500, d0.loss_bbox: 0.1585, d0.loss_iou: 0.3799, d1.loss_cls: 0.2179, d1.loss_bbox: 0.1568, d1.loss_iou: 0.3729, d2.loss_cls: 0.2041, d2.loss_bbox: 0.1534, d2.loss_iou: 0.3693, d3.loss_cls: 0.1982, d3.loss_bbox: 0.1528, d3.loss_iou: 0.3677, d4.loss_cls: 0.1957, d4.loss_bbox: 0.1526, d4.loss_iou: 0.3681, dn_loss_cls: 0.0268, dn_loss_bbox: 0.2297, dn_loss_iou: 0.3719, d0.dn_loss_cls: 0.0615, d0.dn_loss_bbox: 0.3349, d0.dn_loss_iou: 0.4945, d1.dn_loss_cls: 0.0367, d1.dn_loss_bbox: 0.2520, d1.dn_loss_iou: 0.3982, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2335, d2.dn_loss_iou: 0.3766, d3.dn_loss_cls: 0.0279, d3.dn_loss_bbox: 0.2299, d3.dn_loss_iou: 0.3718, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2297, d4.dn_loss_iou: 0.3717, loss: 9.3683, grad_norm: 19.9124 2023-11-06 21:25:53,346 - mmdet - INFO - Epoch [9][250/3665] lr: 5.563e-06, eta: 3:17:10, time: 0.822, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2370, interm_loss_bbox: 0.1868, interm_loss_iou: 0.4192, loss_cls: 0.1941, loss_bbox: 0.1537, loss_iou: 0.3624, d0.loss_cls: 0.2509, d0.loss_bbox: 0.1581, d0.loss_iou: 0.3728, d1.loss_cls: 0.2186, d1.loss_bbox: 0.1555, d1.loss_iou: 0.3652, d2.loss_cls: 0.2039, d2.loss_bbox: 0.1535, d2.loss_iou: 0.3618, d3.loss_cls: 0.1964, d3.loss_bbox: 0.1537, d3.loss_iou: 0.3615, d4.loss_cls: 0.1943, d4.loss_bbox: 0.1536, d4.loss_iou: 0.3623, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2345, dn_loss_iou: 0.3668, d0.dn_loss_cls: 0.0632, d0.dn_loss_bbox: 0.3413, d0.dn_loss_iou: 0.4925, d1.dn_loss_cls: 0.0383, d1.dn_loss_bbox: 0.2563, d1.dn_loss_iou: 0.3922, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2381, d2.dn_loss_iou: 0.3719, d3.dn_loss_cls: 0.0293, d3.dn_loss_bbox: 0.2346, d3.dn_loss_iou: 0.3668, d4.dn_loss_cls: 0.0283, d4.dn_loss_bbox: 0.2345, d4.dn_loss_iou: 0.3666, loss: 9.3300, grad_norm: 20.2419 2023-11-06 21:26:34,283 - mmdet - INFO - Epoch [9][300/3665] lr: 5.563e-06, eta: 3:16:29, time: 0.819, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2397, interm_loss_bbox: 0.1870, interm_loss_iou: 0.4259, loss_cls: 0.1969, loss_bbox: 0.1548, loss_iou: 0.3716, d0.loss_cls: 0.2519, d0.loss_bbox: 0.1590, d0.loss_iou: 0.3812, d1.loss_cls: 0.2197, d1.loss_bbox: 0.1573, d1.loss_iou: 0.3757, d2.loss_cls: 0.2073, d2.loss_bbox: 0.1536, d2.loss_iou: 0.3703, d3.loss_cls: 0.2007, d3.loss_bbox: 0.1534, d3.loss_iou: 0.3704, d4.loss_cls: 0.1984, d4.loss_bbox: 0.1537, d4.loss_iou: 0.3704, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2422, dn_loss_iou: 0.3810, d0.dn_loss_cls: 0.0621, d0.dn_loss_bbox: 0.3490, d0.dn_loss_iou: 0.5020, d1.dn_loss_cls: 0.0372, d1.dn_loss_bbox: 0.2651, d1.dn_loss_iou: 0.4071, d2.dn_loss_cls: 0.0307, d2.dn_loss_bbox: 0.2462, d2.dn_loss_iou: 0.3861, d3.dn_loss_cls: 0.0290, d3.dn_loss_bbox: 0.2424, d3.dn_loss_iou: 0.3811, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2421, d4.dn_loss_iou: 0.3808, loss: 9.5390, grad_norm: 19.8396 2023-11-06 21:27:15,168 - mmdet - INFO - Epoch [9][350/3665] lr: 5.563e-06, eta: 3:15:48, time: 0.818, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2400, interm_loss_bbox: 0.1783, interm_loss_iou: 0.4377, loss_cls: 0.1989, loss_bbox: 0.1469, loss_iou: 0.3852, d0.loss_cls: 0.2534, d0.loss_bbox: 0.1509, d0.loss_iou: 0.3938, d1.loss_cls: 0.2201, d1.loss_bbox: 0.1506, d1.loss_iou: 0.3915, d2.loss_cls: 0.2101, d2.loss_bbox: 0.1463, d2.loss_iou: 0.3843, d3.loss_cls: 0.2031, d3.loss_bbox: 0.1460, d3.loss_iou: 0.3840, d4.loss_cls: 0.1995, d4.loss_bbox: 0.1466, d4.loss_iou: 0.3850, dn_loss_cls: 0.0290, dn_loss_bbox: 0.2190, dn_loss_iou: 0.3822, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3220, d0.dn_loss_iou: 0.5023, d1.dn_loss_cls: 0.0386, d1.dn_loss_bbox: 0.2397, d1.dn_loss_iou: 0.4080, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2226, d2.dn_loss_iou: 0.3870, d3.dn_loss_cls: 0.0301, d3.dn_loss_bbox: 0.2190, d3.dn_loss_iou: 0.3821, d4.dn_loss_cls: 0.0289, d4.dn_loss_bbox: 0.2189, d4.dn_loss_iou: 0.3820, loss: 9.4596, grad_norm: 20.8768 2023-11-06 21:27:56,087 - mmdet - INFO - Epoch [9][400/3665] lr: 5.563e-06, eta: 3:15:07, time: 0.818, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2364, interm_loss_bbox: 0.1787, interm_loss_iou: 0.4290, loss_cls: 0.1964, loss_bbox: 0.1480, loss_iou: 0.3740, d0.loss_cls: 0.2515, d0.loss_bbox: 0.1510, d0.loss_iou: 0.3828, d1.loss_cls: 0.2205, d1.loss_bbox: 0.1495, d1.loss_iou: 0.3770, d2.loss_cls: 0.2070, d2.loss_bbox: 0.1478, d2.loss_iou: 0.3738, d3.loss_cls: 0.1997, d3.loss_bbox: 0.1473, d3.loss_iou: 0.3735, d4.loss_cls: 0.1976, d4.loss_bbox: 0.1475, d4.loss_iou: 0.3737, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2325, dn_loss_iou: 0.3765, d0.dn_loss_cls: 0.0630, d0.dn_loss_bbox: 0.3368, d0.dn_loss_iou: 0.4968, d1.dn_loss_cls: 0.0378, d1.dn_loss_bbox: 0.2536, d1.dn_loss_iou: 0.4014, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2362, d2.dn_loss_iou: 0.3813, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2327, d3.dn_loss_iou: 0.3765, d4.dn_loss_cls: 0.0283, d4.dn_loss_bbox: 0.2325, d4.dn_loss_iou: 0.3763, loss: 9.4136, grad_norm: 19.1254 2023-11-06 21:28:37,109 - mmdet - INFO - Epoch [9][450/3665] lr: 5.563e-06, eta: 3:14:25, time: 0.820, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2388, interm_loss_bbox: 0.1806, interm_loss_iou: 0.4171, loss_cls: 0.1959, loss_bbox: 0.1495, loss_iou: 0.3613, d0.loss_cls: 0.2531, d0.loss_bbox: 0.1526, d0.loss_iou: 0.3697, d1.loss_cls: 0.2171, d1.loss_bbox: 0.1527, d1.loss_iou: 0.3680, d2.loss_cls: 0.2060, d2.loss_bbox: 0.1483, d2.loss_iou: 0.3612, d3.loss_cls: 0.1982, d3.loss_bbox: 0.1494, d3.loss_iou: 0.3609, d4.loss_cls: 0.1962, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3614, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2312, dn_loss_iou: 0.3639, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3407, d0.dn_loss_iou: 0.4867, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2545, d1.dn_loss_iou: 0.3903, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2350, d2.dn_loss_iou: 0.3686, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2314, d3.dn_loss_iou: 0.3639, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2312, d4.dn_loss_iou: 0.3638, loss: 9.2609, grad_norm: 18.3579 2023-11-06 21:29:20,955 - mmdet - INFO - Epoch [9][500/3665] lr: 5.563e-06, eta: 3:13:46, time: 0.877, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2415, interm_loss_bbox: 0.1872, interm_loss_iou: 0.4345, loss_cls: 0.2018, loss_bbox: 0.1547, loss_iou: 0.3770, d0.loss_cls: 0.2575, d0.loss_bbox: 0.1578, d0.loss_iou: 0.3850, d1.loss_cls: 0.2270, d1.loss_bbox: 0.1576, d1.loss_iou: 0.3814, d2.loss_cls: 0.2121, d2.loss_bbox: 0.1558, d2.loss_iou: 0.3777, d3.loss_cls: 0.2048, d3.loss_bbox: 0.1549, d3.loss_iou: 0.3771, d4.loss_cls: 0.2014, d4.loss_bbox: 0.1553, d4.loss_iou: 0.3775, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2415, dn_loss_iou: 0.3765, d0.dn_loss_cls: 0.0623, d0.dn_loss_bbox: 0.3479, d0.dn_loss_iou: 0.4992, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2636, d1.dn_loss_iou: 0.4028, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2455, d2.dn_loss_iou: 0.3816, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2417, d3.dn_loss_iou: 0.3765, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2415, d4.dn_loss_iou: 0.3764, loss: 9.5905, grad_norm: 19.2274 2023-11-06 21:30:01,618 - mmdet - INFO - Epoch [9][550/3665] lr: 5.563e-06, eta: 3:13:04, time: 0.813, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2373, interm_loss_bbox: 0.1869, interm_loss_iou: 0.4183, loss_cls: 0.1952, loss_bbox: 0.1546, loss_iou: 0.3647, d0.loss_cls: 0.2528, d0.loss_bbox: 0.1557, d0.loss_iou: 0.3714, d1.loss_cls: 0.2180, d1.loss_bbox: 0.1559, d1.loss_iou: 0.3680, d2.loss_cls: 0.2038, d2.loss_bbox: 0.1546, d2.loss_iou: 0.3652, d3.loss_cls: 0.1993, d3.loss_bbox: 0.1532, d3.loss_iou: 0.3635, d4.loss_cls: 0.1961, d4.loss_bbox: 0.1542, d4.loss_iou: 0.3648, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2371, dn_loss_iou: 0.3656, d0.dn_loss_cls: 0.0630, d0.dn_loss_bbox: 0.3454, d0.dn_loss_iou: 0.4865, d1.dn_loss_cls: 0.0378, d1.dn_loss_bbox: 0.2590, d1.dn_loss_iou: 0.3914, d2.dn_loss_cls: 0.0317, d2.dn_loss_bbox: 0.2408, d2.dn_loss_iou: 0.3708, d3.dn_loss_cls: 0.0297, d3.dn_loss_bbox: 0.2373, d3.dn_loss_iou: 0.3657, d4.dn_loss_cls: 0.0285, d4.dn_loss_bbox: 0.2371, d4.dn_loss_iou: 0.3655, loss: 9.3545, grad_norm: 19.8115 2023-11-06 21:30:42,299 - mmdet - INFO - Epoch [9][600/3665] lr: 5.563e-06, eta: 3:12:23, time: 0.814, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2325, interm_loss_bbox: 0.1786, interm_loss_iou: 0.4076, loss_cls: 0.1883, loss_bbox: 0.1480, loss_iou: 0.3569, d0.loss_cls: 0.2486, d0.loss_bbox: 0.1504, d0.loss_iou: 0.3627, d1.loss_cls: 0.2130, d1.loss_bbox: 0.1514, d1.loss_iou: 0.3615, d2.loss_cls: 0.1991, d2.loss_bbox: 0.1487, d2.loss_iou: 0.3574, d3.loss_cls: 0.1916, d3.loss_bbox: 0.1481, d3.loss_iou: 0.3564, d4.loss_cls: 0.1895, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3563, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2250, dn_loss_iou: 0.3527, d0.dn_loss_cls: 0.0600, d0.dn_loss_bbox: 0.3321, d0.dn_loss_iou: 0.4734, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2468, d1.dn_loss_iou: 0.3775, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2286, d2.dn_loss_iou: 0.3574, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2252, d3.dn_loss_iou: 0.3527, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2250, d4.dn_loss_iou: 0.3525, loss: 9.0488, grad_norm: 18.9835 2023-11-06 21:31:22,982 - mmdet - INFO - Epoch [9][650/3665] lr: 5.563e-06, eta: 3:11:42, time: 0.814, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2393, interm_loss_bbox: 0.1902, interm_loss_iou: 0.4251, loss_cls: 0.1958, loss_bbox: 0.1520, loss_iou: 0.3623, d0.loss_cls: 0.2532, d0.loss_bbox: 0.1568, d0.loss_iou: 0.3726, d1.loss_cls: 0.2224, d1.loss_bbox: 0.1543, d1.loss_iou: 0.3665, d2.loss_cls: 0.2062, d2.loss_bbox: 0.1513, d2.loss_iou: 0.3620, d3.loss_cls: 0.1992, d3.loss_bbox: 0.1517, d3.loss_iou: 0.3619, d4.loss_cls: 0.1956, d4.loss_bbox: 0.1523, d4.loss_iou: 0.3629, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2388, dn_loss_iou: 0.3726, d0.dn_loss_cls: 0.0633, d0.dn_loss_bbox: 0.3505, d0.dn_loss_iou: 0.4992, d1.dn_loss_cls: 0.0376, d1.dn_loss_bbox: 0.2613, d1.dn_loss_iou: 0.3998, d2.dn_loss_cls: 0.0310, d2.dn_loss_bbox: 0.2424, d2.dn_loss_iou: 0.3779, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2391, d3.dn_loss_iou: 0.3728, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2388, d4.dn_loss_iou: 0.3725, loss: 9.4167, grad_norm: 20.6281 2023-11-06 21:32:05,908 - mmdet - INFO - Epoch [9][700/3665] lr: 5.563e-06, eta: 3:11:02, time: 0.858, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2310, interm_loss_bbox: 0.1827, interm_loss_iou: 0.4072, loss_cls: 0.1869, loss_bbox: 0.1529, loss_iou: 0.3561, d0.loss_cls: 0.2450, d0.loss_bbox: 0.1566, d0.loss_iou: 0.3635, d1.loss_cls: 0.2150, d1.loss_bbox: 0.1551, d1.loss_iou: 0.3607, d2.loss_cls: 0.1966, d2.loss_bbox: 0.1542, d2.loss_iou: 0.3569, d3.loss_cls: 0.1903, d3.loss_bbox: 0.1519, d3.loss_iou: 0.3548, d4.loss_cls: 0.1876, d4.loss_bbox: 0.1526, d4.loss_iou: 0.3558, dn_loss_cls: 0.0269, dn_loss_bbox: 0.2352, dn_loss_iou: 0.3576, d0.dn_loss_cls: 0.0611, d0.dn_loss_bbox: 0.3460, d0.dn_loss_iou: 0.4790, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2593, d1.dn_loss_iou: 0.3843, d2.dn_loss_cls: 0.0301, d2.dn_loss_bbox: 0.2396, d2.dn_loss_iou: 0.3630, d3.dn_loss_cls: 0.0281, d3.dn_loss_bbox: 0.2355, d3.dn_loss_iou: 0.3577, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2352, d4.dn_loss_iou: 0.3575, loss: 9.1726, grad_norm: 20.4919 2023-11-06 21:32:46,001 - mmdet - INFO - Epoch [9][750/3665] lr: 5.563e-06, eta: 3:10:20, time: 0.802, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2394, interm_loss_bbox: 0.1810, interm_loss_iou: 0.4165, loss_cls: 0.1970, loss_bbox: 0.1502, loss_iou: 0.3661, d0.loss_cls: 0.2542, d0.loss_bbox: 0.1558, d0.loss_iou: 0.3739, d1.loss_cls: 0.2233, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3703, d2.loss_cls: 0.2074, d2.loss_bbox: 0.1508, d2.loss_iou: 0.3655, d3.loss_cls: 0.2002, d3.loss_bbox: 0.1502, d3.loss_iou: 0.3653, d4.loss_cls: 0.1972, d4.loss_bbox: 0.1505, d4.loss_iou: 0.3660, dn_loss_cls: 0.0287, dn_loss_bbox: 0.2339, dn_loss_iou: 0.3663, d0.dn_loss_cls: 0.0638, d0.dn_loss_bbox: 0.3466, d0.dn_loss_iou: 0.4909, d1.dn_loss_cls: 0.0387, d1.dn_loss_bbox: 0.2593, d1.dn_loss_iou: 0.3930, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2384, d2.dn_loss_iou: 0.3714, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2341, d3.dn_loss_iou: 0.3664, d4.dn_loss_cls: 0.0288, d4.dn_loss_bbox: 0.2339, d4.dn_loss_iou: 0.3662, loss: 9.3556, grad_norm: 18.6091 2023-11-06 21:33:27,200 - mmdet - INFO - Epoch [9][800/3665] lr: 5.563e-06, eta: 3:09:39, time: 0.824, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2358, interm_loss_bbox: 0.1849, interm_loss_iou: 0.4189, loss_cls: 0.1943, loss_bbox: 0.1516, loss_iou: 0.3627, d0.loss_cls: 0.2535, d0.loss_bbox: 0.1563, d0.loss_iou: 0.3712, d1.loss_cls: 0.2184, d1.loss_bbox: 0.1556, d1.loss_iou: 0.3696, d2.loss_cls: 0.2052, d2.loss_bbox: 0.1524, d2.loss_iou: 0.3632, d3.loss_cls: 0.1970, d3.loss_bbox: 0.1519, d3.loss_iou: 0.3634, d4.loss_cls: 0.1942, d4.loss_bbox: 0.1520, d4.loss_iou: 0.3635, dn_loss_cls: 0.0271, dn_loss_bbox: 0.2335, dn_loss_iou: 0.3677, d0.dn_loss_cls: 0.0614, d0.dn_loss_bbox: 0.3423, d0.dn_loss_iou: 0.4884, d1.dn_loss_cls: 0.0363, d1.dn_loss_bbox: 0.2558, d1.dn_loss_iou: 0.3930, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2376, d2.dn_loss_iou: 0.3728, d3.dn_loss_cls: 0.0283, d3.dn_loss_bbox: 0.2337, d3.dn_loss_iou: 0.3679, d4.dn_loss_cls: 0.0271, d4.dn_loss_bbox: 0.2335, d4.dn_loss_iou: 0.3676, loss: 9.3200, grad_norm: 18.2507 2023-11-06 21:34:08,930 - mmdet - INFO - Epoch [9][850/3665] lr: 5.563e-06, eta: 3:08:59, time: 0.835, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2364, interm_loss_bbox: 0.1824, interm_loss_iou: 0.4123, loss_cls: 0.1941, loss_bbox: 0.1489, loss_iou: 0.3576, d0.loss_cls: 0.2511, d0.loss_bbox: 0.1537, d0.loss_iou: 0.3650, d1.loss_cls: 0.2196, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3613, d2.loss_cls: 0.2035, d2.loss_bbox: 0.1488, d2.loss_iou: 0.3583, d3.loss_cls: 0.1979, d3.loss_bbox: 0.1478, d3.loss_iou: 0.3570, d4.loss_cls: 0.1947, d4.loss_bbox: 0.1486, d4.loss_iou: 0.3576, dn_loss_cls: 0.0276, dn_loss_bbox: 0.2271, dn_loss_iou: 0.3646, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3366, d0.dn_loss_iou: 0.4875, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2496, d1.dn_loss_iou: 0.3913, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2304, d2.dn_loss_iou: 0.3694, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2272, d3.dn_loss_iou: 0.3646, d4.dn_loss_cls: 0.0275, d4.dn_loss_bbox: 0.2271, d4.dn_loss_iou: 0.3644, loss: 9.1995, grad_norm: 17.7463 2023-11-06 21:34:50,217 - mmdet - INFO - Epoch [9][900/3665] lr: 5.563e-06, eta: 3:08:18, time: 0.826, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2383, interm_loss_bbox: 0.1812, interm_loss_iou: 0.4235, loss_cls: 0.1951, loss_bbox: 0.1504, loss_iou: 0.3724, d0.loss_cls: 0.2537, d0.loss_bbox: 0.1550, d0.loss_iou: 0.3814, d1.loss_cls: 0.2223, d1.loss_bbox: 0.1516, d1.loss_iou: 0.3761, d2.loss_cls: 0.2072, d2.loss_bbox: 0.1488, d2.loss_iou: 0.3711, d3.loss_cls: 0.1993, d3.loss_bbox: 0.1498, d3.loss_iou: 0.3713, d4.loss_cls: 0.1959, d4.loss_bbox: 0.1499, d4.loss_iou: 0.3720, dn_loss_cls: 0.0287, dn_loss_bbox: 0.2310, dn_loss_iou: 0.3682, d0.dn_loss_cls: 0.0628, d0.dn_loss_bbox: 0.3364, d0.dn_loss_iou: 0.4869, d1.dn_loss_cls: 0.0379, d1.dn_loss_bbox: 0.2531, d1.dn_loss_iou: 0.3937, d2.dn_loss_cls: 0.0319, d2.dn_loss_bbox: 0.2350, d2.dn_loss_iou: 0.3731, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2311, d3.dn_loss_iou: 0.3681, d4.dn_loss_cls: 0.0289, d4.dn_loss_bbox: 0.2310, d4.dn_loss_iou: 0.3680, loss: 9.3621, grad_norm: 19.2375 2023-11-06 21:35:31,186 - mmdet - INFO - Epoch [9][950/3665] lr: 5.563e-06, eta: 3:07:37, time: 0.819, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2367, interm_loss_bbox: 0.1888, interm_loss_iou: 0.4389, loss_cls: 0.1957, loss_bbox: 0.1520, loss_iou: 0.3765, d0.loss_cls: 0.2537, d0.loss_bbox: 0.1576, d0.loss_iou: 0.3884, d1.loss_cls: 0.2223, d1.loss_bbox: 0.1525, d1.loss_iou: 0.3798, d2.loss_cls: 0.2049, d2.loss_bbox: 0.1516, d2.loss_iou: 0.3770, d3.loss_cls: 0.1983, d3.loss_bbox: 0.1510, d3.loss_iou: 0.3765, d4.loss_cls: 0.1963, d4.loss_bbox: 0.1519, d4.loss_iou: 0.3766, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2333, dn_loss_iou: 0.3687, d0.dn_loss_cls: 0.0636, d0.dn_loss_bbox: 0.3478, d0.dn_loss_iou: 0.4960, d1.dn_loss_cls: 0.0375, d1.dn_loss_bbox: 0.2557, d1.dn_loss_iou: 0.3956, d2.dn_loss_cls: 0.0310, d2.dn_loss_bbox: 0.2370, d2.dn_loss_iou: 0.3738, d3.dn_loss_cls: 0.0288, d3.dn_loss_bbox: 0.2335, d3.dn_loss_iou: 0.3688, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2333, d4.dn_loss_iou: 0.3686, loss: 9.4555, grad_norm: 19.6282 2023-11-06 21:36:12,350 - mmdet - INFO - Epoch [9][1000/3665] lr: 5.563e-06, eta: 3:06:56, time: 0.823, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2429, interm_loss_bbox: 0.1870, interm_loss_iou: 0.4295, loss_cls: 0.2026, loss_bbox: 0.1522, loss_iou: 0.3717, d0.loss_cls: 0.2580, d0.loss_bbox: 0.1575, d0.loss_iou: 0.3818, d1.loss_cls: 0.2273, d1.loss_bbox: 0.1546, d1.loss_iou: 0.3756, d2.loss_cls: 0.2122, d2.loss_bbox: 0.1526, d2.loss_iou: 0.3726, d3.loss_cls: 0.2048, d3.loss_bbox: 0.1526, d3.loss_iou: 0.3716, d4.loss_cls: 0.2032, d4.loss_bbox: 0.1521, d4.loss_iou: 0.3717, dn_loss_cls: 0.0287, dn_loss_bbox: 0.2413, dn_loss_iou: 0.3717, d0.dn_loss_cls: 0.0646, d0.dn_loss_bbox: 0.3504, d0.dn_loss_iou: 0.4952, d1.dn_loss_cls: 0.0387, d1.dn_loss_bbox: 0.2647, d1.dn_loss_iou: 0.3983, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2456, d2.dn_loss_iou: 0.3769, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2416, d3.dn_loss_iou: 0.3717, d4.dn_loss_cls: 0.0289, d4.dn_loss_bbox: 0.2413, d4.dn_loss_iou: 0.3716, loss: 9.5271, grad_norm: 19.6818 2023-11-06 21:36:52,799 - mmdet - INFO - Epoch [9][1050/3665] lr: 5.563e-06, eta: 3:06:14, time: 0.809, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2379, interm_loss_bbox: 0.1844, interm_loss_iou: 0.4253, loss_cls: 0.1949, loss_bbox: 0.1518, loss_iou: 0.3672, d0.loss_cls: 0.2529, d0.loss_bbox: 0.1575, d0.loss_iou: 0.3790, d1.loss_cls: 0.2204, d1.loss_bbox: 0.1547, d1.loss_iou: 0.3731, d2.loss_cls: 0.2059, d2.loss_bbox: 0.1513, d2.loss_iou: 0.3679, d3.loss_cls: 0.1979, d3.loss_bbox: 0.1519, d3.loss_iou: 0.3674, d4.loss_cls: 0.1948, d4.loss_bbox: 0.1521, d4.loss_iou: 0.3681, dn_loss_cls: 0.0281, dn_loss_bbox: 0.2256, dn_loss_iou: 0.3646, d0.dn_loss_cls: 0.0620, d0.dn_loss_bbox: 0.3344, d0.dn_loss_iou: 0.4881, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2486, d1.dn_loss_iou: 0.3911, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2297, d2.dn_loss_iou: 0.3698, d3.dn_loss_cls: 0.0293, d3.dn_loss_bbox: 0.2258, d3.dn_loss_iou: 0.3647, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2256, d4.dn_loss_iou: 0.3645, loss: 9.3050, grad_norm: 20.2346 2023-11-06 21:37:34,047 - mmdet - INFO - Epoch [9][1100/3665] lr: 5.563e-06, eta: 3:05:33, time: 0.825, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2412, interm_loss_bbox: 0.1893, interm_loss_iou: 0.4190, loss_cls: 0.1961, loss_bbox: 0.1553, loss_iou: 0.3624, d0.loss_cls: 0.2552, d0.loss_bbox: 0.1609, d0.loss_iou: 0.3713, d1.loss_cls: 0.2223, d1.loss_bbox: 0.1562, d1.loss_iou: 0.3656, d2.loss_cls: 0.2075, d2.loss_bbox: 0.1545, d2.loss_iou: 0.3618, d3.loss_cls: 0.1997, d3.loss_bbox: 0.1548, d3.loss_iou: 0.3619, d4.loss_cls: 0.1967, d4.loss_bbox: 0.1553, d4.loss_iou: 0.3623, dn_loss_cls: 0.0289, dn_loss_bbox: 0.2407, dn_loss_iou: 0.3705, d0.dn_loss_cls: 0.0642, d0.dn_loss_bbox: 0.3534, d0.dn_loss_iou: 0.4954, d1.dn_loss_cls: 0.0388, d1.dn_loss_bbox: 0.2655, d1.dn_loss_iou: 0.3986, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2457, d2.dn_loss_iou: 0.3759, d3.dn_loss_cls: 0.0300, d3.dn_loss_bbox: 0.2410, d3.dn_loss_iou: 0.3707, d4.dn_loss_cls: 0.0290, d4.dn_loss_bbox: 0.2407, d4.dn_loss_iou: 0.3704, loss: 9.4409, grad_norm: 19.8201 2023-11-06 21:38:17,439 - mmdet - INFO - Epoch [9][1150/3665] lr: 5.563e-06, eta: 3:04:53, time: 0.868, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2409, interm_loss_bbox: 0.1825, interm_loss_iou: 0.4278, loss_cls: 0.1997, loss_bbox: 0.1516, loss_iou: 0.3738, d0.loss_cls: 0.2560, d0.loss_bbox: 0.1571, d0.loss_iou: 0.3846, d1.loss_cls: 0.2238, d1.loss_bbox: 0.1545, d1.loss_iou: 0.3800, d2.loss_cls: 0.2099, d2.loss_bbox: 0.1506, d2.loss_iou: 0.3741, d3.loss_cls: 0.2027, d3.loss_bbox: 0.1520, d3.loss_iou: 0.3736, d4.loss_cls: 0.2007, d4.loss_bbox: 0.1511, d4.loss_iou: 0.3731, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2321, dn_loss_iou: 0.3792, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3399, d0.dn_loss_iou: 0.5016, d1.dn_loss_cls: 0.0381, d1.dn_loss_bbox: 0.2547, d1.dn_loss_iou: 0.4051, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2357, d2.dn_loss_iou: 0.3842, d3.dn_loss_cls: 0.0297, d3.dn_loss_bbox: 0.2323, d3.dn_loss_iou: 0.3793, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2321, d4.dn_loss_iou: 0.3791, loss: 9.4959, grad_norm: 17.6429 2023-11-06 21:38:58,617 - mmdet - INFO - Epoch [9][1200/3665] lr: 5.563e-06, eta: 3:04:12, time: 0.824, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2364, interm_loss_bbox: 0.1833, interm_loss_iou: 0.4164, loss_cls: 0.1938, loss_bbox: 0.1546, loss_iou: 0.3658, d0.loss_cls: 0.2520, d0.loss_bbox: 0.1589, d0.loss_iou: 0.3735, d1.loss_cls: 0.2177, d1.loss_bbox: 0.1567, d1.loss_iou: 0.3703, d2.loss_cls: 0.2032, d2.loss_bbox: 0.1551, d2.loss_iou: 0.3665, d3.loss_cls: 0.1972, d3.loss_bbox: 0.1538, d3.loss_iou: 0.3650, d4.loss_cls: 0.1945, d4.loss_bbox: 0.1542, d4.loss_iou: 0.3655, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2302, dn_loss_iou: 0.3629, d0.dn_loss_cls: 0.0626, d0.dn_loss_bbox: 0.3404, d0.dn_loss_iou: 0.4823, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2530, d1.dn_loss_iou: 0.3879, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2346, d2.dn_loss_iou: 0.3680, d3.dn_loss_cls: 0.0286, d3.dn_loss_bbox: 0.2304, d3.dn_loss_iou: 0.3628, d4.dn_loss_cls: 0.0276, d4.dn_loss_bbox: 0.2302, d4.dn_loss_iou: 0.3627, loss: 9.2936, grad_norm: 20.4842 2023-11-06 21:39:39,953 - mmdet - INFO - Epoch [9][1250/3665] lr: 5.563e-06, eta: 3:03:31, time: 0.827, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2321, interm_loss_bbox: 0.1801, interm_loss_iou: 0.4164, loss_cls: 0.1876, loss_bbox: 0.1508, loss_iou: 0.3668, d0.loss_cls: 0.2468, d0.loss_bbox: 0.1541, d0.loss_iou: 0.3736, d1.loss_cls: 0.2131, d1.loss_bbox: 0.1529, d1.loss_iou: 0.3696, d2.loss_cls: 0.1981, d2.loss_bbox: 0.1509, d2.loss_iou: 0.3669, d3.loss_cls: 0.1913, d3.loss_bbox: 0.1501, d3.loss_iou: 0.3661, d4.loss_cls: 0.1885, d4.loss_bbox: 0.1504, d4.loss_iou: 0.3666, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2276, dn_loss_iou: 0.3684, d0.dn_loss_cls: 0.0614, d0.dn_loss_bbox: 0.3337, d0.dn_loss_iou: 0.4929, d1.dn_loss_cls: 0.0366, d1.dn_loss_bbox: 0.2502, d1.dn_loss_iou: 0.3944, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2319, d2.dn_loss_iou: 0.3738, d3.dn_loss_cls: 0.0283, d3.dn_loss_bbox: 0.2280, d3.dn_loss_iou: 0.3686, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2276, d4.dn_loss_iou: 0.3683, loss: 9.2489, grad_norm: 18.6239 2023-11-06 21:40:21,114 - mmdet - INFO - Epoch [9][1300/3665] lr: 5.563e-06, eta: 3:02:50, time: 0.823, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2393, interm_loss_bbox: 0.1868, interm_loss_iou: 0.4174, loss_cls: 0.1969, loss_bbox: 0.1536, loss_iou: 0.3626, d0.loss_cls: 0.2546, d0.loss_bbox: 0.1584, d0.loss_iou: 0.3719, d1.loss_cls: 0.2201, d1.loss_bbox: 0.1564, d1.loss_iou: 0.3683, d2.loss_cls: 0.2060, d2.loss_bbox: 0.1542, d2.loss_iou: 0.3626, d3.loss_cls: 0.2002, d3.loss_bbox: 0.1531, d3.loss_iou: 0.3619, d4.loss_cls: 0.1973, d4.loss_bbox: 0.1537, d4.loss_iou: 0.3626, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2386, dn_loss_iou: 0.3624, d0.dn_loss_cls: 0.0633, d0.dn_loss_bbox: 0.3480, d0.dn_loss_iou: 0.4832, d1.dn_loss_cls: 0.0375, d1.dn_loss_bbox: 0.2615, d1.dn_loss_iou: 0.3884, d2.dn_loss_cls: 0.0312, d2.dn_loss_bbox: 0.2426, d2.dn_loss_iou: 0.3675, d3.dn_loss_cls: 0.0291, d3.dn_loss_bbox: 0.2388, d3.dn_loss_iou: 0.3624, d4.dn_loss_cls: 0.0279, d4.dn_loss_bbox: 0.2386, d4.dn_loss_iou: 0.3623, loss: 9.3490, grad_norm: 18.8738 2023-11-06 21:41:02,456 - mmdet - INFO - Epoch [9][1350/3665] lr: 5.563e-06, eta: 3:02:09, time: 0.827, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2371, interm_loss_bbox: 0.1842, interm_loss_iou: 0.4179, loss_cls: 0.1947, loss_bbox: 0.1523, loss_iou: 0.3644, d0.loss_cls: 0.2557, d0.loss_bbox: 0.1567, d0.loss_iou: 0.3709, d1.loss_cls: 0.2190, d1.loss_bbox: 0.1556, d1.loss_iou: 0.3685, d2.loss_cls: 0.2046, d2.loss_bbox: 0.1525, d2.loss_iou: 0.3646, d3.loss_cls: 0.1972, d3.loss_bbox: 0.1526, d3.loss_iou: 0.3654, d4.loss_cls: 0.1955, d4.loss_bbox: 0.1517, d4.loss_iou: 0.3642, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2270, dn_loss_iou: 0.3663, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3305, d0.dn_loss_iou: 0.4886, d1.dn_loss_cls: 0.0365, d1.dn_loss_bbox: 0.2495, d1.dn_loss_iou: 0.3927, d2.dn_loss_cls: 0.0301, d2.dn_loss_bbox: 0.2308, d2.dn_loss_iou: 0.3713, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2272, d3.dn_loss_iou: 0.3663, d4.dn_loss_cls: 0.0271, d4.dn_loss_bbox: 0.2270, d4.dn_loss_iou: 0.3662, loss: 9.2796, grad_norm: 18.7956 2023-11-06 21:41:43,055 - mmdet - INFO - Epoch [9][1400/3665] lr: 5.563e-06, eta: 3:01:28, time: 0.812, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2425, interm_loss_bbox: 0.1843, interm_loss_iou: 0.4220, loss_cls: 0.1992, loss_bbox: 0.1532, loss_iou: 0.3696, d0.loss_cls: 0.2565, d0.loss_bbox: 0.1591, d0.loss_iou: 0.3795, d1.loss_cls: 0.2224, d1.loss_bbox: 0.1560, d1.loss_iou: 0.3739, d2.loss_cls: 0.2091, d2.loss_bbox: 0.1533, d2.loss_iou: 0.3690, d3.loss_cls: 0.2017, d3.loss_bbox: 0.1529, d3.loss_iou: 0.3689, d4.loss_cls: 0.1987, d4.loss_bbox: 0.1538, d4.loss_iou: 0.3706, dn_loss_cls: 0.0302, dn_loss_bbox: 0.2343, dn_loss_iou: 0.3772, d0.dn_loss_cls: 0.0641, d0.dn_loss_bbox: 0.3370, d0.dn_loss_iou: 0.4965, d1.dn_loss_cls: 0.0390, d1.dn_loss_bbox: 0.2545, d1.dn_loss_iou: 0.4018, d2.dn_loss_cls: 0.0329, d2.dn_loss_bbox: 0.2377, d2.dn_loss_iou: 0.3822, d3.dn_loss_cls: 0.0311, d3.dn_loss_bbox: 0.2344, d3.dn_loss_iou: 0.3773, d4.dn_loss_cls: 0.0304, d4.dn_loss_bbox: 0.2343, d4.dn_loss_iou: 0.3771, loss: 9.4681, grad_norm: 18.4850 2023-11-06 21:42:24,210 - mmdet - INFO - Epoch [9][1450/3665] lr: 5.563e-06, eta: 3:00:47, time: 0.823, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2424, interm_loss_bbox: 0.1842, interm_loss_iou: 0.4238, loss_cls: 0.1970, loss_bbox: 0.1528, loss_iou: 0.3715, d0.loss_cls: 0.2570, d0.loss_bbox: 0.1577, d0.loss_iou: 0.3790, d1.loss_cls: 0.2229, d1.loss_bbox: 0.1561, d1.loss_iou: 0.3758, d2.loss_cls: 0.2088, d2.loss_bbox: 0.1523, d2.loss_iou: 0.3699, d3.loss_cls: 0.1994, d3.loss_bbox: 0.1540, d3.loss_iou: 0.3727, d4.loss_cls: 0.1969, d4.loss_bbox: 0.1539, d4.loss_iou: 0.3722, dn_loss_cls: 0.0293, dn_loss_bbox: 0.2451, dn_loss_iou: 0.3739, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3556, d0.dn_loss_iou: 0.4974, d1.dn_loss_cls: 0.0384, d1.dn_loss_bbox: 0.2686, d1.dn_loss_iou: 0.4001, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2490, d2.dn_loss_iou: 0.3789, d3.dn_loss_cls: 0.0303, d3.dn_loss_bbox: 0.2452, d3.dn_loss_iou: 0.3740, d4.dn_loss_cls: 0.0294, d4.dn_loss_bbox: 0.2451, d4.dn_loss_iou: 0.3738, loss: 9.5298, grad_norm: 19.8362 2023-11-06 21:43:06,967 - mmdet - INFO - Epoch [9][1500/3665] lr: 5.563e-06, eta: 3:00:07, time: 0.855, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2375, interm_loss_bbox: 0.1793, interm_loss_iou: 0.4194, loss_cls: 0.1960, loss_bbox: 0.1472, loss_iou: 0.3659, d0.loss_cls: 0.2538, d0.loss_bbox: 0.1527, d0.loss_iou: 0.3756, d1.loss_cls: 0.2195, d1.loss_bbox: 0.1515, d1.loss_iou: 0.3722, d2.loss_cls: 0.2045, d2.loss_bbox: 0.1491, d2.loss_iou: 0.3678, d3.loss_cls: 0.1989, d3.loss_bbox: 0.1476, d3.loss_iou: 0.3666, d4.loss_cls: 0.1960, d4.loss_bbox: 0.1476, d4.loss_iou: 0.3669, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2279, dn_loss_iou: 0.3660, d0.dn_loss_cls: 0.0629, d0.dn_loss_bbox: 0.3366, d0.dn_loss_iou: 0.4922, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2507, d1.dn_loss_iou: 0.3926, d2.dn_loss_cls: 0.0313, d2.dn_loss_bbox: 0.2322, d2.dn_loss_iou: 0.3715, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2281, d3.dn_loss_iou: 0.3662, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2279, d4.dn_loss_iou: 0.3659, loss: 9.2903, grad_norm: 19.3562 2023-11-06 21:43:48,491 - mmdet - INFO - Epoch [9][1550/3665] lr: 5.563e-06, eta: 2:59:26, time: 0.830, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2417, interm_loss_bbox: 0.1845, interm_loss_iou: 0.4241, loss_cls: 0.1986, loss_bbox: 0.1551, loss_iou: 0.3710, d0.loss_cls: 0.2553, d0.loss_bbox: 0.1579, d0.loss_iou: 0.3788, d1.loss_cls: 0.2232, d1.loss_bbox: 0.1568, d1.loss_iou: 0.3760, d2.loss_cls: 0.2077, d2.loss_bbox: 0.1553, d2.loss_iou: 0.3728, d3.loss_cls: 0.2013, d3.loss_bbox: 0.1552, d3.loss_iou: 0.3711, d4.loss_cls: 0.1992, d4.loss_bbox: 0.1550, d4.loss_iou: 0.3711, dn_loss_cls: 0.0281, dn_loss_bbox: 0.2337, dn_loss_iou: 0.3749, d0.dn_loss_cls: 0.0632, d0.dn_loss_bbox: 0.3422, d0.dn_loss_iou: 0.4960, d1.dn_loss_cls: 0.0380, d1.dn_loss_bbox: 0.2552, d1.dn_loss_iou: 0.4000, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2373, d2.dn_loss_iou: 0.3798, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2339, d3.dn_loss_iou: 0.3750, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2337, d4.dn_loss_iou: 0.3747, loss: 9.4661, grad_norm: 19.4051 2023-11-06 21:44:30,000 - mmdet - INFO - Epoch [9][1600/3665] lr: 5.563e-06, eta: 2:58:45, time: 0.830, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2418, interm_loss_bbox: 0.1843, interm_loss_iou: 0.4299, loss_cls: 0.2020, loss_bbox: 0.1543, loss_iou: 0.3792, d0.loss_cls: 0.2598, d0.loss_bbox: 0.1576, d0.loss_iou: 0.3864, d1.loss_cls: 0.2272, d1.loss_bbox: 0.1570, d1.loss_iou: 0.3827, d2.loss_cls: 0.2126, d2.loss_bbox: 0.1542, d2.loss_iou: 0.3787, d3.loss_cls: 0.2050, d3.loss_bbox: 0.1543, d3.loss_iou: 0.3790, d4.loss_cls: 0.2020, d4.loss_bbox: 0.1545, d4.loss_iou: 0.3794, dn_loss_cls: 0.0284, dn_loss_bbox: 0.2404, dn_loss_iou: 0.3772, d0.dn_loss_cls: 0.0638, d0.dn_loss_bbox: 0.3505, d0.dn_loss_iou: 0.5014, d1.dn_loss_cls: 0.0377, d1.dn_loss_bbox: 0.2627, d1.dn_loss_iou: 0.4032, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2437, d2.dn_loss_iou: 0.3817, d3.dn_loss_cls: 0.0296, d3.dn_loss_bbox: 0.2404, d3.dn_loss_iou: 0.3772, d4.dn_loss_cls: 0.0286, d4.dn_loss_bbox: 0.2404, d4.dn_loss_iou: 0.3770, loss: 9.5975, grad_norm: 20.1495 2023-11-06 21:45:14,609 - mmdet - INFO - Epoch [9][1650/3665] lr: 5.563e-06, eta: 2:58:05, time: 0.892, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2314, interm_loss_bbox: 0.1880, interm_loss_iou: 0.4133, loss_cls: 0.1892, loss_bbox: 0.1563, loss_iou: 0.3603, d0.loss_cls: 0.2494, d0.loss_bbox: 0.1600, d0.loss_iou: 0.3694, d1.loss_cls: 0.2136, d1.loss_bbox: 0.1591, d1.loss_iou: 0.3642, d2.loss_cls: 0.1993, d2.loss_bbox: 0.1549, d2.loss_iou: 0.3596, d3.loss_cls: 0.1924, d3.loss_bbox: 0.1554, d3.loss_iou: 0.3589, d4.loss_cls: 0.1898, d4.loss_bbox: 0.1559, d4.loss_iou: 0.3601, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2372, dn_loss_iou: 0.3605, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3465, d0.dn_loss_iou: 0.4821, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2601, d1.dn_loss_iou: 0.3863, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2418, d2.dn_loss_iou: 0.3659, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2374, d3.dn_loss_iou: 0.3606, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2372, d4.dn_loss_iou: 0.3604, loss: 9.2626, grad_norm: 19.9876 2023-11-06 21:45:55,441 - mmdet - INFO - Epoch [9][1700/3665] lr: 5.563e-06, eta: 2:57:24, time: 0.817, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2350, interm_loss_bbox: 0.1812, interm_loss_iou: 0.4196, loss_cls: 0.1941, loss_bbox: 0.1508, loss_iou: 0.3678, d0.loss_cls: 0.2525, d0.loss_bbox: 0.1572, d0.loss_iou: 0.3798, d1.loss_cls: 0.2195, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3723, d2.loss_cls: 0.2030, d2.loss_bbox: 0.1513, d2.loss_iou: 0.3691, d3.loss_cls: 0.1965, d3.loss_bbox: 0.1510, d3.loss_iou: 0.3680, d4.loss_cls: 0.1941, d4.loss_bbox: 0.1509, d4.loss_iou: 0.3681, dn_loss_cls: 0.0275, dn_loss_bbox: 0.2322, dn_loss_iou: 0.3640, d0.dn_loss_cls: 0.0629, d0.dn_loss_bbox: 0.3367, d0.dn_loss_iou: 0.4845, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2526, d1.dn_loss_iou: 0.3885, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2353, d2.dn_loss_iou: 0.3685, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2323, d3.dn_loss_iou: 0.3640, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2322, d4.dn_loss_iou: 0.3639, loss: 9.3041, grad_norm: 20.0413 2023-11-06 21:46:36,302 - mmdet - INFO - Epoch [9][1750/3665] lr: 5.563e-06, eta: 2:56:43, time: 0.817, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2406, interm_loss_bbox: 0.1818, interm_loss_iou: 0.4254, loss_cls: 0.1967, loss_bbox: 0.1528, loss_iou: 0.3713, d0.loss_cls: 0.2522, d0.loss_bbox: 0.1593, d0.loss_iou: 0.3839, d1.loss_cls: 0.2183, d1.loss_bbox: 0.1571, d1.loss_iou: 0.3783, d2.loss_cls: 0.2057, d2.loss_bbox: 0.1540, d2.loss_iou: 0.3718, d3.loss_cls: 0.2006, d3.loss_bbox: 0.1515, d3.loss_iou: 0.3699, d4.loss_cls: 0.1970, d4.loss_bbox: 0.1525, d4.loss_iou: 0.3714, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2265, dn_loss_iou: 0.3735, d0.dn_loss_cls: 0.0625, d0.dn_loss_bbox: 0.3306, d0.dn_loss_iou: 0.4958, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2485, d1.dn_loss_iou: 0.3992, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2301, d2.dn_loss_iou: 0.3784, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2267, d3.dn_loss_iou: 0.3734, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2265, d4.dn_loss_iou: 0.3733, loss: 9.3891, grad_norm: 19.7402 2023-11-06 21:47:17,293 - mmdet - INFO - Epoch [9][1800/3665] lr: 5.563e-06, eta: 2:56:02, time: 0.820, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2423, interm_loss_bbox: 0.1776, interm_loss_iou: 0.4186, loss_cls: 0.1968, loss_bbox: 0.1506, loss_iou: 0.3695, d0.loss_cls: 0.2536, d0.loss_bbox: 0.1563, d0.loss_iou: 0.3807, d1.loss_cls: 0.2194, d1.loss_bbox: 0.1535, d1.loss_iou: 0.3750, d2.loss_cls: 0.2061, d2.loss_bbox: 0.1509, d2.loss_iou: 0.3704, d3.loss_cls: 0.2000, d3.loss_bbox: 0.1510, d3.loss_iou: 0.3695, d4.loss_cls: 0.1973, d4.loss_bbox: 0.1508, d4.loss_iou: 0.3695, dn_loss_cls: 0.0273, dn_loss_bbox: 0.2281, dn_loss_iou: 0.3690, d0.dn_loss_cls: 0.0620, d0.dn_loss_bbox: 0.3383, d0.dn_loss_iou: 0.4934, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2507, d1.dn_loss_iou: 0.3946, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2323, d2.dn_loss_iou: 0.3742, d3.dn_loss_cls: 0.0285, d3.dn_loss_bbox: 0.2283, d3.dn_loss_iou: 0.3690, d4.dn_loss_cls: 0.0274, d4.dn_loss_bbox: 0.2281, d4.dn_loss_iou: 0.3689, loss: 9.3465, grad_norm: 19.4456 2023-11-06 21:47:58,382 - mmdet - INFO - Epoch [9][1850/3665] lr: 5.563e-06, eta: 2:55:21, time: 0.822, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2376, interm_loss_bbox: 0.1755, interm_loss_iou: 0.4192, loss_cls: 0.1959, loss_bbox: 0.1468, loss_iou: 0.3716, d0.loss_cls: 0.2494, d0.loss_bbox: 0.1531, d0.loss_iou: 0.3817, d1.loss_cls: 0.2197, d1.loss_bbox: 0.1492, d1.loss_iou: 0.3761, d2.loss_cls: 0.2055, d2.loss_bbox: 0.1477, d2.loss_iou: 0.3725, d3.loss_cls: 0.1994, d3.loss_bbox: 0.1463, d3.loss_iou: 0.3706, d4.loss_cls: 0.1964, d4.loss_bbox: 0.1468, d4.loss_iou: 0.3714, dn_loss_cls: 0.0285, dn_loss_bbox: 0.2269, dn_loss_iou: 0.3689, d0.dn_loss_cls: 0.0632, d0.dn_loss_bbox: 0.3279, d0.dn_loss_iou: 0.4874, d1.dn_loss_cls: 0.0376, d1.dn_loss_bbox: 0.2474, d1.dn_loss_iou: 0.3935, d2.dn_loss_cls: 0.0312, d2.dn_loss_bbox: 0.2303, d2.dn_loss_iou: 0.3734, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2270, d3.dn_loss_iou: 0.3688, d4.dn_loss_cls: 0.0285, d4.dn_loss_bbox: 0.2269, d4.dn_loss_iou: 0.3687, loss: 9.2980, grad_norm: 19.2966 2023-11-06 21:48:41,508 - mmdet - INFO - Epoch [9][1900/3665] lr: 5.563e-06, eta: 2:54:41, time: 0.863, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2379, interm_loss_bbox: 0.1827, interm_loss_iou: 0.4169, loss_cls: 0.1988, loss_bbox: 0.1526, loss_iou: 0.3646, d0.loss_cls: 0.2528, d0.loss_bbox: 0.1560, d0.loss_iou: 0.3727, d1.loss_cls: 0.2212, d1.loss_bbox: 0.1553, d1.loss_iou: 0.3687, d2.loss_cls: 0.2096, d2.loss_bbox: 0.1517, d2.loss_iou: 0.3645, d3.loss_cls: 0.2024, d3.loss_bbox: 0.1521, d3.loss_iou: 0.3645, d4.loss_cls: 0.1997, d4.loss_bbox: 0.1522, d4.loss_iou: 0.3645, dn_loss_cls: 0.0294, dn_loss_bbox: 0.2355, dn_loss_iou: 0.3708, d0.dn_loss_cls: 0.0643, d0.dn_loss_bbox: 0.3416, d0.dn_loss_iou: 0.4922, d1.dn_loss_cls: 0.0389, d1.dn_loss_bbox: 0.2580, d1.dn_loss_iou: 0.3974, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2391, d2.dn_loss_iou: 0.3764, d3.dn_loss_cls: 0.0306, d3.dn_loss_bbox: 0.2357, d3.dn_loss_iou: 0.3710, d4.dn_loss_cls: 0.0296, d4.dn_loss_bbox: 0.2355, d4.dn_loss_iou: 0.3707, loss: 9.3906, grad_norm: 18.3263 2023-11-06 21:49:22,401 - mmdet - INFO - Epoch [9][1950/3665] lr: 5.563e-06, eta: 2:54:00, time: 0.818, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2372, interm_loss_bbox: 0.1825, interm_loss_iou: 0.4234, loss_cls: 0.1964, loss_bbox: 0.1527, loss_iou: 0.3701, d0.loss_cls: 0.2521, d0.loss_bbox: 0.1559, d0.loss_iou: 0.3788, d1.loss_cls: 0.2196, d1.loss_bbox: 0.1541, d1.loss_iou: 0.3740, d2.loss_cls: 0.2067, d2.loss_bbox: 0.1522, d2.loss_iou: 0.3695, d3.loss_cls: 0.1991, d3.loss_bbox: 0.1523, d3.loss_iou: 0.3699, d4.loss_cls: 0.1966, d4.loss_bbox: 0.1528, d4.loss_iou: 0.3707, dn_loss_cls: 0.0275, dn_loss_bbox: 0.2376, dn_loss_iou: 0.3678, d0.dn_loss_cls: 0.0636, d0.dn_loss_bbox: 0.3453, d0.dn_loss_iou: 0.4893, d1.dn_loss_cls: 0.0376, d1.dn_loss_bbox: 0.2600, d1.dn_loss_iou: 0.3936, d2.dn_loss_cls: 0.0309, d2.dn_loss_bbox: 0.2414, d2.dn_loss_iou: 0.3727, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2378, d3.dn_loss_iou: 0.3679, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2376, d4.dn_loss_iou: 0.3677, loss: 9.4011, grad_norm: 18.6843 2023-11-06 21:50:03,491 - mmdet - INFO - Epoch [9][2000/3665] lr: 5.563e-06, eta: 2:53:19, time: 0.822, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2427, interm_loss_bbox: 0.1802, interm_loss_iou: 0.4211, loss_cls: 0.2006, loss_bbox: 0.1497, loss_iou: 0.3673, d0.loss_cls: 0.2577, d0.loss_bbox: 0.1529, d0.loss_iou: 0.3739, d1.loss_cls: 0.2243, d1.loss_bbox: 0.1521, d1.loss_iou: 0.3704, d2.loss_cls: 0.2115, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3664, d3.loss_cls: 0.2034, d3.loss_bbox: 0.1491, d3.loss_iou: 0.3665, d4.loss_cls: 0.2004, d4.loss_bbox: 0.1500, d4.loss_iou: 0.3678, dn_loss_cls: 0.0288, dn_loss_bbox: 0.2315, dn_loss_iou: 0.3716, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3365, d0.dn_loss_iou: 0.4949, d1.dn_loss_cls: 0.0385, d1.dn_loss_bbox: 0.2528, d1.dn_loss_iou: 0.3975, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2352, d2.dn_loss_iou: 0.3762, d3.dn_loss_cls: 0.0301, d3.dn_loss_bbox: 0.2317, d3.dn_loss_iou: 0.3716, d4.dn_loss_cls: 0.0290, d4.dn_loss_bbox: 0.2315, d4.dn_loss_iou: 0.3715, loss: 9.3808, grad_norm: 18.8518 2023-11-06 21:50:44,590 - mmdet - INFO - Epoch [9][2050/3665] lr: 5.563e-06, eta: 2:52:37, time: 0.822, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2372, interm_loss_bbox: 0.1833, interm_loss_iou: 0.4153, loss_cls: 0.1970, loss_bbox: 0.1524, loss_iou: 0.3637, d0.loss_cls: 0.2523, d0.loss_bbox: 0.1551, d0.loss_iou: 0.3705, d1.loss_cls: 0.2203, d1.loss_bbox: 0.1543, d1.loss_iou: 0.3687, d2.loss_cls: 0.2090, d2.loss_bbox: 0.1502, d2.loss_iou: 0.3619, d3.loss_cls: 0.2005, d3.loss_bbox: 0.1514, d3.loss_iou: 0.3628, d4.loss_cls: 0.1984, d4.loss_bbox: 0.1513, d4.loss_iou: 0.3628, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2432, dn_loss_iou: 0.3697, d0.dn_loss_cls: 0.0625, d0.dn_loss_bbox: 0.3513, d0.dn_loss_iou: 0.4925, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2661, d1.dn_loss_iou: 0.3962, d2.dn_loss_cls: 0.0301, d2.dn_loss_bbox: 0.2469, d2.dn_loss_iou: 0.3746, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2434, d3.dn_loss_iou: 0.3697, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2432, d4.dn_loss_iou: 0.3696, loss: 9.3975, grad_norm: 18.7047 2023-11-06 21:51:25,824 - mmdet - INFO - Epoch [9][2100/3665] lr: 5.563e-06, eta: 2:51:56, time: 0.825, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2351, interm_loss_bbox: 0.1886, interm_loss_iou: 0.4246, loss_cls: 0.1939, loss_bbox: 0.1581, loss_iou: 0.3744, d0.loss_cls: 0.2496, d0.loss_bbox: 0.1621, d0.loss_iou: 0.3814, d1.loss_cls: 0.2173, d1.loss_bbox: 0.1604, d1.loss_iou: 0.3788, d2.loss_cls: 0.2038, d2.loss_bbox: 0.1580, d2.loss_iou: 0.3735, d3.loss_cls: 0.1973, d3.loss_bbox: 0.1572, d3.loss_iou: 0.3732, d4.loss_cls: 0.1943, d4.loss_bbox: 0.1579, d4.loss_iou: 0.3743, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2452, dn_loss_iou: 0.3701, d0.dn_loss_cls: 0.0626, d0.dn_loss_bbox: 0.3614, d0.dn_loss_iou: 0.4983, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2695, d1.dn_loss_iou: 0.3970, d2.dn_loss_cls: 0.0306, d2.dn_loss_bbox: 0.2491, d2.dn_loss_iou: 0.3747, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2454, d3.dn_loss_iou: 0.3702, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2452, d4.dn_loss_iou: 0.3700, loss: 9.5244, grad_norm: 19.4174 2023-11-06 21:52:07,255 - mmdet - INFO - Epoch [9][2150/3665] lr: 5.563e-06, eta: 2:51:16, time: 0.829, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2349, interm_loss_bbox: 0.1875, interm_loss_iou: 0.4271, loss_cls: 0.1911, loss_bbox: 0.1536, loss_iou: 0.3714, d0.loss_cls: 0.2497, d0.loss_bbox: 0.1565, d0.loss_iou: 0.3789, d1.loss_cls: 0.2165, d1.loss_bbox: 0.1547, d1.loss_iou: 0.3737, d2.loss_cls: 0.2041, d2.loss_bbox: 0.1507, d2.loss_iou: 0.3685, d3.loss_cls: 0.1958, d3.loss_bbox: 0.1522, d3.loss_iou: 0.3695, d4.loss_cls: 0.1923, d4.loss_bbox: 0.1532, d4.loss_iou: 0.3713, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2354, dn_loss_iou: 0.3674, d0.dn_loss_cls: 0.0629, d0.dn_loss_bbox: 0.3444, d0.dn_loss_iou: 0.4912, d1.dn_loss_cls: 0.0369, d1.dn_loss_bbox: 0.2580, d1.dn_loss_iou: 0.3939, d2.dn_loss_cls: 0.0306, d2.dn_loss_bbox: 0.2396, d2.dn_loss_iou: 0.3723, d3.dn_loss_cls: 0.0286, d3.dn_loss_bbox: 0.2357, d3.dn_loss_iou: 0.3674, d4.dn_loss_cls: 0.0274, d4.dn_loss_bbox: 0.2354, d4.dn_loss_iou: 0.3673, loss: 9.3748, grad_norm: 22.3573 2023-11-06 21:52:48,447 - mmdet - INFO - Epoch [9][2200/3665] lr: 5.563e-06, eta: 2:50:35, time: 0.824, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2375, interm_loss_bbox: 0.1871, interm_loss_iou: 0.4217, loss_cls: 0.2001, loss_bbox: 0.1492, loss_iou: 0.3599, d0.loss_cls: 0.2538, d0.loss_bbox: 0.1548, d0.loss_iou: 0.3719, d1.loss_cls: 0.2228, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3661, d2.loss_cls: 0.2101, d2.loss_bbox: 0.1500, d2.loss_iou: 0.3601, d3.loss_cls: 0.2026, d3.loss_bbox: 0.1495, d3.loss_iou: 0.3597, d4.loss_cls: 0.2006, d4.loss_bbox: 0.1492, d4.loss_iou: 0.3598, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2327, dn_loss_iou: 0.3692, d0.dn_loss_cls: 0.0633, d0.dn_loss_bbox: 0.3378, d0.dn_loss_iou: 0.4912, d1.dn_loss_cls: 0.0384, d1.dn_loss_bbox: 0.2549, d1.dn_loss_iou: 0.3950, d2.dn_loss_cls: 0.0317, d2.dn_loss_bbox: 0.2366, d2.dn_loss_iou: 0.3742, d3.dn_loss_cls: 0.0297, d3.dn_loss_bbox: 0.2329, d3.dn_loss_iou: 0.3693, d4.dn_loss_cls: 0.0286, d4.dn_loss_bbox: 0.2327, d4.dn_loss_iou: 0.3690, loss: 9.3354, grad_norm: 18.6480 2023-11-06 21:53:28,826 - mmdet - INFO - Epoch [9][2250/3665] lr: 5.563e-06, eta: 2:49:53, time: 0.807, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2321, interm_loss_bbox: 0.1874, interm_loss_iou: 0.4266, loss_cls: 0.1921, loss_bbox: 0.1537, loss_iou: 0.3681, d0.loss_cls: 0.2481, d0.loss_bbox: 0.1579, d0.loss_iou: 0.3798, d1.loss_cls: 0.2151, d1.loss_bbox: 0.1569, d1.loss_iou: 0.3740, d2.loss_cls: 0.2013, d2.loss_bbox: 0.1542, d2.loss_iou: 0.3698, d3.loss_cls: 0.1951, d3.loss_bbox: 0.1533, d3.loss_iou: 0.3677, d4.loss_cls: 0.1923, d4.loss_bbox: 0.1536, d4.loss_iou: 0.3680, dn_loss_cls: 0.0262, dn_loss_bbox: 0.2324, dn_loss_iou: 0.3682, d0.dn_loss_cls: 0.0608, d0.dn_loss_bbox: 0.3373, d0.dn_loss_iou: 0.4877, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2534, d1.dn_loss_iou: 0.3926, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2356, d2.dn_loss_iou: 0.3727, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2324, d3.dn_loss_iou: 0.3680, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2324, d4.dn_loss_iou: 0.3680, loss: 9.3340, grad_norm: 20.2953 2023-11-06 21:54:09,725 - mmdet - INFO - Epoch [9][2300/3665] lr: 5.563e-06, eta: 2:49:12, time: 0.818, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2396, interm_loss_bbox: 0.1871, interm_loss_iou: 0.4198, loss_cls: 0.1990, loss_bbox: 0.1529, loss_iou: 0.3643, d0.loss_cls: 0.2540, d0.loss_bbox: 0.1593, d0.loss_iou: 0.3745, d1.loss_cls: 0.2206, d1.loss_bbox: 0.1573, d1.loss_iou: 0.3704, d2.loss_cls: 0.2066, d2.loss_bbox: 0.1554, d2.loss_iou: 0.3664, d3.loss_cls: 0.2021, d3.loss_bbox: 0.1528, d3.loss_iou: 0.3642, d4.loss_cls: 0.2000, d4.loss_bbox: 0.1528, d4.loss_iou: 0.3640, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2432, dn_loss_iou: 0.3706, d0.dn_loss_cls: 0.0647, d0.dn_loss_bbox: 0.3506, d0.dn_loss_iou: 0.4937, d1.dn_loss_cls: 0.0385, d1.dn_loss_bbox: 0.2666, d1.dn_loss_iou: 0.3965, d2.dn_loss_cls: 0.0319, d2.dn_loss_bbox: 0.2473, d2.dn_loss_iou: 0.3755, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2434, d3.dn_loss_iou: 0.3707, d4.dn_loss_cls: 0.0288, d4.dn_loss_bbox: 0.2432, d4.dn_loss_iou: 0.3705, loss: 9.4572, grad_norm: 21.0552 2023-11-06 21:54:51,027 - mmdet - INFO - Epoch [9][2350/3665] lr: 5.563e-06, eta: 2:48:31, time: 0.826, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2380, interm_loss_bbox: 0.1818, interm_loss_iou: 0.4135, loss_cls: 0.1973, loss_bbox: 0.1504, loss_iou: 0.3601, d0.loss_cls: 0.2521, d0.loss_bbox: 0.1542, d0.loss_iou: 0.3682, d1.loss_cls: 0.2204, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3647, d2.loss_cls: 0.2076, d2.loss_bbox: 0.1502, d2.loss_iou: 0.3595, d3.loss_cls: 0.1996, d3.loss_bbox: 0.1508, d3.loss_iou: 0.3596, d4.loss_cls: 0.1977, d4.loss_bbox: 0.1504, d4.loss_iou: 0.3597, dn_loss_cls: 0.0274, dn_loss_bbox: 0.2368, dn_loss_iou: 0.3683, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3410, d0.dn_loss_iou: 0.4866, d1.dn_loss_cls: 0.0366, d1.dn_loss_bbox: 0.2583, d1.dn_loss_iou: 0.3935, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2404, d2.dn_loss_iou: 0.3733, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2370, d3.dn_loss_iou: 0.3683, d4.dn_loss_cls: 0.0275, d4.dn_loss_bbox: 0.2368, d4.dn_loss_iou: 0.3681, loss: 9.3097, grad_norm: 21.5443 2023-11-06 21:55:31,867 - mmdet - INFO - Epoch [9][2400/3665] lr: 5.563e-06, eta: 2:47:50, time: 0.817, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2384, interm_loss_bbox: 0.1902, interm_loss_iou: 0.4222, loss_cls: 0.1941, loss_bbox: 0.1545, loss_iou: 0.3646, d0.loss_cls: 0.2534, d0.loss_bbox: 0.1576, d0.loss_iou: 0.3697, d1.loss_cls: 0.2196, d1.loss_bbox: 0.1552, d1.loss_iou: 0.3651, d2.loss_cls: 0.2059, d2.loss_bbox: 0.1534, d2.loss_iou: 0.3621, d3.loss_cls: 0.1979, d3.loss_bbox: 0.1539, d3.loss_iou: 0.3633, d4.loss_cls: 0.1945, d4.loss_bbox: 0.1547, d4.loss_iou: 0.3644, dn_loss_cls: 0.0271, dn_loss_bbox: 0.2411, dn_loss_iou: 0.3603, d0.dn_loss_cls: 0.0619, d0.dn_loss_bbox: 0.3533, d0.dn_loss_iou: 0.4817, d1.dn_loss_cls: 0.0369, d1.dn_loss_bbox: 0.2647, d1.dn_loss_iou: 0.3866, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2454, d2.dn_loss_iou: 0.3658, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2413, d3.dn_loss_iou: 0.3604, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2411, d4.dn_loss_iou: 0.3602, loss: 9.3482, grad_norm: 18.9356 2023-11-06 21:56:13,594 - mmdet - INFO - Epoch [9][2450/3665] lr: 5.563e-06, eta: 2:47:09, time: 0.835, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2388, interm_loss_bbox: 0.1877, interm_loss_iou: 0.4102, loss_cls: 0.1956, loss_bbox: 0.1571, loss_iou: 0.3595, d0.loss_cls: 0.2539, d0.loss_bbox: 0.1615, d0.loss_iou: 0.3668, d1.loss_cls: 0.2201, d1.loss_bbox: 0.1598, d1.loss_iou: 0.3629, d2.loss_cls: 0.2059, d2.loss_bbox: 0.1560, d2.loss_iou: 0.3580, d3.loss_cls: 0.1986, d3.loss_bbox: 0.1566, d3.loss_iou: 0.3588, d4.loss_cls: 0.1961, d4.loss_bbox: 0.1571, d4.loss_iou: 0.3595, dn_loss_cls: 0.0271, dn_loss_bbox: 0.2357, dn_loss_iou: 0.3645, d0.dn_loss_cls: 0.0625, d0.dn_loss_bbox: 0.3499, d0.dn_loss_iou: 0.4886, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2605, d1.dn_loss_iou: 0.3922, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2402, d2.dn_loss_iou: 0.3700, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2359, d3.dn_loss_iou: 0.3647, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2356, d4.dn_loss_iou: 0.3644, loss: 9.3349, grad_norm: 20.0321 2023-11-06 21:56:54,205 - mmdet - INFO - Epoch [9][2500/3665] lr: 5.563e-06, eta: 2:46:28, time: 0.812, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2346, interm_loss_bbox: 0.1840, interm_loss_iou: 0.4235, loss_cls: 0.1933, loss_bbox: 0.1519, loss_iou: 0.3675, d0.loss_cls: 0.2478, d0.loss_bbox: 0.1572, d0.loss_iou: 0.3780, d1.loss_cls: 0.2179, d1.loss_bbox: 0.1531, d1.loss_iou: 0.3710, d2.loss_cls: 0.2053, d2.loss_bbox: 0.1501, d2.loss_iou: 0.3653, d3.loss_cls: 0.1955, d3.loss_bbox: 0.1526, d3.loss_iou: 0.3676, d4.loss_cls: 0.1934, d4.loss_bbox: 0.1521, d4.loss_iou: 0.3681, dn_loss_cls: 0.0273, dn_loss_bbox: 0.2347, dn_loss_iou: 0.3662, d0.dn_loss_cls: 0.0625, d0.dn_loss_bbox: 0.3444, d0.dn_loss_iou: 0.4884, d1.dn_loss_cls: 0.0369, d1.dn_loss_bbox: 0.2580, d1.dn_loss_iou: 0.3921, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2390, d2.dn_loss_iou: 0.3713, d3.dn_loss_cls: 0.0285, d3.dn_loss_bbox: 0.2349, d3.dn_loss_iou: 0.3662, d4.dn_loss_cls: 0.0276, d4.dn_loss_bbox: 0.2347, d4.dn_loss_iou: 0.3660, loss: 9.3394, grad_norm: 20.8164 2023-11-06 21:57:35,421 - mmdet - INFO - Epoch [9][2550/3665] lr: 5.563e-06, eta: 2:45:47, time: 0.824, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2380, interm_loss_bbox: 0.1834, interm_loss_iou: 0.4129, loss_cls: 0.1920, loss_bbox: 0.1502, loss_iou: 0.3576, d0.loss_cls: 0.2487, d0.loss_bbox: 0.1553, d0.loss_iou: 0.3670, d1.loss_cls: 0.2188, d1.loss_bbox: 0.1525, d1.loss_iou: 0.3634, d2.loss_cls: 0.2023, d2.loss_bbox: 0.1503, d2.loss_iou: 0.3571, d3.loss_cls: 0.1955, d3.loss_bbox: 0.1496, d3.loss_iou: 0.3569, d4.loss_cls: 0.1928, d4.loss_bbox: 0.1499, d4.loss_iou: 0.3571, dn_loss_cls: 0.0276, dn_loss_bbox: 0.2327, dn_loss_iou: 0.3568, d0.dn_loss_cls: 0.0629, d0.dn_loss_bbox: 0.3448, d0.dn_loss_iou: 0.4797, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2559, d1.dn_loss_iou: 0.3833, d2.dn_loss_cls: 0.0310, d2.dn_loss_bbox: 0.2367, d2.dn_loss_iou: 0.3619, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2328, d3.dn_loss_iou: 0.3568, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2326, d4.dn_loss_iou: 0.3566, loss: 9.1973, grad_norm: 20.3100 2023-11-06 21:58:16,325 - mmdet - INFO - Epoch [9][2600/3665] lr: 5.563e-06, eta: 2:45:06, time: 0.818, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2411, interm_loss_bbox: 0.1848, interm_loss_iou: 0.4205, loss_cls: 0.1979, loss_bbox: 0.1539, loss_iou: 0.3685, d0.loss_cls: 0.2559, d0.loss_bbox: 0.1585, d0.loss_iou: 0.3752, d1.loss_cls: 0.2229, d1.loss_bbox: 0.1549, d1.loss_iou: 0.3709, d2.loss_cls: 0.2079, d2.loss_bbox: 0.1538, d2.loss_iou: 0.3683, d3.loss_cls: 0.1995, d3.loss_bbox: 0.1549, d3.loss_iou: 0.3687, d4.loss_cls: 0.1975, d4.loss_bbox: 0.1542, d4.loss_iou: 0.3686, dn_loss_cls: 0.0291, dn_loss_bbox: 0.2341, dn_loss_iou: 0.3723, d0.dn_loss_cls: 0.0627, d0.dn_loss_bbox: 0.3376, d0.dn_loss_iou: 0.4927, d1.dn_loss_cls: 0.0380, d1.dn_loss_bbox: 0.2561, d1.dn_loss_iou: 0.3977, d2.dn_loss_cls: 0.0316, d2.dn_loss_bbox: 0.2379, d2.dn_loss_iou: 0.3771, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2344, d3.dn_loss_iou: 0.3725, d4.dn_loss_cls: 0.0290, d4.dn_loss_bbox: 0.2341, d4.dn_loss_iou: 0.3722, loss: 9.4175, grad_norm: 19.0901 2023-11-06 21:58:59,682 - mmdet - INFO - Epoch [9][2650/3665] lr: 5.563e-06, eta: 2:44:25, time: 0.867, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2377, interm_loss_bbox: 0.1799, interm_loss_iou: 0.4145, loss_cls: 0.1949, loss_bbox: 0.1509, loss_iou: 0.3670, d0.loss_cls: 0.2509, d0.loss_bbox: 0.1552, d0.loss_iou: 0.3740, d1.loss_cls: 0.2176, d1.loss_bbox: 0.1533, d1.loss_iou: 0.3705, d2.loss_cls: 0.2042, d2.loss_bbox: 0.1509, d2.loss_iou: 0.3673, d3.loss_cls: 0.1976, d3.loss_bbox: 0.1515, d3.loss_iou: 0.3668, d4.loss_cls: 0.1951, d4.loss_bbox: 0.1515, d4.loss_iou: 0.3675, dn_loss_cls: 0.0273, dn_loss_bbox: 0.2324, dn_loss_iou: 0.3696, d0.dn_loss_cls: 0.0623, d0.dn_loss_bbox: 0.3365, d0.dn_loss_iou: 0.4872, d1.dn_loss_cls: 0.0369, d1.dn_loss_bbox: 0.2544, d1.dn_loss_iou: 0.3952, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2357, d2.dn_loss_iou: 0.3744, d3.dn_loss_cls: 0.0285, d3.dn_loss_bbox: 0.2324, d3.dn_loss_iou: 0.3696, d4.dn_loss_cls: 0.0274, d4.dn_loss_bbox: 0.2324, d4.dn_loss_iou: 0.3695, loss: 9.3207, grad_norm: 19.2300 2023-11-06 21:59:40,712 - mmdet - INFO - Epoch [9][2700/3665] lr: 5.563e-06, eta: 2:43:44, time: 0.821, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2373, interm_loss_bbox: 0.1867, interm_loss_iou: 0.4215, loss_cls: 0.1982, loss_bbox: 0.1540, loss_iou: 0.3658, d0.loss_cls: 0.2537, d0.loss_bbox: 0.1595, d0.loss_iou: 0.3764, d1.loss_cls: 0.2217, d1.loss_bbox: 0.1566, d1.loss_iou: 0.3703, d2.loss_cls: 0.2082, d2.loss_bbox: 0.1541, d2.loss_iou: 0.3664, d3.loss_cls: 0.2015, d3.loss_bbox: 0.1535, d3.loss_iou: 0.3651, d4.loss_cls: 0.1988, d4.loss_bbox: 0.1544, d4.loss_iou: 0.3659, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2309, dn_loss_iou: 0.3612, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3404, d0.dn_loss_iou: 0.4859, d1.dn_loss_cls: 0.0367, d1.dn_loss_bbox: 0.2530, d1.dn_loss_iou: 0.3873, d2.dn_loss_cls: 0.0301, d2.dn_loss_bbox: 0.2346, d2.dn_loss_iou: 0.3664, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2311, d3.dn_loss_iou: 0.3614, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2309, d4.dn_loss_iou: 0.3611, loss: 9.3254, grad_norm: 18.2559 2023-11-06 22:00:22,316 - mmdet - INFO - Epoch [9][2750/3665] lr: 5.563e-06, eta: 2:43:04, time: 0.832, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2445, interm_loss_bbox: 0.1879, interm_loss_iou: 0.4273, loss_cls: 0.2001, loss_bbox: 0.1558, loss_iou: 0.3730, d0.loss_cls: 0.2587, d0.loss_bbox: 0.1593, d0.loss_iou: 0.3806, d1.loss_cls: 0.2258, d1.loss_bbox: 0.1567, d1.loss_iou: 0.3777, d2.loss_cls: 0.2123, d2.loss_bbox: 0.1542, d2.loss_iou: 0.3733, d3.loss_cls: 0.2049, d3.loss_bbox: 0.1546, d3.loss_iou: 0.3723, d4.loss_cls: 0.2012, d4.loss_bbox: 0.1556, d4.loss_iou: 0.3731, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2342, dn_loss_iou: 0.3791, d0.dn_loss_cls: 0.0643, d0.dn_loss_bbox: 0.3431, d0.dn_loss_iou: 0.5024, d1.dn_loss_cls: 0.0384, d1.dn_loss_bbox: 0.2569, d1.dn_loss_iou: 0.4057, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2380, d2.dn_loss_iou: 0.3845, d3.dn_loss_cls: 0.0298, d3.dn_loss_bbox: 0.2343, d3.dn_loss_iou: 0.3792, d4.dn_loss_cls: 0.0288, d4.dn_loss_bbox: 0.2342, d4.dn_loss_iou: 0.3790, loss: 9.5409, grad_norm: 19.0472 2023-11-06 22:01:03,175 - mmdet - INFO - Epoch [9][2800/3665] lr: 5.563e-06, eta: 2:42:22, time: 0.817, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2388, interm_loss_bbox: 0.1835, interm_loss_iou: 0.4287, loss_cls: 0.1967, loss_bbox: 0.1544, loss_iou: 0.3759, d0.loss_cls: 0.2520, d0.loss_bbox: 0.1580, d0.loss_iou: 0.3845, d1.loss_cls: 0.2191, d1.loss_bbox: 0.1571, d1.loss_iou: 0.3814, d2.loss_cls: 0.2065, d2.loss_bbox: 0.1539, d2.loss_iou: 0.3776, d3.loss_cls: 0.2003, d3.loss_bbox: 0.1535, d3.loss_iou: 0.3755, d4.loss_cls: 0.1970, d4.loss_bbox: 0.1542, d4.loss_iou: 0.3760, dn_loss_cls: 0.0290, dn_loss_bbox: 0.2346, dn_loss_iou: 0.3734, d0.dn_loss_cls: 0.0639, d0.dn_loss_bbox: 0.3443, d0.dn_loss_iou: 0.4935, d1.dn_loss_cls: 0.0378, d1.dn_loss_bbox: 0.2576, d1.dn_loss_iou: 0.3991, d2.dn_loss_cls: 0.0317, d2.dn_loss_bbox: 0.2390, d2.dn_loss_iou: 0.3786, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2349, d3.dn_loss_iou: 0.3735, d4.dn_loss_cls: 0.0290, d4.dn_loss_bbox: 0.2346, d4.dn_loss_iou: 0.3733, loss: 9.4823, grad_norm: 18.6218 2023-11-06 22:01:44,239 - mmdet - INFO - Epoch [9][2850/3665] lr: 5.563e-06, eta: 2:41:41, time: 0.821, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2258, interm_loss_bbox: 0.1803, interm_loss_iou: 0.4212, loss_cls: 0.1835, loss_bbox: 0.1498, loss_iou: 0.3682, d0.loss_cls: 0.2398, d0.loss_bbox: 0.1537, d0.loss_iou: 0.3758, d1.loss_cls: 0.2077, d1.loss_bbox: 0.1495, d1.loss_iou: 0.3704, d2.loss_cls: 0.1931, d2.loss_bbox: 0.1481, d2.loss_iou: 0.3675, d3.loss_cls: 0.1865, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3680, d4.loss_cls: 0.1838, d4.loss_bbox: 0.1493, d4.loss_iou: 0.3681, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2294, dn_loss_iou: 0.3647, d0.dn_loss_cls: 0.0608, d0.dn_loss_bbox: 0.3364, d0.dn_loss_iou: 0.4875, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2510, d1.dn_loss_iou: 0.3896, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2328, d2.dn_loss_iou: 0.3693, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2296, d3.dn_loss_iou: 0.3647, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2294, d4.dn_loss_iou: 0.3646, loss: 9.1947, grad_norm: 19.4447 2023-11-06 22:02:27,545 - mmdet - INFO - Epoch [9][2900/3665] lr: 5.563e-06, eta: 2:41:01, time: 0.866, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2336, interm_loss_bbox: 0.1854, interm_loss_iou: 0.4289, loss_cls: 0.1958, loss_bbox: 0.1486, loss_iou: 0.3693, d0.loss_cls: 0.2487, d0.loss_bbox: 0.1576, d0.loss_iou: 0.3819, d1.loss_cls: 0.2183, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3749, d2.loss_cls: 0.2057, d2.loss_bbox: 0.1494, d2.loss_iou: 0.3689, d3.loss_cls: 0.1988, d3.loss_bbox: 0.1485, d3.loss_iou: 0.3693, d4.loss_cls: 0.1962, d4.loss_bbox: 0.1484, d4.loss_iou: 0.3695, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2340, dn_loss_iou: 0.3694, d0.dn_loss_cls: 0.0620, d0.dn_loss_bbox: 0.3403, d0.dn_loss_iou: 0.4885, d1.dn_loss_cls: 0.0370, d1.dn_loss_bbox: 0.2555, d1.dn_loss_iou: 0.3943, d2.dn_loss_cls: 0.0307, d2.dn_loss_bbox: 0.2376, d2.dn_loss_iou: 0.3742, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2341, d3.dn_loss_iou: 0.3693, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2340, d4.dn_loss_iou: 0.3693, loss: 9.3661, grad_norm: 19.1120 2023-11-06 22:03:08,581 - mmdet - INFO - Epoch [9][2950/3665] lr: 5.563e-06, eta: 2:40:20, time: 0.821, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2382, interm_loss_bbox: 0.1853, interm_loss_iou: 0.4135, loss_cls: 0.1981, loss_bbox: 0.1514, loss_iou: 0.3586, d0.loss_cls: 0.2547, d0.loss_bbox: 0.1566, d0.loss_iou: 0.3676, d1.loss_cls: 0.2202, d1.loss_bbox: 0.1558, d1.loss_iou: 0.3640, d2.loss_cls: 0.2069, d2.loss_bbox: 0.1522, d2.loss_iou: 0.3593, d3.loss_cls: 0.2013, d3.loss_bbox: 0.1514, d3.loss_iou: 0.3574, d4.loss_cls: 0.1985, d4.loss_bbox: 0.1509, d4.loss_iou: 0.3582, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2468, dn_loss_iou: 0.3683, d0.dn_loss_cls: 0.0638, d0.dn_loss_bbox: 0.3616, d0.dn_loss_iou: 0.4912, d1.dn_loss_cls: 0.0384, d1.dn_loss_bbox: 0.2701, d1.dn_loss_iou: 0.3940, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2509, d2.dn_loss_iou: 0.3732, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2470, d3.dn_loss_iou: 0.3683, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2468, d4.dn_loss_iou: 0.3682, loss: 9.4057, grad_norm: 18.7311 2023-11-06 22:03:49,632 - mmdet - INFO - Epoch [9][3000/3665] lr: 5.563e-06, eta: 2:39:39, time: 0.821, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2372, interm_loss_bbox: 0.1776, interm_loss_iou: 0.4190, loss_cls: 0.1947, loss_bbox: 0.1491, loss_iou: 0.3665, d0.loss_cls: 0.2523, d0.loss_bbox: 0.1518, d0.loss_iou: 0.3749, d1.loss_cls: 0.2184, d1.loss_bbox: 0.1504, d1.loss_iou: 0.3691, d2.loss_cls: 0.2053, d2.loss_bbox: 0.1483, d2.loss_iou: 0.3652, d3.loss_cls: 0.1983, d3.loss_bbox: 0.1484, d3.loss_iou: 0.3653, d4.loss_cls: 0.1956, d4.loss_bbox: 0.1489, d4.loss_iou: 0.3662, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2273, dn_loss_iou: 0.3738, d0.dn_loss_cls: 0.0633, d0.dn_loss_bbox: 0.3297, d0.dn_loss_iou: 0.4945, d1.dn_loss_cls: 0.0375, d1.dn_loss_bbox: 0.2475, d1.dn_loss_iou: 0.3994, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2308, d2.dn_loss_iou: 0.3785, d3.dn_loss_cls: 0.0295, d3.dn_loss_bbox: 0.2276, d3.dn_loss_iou: 0.3738, d4.dn_loss_cls: 0.0284, d4.dn_loss_bbox: 0.2273, d4.dn_loss_iou: 0.3736, loss: 9.3043, grad_norm: 19.7822 2023-11-06 22:04:30,879 - mmdet - INFO - Epoch [9][3050/3665] lr: 5.563e-06, eta: 2:38:58, time: 0.825, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2352, interm_loss_bbox: 0.1828, interm_loss_iou: 0.4183, loss_cls: 0.1925, loss_bbox: 0.1524, loss_iou: 0.3664, d0.loss_cls: 0.2485, d0.loss_bbox: 0.1567, d0.loss_iou: 0.3751, d1.loss_cls: 0.2158, d1.loss_bbox: 0.1557, d1.loss_iou: 0.3719, d2.loss_cls: 0.2020, d2.loss_bbox: 0.1533, d2.loss_iou: 0.3678, d3.loss_cls: 0.1952, d3.loss_bbox: 0.1529, d3.loss_iou: 0.3664, d4.loss_cls: 0.1929, d4.loss_bbox: 0.1525, d4.loss_iou: 0.3667, dn_loss_cls: 0.0281, dn_loss_bbox: 0.2342, dn_loss_iou: 0.3643, d0.dn_loss_cls: 0.0632, d0.dn_loss_bbox: 0.3443, d0.dn_loss_iou: 0.4861, d1.dn_loss_cls: 0.0377, d1.dn_loss_bbox: 0.2563, d1.dn_loss_iou: 0.3897, d2.dn_loss_cls: 0.0312, d2.dn_loss_bbox: 0.2379, d2.dn_loss_iou: 0.3690, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2344, d3.dn_loss_iou: 0.3643, d4.dn_loss_cls: 0.0283, d4.dn_loss_bbox: 0.2341, d4.dn_loss_iou: 0.3641, loss: 9.3175, grad_norm: 19.8370 2023-11-06 22:05:11,606 - mmdet - INFO - Epoch [9][3100/3665] lr: 5.563e-06, eta: 2:38:17, time: 0.814, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2340, interm_loss_bbox: 0.1850, interm_loss_iou: 0.4179, loss_cls: 0.1938, loss_bbox: 0.1504, loss_iou: 0.3596, d0.loss_cls: 0.2477, d0.loss_bbox: 0.1565, d0.loss_iou: 0.3706, d1.loss_cls: 0.2147, d1.loss_bbox: 0.1554, d1.loss_iou: 0.3662, d2.loss_cls: 0.2016, d2.loss_bbox: 0.1511, d2.loss_iou: 0.3616, d3.loss_cls: 0.1962, d3.loss_bbox: 0.1502, d3.loss_iou: 0.3600, d4.loss_cls: 0.1942, d4.loss_bbox: 0.1499, d4.loss_iou: 0.3591, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2264, dn_loss_iou: 0.3573, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3386, d0.dn_loss_iou: 0.4819, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2510, d1.dn_loss_iou: 0.3846, d2.dn_loss_cls: 0.0296, d2.dn_loss_bbox: 0.2309, d2.dn_loss_iou: 0.3627, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2266, d3.dn_loss_iou: 0.3575, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2264, d4.dn_loss_iou: 0.3572, loss: 9.1853, grad_norm: 17.9102 2023-11-06 22:05:53,005 - mmdet - INFO - Epoch [9][3150/3665] lr: 5.563e-06, eta: 2:37:36, time: 0.828, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2364, interm_loss_bbox: 0.1792, interm_loss_iou: 0.4155, loss_cls: 0.1921, loss_bbox: 0.1477, loss_iou: 0.3653, d0.loss_cls: 0.2518, d0.loss_bbox: 0.1497, d0.loss_iou: 0.3694, d1.loss_cls: 0.2178, d1.loss_bbox: 0.1490, d1.loss_iou: 0.3668, d2.loss_cls: 0.2045, d2.loss_bbox: 0.1459, d2.loss_iou: 0.3625, d3.loss_cls: 0.1959, d3.loss_bbox: 0.1466, d3.loss_iou: 0.3641, d4.loss_cls: 0.1927, d4.loss_bbox: 0.1474, d4.loss_iou: 0.3654, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2265, dn_loss_iou: 0.3650, d0.dn_loss_cls: 0.0627, d0.dn_loss_bbox: 0.3379, d0.dn_loss_iou: 0.4878, d1.dn_loss_cls: 0.0381, d1.dn_loss_bbox: 0.2490, d1.dn_loss_iou: 0.3909, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2306, d2.dn_loss_iou: 0.3703, d3.dn_loss_cls: 0.0296, d3.dn_loss_bbox: 0.2267, d3.dn_loss_iou: 0.3652, d4.dn_loss_cls: 0.0285, d4.dn_loss_bbox: 0.2265, d4.dn_loss_iou: 0.3649, loss: 9.2256, grad_norm: 17.1783 2023-11-06 22:06:33,877 - mmdet - INFO - Epoch [9][3200/3665] lr: 5.563e-06, eta: 2:36:55, time: 0.817, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2445, interm_loss_bbox: 0.1874, interm_loss_iou: 0.4180, loss_cls: 0.2007, loss_bbox: 0.1563, loss_iou: 0.3655, d0.loss_cls: 0.2591, d0.loss_bbox: 0.1594, d0.loss_iou: 0.3726, d1.loss_cls: 0.2242, d1.loss_bbox: 0.1587, d1.loss_iou: 0.3689, d2.loss_cls: 0.2095, d2.loss_bbox: 0.1563, d2.loss_iou: 0.3661, d3.loss_cls: 0.2030, d3.loss_bbox: 0.1556, d3.loss_iou: 0.3644, d4.loss_cls: 0.2007, d4.loss_bbox: 0.1563, d4.loss_iou: 0.3657, dn_loss_cls: 0.0281, dn_loss_bbox: 0.2431, dn_loss_iou: 0.3694, d0.dn_loss_cls: 0.0624, d0.dn_loss_bbox: 0.3513, d0.dn_loss_iou: 0.4908, d1.dn_loss_cls: 0.0376, d1.dn_loss_bbox: 0.2661, d1.dn_loss_iou: 0.3951, d2.dn_loss_cls: 0.0312, d2.dn_loss_bbox: 0.2472, d2.dn_loss_iou: 0.3748, d3.dn_loss_cls: 0.0291, d3.dn_loss_bbox: 0.2432, d3.dn_loss_iou: 0.3695, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2431, d4.dn_loss_iou: 0.3693, loss: 9.4720, grad_norm: 20.2676 2023-11-06 22:07:15,712 - mmdet - INFO - Epoch [9][3250/3665] lr: 5.563e-06, eta: 2:36:14, time: 0.837, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2409, interm_loss_bbox: 0.1847, interm_loss_iou: 0.4239, loss_cls: 0.1990, loss_bbox: 0.1545, loss_iou: 0.3724, d0.loss_cls: 0.2561, d0.loss_bbox: 0.1581, d0.loss_iou: 0.3789, d1.loss_cls: 0.2233, d1.loss_bbox: 0.1561, d1.loss_iou: 0.3755, d2.loss_cls: 0.2092, d2.loss_bbox: 0.1544, d2.loss_iou: 0.3721, d3.loss_cls: 0.2030, d3.loss_bbox: 0.1538, d3.loss_iou: 0.3713, d4.loss_cls: 0.2001, d4.loss_bbox: 0.1541, d4.loss_iou: 0.3719, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2327, dn_loss_iou: 0.3708, d0.dn_loss_cls: 0.0627, d0.dn_loss_bbox: 0.3417, d0.dn_loss_iou: 0.4944, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2544, d1.dn_loss_iou: 0.3960, d2.dn_loss_cls: 0.0307, d2.dn_loss_bbox: 0.2366, d2.dn_loss_iou: 0.3757, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2328, d3.dn_loss_iou: 0.3708, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2327, d4.dn_loss_iou: 0.3707, loss: 9.4374, grad_norm: 19.2186 2023-11-06 22:07:57,369 - mmdet - INFO - Epoch [9][3300/3665] lr: 5.563e-06, eta: 2:35:33, time: 0.833, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2427, interm_loss_bbox: 0.1807, interm_loss_iou: 0.4219, loss_cls: 0.1995, loss_bbox: 0.1542, loss_iou: 0.3751, d0.loss_cls: 0.2564, d0.loss_bbox: 0.1569, d0.loss_iou: 0.3793, d1.loss_cls: 0.2231, d1.loss_bbox: 0.1565, d1.loss_iou: 0.3791, d2.loss_cls: 0.2096, d2.loss_bbox: 0.1544, d2.loss_iou: 0.3758, d3.loss_cls: 0.2031, d3.loss_bbox: 0.1537, d3.loss_iou: 0.3745, d4.loss_cls: 0.2001, d4.loss_bbox: 0.1538, d4.loss_iou: 0.3750, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2330, dn_loss_iou: 0.3727, d0.dn_loss_cls: 0.0637, d0.dn_loss_bbox: 0.3393, d0.dn_loss_iou: 0.4938, d1.dn_loss_cls: 0.0378, d1.dn_loss_bbox: 0.2548, d1.dn_loss_iou: 0.3989, d2.dn_loss_cls: 0.0312, d2.dn_loss_bbox: 0.2367, d2.dn_loss_iou: 0.3780, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2331, d3.dn_loss_iou: 0.3729, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2330, d4.dn_loss_iou: 0.3726, loss: 9.4618, grad_norm: 20.4153 2023-11-06 22:08:38,460 - mmdet - INFO - Epoch [9][3350/3665] lr: 5.563e-06, eta: 2:34:52, time: 0.822, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2336, interm_loss_bbox: 0.1798, interm_loss_iou: 0.4127, loss_cls: 0.1934, loss_bbox: 0.1465, loss_iou: 0.3586, d0.loss_cls: 0.2475, d0.loss_bbox: 0.1543, d0.loss_iou: 0.3702, d1.loss_cls: 0.2161, d1.loss_bbox: 0.1504, d1.loss_iou: 0.3634, d2.loss_cls: 0.2015, d2.loss_bbox: 0.1478, d2.loss_iou: 0.3603, d3.loss_cls: 0.1963, d3.loss_bbox: 0.1471, d3.loss_iou: 0.3583, d4.loss_cls: 0.1941, d4.loss_bbox: 0.1468, d4.loss_iou: 0.3586, dn_loss_cls: 0.0276, dn_loss_bbox: 0.2301, dn_loss_iou: 0.3661, d0.dn_loss_cls: 0.0616, d0.dn_loss_bbox: 0.3374, d0.dn_loss_iou: 0.4884, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2520, d1.dn_loss_iou: 0.3919, d2.dn_loss_cls: 0.0308, d2.dn_loss_bbox: 0.2338, d2.dn_loss_iou: 0.3708, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2302, d3.dn_loss_iou: 0.3661, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2301, d4.dn_loss_iou: 0.3659, loss: 9.2138, grad_norm: 20.1053 2023-11-06 22:09:21,524 - mmdet - INFO - Epoch [9][3400/3665] lr: 5.563e-06, eta: 2:34:11, time: 0.861, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2393, interm_loss_bbox: 0.1830, interm_loss_iou: 0.4284, loss_cls: 0.1963, loss_bbox: 0.1500, loss_iou: 0.3743, d0.loss_cls: 0.2535, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3804, d1.loss_cls: 0.2224, d1.loss_bbox: 0.1517, d1.loss_iou: 0.3752, d2.loss_cls: 0.2065, d2.loss_bbox: 0.1500, d2.loss_iou: 0.3734, d3.loss_cls: 0.1999, d3.loss_bbox: 0.1498, d3.loss_iou: 0.3733, d4.loss_cls: 0.1973, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3736, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2247, dn_loss_iou: 0.3783, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3281, d0.dn_loss_iou: 0.5018, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2462, d1.dn_loss_iou: 0.4047, d2.dn_loss_cls: 0.0308, d2.dn_loss_bbox: 0.2285, d2.dn_loss_iou: 0.3834, d3.dn_loss_cls: 0.0291, d3.dn_loss_bbox: 0.2249, d3.dn_loss_iou: 0.3783, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2247, d4.dn_loss_iou: 0.3782, loss: 9.3990, grad_norm: 20.1490 2023-11-06 22:10:02,881 - mmdet - INFO - Epoch [9][3450/3665] lr: 5.563e-06, eta: 2:33:30, time: 0.827, data_time: 0.013, memory: 22742, interm_loss_cls: 0.2275, interm_loss_bbox: 0.1791, interm_loss_iou: 0.4209, loss_cls: 0.1882, loss_bbox: 0.1480, loss_iou: 0.3669, d0.loss_cls: 0.2393, d0.loss_bbox: 0.1549, d0.loss_iou: 0.3779, d1.loss_cls: 0.2090, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3707, d2.loss_cls: 0.1966, d2.loss_bbox: 0.1481, d2.loss_iou: 0.3656, d3.loss_cls: 0.1891, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3674, d4.loss_cls: 0.1877, d4.loss_bbox: 0.1483, d4.loss_iou: 0.3672, dn_loss_cls: 0.0264, dn_loss_bbox: 0.2278, dn_loss_iou: 0.3690, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3295, d0.dn_loss_iou: 0.4866, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2488, d1.dn_loss_iou: 0.3938, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2313, d2.dn_loss_iou: 0.3737, d3.dn_loss_cls: 0.0275, d3.dn_loss_bbox: 0.2280, d3.dn_loss_iou: 0.3689, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2278, d4.dn_loss_iou: 0.3688, loss: 9.2108, grad_norm: 18.4723 2023-11-06 22:10:43,740 - mmdet - INFO - Epoch [9][3500/3665] lr: 5.563e-06, eta: 2:32:49, time: 0.817, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2345, interm_loss_bbox: 0.1835, interm_loss_iou: 0.4314, loss_cls: 0.1962, loss_bbox: 0.1492, loss_iou: 0.3758, d0.loss_cls: 0.2520, d0.loss_bbox: 0.1531, d0.loss_iou: 0.3829, d1.loss_cls: 0.2218, d1.loss_bbox: 0.1511, d1.loss_iou: 0.3782, d2.loss_cls: 0.2086, d2.loss_bbox: 0.1475, d2.loss_iou: 0.3744, d3.loss_cls: 0.2002, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3753, d4.loss_cls: 0.1972, d4.loss_bbox: 0.1486, d4.loss_iou: 0.3756, dn_loss_cls: 0.0261, dn_loss_bbox: 0.2307, dn_loss_iou: 0.3726, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3372, d0.dn_loss_iou: 0.4951, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2522, d1.dn_loss_iou: 0.3983, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2338, d2.dn_loss_iou: 0.3775, d3.dn_loss_cls: 0.0275, d3.dn_loss_bbox: 0.2308, d3.dn_loss_iou: 0.3725, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2307, d4.dn_loss_iou: 0.3724, loss: 9.3967, grad_norm: 21.8669 2023-11-06 22:11:24,668 - mmdet - INFO - Epoch [9][3550/3665] lr: 5.563e-06, eta: 2:32:08, time: 0.819, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2383, interm_loss_bbox: 0.1806, interm_loss_iou: 0.4109, loss_cls: 0.1964, loss_bbox: 0.1496, loss_iou: 0.3588, d0.loss_cls: 0.2520, d0.loss_bbox: 0.1545, d0.loss_iou: 0.3682, d1.loss_cls: 0.2196, d1.loss_bbox: 0.1512, d1.loss_iou: 0.3622, d2.loss_cls: 0.2084, d2.loss_bbox: 0.1482, d2.loss_iou: 0.3563, d3.loss_cls: 0.2004, d3.loss_bbox: 0.1491, d3.loss_iou: 0.3576, d4.loss_cls: 0.1979, d4.loss_bbox: 0.1489, d4.loss_iou: 0.3584, dn_loss_cls: 0.0261, dn_loss_bbox: 0.2250, dn_loss_iou: 0.3572, d0.dn_loss_cls: 0.0614, d0.dn_loss_bbox: 0.3322, d0.dn_loss_iou: 0.4788, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2453, d1.dn_loss_iou: 0.3817, d2.dn_loss_cls: 0.0296, d2.dn_loss_bbox: 0.2287, d2.dn_loss_iou: 0.3621, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2252, d3.dn_loss_iou: 0.3574, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2250, d4.dn_loss_iou: 0.3572, loss: 9.1502, grad_norm: 17.8618 2023-11-06 22:12:05,693 - mmdet - INFO - Epoch [9][3600/3665] lr: 5.563e-06, eta: 2:31:27, time: 0.820, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2406, interm_loss_bbox: 0.1838, interm_loss_iou: 0.4213, loss_cls: 0.2003, loss_bbox: 0.1512, loss_iou: 0.3680, d0.loss_cls: 0.2589, d0.loss_bbox: 0.1553, d0.loss_iou: 0.3743, d1.loss_cls: 0.2237, d1.loss_bbox: 0.1547, d1.loss_iou: 0.3730, d2.loss_cls: 0.2105, d2.loss_bbox: 0.1506, d2.loss_iou: 0.3683, d3.loss_cls: 0.2032, d3.loss_bbox: 0.1508, d3.loss_iou: 0.3685, d4.loss_cls: 0.2009, d4.loss_bbox: 0.1507, d4.loss_iou: 0.3680, dn_loss_cls: 0.0284, dn_loss_bbox: 0.2364, dn_loss_iou: 0.3740, d0.dn_loss_cls: 0.0628, d0.dn_loss_bbox: 0.3417, d0.dn_loss_iou: 0.4927, d1.dn_loss_cls: 0.0378, d1.dn_loss_bbox: 0.2582, d1.dn_loss_iou: 0.3998, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2400, d2.dn_loss_iou: 0.3786, d3.dn_loss_cls: 0.0296, d3.dn_loss_bbox: 0.2365, d3.dn_loss_iou: 0.3740, d4.dn_loss_cls: 0.0284, d4.dn_loss_bbox: 0.2364, d4.dn_loss_iou: 0.3739, loss: 9.4372, grad_norm: 19.8304 2023-11-06 22:12:48,371 - mmdet - INFO - Epoch [9][3650/3665] lr: 5.563e-06, eta: 2:30:46, time: 0.854, data_time: 0.012, memory: 22742, interm_loss_cls: 0.2328, interm_loss_bbox: 0.1856, interm_loss_iou: 0.4182, loss_cls: 0.1918, loss_bbox: 0.1540, loss_iou: 0.3643, d0.loss_cls: 0.2484, d0.loss_bbox: 0.1591, d0.loss_iou: 0.3737, d1.loss_cls: 0.2159, d1.loss_bbox: 0.1578, d1.loss_iou: 0.3693, d2.loss_cls: 0.2026, d2.loss_bbox: 0.1539, d2.loss_iou: 0.3633, d3.loss_cls: 0.1944, d3.loss_bbox: 0.1544, d3.loss_iou: 0.3640, d4.loss_cls: 0.1923, d4.loss_bbox: 0.1538, d4.loss_iou: 0.3636, dn_loss_cls: 0.0290, dn_loss_bbox: 0.2384, dn_loss_iou: 0.3708, d0.dn_loss_cls: 0.0634, d0.dn_loss_bbox: 0.3487, d0.dn_loss_iou: 0.4937, d1.dn_loss_cls: 0.0383, d1.dn_loss_bbox: 0.2607, d1.dn_loss_iou: 0.3966, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2421, d2.dn_loss_iou: 0.3755, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2386, d3.dn_loss_iou: 0.3707, d4.dn_loss_cls: 0.0291, d4.dn_loss_bbox: 0.2384, d4.dn_loss_iou: 0.3706, loss: 9.3796, grad_norm: 21.6486 2023-11-06 22:13:01,070 - mmdet - INFO - Saving checkpoint at 9 epochs 2023-11-06 22:14:10,096 - mmdet - INFO - Evaluating bbox... 2023-11-06 22:16:29,260 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.531 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.715 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.577 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.351 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.570 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.689 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.740 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.743 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.743 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.595 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.787 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.895 2023-11-06 22:16:29,263 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.627 | bicycle | 0.422 | car | 0.516 | | motorcycle | 0.550 | airplane | 0.756 | bus | 0.746 | | train | 0.743 | truck | 0.480 | boat | 0.370 | | traffic light | 0.333 | fire hydrant | 0.749 | stop sign | 0.701 | | parking meter | 0.567 | bench | 0.339 | bird | 0.472 | | cat | 0.820 | dog | 0.758 | horse | 0.680 | | sheep | 0.628 | cow | 0.668 | elephant | 0.764 | | bear | 0.829 | zebra | 0.758 | giraffe | 0.773 | | backpack | 0.227 | umbrella | 0.519 | handbag | 0.277 | | tie | 0.480 | suitcase | 0.518 | frisbee | 0.755 | | skis | 0.328 | snowboard | 0.469 | sports ball | 0.529 | | kite | 0.549 | baseball bat | 0.517 | baseball glove | 0.471 | | skateboard | 0.620 | surfboard | 0.515 | tennis racket | 0.616 | | bottle | 0.485 | wine glass | 0.471 | cup | 0.542 | | fork | 0.532 | knife | 0.350 | spoon | 0.356 | | bowl | 0.506 | banana | 0.344 | apple | 0.302 | | sandwich | 0.495 | orange | 0.410 | broccoli | 0.290 | | carrot | 0.291 | hot dog | 0.506 | pizza | 0.600 | | donut | 0.592 | cake | 0.478 | chair | 0.398 | | couch | 0.529 | potted plant | 0.379 | bed | 0.548 | | dining table | 0.366 | toilet | 0.746 | tv | 0.673 | | laptop | 0.740 | mouse | 0.688 | remote | 0.484 | | keyboard | 0.611 | cell phone | 0.477 | microwave | 0.723 | | oven | 0.442 | toaster | 0.513 | sink | 0.447 | | refrigerator | 0.717 | book | 0.229 | clock | 0.578 | | vase | 0.465 | scissors | 0.468 | teddy bear | 0.609 | | hair drier | 0.229 | toothbrush | 0.426 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-06 22:16:31,149 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx/best_bbox_mAP_epoch_8.pth was removed 2023-11-06 22:16:33,247 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_9.pth. 2023-11-06 22:16:33,247 - mmdet - INFO - Best bbox_mAP is 0.5306 at 9 epoch. 2023-11-06 22:16:33,248 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx.py 2023-11-06 22:16:33,248 - mmdet - INFO - Epoch(val) [9][625] bbox_mAP: 0.5306, bbox_mAP_50: 0.7147, bbox_mAP_75: 0.5768, bbox_mAP_s: 0.3508, bbox_mAP_m: 0.5696, bbox_mAP_l: 0.6891, bbox_mAP_copypaste: 0.5306 0.7147 0.5768 0.3508 0.5696 0.6891 2023-11-06 22:17:19,706 - mmdet - INFO - Epoch [10][50/3665] lr: 5.563e-06, eta: 2:29:51, time: 0.929, data_time: 0.065, memory: 22742, interm_loss_cls: 0.2312, interm_loss_bbox: 0.1793, interm_loss_iou: 0.4092, loss_cls: 0.1911, loss_bbox: 0.1480, loss_iou: 0.3560, d0.loss_cls: 0.2456, d0.loss_bbox: 0.1540, d0.loss_iou: 0.3672, d1.loss_cls: 0.2143, d1.loss_bbox: 0.1513, d1.loss_iou: 0.3606, d2.loss_cls: 0.2018, d2.loss_bbox: 0.1472, d2.loss_iou: 0.3548, d3.loss_cls: 0.1953, d3.loss_bbox: 0.1463, d3.loss_iou: 0.3548, d4.loss_cls: 0.1922, d4.loss_bbox: 0.1473, d4.loss_iou: 0.3556, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2301, dn_loss_iou: 0.3607, d0.dn_loss_cls: 0.0621, d0.dn_loss_bbox: 0.3350, d0.dn_loss_iou: 0.4845, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2519, d1.dn_loss_iou: 0.3874, d2.dn_loss_cls: 0.0299, d2.dn_loss_bbox: 0.2335, d2.dn_loss_iou: 0.3655, d3.dn_loss_cls: 0.0278, d3.dn_loss_bbox: 0.2301, d3.dn_loss_iou: 0.3608, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2301, d4.dn_loss_iou: 0.3606, loss: 9.1430, grad_norm: 17.4738 2023-11-06 22:18:00,426 - mmdet - INFO - Epoch [10][100/3665] lr: 5.563e-06, eta: 2:29:09, time: 0.814, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2344, interm_loss_bbox: 0.1772, interm_loss_iou: 0.4217, loss_cls: 0.1919, loss_bbox: 0.1456, loss_iou: 0.3697, d0.loss_cls: 0.2481, d0.loss_bbox: 0.1514, d0.loss_iou: 0.3794, d1.loss_cls: 0.2163, d1.loss_bbox: 0.1481, d1.loss_iou: 0.3731, d2.loss_cls: 0.2014, d2.loss_bbox: 0.1454, d2.loss_iou: 0.3697, d3.loss_cls: 0.1956, d3.loss_bbox: 0.1448, d3.loss_iou: 0.3686, d4.loss_cls: 0.1923, d4.loss_bbox: 0.1454, d4.loss_iou: 0.3700, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2250, dn_loss_iou: 0.3707, d0.dn_loss_cls: 0.0614, d0.dn_loss_bbox: 0.3265, d0.dn_loss_iou: 0.4907, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2468, d1.dn_loss_iou: 0.3961, d2.dn_loss_cls: 0.0306, d2.dn_loss_bbox: 0.2284, d2.dn_loss_iou: 0.3753, d3.dn_loss_cls: 0.0288, d3.dn_loss_bbox: 0.2251, d3.dn_loss_iou: 0.3706, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2250, d4.dn_loss_iou: 0.3705, loss: 9.2540, grad_norm: 20.4117 2023-11-06 22:18:40,746 - mmdet - INFO - Epoch [10][150/3665] lr: 5.563e-06, eta: 2:28:28, time: 0.806, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2351, interm_loss_bbox: 0.1816, interm_loss_iou: 0.4178, loss_cls: 0.1934, loss_bbox: 0.1498, loss_iou: 0.3653, d0.loss_cls: 0.2485, d0.loss_bbox: 0.1563, d0.loss_iou: 0.3740, d1.loss_cls: 0.2164, d1.loss_bbox: 0.1544, d1.loss_iou: 0.3697, d2.loss_cls: 0.2032, d2.loss_bbox: 0.1506, d2.loss_iou: 0.3656, d3.loss_cls: 0.1974, d3.loss_bbox: 0.1488, d3.loss_iou: 0.3641, d4.loss_cls: 0.1938, d4.loss_bbox: 0.1502, d4.loss_iou: 0.3654, dn_loss_cls: 0.0258, dn_loss_bbox: 0.2258, dn_loss_iou: 0.3708, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3320, d0.dn_loss_iou: 0.4927, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2482, d1.dn_loss_iou: 0.3967, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2296, d2.dn_loss_iou: 0.3758, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2259, d3.dn_loss_iou: 0.3709, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2258, d4.dn_loss_iou: 0.3707, loss: 9.2720, grad_norm: 20.2018 2023-11-06 22:19:21,222 - mmdet - INFO - Epoch [10][200/3665] lr: 5.563e-06, eta: 2:27:47, time: 0.810, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2385, interm_loss_bbox: 0.1836, interm_loss_iou: 0.4079, loss_cls: 0.1958, loss_bbox: 0.1531, loss_iou: 0.3548, d0.loss_cls: 0.2510, d0.loss_bbox: 0.1586, d0.loss_iou: 0.3676, d1.loss_cls: 0.2173, d1.loss_bbox: 0.1576, d1.loss_iou: 0.3620, d2.loss_cls: 0.2042, d2.loss_bbox: 0.1544, d2.loss_iou: 0.3574, d3.loss_cls: 0.1988, d3.loss_bbox: 0.1534, d3.loss_iou: 0.3555, d4.loss_cls: 0.1964, d4.loss_bbox: 0.1530, d4.loss_iou: 0.3552, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2313, dn_loss_iou: 0.3588, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3433, d0.dn_loss_iou: 0.4834, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2537, d1.dn_loss_iou: 0.3845, d2.dn_loss_cls: 0.0298, d2.dn_loss_bbox: 0.2354, d2.dn_loss_iou: 0.3640, d3.dn_loss_cls: 0.0279, d3.dn_loss_bbox: 0.2316, d3.dn_loss_iou: 0.3589, d4.dn_loss_cls: 0.0268, d4.dn_loss_bbox: 0.2313, d4.dn_loss_iou: 0.3586, loss: 9.2203, grad_norm: 18.3252 2023-11-06 22:20:04,100 - mmdet - INFO - Epoch [10][250/3665] lr: 5.563e-06, eta: 2:27:06, time: 0.857, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2340, interm_loss_bbox: 0.1844, interm_loss_iou: 0.4077, loss_cls: 0.1926, loss_bbox: 0.1531, loss_iou: 0.3543, d0.loss_cls: 0.2484, d0.loss_bbox: 0.1577, d0.loss_iou: 0.3642, d1.loss_cls: 0.2152, d1.loss_bbox: 0.1554, d1.loss_iou: 0.3606, d2.loss_cls: 0.2029, d2.loss_bbox: 0.1520, d2.loss_iou: 0.3540, d3.loss_cls: 0.1963, d3.loss_bbox: 0.1522, d3.loss_iou: 0.3536, d4.loss_cls: 0.1937, d4.loss_bbox: 0.1527, d4.loss_iou: 0.3541, dn_loss_cls: 0.0261, dn_loss_bbox: 0.2339, dn_loss_iou: 0.3587, d0.dn_loss_cls: 0.0607, d0.dn_loss_bbox: 0.3402, d0.dn_loss_iou: 0.4819, d1.dn_loss_cls: 0.0362, d1.dn_loss_bbox: 0.2567, d1.dn_loss_iou: 0.3850, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2379, d2.dn_loss_iou: 0.3636, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2341, d3.dn_loss_iou: 0.3588, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2339, d4.dn_loss_iou: 0.3586, loss: 9.1881, grad_norm: 17.5029 2023-11-06 22:20:45,283 - mmdet - INFO - Epoch [10][300/3665] lr: 5.563e-06, eta: 2:26:25, time: 0.824, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2306, interm_loss_bbox: 0.1823, interm_loss_iou: 0.4054, loss_cls: 0.1864, loss_bbox: 0.1562, loss_iou: 0.3596, d0.loss_cls: 0.2449, d0.loss_bbox: 0.1576, d0.loss_iou: 0.3652, d1.loss_cls: 0.2083, d1.loss_bbox: 0.1589, d1.loss_iou: 0.3647, d2.loss_cls: 0.1977, d2.loss_bbox: 0.1556, d2.loss_iou: 0.3591, d3.loss_cls: 0.1910, d3.loss_bbox: 0.1552, d3.loss_iou: 0.3584, d4.loss_cls: 0.1872, d4.loss_bbox: 0.1562, d4.loss_iou: 0.3594, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2344, dn_loss_iou: 0.3623, d0.dn_loss_cls: 0.0601, d0.dn_loss_bbox: 0.3426, d0.dn_loss_iou: 0.4822, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2566, d1.dn_loss_iou: 0.3876, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2385, d2.dn_loss_iou: 0.3672, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2346, d3.dn_loss_iou: 0.3624, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2344, d4.dn_loss_iou: 0.3622, loss: 9.2083, grad_norm: 17.8469 2023-11-06 22:21:25,691 - mmdet - INFO - Epoch [10][350/3665] lr: 5.563e-06, eta: 2:25:44, time: 0.808, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2353, interm_loss_bbox: 0.1828, interm_loss_iou: 0.4161, loss_cls: 0.1895, loss_bbox: 0.1499, loss_iou: 0.3650, d0.loss_cls: 0.2510, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3693, d1.loss_cls: 0.2147, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3672, d2.loss_cls: 0.2012, d2.loss_bbox: 0.1491, d2.loss_iou: 0.3628, d3.loss_cls: 0.1938, d3.loss_bbox: 0.1494, d3.loss_iou: 0.3630, d4.loss_cls: 0.1902, d4.loss_bbox: 0.1497, d4.loss_iou: 0.3646, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2275, dn_loss_iou: 0.3613, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3364, d0.dn_loss_iou: 0.4847, d1.dn_loss_cls: 0.0365, d1.dn_loss_bbox: 0.2496, d1.dn_loss_iou: 0.3871, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2312, d2.dn_loss_iou: 0.3664, d3.dn_loss_cls: 0.0283, d3.dn_loss_bbox: 0.2276, d3.dn_loss_iou: 0.3613, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2275, d4.dn_loss_iou: 0.3612, loss: 9.2042, grad_norm: 18.1999 2023-11-06 22:22:06,454 - mmdet - INFO - Epoch [10][400/3665] lr: 5.563e-06, eta: 2:25:03, time: 0.816, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2308, interm_loss_bbox: 0.1869, interm_loss_iou: 0.4167, loss_cls: 0.1904, loss_bbox: 0.1503, loss_iou: 0.3580, d0.loss_cls: 0.2472, d0.loss_bbox: 0.1555, d0.loss_iou: 0.3665, d1.loss_cls: 0.2124, d1.loss_bbox: 0.1544, d1.loss_iou: 0.3628, d2.loss_cls: 0.1995, d2.loss_bbox: 0.1518, d2.loss_iou: 0.3594, d3.loss_cls: 0.1932, d3.loss_bbox: 0.1505, d3.loss_iou: 0.3573, d4.loss_cls: 0.1909, d4.loss_bbox: 0.1505, d4.loss_iou: 0.3578, dn_loss_cls: 0.0268, dn_loss_bbox: 0.2261, dn_loss_iou: 0.3573, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3379, d0.dn_loss_iou: 0.4806, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2498, d1.dn_loss_iou: 0.3830, d2.dn_loss_cls: 0.0298, d2.dn_loss_bbox: 0.2302, d2.dn_loss_iou: 0.3621, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2263, d3.dn_loss_iou: 0.3574, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2261, d4.dn_loss_iou: 0.3571, loss: 9.1449, grad_norm: 20.5810 2023-11-06 22:22:47,213 - mmdet - INFO - Epoch [10][450/3665] lr: 5.563e-06, eta: 2:24:22, time: 0.815, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2369, interm_loss_bbox: 0.1786, interm_loss_iou: 0.4176, loss_cls: 0.1954, loss_bbox: 0.1489, loss_iou: 0.3657, d0.loss_cls: 0.2508, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3737, d1.loss_cls: 0.2165, d1.loss_bbox: 0.1516, d1.loss_iou: 0.3715, d2.loss_cls: 0.2048, d2.loss_bbox: 0.1494, d2.loss_iou: 0.3667, d3.loss_cls: 0.1987, d3.loss_bbox: 0.1492, d3.loss_iou: 0.3652, d4.loss_cls: 0.1962, d4.loss_bbox: 0.1490, d4.loss_iou: 0.3655, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2233, dn_loss_iou: 0.3645, d0.dn_loss_cls: 0.0623, d0.dn_loss_bbox: 0.3273, d0.dn_loss_iou: 0.4854, d1.dn_loss_cls: 0.0367, d1.dn_loss_bbox: 0.2439, d1.dn_loss_iou: 0.3898, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2268, d2.dn_loss_iou: 0.3690, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2235, d3.dn_loss_iou: 0.3645, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2233, d4.dn_loss_iou: 0.3644, loss: 9.2231, grad_norm: 17.8479 2023-11-06 22:23:28,598 - mmdet - INFO - Epoch [10][500/3665] lr: 5.563e-06, eta: 2:23:41, time: 0.828, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2325, interm_loss_bbox: 0.1828, interm_loss_iou: 0.4187, loss_cls: 0.1910, loss_bbox: 0.1525, loss_iou: 0.3636, d0.loss_cls: 0.2438, d0.loss_bbox: 0.1573, d0.loss_iou: 0.3755, d1.loss_cls: 0.2133, d1.loss_bbox: 0.1542, d1.loss_iou: 0.3692, d2.loss_cls: 0.2008, d2.loss_bbox: 0.1517, d2.loss_iou: 0.3647, d3.loss_cls: 0.1951, d3.loss_bbox: 0.1504, d3.loss_iou: 0.3619, d4.loss_cls: 0.1914, d4.loss_bbox: 0.1522, d4.loss_iou: 0.3636, dn_loss_cls: 0.0244, dn_loss_bbox: 0.2277, dn_loss_iou: 0.3684, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3338, d0.dn_loss_iou: 0.4872, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2496, d1.dn_loss_iou: 0.3927, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2313, d2.dn_loss_iou: 0.3729, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2279, d3.dn_loss_iou: 0.3684, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2277, d4.dn_loss_iou: 0.3683, loss: 9.2402, grad_norm: 19.8075 2023-11-06 22:24:09,338 - mmdet - INFO - Epoch [10][550/3665] lr: 5.563e-06, eta: 2:23:00, time: 0.815, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2356, interm_loss_bbox: 0.1884, interm_loss_iou: 0.4177, loss_cls: 0.1923, loss_bbox: 0.1554, loss_iou: 0.3657, d0.loss_cls: 0.2502, d0.loss_bbox: 0.1595, d0.loss_iou: 0.3733, d1.loss_cls: 0.2159, d1.loss_bbox: 0.1584, d1.loss_iou: 0.3686, d2.loss_cls: 0.2026, d2.loss_bbox: 0.1542, d2.loss_iou: 0.3645, d3.loss_cls: 0.1943, d3.loss_bbox: 0.1555, d3.loss_iou: 0.3655, d4.loss_cls: 0.1923, d4.loss_bbox: 0.1555, d4.loss_iou: 0.3655, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2349, dn_loss_iou: 0.3696, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3429, d0.dn_loss_iou: 0.4896, d1.dn_loss_cls: 0.0365, d1.dn_loss_bbox: 0.2567, d1.dn_loss_iou: 0.3953, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2389, d2.dn_loss_iou: 0.3746, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2351, d3.dn_loss_iou: 0.3697, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2349, d4.dn_loss_iou: 0.3695, loss: 9.3543, grad_norm: 19.0870 2023-11-06 22:24:50,164 - mmdet - INFO - Epoch [10][600/3665] lr: 5.563e-06, eta: 2:22:18, time: 0.816, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2364, interm_loss_bbox: 0.1799, interm_loss_iou: 0.4168, loss_cls: 0.1944, loss_bbox: 0.1499, loss_iou: 0.3638, d0.loss_cls: 0.2496, d0.loss_bbox: 0.1527, d0.loss_iou: 0.3703, d1.loss_cls: 0.2155, d1.loss_bbox: 0.1532, d1.loss_iou: 0.3689, d2.loss_cls: 0.2021, d2.loss_bbox: 0.1503, d2.loss_iou: 0.3644, d3.loss_cls: 0.1975, d3.loss_bbox: 0.1498, d3.loss_iou: 0.3638, d4.loss_cls: 0.1951, d4.loss_bbox: 0.1496, d4.loss_iou: 0.3634, dn_loss_cls: 0.0261, dn_loss_bbox: 0.2353, dn_loss_iou: 0.3651, d0.dn_loss_cls: 0.0605, d0.dn_loss_bbox: 0.3421, d0.dn_loss_iou: 0.4857, d1.dn_loss_cls: 0.0358, d1.dn_loss_bbox: 0.2565, d1.dn_loss_iou: 0.3909, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2384, d2.dn_loss_iou: 0.3703, d3.dn_loss_cls: 0.0275, d3.dn_loss_bbox: 0.2355, d3.dn_loss_iou: 0.3652, d4.dn_loss_cls: 0.0264, d4.dn_loss_bbox: 0.2353, d4.dn_loss_iou: 0.3650, loss: 9.2781, grad_norm: 18.3167 2023-11-06 22:25:30,956 - mmdet - INFO - Epoch [10][650/3665] lr: 5.563e-06, eta: 2:21:37, time: 0.816, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2325, interm_loss_bbox: 0.1825, interm_loss_iou: 0.4156, loss_cls: 0.1919, loss_bbox: 0.1502, loss_iou: 0.3613, d0.loss_cls: 0.2461, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3694, d1.loss_cls: 0.2122, d1.loss_bbox: 0.1540, d1.loss_iou: 0.3675, d2.loss_cls: 0.2026, d2.loss_bbox: 0.1495, d2.loss_iou: 0.3609, d3.loss_cls: 0.1953, d3.loss_bbox: 0.1495, d3.loss_iou: 0.3605, d4.loss_cls: 0.1931, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3605, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2326, dn_loss_iou: 0.3659, d0.dn_loss_cls: 0.0637, d0.dn_loss_bbox: 0.3415, d0.dn_loss_iou: 0.4856, d1.dn_loss_cls: 0.0383, d1.dn_loss_bbox: 0.2543, d1.dn_loss_iou: 0.3915, d2.dn_loss_cls: 0.0319, d2.dn_loss_bbox: 0.2365, d2.dn_loss_iou: 0.3712, d3.dn_loss_cls: 0.0298, d3.dn_loss_bbox: 0.2328, d3.dn_loss_iou: 0.3660, d4.dn_loss_cls: 0.0286, d4.dn_loss_bbox: 0.2326, d4.dn_loss_iou: 0.3659, loss: 9.2554, grad_norm: 17.0822 2023-11-06 22:26:11,395 - mmdet - INFO - Epoch [10][700/3665] lr: 5.563e-06, eta: 2:20:56, time: 0.809, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2358, interm_loss_bbox: 0.1804, interm_loss_iou: 0.4134, loss_cls: 0.1936, loss_bbox: 0.1472, loss_iou: 0.3596, d0.loss_cls: 0.2510, d0.loss_bbox: 0.1509, d0.loss_iou: 0.3657, d1.loss_cls: 0.2161, d1.loss_bbox: 0.1513, d1.loss_iou: 0.3637, d2.loss_cls: 0.2040, d2.loss_bbox: 0.1471, d2.loss_iou: 0.3592, d3.loss_cls: 0.1965, d3.loss_bbox: 0.1472, d3.loss_iou: 0.3596, d4.loss_cls: 0.1944, d4.loss_bbox: 0.1473, d4.loss_iou: 0.3599, dn_loss_cls: 0.0275, dn_loss_bbox: 0.2338, dn_loss_iou: 0.3651, d0.dn_loss_cls: 0.0623, d0.dn_loss_bbox: 0.3435, d0.dn_loss_iou: 0.4882, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2566, d1.dn_loss_iou: 0.3916, d2.dn_loss_cls: 0.0308, d2.dn_loss_bbox: 0.2377, d2.dn_loss_iou: 0.3700, d3.dn_loss_cls: 0.0288, d3.dn_loss_bbox: 0.2339, d3.dn_loss_iou: 0.3651, d4.dn_loss_cls: 0.0276, d4.dn_loss_bbox: 0.2338, d4.dn_loss_iou: 0.3650, loss: 9.2424, grad_norm: 19.6484 2023-11-06 22:26:52,372 - mmdet - INFO - Epoch [10][750/3665] lr: 5.563e-06, eta: 2:20:15, time: 0.819, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2327, interm_loss_bbox: 0.1818, interm_loss_iou: 0.4089, loss_cls: 0.1967, loss_bbox: 0.1488, loss_iou: 0.3547, d0.loss_cls: 0.2462, d0.loss_bbox: 0.1540, d0.loss_iou: 0.3677, d1.loss_cls: 0.2150, d1.loss_bbox: 0.1536, d1.loss_iou: 0.3623, d2.loss_cls: 0.2042, d2.loss_bbox: 0.1505, d2.loss_iou: 0.3570, d3.loss_cls: 0.1983, d3.loss_bbox: 0.1497, d3.loss_iou: 0.3558, d4.loss_cls: 0.1960, d4.loss_bbox: 0.1497, d4.loss_iou: 0.3559, dn_loss_cls: 0.0258, dn_loss_bbox: 0.2292, dn_loss_iou: 0.3558, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3364, d0.dn_loss_iou: 0.4752, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2515, d1.dn_loss_iou: 0.3809, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2327, d2.dn_loss_iou: 0.3605, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2294, d3.dn_loss_iou: 0.3560, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2291, d4.dn_loss_iou: 0.3557, loss: 9.1367, grad_norm: 19.4310 2023-11-06 22:27:33,226 - mmdet - INFO - Epoch [10][800/3665] lr: 5.563e-06, eta: 2:19:34, time: 0.817, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2356, interm_loss_bbox: 0.1821, interm_loss_iou: 0.4170, loss_cls: 0.1938, loss_bbox: 0.1502, loss_iou: 0.3656, d0.loss_cls: 0.2481, d0.loss_bbox: 0.1571, d0.loss_iou: 0.3757, d1.loss_cls: 0.2169, d1.loss_bbox: 0.1544, d1.loss_iou: 0.3705, d2.loss_cls: 0.2041, d2.loss_bbox: 0.1503, d2.loss_iou: 0.3653, d3.loss_cls: 0.1972, d3.loss_bbox: 0.1498, d3.loss_iou: 0.3652, d4.loss_cls: 0.1943, d4.loss_bbox: 0.1501, d4.loss_iou: 0.3654, dn_loss_cls: 0.0271, dn_loss_bbox: 0.2271, dn_loss_iou: 0.3652, d0.dn_loss_cls: 0.0623, d0.dn_loss_bbox: 0.3396, d0.dn_loss_iou: 0.4890, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2505, d1.dn_loss_iou: 0.3909, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2314, d2.dn_loss_iou: 0.3703, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2272, d3.dn_loss_iou: 0.3653, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2271, d4.dn_loss_iou: 0.3651, loss: 9.2697, grad_norm: 19.7132 2023-11-06 22:28:14,209 - mmdet - INFO - Epoch [10][850/3665] lr: 5.563e-06, eta: 2:18:53, time: 0.820, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2241, interm_loss_bbox: 0.1740, interm_loss_iou: 0.4282, loss_cls: 0.1842, loss_bbox: 0.1433, loss_iou: 0.3751, d0.loss_cls: 0.2369, d0.loss_bbox: 0.1489, d0.loss_iou: 0.3841, d1.loss_cls: 0.2080, d1.loss_bbox: 0.1447, d1.loss_iou: 0.3774, d2.loss_cls: 0.1939, d2.loss_bbox: 0.1436, d2.loss_iou: 0.3754, d3.loss_cls: 0.1863, d3.loss_bbox: 0.1441, d3.loss_iou: 0.3760, d4.loss_cls: 0.1848, d4.loss_bbox: 0.1437, d4.loss_iou: 0.3756, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2177, dn_loss_iou: 0.3680, d0.dn_loss_cls: 0.0596, d0.dn_loss_bbox: 0.3220, d0.dn_loss_iou: 0.4895, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2390, d1.dn_loss_iou: 0.3937, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2215, d2.dn_loss_iou: 0.3733, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2179, d3.dn_loss_iou: 0.3681, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2177, d4.dn_loss_iou: 0.3679, loss: 9.1493, grad_norm: 18.7781 2023-11-06 22:28:54,762 - mmdet - INFO - Epoch [10][900/3665] lr: 5.563e-06, eta: 2:18:11, time: 0.811, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2285, interm_loss_bbox: 0.1797, interm_loss_iou: 0.4073, loss_cls: 0.1883, loss_bbox: 0.1469, loss_iou: 0.3490, d0.loss_cls: 0.2452, d0.loss_bbox: 0.1519, d0.loss_iou: 0.3596, d1.loss_cls: 0.2116, d1.loss_bbox: 0.1495, d1.loss_iou: 0.3546, d2.loss_cls: 0.1966, d2.loss_bbox: 0.1469, d2.loss_iou: 0.3504, d3.loss_cls: 0.1912, d3.loss_bbox: 0.1465, d3.loss_iou: 0.3492, d4.loss_cls: 0.1890, d4.loss_bbox: 0.1469, d4.loss_iou: 0.3496, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2219, dn_loss_iou: 0.3549, d0.dn_loss_cls: 0.0602, d0.dn_loss_bbox: 0.3272, d0.dn_loss_iou: 0.4749, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2437, d1.dn_loss_iou: 0.3802, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2255, d2.dn_loss_iou: 0.3598, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2221, d3.dn_loss_iou: 0.3550, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2219, d4.dn_loss_iou: 0.3548, loss: 8.9828, grad_norm: 18.4633 2023-11-06 22:29:36,218 - mmdet - INFO - Epoch [10][950/3665] lr: 5.563e-06, eta: 2:17:31, time: 0.829, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2321, interm_loss_bbox: 0.1855, interm_loss_iou: 0.4188, loss_cls: 0.1909, loss_bbox: 0.1545, loss_iou: 0.3620, d0.loss_cls: 0.2456, d0.loss_bbox: 0.1577, d0.loss_iou: 0.3710, d1.loss_cls: 0.2134, d1.loss_bbox: 0.1574, d1.loss_iou: 0.3665, d2.loss_cls: 0.2002, d2.loss_bbox: 0.1546, d2.loss_iou: 0.3620, d3.loss_cls: 0.1930, d3.loss_bbox: 0.1549, d3.loss_iou: 0.3622, d4.loss_cls: 0.1915, d4.loss_bbox: 0.1544, d4.loss_iou: 0.3622, dn_loss_cls: 0.0285, dn_loss_bbox: 0.2331, dn_loss_iou: 0.3679, d0.dn_loss_cls: 0.0631, d0.dn_loss_bbox: 0.3382, d0.dn_loss_iou: 0.4882, d1.dn_loss_cls: 0.0380, d1.dn_loss_bbox: 0.2549, d1.dn_loss_iou: 0.3936, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2369, d2.dn_loss_iou: 0.3733, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2333, d3.dn_loss_iou: 0.3681, d4.dn_loss_cls: 0.0284, d4.dn_loss_bbox: 0.2331, d4.dn_loss_iou: 0.3678, loss: 9.2977, grad_norm: 17.5428 2023-11-06 22:30:17,289 - mmdet - INFO - Epoch [10][1000/3665] lr: 5.563e-06, eta: 2:16:49, time: 0.821, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2333, interm_loss_bbox: 0.1780, interm_loss_iou: 0.4174, loss_cls: 0.1951, loss_bbox: 0.1444, loss_iou: 0.3627, d0.loss_cls: 0.2483, d0.loss_bbox: 0.1518, d0.loss_iou: 0.3723, d1.loss_cls: 0.2179, d1.loss_bbox: 0.1490, d1.loss_iou: 0.3680, d2.loss_cls: 0.2035, d2.loss_bbox: 0.1463, d2.loss_iou: 0.3643, d3.loss_cls: 0.1971, d3.loss_bbox: 0.1453, d3.loss_iou: 0.3635, d4.loss_cls: 0.1954, d4.loss_bbox: 0.1445, d4.loss_iou: 0.3626, dn_loss_cls: 0.0274, dn_loss_bbox: 0.2241, dn_loss_iou: 0.3622, d0.dn_loss_cls: 0.0629, d0.dn_loss_bbox: 0.3299, d0.dn_loss_iou: 0.4823, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2463, d1.dn_loss_iou: 0.3874, d2.dn_loss_cls: 0.0309, d2.dn_loss_bbox: 0.2281, d2.dn_loss_iou: 0.3671, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2243, d3.dn_loss_iou: 0.3622, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2241, d4.dn_loss_iou: 0.3620, loss: 9.1757, grad_norm: 22.5014 2023-11-06 22:30:58,559 - mmdet - INFO - Epoch [10][1050/3665] lr: 5.563e-06, eta: 2:16:08, time: 0.825, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2307, interm_loss_bbox: 0.1764, interm_loss_iou: 0.4141, loss_cls: 0.1881, loss_bbox: 0.1451, loss_iou: 0.3598, d0.loss_cls: 0.2411, d0.loss_bbox: 0.1504, d0.loss_iou: 0.3701, d1.loss_cls: 0.2091, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3669, d2.loss_cls: 0.1973, d2.loss_bbox: 0.1467, d2.loss_iou: 0.3613, d3.loss_cls: 0.1912, d3.loss_bbox: 0.1451, d3.loss_iou: 0.3590, d4.loss_cls: 0.1887, d4.loss_bbox: 0.1450, d4.loss_iou: 0.3597, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2148, dn_loss_iou: 0.3584, d0.dn_loss_cls: 0.0599, d0.dn_loss_bbox: 0.3197, d0.dn_loss_iou: 0.4830, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2358, d1.dn_loss_iou: 0.3849, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2186, d2.dn_loss_iou: 0.3635, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2150, d3.dn_loss_iou: 0.3584, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2148, d4.dn_loss_iou: 0.3582, loss: 9.0186, grad_norm: 20.7607 2023-11-06 22:31:38,961 - mmdet - INFO - Epoch [10][1100/3665] lr: 5.563e-06, eta: 2:15:27, time: 0.808, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2405, interm_loss_bbox: 0.1777, interm_loss_iou: 0.4164, loss_cls: 0.1969, loss_bbox: 0.1483, loss_iou: 0.3656, d0.loss_cls: 0.2524, d0.loss_bbox: 0.1540, d0.loss_iou: 0.3745, d1.loss_cls: 0.2197, d1.loss_bbox: 0.1525, d1.loss_iou: 0.3689, d2.loss_cls: 0.2074, d2.loss_bbox: 0.1486, d2.loss_iou: 0.3646, d3.loss_cls: 0.2001, d3.loss_bbox: 0.1484, d3.loss_iou: 0.3647, d4.loss_cls: 0.1983, d4.loss_bbox: 0.1476, d4.loss_iou: 0.3646, dn_loss_cls: 0.0268, dn_loss_bbox: 0.2356, dn_loss_iou: 0.3734, d0.dn_loss_cls: 0.0621, d0.dn_loss_bbox: 0.3448, d0.dn_loss_iou: 0.4986, d1.dn_loss_cls: 0.0366, d1.dn_loss_bbox: 0.2584, d1.dn_loss_iou: 0.3997, d2.dn_loss_cls: 0.0301, d2.dn_loss_bbox: 0.2398, d2.dn_loss_iou: 0.3786, d3.dn_loss_cls: 0.0281, d3.dn_loss_bbox: 0.2358, d3.dn_loss_iou: 0.3734, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2355, d4.dn_loss_iou: 0.3733, loss: 9.3693, grad_norm: 19.8199 2023-11-06 22:32:19,521 - mmdet - INFO - Epoch [10][1150/3665] lr: 5.563e-06, eta: 2:14:46, time: 0.811, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2354, interm_loss_bbox: 0.1814, interm_loss_iou: 0.4104, loss_cls: 0.1932, loss_bbox: 0.1493, loss_iou: 0.3600, d0.loss_cls: 0.2480, d0.loss_bbox: 0.1533, d0.loss_iou: 0.3674, d1.loss_cls: 0.2155, d1.loss_bbox: 0.1517, d1.loss_iou: 0.3642, d2.loss_cls: 0.2018, d2.loss_bbox: 0.1498, d2.loss_iou: 0.3617, d3.loss_cls: 0.1959, d3.loss_bbox: 0.1491, d3.loss_iou: 0.3604, d4.loss_cls: 0.1934, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3602, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2287, dn_loss_iou: 0.3638, d0.dn_loss_cls: 0.0627, d0.dn_loss_bbox: 0.3376, d0.dn_loss_iou: 0.4856, d1.dn_loss_cls: 0.0372, d1.dn_loss_bbox: 0.2507, d1.dn_loss_iou: 0.3893, d2.dn_loss_cls: 0.0309, d2.dn_loss_bbox: 0.2329, d2.dn_loss_iou: 0.3692, d3.dn_loss_cls: 0.0290, d3.dn_loss_bbox: 0.2290, d3.dn_loss_iou: 0.3639, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2287, d4.dn_loss_iou: 0.3637, loss: 9.2100, grad_norm: 18.6381 2023-11-06 22:32:59,864 - mmdet - INFO - Epoch [10][1200/3665] lr: 5.563e-06, eta: 2:14:05, time: 0.807, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2374, interm_loss_bbox: 0.1855, interm_loss_iou: 0.4153, loss_cls: 0.1997, loss_bbox: 0.1515, loss_iou: 0.3627, d0.loss_cls: 0.2517, d0.loss_bbox: 0.1561, d0.loss_iou: 0.3704, d1.loss_cls: 0.2203, d1.loss_bbox: 0.1544, d1.loss_iou: 0.3679, d2.loss_cls: 0.2076, d2.loss_bbox: 0.1515, d2.loss_iou: 0.3636, d3.loss_cls: 0.2020, d3.loss_bbox: 0.1508, d3.loss_iou: 0.3622, d4.loss_cls: 0.1999, d4.loss_bbox: 0.1517, d4.loss_iou: 0.3626, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2358, dn_loss_iou: 0.3700, d0.dn_loss_cls: 0.0625, d0.dn_loss_bbox: 0.3410, d0.dn_loss_iou: 0.4902, d1.dn_loss_cls: 0.0370, d1.dn_loss_bbox: 0.2567, d1.dn_loss_iou: 0.3952, d2.dn_loss_cls: 0.0306, d2.dn_loss_bbox: 0.2394, d2.dn_loss_iou: 0.3748, d3.dn_loss_cls: 0.0290, d3.dn_loss_bbox: 0.2360, d3.dn_loss_iou: 0.3701, d4.dn_loss_cls: 0.0279, d4.dn_loss_bbox: 0.2358, d4.dn_loss_iou: 0.3699, loss: 9.3545, grad_norm: 17.4286 2023-11-06 22:33:40,613 - mmdet - INFO - Epoch [10][1250/3665] lr: 5.563e-06, eta: 2:13:24, time: 0.815, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2294, interm_loss_bbox: 0.1793, interm_loss_iou: 0.4226, loss_cls: 0.1893, loss_bbox: 0.1479, loss_iou: 0.3718, d0.loss_cls: 0.2441, d0.loss_bbox: 0.1513, d0.loss_iou: 0.3782, d1.loss_cls: 0.2103, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3761, d2.loss_cls: 0.1976, d2.loss_bbox: 0.1479, d2.loss_iou: 0.3717, d3.loss_cls: 0.1914, d3.loss_bbox: 0.1478, d3.loss_iou: 0.3715, d4.loss_cls: 0.1888, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3720, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2208, dn_loss_iou: 0.3615, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3258, d0.dn_loss_iou: 0.4813, d1.dn_loss_cls: 0.0344, d1.dn_loss_bbox: 0.2416, d1.dn_loss_iou: 0.3860, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2246, d2.dn_loss_iou: 0.3662, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2210, d3.dn_loss_iou: 0.3616, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2208, d4.dn_loss_iou: 0.3614, loss: 9.1590, grad_norm: 17.7529 2023-11-06 22:34:21,066 - mmdet - INFO - Epoch [10][1300/3665] lr: 5.563e-06, eta: 2:12:42, time: 0.809, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2327, interm_loss_bbox: 0.1869, interm_loss_iou: 0.4171, loss_cls: 0.1921, loss_bbox: 0.1519, loss_iou: 0.3619, d0.loss_cls: 0.2466, d0.loss_bbox: 0.1570, d0.loss_iou: 0.3703, d1.loss_cls: 0.2109, d1.loss_bbox: 0.1569, d1.loss_iou: 0.3698, d2.loss_cls: 0.1996, d2.loss_bbox: 0.1538, d2.loss_iou: 0.3650, d3.loss_cls: 0.1935, d3.loss_bbox: 0.1534, d3.loss_iou: 0.3633, d4.loss_cls: 0.1930, d4.loss_bbox: 0.1512, d4.loss_iou: 0.3615, dn_loss_cls: 0.0252, dn_loss_bbox: 0.2313, dn_loss_iou: 0.3543, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3437, d0.dn_loss_iou: 0.4754, d1.dn_loss_cls: 0.0348, d1.dn_loss_bbox: 0.2542, d1.dn_loss_iou: 0.3793, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2354, d2.dn_loss_iou: 0.3592, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2315, d3.dn_loss_iou: 0.3542, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2313, d4.dn_loss_iou: 0.3542, loss: 9.1920, grad_norm: 18.8299 2023-11-06 22:35:02,390 - mmdet - INFO - Epoch [10][1350/3665] lr: 5.563e-06, eta: 2:12:01, time: 0.826, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2267, interm_loss_bbox: 0.1786, interm_loss_iou: 0.4213, loss_cls: 0.1861, loss_bbox: 0.1500, loss_iou: 0.3718, d0.loss_cls: 0.2390, d0.loss_bbox: 0.1543, d0.loss_iou: 0.3795, d1.loss_cls: 0.2079, d1.loss_bbox: 0.1532, d1.loss_iou: 0.3770, d2.loss_cls: 0.1952, d2.loss_bbox: 0.1504, d2.loss_iou: 0.3728, d3.loss_cls: 0.1876, d3.loss_bbox: 0.1506, d3.loss_iou: 0.3731, d4.loss_cls: 0.1870, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3716, dn_loss_cls: 0.0269, dn_loss_bbox: 0.2243, dn_loss_iou: 0.3673, d0.dn_loss_cls: 0.0610, d0.dn_loss_bbox: 0.3219, d0.dn_loss_iou: 0.4861, d1.dn_loss_cls: 0.0365, d1.dn_loss_bbox: 0.2448, d1.dn_loss_iou: 0.3918, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2278, d2.dn_loss_iou: 0.3721, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2244, d3.dn_loss_iou: 0.3674, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2243, d4.dn_loss_iou: 0.3672, loss: 9.2126, grad_norm: 19.3362 2023-11-06 22:35:45,367 - mmdet - INFO - Epoch [10][1400/3665] lr: 5.563e-06, eta: 2:11:21, time: 0.860, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2313, interm_loss_bbox: 0.1824, interm_loss_iou: 0.4166, loss_cls: 0.1898, loss_bbox: 0.1524, loss_iou: 0.3659, d0.loss_cls: 0.2440, d0.loss_bbox: 0.1554, d0.loss_iou: 0.3745, d1.loss_cls: 0.2091, d1.loss_bbox: 0.1573, d1.loss_iou: 0.3739, d2.loss_cls: 0.1977, d2.loss_bbox: 0.1534, d2.loss_iou: 0.3679, d3.loss_cls: 0.1915, d3.loss_bbox: 0.1524, d3.loss_iou: 0.3662, d4.loss_cls: 0.1899, d4.loss_bbox: 0.1525, d4.loss_iou: 0.3657, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2324, dn_loss_iou: 0.3621, d0.dn_loss_cls: 0.0608, d0.dn_loss_bbox: 0.3390, d0.dn_loss_iou: 0.4808, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2530, d1.dn_loss_iou: 0.3864, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2361, d2.dn_loss_iou: 0.3671, d3.dn_loss_cls: 0.0275, d3.dn_loss_bbox: 0.2325, d3.dn_loss_iou: 0.3621, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2324, d4.dn_loss_iou: 0.3620, loss: 9.2414, grad_norm: 19.3865 2023-11-06 22:36:25,835 - mmdet - INFO - Epoch [10][1450/3665] lr: 5.563e-06, eta: 2:10:40, time: 0.809, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2300, interm_loss_bbox: 0.1766, interm_loss_iou: 0.4154, loss_cls: 0.1880, loss_bbox: 0.1469, loss_iou: 0.3650, d0.loss_cls: 0.2434, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3735, d1.loss_cls: 0.2085, d1.loss_bbox: 0.1506, d1.loss_iou: 0.3703, d2.loss_cls: 0.1965, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3657, d3.loss_cls: 0.1911, d3.loss_bbox: 0.1467, d3.loss_iou: 0.3649, d4.loss_cls: 0.1890, d4.loss_bbox: 0.1467, d4.loss_iou: 0.3651, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2219, dn_loss_iou: 0.3608, d0.dn_loss_cls: 0.0608, d0.dn_loss_bbox: 0.3259, d0.dn_loss_iou: 0.4809, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2436, d1.dn_loss_iou: 0.3867, d2.dn_loss_cls: 0.0297, d2.dn_loss_bbox: 0.2258, d2.dn_loss_iou: 0.3657, d3.dn_loss_cls: 0.0278, d3.dn_loss_bbox: 0.2221, d3.dn_loss_iou: 0.3609, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2219, d4.dn_loss_iou: 0.3607, loss: 9.1174, grad_norm: 18.6441 2023-11-06 22:37:06,444 - mmdet - INFO - Epoch [10][1500/3665] lr: 5.563e-06, eta: 2:09:58, time: 0.812, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2370, interm_loss_bbox: 0.1817, interm_loss_iou: 0.4245, loss_cls: 0.1959, loss_bbox: 0.1515, loss_iou: 0.3753, d0.loss_cls: 0.2494, d0.loss_bbox: 0.1551, d0.loss_iou: 0.3816, d1.loss_cls: 0.2190, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3788, d2.loss_cls: 0.2058, d2.loss_bbox: 0.1509, d2.loss_iou: 0.3752, d3.loss_cls: 0.1983, d3.loss_bbox: 0.1515, d3.loss_iou: 0.3754, d4.loss_cls: 0.1959, d4.loss_bbox: 0.1519, d4.loss_iou: 0.3753, dn_loss_cls: 0.0275, dn_loss_bbox: 0.2320, dn_loss_iou: 0.3738, d0.dn_loss_cls: 0.0621, d0.dn_loss_bbox: 0.3349, d0.dn_loss_iou: 0.4930, d1.dn_loss_cls: 0.0370, d1.dn_loss_bbox: 0.2521, d1.dn_loss_iou: 0.3983, d2.dn_loss_cls: 0.0307, d2.dn_loss_bbox: 0.2351, d2.dn_loss_iou: 0.3787, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2320, d3.dn_loss_iou: 0.3739, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2320, d4.dn_loss_iou: 0.3738, loss: 9.4064, grad_norm: 17.8150 2023-11-06 22:37:50,062 - mmdet - INFO - Epoch [10][1550/3665] lr: 5.563e-06, eta: 2:09:18, time: 0.872, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2332, interm_loss_bbox: 0.1811, interm_loss_iou: 0.4218, loss_cls: 0.1923, loss_bbox: 0.1510, loss_iou: 0.3692, d0.loss_cls: 0.2455, d0.loss_bbox: 0.1551, d0.loss_iou: 0.3792, d1.loss_cls: 0.2133, d1.loss_bbox: 0.1541, d1.loss_iou: 0.3750, d2.loss_cls: 0.1999, d2.loss_bbox: 0.1524, d2.loss_iou: 0.3718, d3.loss_cls: 0.1939, d3.loss_bbox: 0.1519, d3.loss_iou: 0.3699, d4.loss_cls: 0.1926, d4.loss_bbox: 0.1514, d4.loss_iou: 0.3694, dn_loss_cls: 0.0271, dn_loss_bbox: 0.2310, dn_loss_iou: 0.3753, d0.dn_loss_cls: 0.0613, d0.dn_loss_bbox: 0.3354, d0.dn_loss_iou: 0.4974, d1.dn_loss_cls: 0.0362, d1.dn_loss_bbox: 0.2523, d1.dn_loss_iou: 0.4008, d2.dn_loss_cls: 0.0301, d2.dn_loss_bbox: 0.2348, d2.dn_loss_iou: 0.3804, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2312, d3.dn_loss_iou: 0.3753, d4.dn_loss_cls: 0.0271, d4.dn_loss_bbox: 0.2310, d4.dn_loss_iou: 0.3752, loss: 9.3543, grad_norm: 20.0693 2023-11-06 22:38:31,418 - mmdet - INFO - Epoch [10][1600/3665] lr: 5.563e-06, eta: 2:08:37, time: 0.827, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2327, interm_loss_bbox: 0.1787, interm_loss_iou: 0.4220, loss_cls: 0.1891, loss_bbox: 0.1487, loss_iou: 0.3707, d0.loss_cls: 0.2450, d0.loss_bbox: 0.1514, d0.loss_iou: 0.3777, d1.loss_cls: 0.2135, d1.loss_bbox: 0.1494, d1.loss_iou: 0.3727, d2.loss_cls: 0.1991, d2.loss_bbox: 0.1474, d2.loss_iou: 0.3698, d3.loss_cls: 0.1926, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3693, d4.loss_cls: 0.1908, d4.loss_bbox: 0.1480, d4.loss_iou: 0.3693, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2185, dn_loss_iou: 0.3631, d0.dn_loss_cls: 0.0606, d0.dn_loss_bbox: 0.3249, d0.dn_loss_iou: 0.4831, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2394, d1.dn_loss_iou: 0.3879, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2222, d2.dn_loss_iou: 0.3678, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2187, d3.dn_loss_iou: 0.3632, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2185, d4.dn_loss_iou: 0.3631, loss: 9.1599, grad_norm: 18.9701 2023-11-06 22:39:12,213 - mmdet - INFO - Epoch [10][1650/3665] lr: 5.563e-06, eta: 2:07:56, time: 0.816, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2314, interm_loss_bbox: 0.1814, interm_loss_iou: 0.4194, loss_cls: 0.1887, loss_bbox: 0.1471, loss_iou: 0.3646, d0.loss_cls: 0.2454, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3723, d1.loss_cls: 0.2105, d1.loss_bbox: 0.1495, d1.loss_iou: 0.3700, d2.loss_cls: 0.1987, d2.loss_bbox: 0.1466, d2.loss_iou: 0.3651, d3.loss_cls: 0.1923, d3.loss_bbox: 0.1462, d3.loss_iou: 0.3639, d4.loss_cls: 0.1888, d4.loss_bbox: 0.1471, d4.loss_iou: 0.3646, dn_loss_cls: 0.0264, dn_loss_bbox: 0.2223, dn_loss_iou: 0.3537, d0.dn_loss_cls: 0.0613, d0.dn_loss_bbox: 0.3331, d0.dn_loss_iou: 0.4747, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2456, d1.dn_loss_iou: 0.3800, d2.dn_loss_cls: 0.0297, d2.dn_loss_bbox: 0.2265, d2.dn_loss_iou: 0.3589, d3.dn_loss_cls: 0.0278, d3.dn_loss_bbox: 0.2225, d3.dn_loss_iou: 0.3538, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2223, d4.dn_loss_iou: 0.3536, loss: 9.0993, grad_norm: 19.2708 2023-11-06 22:39:53,029 - mmdet - INFO - Epoch [10][1700/3665] lr: 5.563e-06, eta: 2:07:15, time: 0.816, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2308, interm_loss_bbox: 0.1791, interm_loss_iou: 0.4137, loss_cls: 0.1913, loss_bbox: 0.1474, loss_iou: 0.3614, d0.loss_cls: 0.2433, d0.loss_bbox: 0.1517, d0.loss_iou: 0.3707, d1.loss_cls: 0.2134, d1.loss_bbox: 0.1508, d1.loss_iou: 0.3661, d2.loss_cls: 0.2012, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3617, d3.loss_cls: 0.1943, d3.loss_bbox: 0.1470, d3.loss_iou: 0.3615, d4.loss_cls: 0.1922, d4.loss_bbox: 0.1472, d4.loss_iou: 0.3613, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2291, dn_loss_iou: 0.3589, d0.dn_loss_cls: 0.0594, d0.dn_loss_bbox: 0.3361, d0.dn_loss_iou: 0.4819, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2512, d1.dn_loss_iou: 0.3848, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2329, d2.dn_loss_iou: 0.3641, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2293, d3.dn_loss_iou: 0.3589, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2291, d4.dn_loss_iou: 0.3587, loss: 9.1485, grad_norm: 19.9497 2023-11-06 22:40:34,039 - mmdet - INFO - Epoch [10][1750/3665] lr: 5.563e-06, eta: 2:06:34, time: 0.820, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2344, interm_loss_bbox: 0.1774, interm_loss_iou: 0.4161, loss_cls: 0.1916, loss_bbox: 0.1489, loss_iou: 0.3681, d0.loss_cls: 0.2466, d0.loss_bbox: 0.1510, d0.loss_iou: 0.3738, d1.loss_cls: 0.2140, d1.loss_bbox: 0.1512, d1.loss_iou: 0.3704, d2.loss_cls: 0.2017, d2.loss_bbox: 0.1482, d2.loss_iou: 0.3671, d3.loss_cls: 0.1949, d3.loss_bbox: 0.1484, d3.loss_iou: 0.3676, d4.loss_cls: 0.1926, d4.loss_bbox: 0.1487, d4.loss_iou: 0.3677, dn_loss_cls: 0.0273, dn_loss_bbox: 0.2222, dn_loss_iou: 0.3642, d0.dn_loss_cls: 0.0615, d0.dn_loss_bbox: 0.3265, d0.dn_loss_iou: 0.4851, d1.dn_loss_cls: 0.0367, d1.dn_loss_bbox: 0.2430, d1.dn_loss_iou: 0.3894, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2257, d2.dn_loss_iou: 0.3692, d3.dn_loss_cls: 0.0285, d3.dn_loss_bbox: 0.2224, d3.dn_loss_iou: 0.3644, d4.dn_loss_cls: 0.0274, d4.dn_loss_bbox: 0.2222, d4.dn_loss_iou: 0.3641, loss: 9.1907, grad_norm: 18.7912 2023-11-06 22:41:15,019 - mmdet - INFO - Epoch [10][1800/3665] lr: 5.563e-06, eta: 2:05:52, time: 0.819, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2352, interm_loss_bbox: 0.1818, interm_loss_iou: 0.4266, loss_cls: 0.1933, loss_bbox: 0.1477, loss_iou: 0.3696, d0.loss_cls: 0.2473, d0.loss_bbox: 0.1522, d0.loss_iou: 0.3786, d1.loss_cls: 0.2152, d1.loss_bbox: 0.1501, d1.loss_iou: 0.3753, d2.loss_cls: 0.2037, d2.loss_bbox: 0.1470, d2.loss_iou: 0.3692, d3.loss_cls: 0.1962, d3.loss_bbox: 0.1475, d3.loss_iou: 0.3695, d4.loss_cls: 0.1931, d4.loss_bbox: 0.1482, d4.loss_iou: 0.3701, dn_loss_cls: 0.0268, dn_loss_bbox: 0.2276, dn_loss_iou: 0.3600, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3411, d0.dn_loss_iou: 0.4836, d1.dn_loss_cls: 0.0365, d1.dn_loss_bbox: 0.2503, d1.dn_loss_iou: 0.3856, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2315, d2.dn_loss_iou: 0.3647, d3.dn_loss_cls: 0.0281, d3.dn_loss_bbox: 0.2277, d3.dn_loss_iou: 0.3600, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2276, d4.dn_loss_iou: 0.3599, loss: 9.2475, grad_norm: 18.7466 2023-11-06 22:41:56,072 - mmdet - INFO - Epoch [10][1850/3665] lr: 5.563e-06, eta: 2:05:11, time: 0.821, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2293, interm_loss_bbox: 0.1784, interm_loss_iou: 0.4112, loss_cls: 0.1907, loss_bbox: 0.1488, loss_iou: 0.3592, d0.loss_cls: 0.2436, d0.loss_bbox: 0.1534, d0.loss_iou: 0.3670, d1.loss_cls: 0.2123, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3642, d2.loss_cls: 0.2000, d2.loss_bbox: 0.1494, d2.loss_iou: 0.3590, d3.loss_cls: 0.1929, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3588, d4.loss_cls: 0.1906, d4.loss_bbox: 0.1493, d4.loss_iou: 0.3598, dn_loss_cls: 0.0261, dn_loss_bbox: 0.2272, dn_loss_iou: 0.3644, d0.dn_loss_cls: 0.0605, d0.dn_loss_bbox: 0.3345, d0.dn_loss_iou: 0.4864, d1.dn_loss_cls: 0.0358, d1.dn_loss_bbox: 0.2493, d1.dn_loss_iou: 0.3902, d2.dn_loss_cls: 0.0296, d2.dn_loss_bbox: 0.2313, d2.dn_loss_iou: 0.3694, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2273, d3.dn_loss_iou: 0.3645, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2272, d4.dn_loss_iou: 0.3643, loss: 9.1607, grad_norm: 18.9140 2023-11-06 22:42:36,230 - mmdet - INFO - Epoch [10][1900/3665] lr: 5.563e-06, eta: 2:04:30, time: 0.803, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2350, interm_loss_bbox: 0.1801, interm_loss_iou: 0.4097, loss_cls: 0.1907, loss_bbox: 0.1524, loss_iou: 0.3608, d0.loss_cls: 0.2481, d0.loss_bbox: 0.1554, d0.loss_iou: 0.3665, d1.loss_cls: 0.2125, d1.loss_bbox: 0.1556, d1.loss_iou: 0.3664, d2.loss_cls: 0.1994, d2.loss_bbox: 0.1535, d2.loss_iou: 0.3623, d3.loss_cls: 0.1927, d3.loss_bbox: 0.1531, d3.loss_iou: 0.3613, d4.loss_cls: 0.1912, d4.loss_bbox: 0.1526, d4.loss_iou: 0.3608, dn_loss_cls: 0.0275, dn_loss_bbox: 0.2248, dn_loss_iou: 0.3577, d0.dn_loss_cls: 0.0625, d0.dn_loss_bbox: 0.3301, d0.dn_loss_iou: 0.4771, d1.dn_loss_cls: 0.0372, d1.dn_loss_bbox: 0.2475, d1.dn_loss_iou: 0.3835, d2.dn_loss_cls: 0.0308, d2.dn_loss_bbox: 0.2286, d2.dn_loss_iou: 0.3626, d3.dn_loss_cls: 0.0288, d3.dn_loss_bbox: 0.2249, d3.dn_loss_iou: 0.3578, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2248, d4.dn_loss_iou: 0.3576, loss: 9.1518, grad_norm: 19.4712 2023-11-06 22:43:16,542 - mmdet - INFO - Epoch [10][1950/3665] lr: 5.563e-06, eta: 2:03:49, time: 0.806, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2300, interm_loss_bbox: 0.1791, interm_loss_iou: 0.4192, loss_cls: 0.1886, loss_bbox: 0.1456, loss_iou: 0.3642, d0.loss_cls: 0.2449, d0.loss_bbox: 0.1505, d0.loss_iou: 0.3722, d1.loss_cls: 0.2090, d1.loss_bbox: 0.1494, d1.loss_iou: 0.3696, d2.loss_cls: 0.1971, d2.loss_bbox: 0.1470, d2.loss_iou: 0.3653, d3.loss_cls: 0.1909, d3.loss_bbox: 0.1455, d3.loss_iou: 0.3643, d4.loss_cls: 0.1887, d4.loss_bbox: 0.1455, d4.loss_iou: 0.3644, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2162, dn_loss_iou: 0.3624, d0.dn_loss_cls: 0.0607, d0.dn_loss_bbox: 0.3273, d0.dn_loss_iou: 0.4856, d1.dn_loss_cls: 0.0350, d1.dn_loss_bbox: 0.2392, d1.dn_loss_iou: 0.3885, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2200, d2.dn_loss_iou: 0.3672, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2163, d3.dn_loss_iou: 0.3625, d4.dn_loss_cls: 0.0260, d4.dn_loss_bbox: 0.2162, d4.dn_loss_iou: 0.3622, loss: 9.0985, grad_norm: 20.2864 2023-11-06 22:43:57,664 - mmdet - INFO - Epoch [10][2000/3665] lr: 5.563e-06, eta: 2:03:08, time: 0.822, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2300, interm_loss_bbox: 0.1749, interm_loss_iou: 0.4102, loss_cls: 0.1881, loss_bbox: 0.1468, loss_iou: 0.3638, d0.loss_cls: 0.2445, d0.loss_bbox: 0.1488, d0.loss_iou: 0.3679, d1.loss_cls: 0.2088, d1.loss_bbox: 0.1496, d1.loss_iou: 0.3674, d2.loss_cls: 0.1966, d2.loss_bbox: 0.1474, d2.loss_iou: 0.3651, d3.loss_cls: 0.1909, d3.loss_bbox: 0.1467, d3.loss_iou: 0.3636, d4.loss_cls: 0.1884, d4.loss_bbox: 0.1468, d4.loss_iou: 0.3640, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2246, dn_loss_iou: 0.3577, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3315, d0.dn_loss_iou: 0.4780, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2461, d1.dn_loss_iou: 0.3830, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2286, d2.dn_loss_iou: 0.3631, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2247, d3.dn_loss_iou: 0.3578, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2246, d4.dn_loss_iou: 0.3576, loss: 9.0871, grad_norm: 19.1462 2023-11-06 22:44:38,786 - mmdet - INFO - Epoch [10][2050/3665] lr: 5.563e-06, eta: 2:02:27, time: 0.823, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2337, interm_loss_bbox: 0.1818, interm_loss_iou: 0.4136, loss_cls: 0.1930, loss_bbox: 0.1517, loss_iou: 0.3616, d0.loss_cls: 0.2479, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3667, d1.loss_cls: 0.2141, d1.loss_bbox: 0.1523, d1.loss_iou: 0.3634, d2.loss_cls: 0.2014, d2.loss_bbox: 0.1517, d2.loss_iou: 0.3614, d3.loss_cls: 0.1963, d3.loss_bbox: 0.1508, d3.loss_iou: 0.3600, d4.loss_cls: 0.1936, d4.loss_bbox: 0.1514, d4.loss_iou: 0.3610, dn_loss_cls: 0.0258, dn_loss_bbox: 0.2221, dn_loss_iou: 0.3566, d0.dn_loss_cls: 0.0613, d0.dn_loss_bbox: 0.3293, d0.dn_loss_iou: 0.4771, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2435, d1.dn_loss_iou: 0.3828, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2263, d2.dn_loss_iou: 0.3617, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2224, d3.dn_loss_iou: 0.3567, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2221, d4.dn_loss_iou: 0.3564, loss: 9.1236, grad_norm: 19.0137 2023-11-06 22:45:19,878 - mmdet - INFO - Epoch [10][2100/3665] lr: 5.563e-06, eta: 2:01:46, time: 0.822, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2316, interm_loss_bbox: 0.1766, interm_loss_iou: 0.4182, loss_cls: 0.1903, loss_bbox: 0.1464, loss_iou: 0.3684, d0.loss_cls: 0.2451, d0.loss_bbox: 0.1503, d0.loss_iou: 0.3732, d1.loss_cls: 0.2111, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3718, d2.loss_cls: 0.1994, d2.loss_bbox: 0.1468, d2.loss_iou: 0.3679, d3.loss_cls: 0.1919, d3.loss_bbox: 0.1471, d3.loss_iou: 0.3685, d4.loss_cls: 0.1907, d4.loss_bbox: 0.1467, d4.loss_iou: 0.3685, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2144, dn_loss_iou: 0.3563, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3234, d0.dn_loss_iou: 0.4836, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2370, d1.dn_loss_iou: 0.3823, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2184, d2.dn_loss_iou: 0.3611, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2145, d3.dn_loss_iou: 0.3562, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2144, d4.dn_loss_iou: 0.3561, loss: 9.0778, grad_norm: 21.3663 2023-11-06 22:46:00,882 - mmdet - INFO - Epoch [10][2150/3665] lr: 5.563e-06, eta: 2:01:05, time: 0.820, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2280, interm_loss_bbox: 0.1780, interm_loss_iou: 0.4166, loss_cls: 0.1881, loss_bbox: 0.1464, loss_iou: 0.3643, d0.loss_cls: 0.2404, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3709, d1.loss_cls: 0.2092, d1.loss_bbox: 0.1499, d1.loss_iou: 0.3696, d2.loss_cls: 0.1978, d2.loss_bbox: 0.1463, d2.loss_iou: 0.3650, d3.loss_cls: 0.1911, d3.loss_bbox: 0.1468, d3.loss_iou: 0.3642, d4.loss_cls: 0.1886, d4.loss_bbox: 0.1465, d4.loss_iou: 0.3644, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2244, dn_loss_iou: 0.3633, d0.dn_loss_cls: 0.0607, d0.dn_loss_bbox: 0.3334, d0.dn_loss_iou: 0.4852, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2472, d1.dn_loss_iou: 0.3892, d2.dn_loss_cls: 0.0298, d2.dn_loss_bbox: 0.2285, d2.dn_loss_iou: 0.3686, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2247, d3.dn_loss_iou: 0.3633, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2244, d4.dn_loss_iou: 0.3632, loss: 9.1470, grad_norm: 18.8045 2023-11-06 22:46:43,681 - mmdet - INFO - Epoch [10][2200/3665] lr: 5.563e-06, eta: 2:00:24, time: 0.856, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2322, interm_loss_bbox: 0.1773, interm_loss_iou: 0.4270, loss_cls: 0.1917, loss_bbox: 0.1463, loss_iou: 0.3748, d0.loss_cls: 0.2462, d0.loss_bbox: 0.1493, d0.loss_iou: 0.3807, d1.loss_cls: 0.2136, d1.loss_bbox: 0.1492, d1.loss_iou: 0.3801, d2.loss_cls: 0.2002, d2.loss_bbox: 0.1470, d2.loss_iou: 0.3765, d3.loss_cls: 0.1941, d3.loss_bbox: 0.1473, d3.loss_iou: 0.3754, d4.loss_cls: 0.1919, d4.loss_bbox: 0.1466, d4.loss_iou: 0.3753, dn_loss_cls: 0.0258, dn_loss_bbox: 0.2270, dn_loss_iou: 0.3683, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3326, d0.dn_loss_iou: 0.4874, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2486, d1.dn_loss_iou: 0.3929, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2307, d2.dn_loss_iou: 0.3727, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2270, d3.dn_loss_iou: 0.3682, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2270, d4.dn_loss_iou: 0.3682, loss: 9.2788, grad_norm: 20.6415 2023-11-06 22:47:23,512 - mmdet - INFO - Epoch [10][2250/3665] lr: 5.563e-06, eta: 1:59:43, time: 0.797, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2307, interm_loss_bbox: 0.1786, interm_loss_iou: 0.4251, loss_cls: 0.1901, loss_bbox: 0.1463, loss_iou: 0.3712, d0.loss_cls: 0.2434, d0.loss_bbox: 0.1527, d0.loss_iou: 0.3825, d1.loss_cls: 0.2128, d1.loss_bbox: 0.1496, d1.loss_iou: 0.3764, d2.loss_cls: 0.1989, d2.loss_bbox: 0.1463, d2.loss_iou: 0.3726, d3.loss_cls: 0.1928, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3713, d4.loss_cls: 0.1906, d4.loss_bbox: 0.1461, d4.loss_iou: 0.3715, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2207, dn_loss_iou: 0.3659, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3246, d0.dn_loss_iou: 0.4871, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2434, d1.dn_loss_iou: 0.3918, d2.dn_loss_cls: 0.0298, d2.dn_loss_bbox: 0.2249, d2.dn_loss_iou: 0.3709, d3.dn_loss_cls: 0.0279, d3.dn_loss_bbox: 0.2210, d3.dn_loss_iou: 0.3660, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2207, d4.dn_loss_iou: 0.3658, loss: 9.2065, grad_norm: 18.9002 2023-11-06 22:48:03,907 - mmdet - INFO - Epoch [10][2300/3665] lr: 5.563e-06, eta: 1:59:01, time: 0.808, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2366, interm_loss_bbox: 0.1781, interm_loss_iou: 0.4152, loss_cls: 0.1973, loss_bbox: 0.1491, loss_iou: 0.3664, d0.loss_cls: 0.2519, d0.loss_bbox: 0.1534, d0.loss_iou: 0.3723, d1.loss_cls: 0.2189, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3702, d2.loss_cls: 0.2060, d2.loss_bbox: 0.1493, d2.loss_iou: 0.3671, d3.loss_cls: 0.1995, d3.loss_bbox: 0.1491, d3.loss_iou: 0.3662, d4.loss_cls: 0.1972, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3671, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2306, dn_loss_iou: 0.3633, d0.dn_loss_cls: 0.0620, d0.dn_loss_bbox: 0.3391, d0.dn_loss_iou: 0.4851, d1.dn_loss_cls: 0.0369, d1.dn_loss_bbox: 0.2532, d1.dn_loss_iou: 0.3890, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2343, d2.dn_loss_iou: 0.3680, d3.dn_loss_cls: 0.0285, d3.dn_loss_bbox: 0.2308, d3.dn_loss_iou: 0.3633, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2306, d4.dn_loss_iou: 0.3631, loss: 9.2751, grad_norm: 19.2063 2023-11-06 22:48:44,829 - mmdet - INFO - Epoch [10][2350/3665] lr: 5.563e-06, eta: 1:58:20, time: 0.819, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2338, interm_loss_bbox: 0.1829, interm_loss_iou: 0.4177, loss_cls: 0.1948, loss_bbox: 0.1495, loss_iou: 0.3648, d0.loss_cls: 0.2478, d0.loss_bbox: 0.1568, d0.loss_iou: 0.3732, d1.loss_cls: 0.2169, d1.loss_bbox: 0.1542, d1.loss_iou: 0.3688, d2.loss_cls: 0.2032, d2.loss_bbox: 0.1512, d2.loss_iou: 0.3665, d3.loss_cls: 0.1980, d3.loss_bbox: 0.1495, d3.loss_iou: 0.3637, d4.loss_cls: 0.1956, d4.loss_bbox: 0.1493, d4.loss_iou: 0.3644, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2304, dn_loss_iou: 0.3623, d0.dn_loss_cls: 0.0616, d0.dn_loss_bbox: 0.3411, d0.dn_loss_iou: 0.4859, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2535, d1.dn_loss_iou: 0.3888, d2.dn_loss_cls: 0.0296, d2.dn_loss_bbox: 0.2344, d2.dn_loss_iou: 0.3678, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2306, d3.dn_loss_iou: 0.3624, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2305, d4.dn_loss_iou: 0.3622, loss: 9.2601, grad_norm: 19.0548 2023-11-06 22:49:25,478 - mmdet - INFO - Epoch [10][2400/3665] lr: 5.563e-06, eta: 1:57:39, time: 0.813, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2284, interm_loss_bbox: 0.1786, interm_loss_iou: 0.4236, loss_cls: 0.1894, loss_bbox: 0.1425, loss_iou: 0.3647, d0.loss_cls: 0.2420, d0.loss_bbox: 0.1496, d0.loss_iou: 0.3752, d1.loss_cls: 0.2128, d1.loss_bbox: 0.1458, d1.loss_iou: 0.3694, d2.loss_cls: 0.1990, d2.loss_bbox: 0.1426, d2.loss_iou: 0.3639, d3.loss_cls: 0.1925, d3.loss_bbox: 0.1426, d3.loss_iou: 0.3641, d4.loss_cls: 0.1900, d4.loss_bbox: 0.1425, d4.loss_iou: 0.3644, dn_loss_cls: 0.0247, dn_loss_bbox: 0.2200, dn_loss_iou: 0.3556, d0.dn_loss_cls: 0.0595, d0.dn_loss_bbox: 0.3310, d0.dn_loss_iou: 0.4830, d1.dn_loss_cls: 0.0348, d1.dn_loss_bbox: 0.2434, d1.dn_loss_iou: 0.3825, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2245, d2.dn_loss_iou: 0.3611, d3.dn_loss_cls: 0.0260, d3.dn_loss_bbox: 0.2203, d3.dn_loss_iou: 0.3557, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2200, d4.dn_loss_iou: 0.3556, loss: 9.0746, grad_norm: 18.9285 2023-11-06 22:50:06,453 - mmdet - INFO - Epoch [10][2450/3665] lr: 5.563e-06, eta: 1:56:58, time: 0.819, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2310, interm_loss_bbox: 0.1781, interm_loss_iou: 0.4114, loss_cls: 0.1877, loss_bbox: 0.1487, loss_iou: 0.3612, d0.loss_cls: 0.2437, d0.loss_bbox: 0.1530, d0.loss_iou: 0.3685, d1.loss_cls: 0.2102, d1.loss_bbox: 0.1515, d1.loss_iou: 0.3653, d2.loss_cls: 0.1972, d2.loss_bbox: 0.1495, d2.loss_iou: 0.3620, d3.loss_cls: 0.1910, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3606, d4.loss_cls: 0.1886, d4.loss_bbox: 0.1485, d4.loss_iou: 0.3609, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2163, dn_loss_iou: 0.3562, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3203, d0.dn_loss_iou: 0.4782, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2372, d1.dn_loss_iou: 0.3817, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2199, d2.dn_loss_iou: 0.3609, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2164, d3.dn_loss_iou: 0.3562, d4.dn_loss_cls: 0.0260, d4.dn_loss_bbox: 0.2163, d4.dn_loss_iou: 0.3561, loss: 9.0357, grad_norm: 20.1033 2023-11-06 22:50:48,165 - mmdet - INFO - Epoch [10][2500/3665] lr: 5.563e-06, eta: 1:56:17, time: 0.834, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2308, interm_loss_bbox: 0.1846, interm_loss_iou: 0.4112, loss_cls: 0.1871, loss_bbox: 0.1499, loss_iou: 0.3563, d0.loss_cls: 0.2437, d0.loss_bbox: 0.1541, d0.loss_iou: 0.3640, d1.loss_cls: 0.2100, d1.loss_bbox: 0.1516, d1.loss_iou: 0.3609, d2.loss_cls: 0.1968, d2.loss_bbox: 0.1500, d2.loss_iou: 0.3561, d3.loss_cls: 0.1894, d3.loss_bbox: 0.1498, d3.loss_iou: 0.3563, d4.loss_cls: 0.1872, d4.loss_bbox: 0.1498, d4.loss_iou: 0.3562, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2289, dn_loss_iou: 0.3564, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3447, d0.dn_loss_iou: 0.4834, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2529, d1.dn_loss_iou: 0.3833, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2332, d2.dn_loss_iou: 0.3616, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2291, d3.dn_loss_iou: 0.3566, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2289, d4.dn_loss_iou: 0.3564, loss: 9.1125, grad_norm: 20.2965 2023-11-06 22:51:30,008 - mmdet - INFO - Epoch [10][2550/3665] lr: 5.563e-06, eta: 1:55:36, time: 0.837, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2371, interm_loss_bbox: 0.1839, interm_loss_iou: 0.4135, loss_cls: 0.1960, loss_bbox: 0.1532, loss_iou: 0.3597, d0.loss_cls: 0.2512, d0.loss_bbox: 0.1576, d0.loss_iou: 0.3680, d1.loss_cls: 0.2176, d1.loss_bbox: 0.1562, d1.loss_iou: 0.3660, d2.loss_cls: 0.2064, d2.loss_bbox: 0.1519, d2.loss_iou: 0.3590, d3.loss_cls: 0.1991, d3.loss_bbox: 0.1521, d3.loss_iou: 0.3592, d4.loss_cls: 0.1971, d4.loss_bbox: 0.1526, d4.loss_iou: 0.3593, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2298, dn_loss_iou: 0.3610, d0.dn_loss_cls: 0.0626, d0.dn_loss_bbox: 0.3384, d0.dn_loss_iou: 0.4839, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2521, d1.dn_loss_iou: 0.3874, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2337, d2.dn_loss_iou: 0.3660, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2300, d3.dn_loss_iou: 0.3611, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2298, d4.dn_loss_iou: 0.3609, loss: 9.2452, grad_norm: 17.3024 2023-11-06 22:52:10,586 - mmdet - INFO - Epoch [10][2600/3665] lr: 5.563e-06, eta: 1:54:55, time: 0.812, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2343, interm_loss_bbox: 0.1807, interm_loss_iou: 0.4149, loss_cls: 0.1919, loss_bbox: 0.1502, loss_iou: 0.3643, d0.loss_cls: 0.2488, d0.loss_bbox: 0.1551, d0.loss_iou: 0.3724, d1.loss_cls: 0.2161, d1.loss_bbox: 0.1525, d1.loss_iou: 0.3694, d2.loss_cls: 0.2033, d2.loss_bbox: 0.1504, d2.loss_iou: 0.3649, d3.loss_cls: 0.1956, d3.loss_bbox: 0.1503, d3.loss_iou: 0.3633, d4.loss_cls: 0.1918, d4.loss_bbox: 0.1509, d4.loss_iou: 0.3645, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2268, dn_loss_iou: 0.3616, d0.dn_loss_cls: 0.0623, d0.dn_loss_bbox: 0.3321, d0.dn_loss_iou: 0.4853, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2484, d1.dn_loss_iou: 0.3879, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2313, d2.dn_loss_iou: 0.3670, d3.dn_loss_cls: 0.0285, d3.dn_loss_bbox: 0.2270, d3.dn_loss_iou: 0.3617, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2268, d4.dn_loss_iou: 0.3615, loss: 9.2155, grad_norm: 17.8762 2023-11-06 22:52:52,261 - mmdet - INFO - Epoch [10][2650/3665] lr: 5.563e-06, eta: 1:54:14, time: 0.833, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2313, interm_loss_bbox: 0.1775, interm_loss_iou: 0.4105, loss_cls: 0.1897, loss_bbox: 0.1490, loss_iou: 0.3626, d0.loss_cls: 0.2452, d0.loss_bbox: 0.1521, d0.loss_iou: 0.3692, d1.loss_cls: 0.2109, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3672, d2.loss_cls: 0.1999, d2.loss_bbox: 0.1480, d2.loss_iou: 0.3616, d3.loss_cls: 0.1944, d3.loss_bbox: 0.1472, d3.loss_iou: 0.3605, d4.loss_cls: 0.1905, d4.loss_bbox: 0.1487, d4.loss_iou: 0.3623, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2169, dn_loss_iou: 0.3647, d0.dn_loss_cls: 0.0613, d0.dn_loss_bbox: 0.3204, d0.dn_loss_iou: 0.4865, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2380, d1.dn_loss_iou: 0.3905, d2.dn_loss_cls: 0.0296, d2.dn_loss_bbox: 0.2202, d2.dn_loss_iou: 0.3694, d3.dn_loss_cls: 0.0279, d3.dn_loss_bbox: 0.2170, d3.dn_loss_iou: 0.3647, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2168, d4.dn_loss_iou: 0.3646, loss: 9.1083, grad_norm: 18.5083 2023-11-06 22:53:33,600 - mmdet - INFO - Epoch [10][2700/3665] lr: 5.563e-06, eta: 1:53:33, time: 0.827, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2297, interm_loss_bbox: 0.1844, interm_loss_iou: 0.4171, loss_cls: 0.1890, loss_bbox: 0.1505, loss_iou: 0.3604, d0.loss_cls: 0.2456, d0.loss_bbox: 0.1564, d0.loss_iou: 0.3704, d1.loss_cls: 0.2113, d1.loss_bbox: 0.1550, d1.loss_iou: 0.3661, d2.loss_cls: 0.1983, d2.loss_bbox: 0.1511, d2.loss_iou: 0.3607, d3.loss_cls: 0.1912, d3.loss_bbox: 0.1509, d3.loss_iou: 0.3604, d4.loss_cls: 0.1895, d4.loss_bbox: 0.1503, d4.loss_iou: 0.3601, dn_loss_cls: 0.0257, dn_loss_bbox: 0.2228, dn_loss_iou: 0.3581, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3317, d0.dn_loss_iou: 0.4825, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2447, d1.dn_loss_iou: 0.3838, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2261, d2.dn_loss_iou: 0.3630, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2229, d3.dn_loss_iou: 0.3580, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2228, d4.dn_loss_iou: 0.3579, loss: 9.1247, grad_norm: 20.5565 2023-11-06 22:54:16,363 - mmdet - INFO - Epoch [10][2750/3665] lr: 5.563e-06, eta: 1:52:52, time: 0.855, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2302, interm_loss_bbox: 0.1808, interm_loss_iou: 0.4132, loss_cls: 0.1899, loss_bbox: 0.1472, loss_iou: 0.3604, d0.loss_cls: 0.2453, d0.loss_bbox: 0.1528, d0.loss_iou: 0.3701, d1.loss_cls: 0.2122, d1.loss_bbox: 0.1495, d1.loss_iou: 0.3639, d2.loss_cls: 0.2001, d2.loss_bbox: 0.1461, d2.loss_iou: 0.3598, d3.loss_cls: 0.1926, d3.loss_bbox: 0.1469, d3.loss_iou: 0.3596, d4.loss_cls: 0.1900, d4.loss_bbox: 0.1475, d4.loss_iou: 0.3607, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2252, dn_loss_iou: 0.3579, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3317, d0.dn_loss_iou: 0.4811, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2470, d1.dn_loss_iou: 0.3845, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2296, d2.dn_loss_iou: 0.3634, d3.dn_loss_cls: 0.0271, d3.dn_loss_bbox: 0.2254, d3.dn_loss_iou: 0.3581, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2252, d4.dn_loss_iou: 0.3578, loss: 9.1097, grad_norm: 18.0028 2023-11-06 22:54:57,774 - mmdet - INFO - Epoch [10][2800/3665] lr: 5.563e-06, eta: 1:52:11, time: 0.828, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2286, interm_loss_bbox: 0.1777, interm_loss_iou: 0.4141, loss_cls: 0.1886, loss_bbox: 0.1494, loss_iou: 0.3620, d0.loss_cls: 0.2424, d0.loss_bbox: 0.1533, d0.loss_iou: 0.3724, d1.loss_cls: 0.2107, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3684, d2.loss_cls: 0.1976, d2.loss_bbox: 0.1503, d2.loss_iou: 0.3639, d3.loss_cls: 0.1910, d3.loss_bbox: 0.1497, d3.loss_iou: 0.3625, d4.loss_cls: 0.1893, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3621, dn_loss_cls: 0.0271, dn_loss_bbox: 0.2176, dn_loss_iou: 0.3577, d0.dn_loss_cls: 0.0610, d0.dn_loss_bbox: 0.3222, d0.dn_loss_iou: 0.4829, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2388, d1.dn_loss_iou: 0.3836, d2.dn_loss_cls: 0.0298, d2.dn_loss_bbox: 0.2213, d2.dn_loss_iou: 0.3625, d3.dn_loss_cls: 0.0281, d3.dn_loss_bbox: 0.2177, d3.dn_loss_iou: 0.3577, d4.dn_loss_cls: 0.0271, d4.dn_loss_bbox: 0.2176, d4.dn_loss_iou: 0.3575, loss: 9.0816, grad_norm: 20.2625 2023-11-06 22:55:38,174 - mmdet - INFO - Epoch [10][2850/3665] lr: 5.563e-06, eta: 1:51:30, time: 0.808, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2260, interm_loss_bbox: 0.1810, interm_loss_iou: 0.4107, loss_cls: 0.1862, loss_bbox: 0.1513, loss_iou: 0.3613, d0.loss_cls: 0.2391, d0.loss_bbox: 0.1555, d0.loss_iou: 0.3683, d1.loss_cls: 0.2067, d1.loss_bbox: 0.1542, d1.loss_iou: 0.3663, d2.loss_cls: 0.1936, d2.loss_bbox: 0.1522, d2.loss_iou: 0.3625, d3.loss_cls: 0.1883, d3.loss_bbox: 0.1508, d3.loss_iou: 0.3609, d4.loss_cls: 0.1867, d4.loss_bbox: 0.1511, d4.loss_iou: 0.3612, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2296, dn_loss_iou: 0.3633, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3330, d0.dn_loss_iou: 0.4840, d1.dn_loss_cls: 0.0338, d1.dn_loss_bbox: 0.2513, d1.dn_loss_iou: 0.3893, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2332, d2.dn_loss_iou: 0.3684, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2297, d3.dn_loss_iou: 0.3632, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2296, d4.dn_loss_iou: 0.3632, loss: 9.1482, grad_norm: 19.8518 2023-11-06 22:56:19,688 - mmdet - INFO - Epoch [10][2900/3665] lr: 5.563e-06, eta: 1:50:49, time: 0.830, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2280, interm_loss_bbox: 0.1812, interm_loss_iou: 0.4072, loss_cls: 0.1857, loss_bbox: 0.1543, loss_iou: 0.3602, d0.loss_cls: 0.2421, d0.loss_bbox: 0.1567, d0.loss_iou: 0.3660, d1.loss_cls: 0.2090, d1.loss_bbox: 0.1558, d1.loss_iou: 0.3618, d2.loss_cls: 0.1970, d2.loss_bbox: 0.1529, d2.loss_iou: 0.3581, d3.loss_cls: 0.1886, d3.loss_bbox: 0.1541, d3.loss_iou: 0.3589, d4.loss_cls: 0.1863, d4.loss_bbox: 0.1539, d4.loss_iou: 0.3598, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2247, dn_loss_iou: 0.3529, d0.dn_loss_cls: 0.0600, d0.dn_loss_bbox: 0.3276, d0.dn_loss_iou: 0.4710, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2445, d1.dn_loss_iou: 0.3773, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2279, d2.dn_loss_iou: 0.3572, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2248, d3.dn_loss_iou: 0.3529, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2247, d4.dn_loss_iou: 0.3528, loss: 9.0534, grad_norm: 19.5096 2023-11-06 22:57:00,762 - mmdet - INFO - Epoch [10][2950/3665] lr: 5.563e-06, eta: 1:50:08, time: 0.821, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2318, interm_loss_bbox: 0.1789, interm_loss_iou: 0.4096, loss_cls: 0.1939, loss_bbox: 0.1448, loss_iou: 0.3550, d0.loss_cls: 0.2448, d0.loss_bbox: 0.1509, d0.loss_iou: 0.3649, d1.loss_cls: 0.2147, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3600, d2.loss_cls: 0.2021, d2.loss_bbox: 0.1461, d2.loss_iou: 0.3560, d3.loss_cls: 0.1967, d3.loss_bbox: 0.1455, d3.loss_iou: 0.3549, d4.loss_cls: 0.1944, d4.loss_bbox: 0.1445, d4.loss_iou: 0.3548, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2227, dn_loss_iou: 0.3519, d0.dn_loss_cls: 0.0607, d0.dn_loss_bbox: 0.3285, d0.dn_loss_iou: 0.4695, d1.dn_loss_cls: 0.0355, d1.dn_loss_bbox: 0.2435, d1.dn_loss_iou: 0.3761, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2263, d2.dn_loss_iou: 0.3567, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2229, d3.dn_loss_iou: 0.3519, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2227, d4.dn_loss_iou: 0.3518, loss: 9.0226, grad_norm: 18.9671 2023-11-06 22:57:41,752 - mmdet - INFO - Epoch [10][3000/3665] lr: 5.563e-06, eta: 1:49:27, time: 0.820, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2363, interm_loss_bbox: 0.1824, interm_loss_iou: 0.4134, loss_cls: 0.1959, loss_bbox: 0.1501, loss_iou: 0.3602, d0.loss_cls: 0.2497, d0.loss_bbox: 0.1566, d0.loss_iou: 0.3705, d1.loss_cls: 0.2192, d1.loss_bbox: 0.1539, d1.loss_iou: 0.3639, d2.loss_cls: 0.2044, d2.loss_bbox: 0.1514, d2.loss_iou: 0.3621, d3.loss_cls: 0.1993, d3.loss_bbox: 0.1499, d3.loss_iou: 0.3600, d4.loss_cls: 0.1969, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3596, dn_loss_cls: 0.0271, dn_loss_bbox: 0.2340, dn_loss_iou: 0.3632, d0.dn_loss_cls: 0.0624, d0.dn_loss_bbox: 0.3475, d0.dn_loss_iou: 0.4886, d1.dn_loss_cls: 0.0366, d1.dn_loss_bbox: 0.2576, d1.dn_loss_iou: 0.3900, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2385, d2.dn_loss_iou: 0.3686, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2343, d3.dn_loss_iou: 0.3634, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2340, d4.dn_loss_iou: 0.3631, loss: 9.2803, grad_norm: 18.7959 2023-11-06 22:58:22,620 - mmdet - INFO - Epoch [10][3050/3665] lr: 5.563e-06, eta: 1:48:46, time: 0.817, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2352, interm_loss_bbox: 0.1795, interm_loss_iou: 0.4084, loss_cls: 0.1933, loss_bbox: 0.1494, loss_iou: 0.3582, d0.loss_cls: 0.2473, d0.loss_bbox: 0.1543, d0.loss_iou: 0.3664, d1.loss_cls: 0.2160, d1.loss_bbox: 0.1518, d1.loss_iou: 0.3621, d2.loss_cls: 0.2038, d2.loss_bbox: 0.1494, d2.loss_iou: 0.3588, d3.loss_cls: 0.1966, d3.loss_bbox: 0.1493, d3.loss_iou: 0.3580, d4.loss_cls: 0.1941, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3584, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2307, dn_loss_iou: 0.3588, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3369, d0.dn_loss_iou: 0.4784, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2518, d1.dn_loss_iou: 0.3835, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2341, d2.dn_loss_iou: 0.3636, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2310, d3.dn_loss_iou: 0.3589, d4.dn_loss_cls: 0.0252, d4.dn_loss_bbox: 0.2307, d4.dn_loss_iou: 0.3587, loss: 9.1568, grad_norm: 19.8670 2023-11-06 22:59:03,908 - mmdet - INFO - Epoch [10][3100/3665] lr: 5.563e-06, eta: 1:48:05, time: 0.826, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2344, interm_loss_bbox: 0.1792, interm_loss_iou: 0.4153, loss_cls: 0.1959, loss_bbox: 0.1500, loss_iou: 0.3640, d0.loss_cls: 0.2467, d0.loss_bbox: 0.1547, d0.loss_iou: 0.3718, d1.loss_cls: 0.2160, d1.loss_bbox: 0.1527, d1.loss_iou: 0.3688, d2.loss_cls: 0.2037, d2.loss_bbox: 0.1511, d2.loss_iou: 0.3661, d3.loss_cls: 0.1970, d3.loss_bbox: 0.1508, d3.loss_iou: 0.3656, d4.loss_cls: 0.1956, d4.loss_bbox: 0.1505, d4.loss_iou: 0.3653, dn_loss_cls: 0.0274, dn_loss_bbox: 0.2321, dn_loss_iou: 0.3671, d0.dn_loss_cls: 0.0610, d0.dn_loss_bbox: 0.3318, d0.dn_loss_iou: 0.4840, d1.dn_loss_cls: 0.0369, d1.dn_loss_bbox: 0.2528, d1.dn_loss_iou: 0.3919, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2359, d2.dn_loss_iou: 0.3722, d3.dn_loss_cls: 0.0285, d3.dn_loss_bbox: 0.2322, d3.dn_loss_iou: 0.3671, d4.dn_loss_cls: 0.0275, d4.dn_loss_bbox: 0.2321, d4.dn_loss_iou: 0.3669, loss: 9.2730, grad_norm: 18.4079 2023-11-06 22:59:44,723 - mmdet - INFO - Epoch [10][3150/3665] lr: 5.563e-06, eta: 1:47:24, time: 0.816, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2328, interm_loss_bbox: 0.1828, interm_loss_iou: 0.4139, loss_cls: 0.1924, loss_bbox: 0.1521, loss_iou: 0.3616, d0.loss_cls: 0.2476, d0.loss_bbox: 0.1557, d0.loss_iou: 0.3687, d1.loss_cls: 0.2155, d1.loss_bbox: 0.1543, d1.loss_iou: 0.3671, d2.loss_cls: 0.2004, d2.loss_bbox: 0.1526, d2.loss_iou: 0.3644, d3.loss_cls: 0.1958, d3.loss_bbox: 0.1521, d3.loss_iou: 0.3614, d4.loss_cls: 0.1930, d4.loss_bbox: 0.1523, d4.loss_iou: 0.3616, dn_loss_cls: 0.0262, dn_loss_bbox: 0.2223, dn_loss_iou: 0.3590, d0.dn_loss_cls: 0.0607, d0.dn_loss_bbox: 0.3247, d0.dn_loss_iou: 0.4773, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2421, d1.dn_loss_iou: 0.3837, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2263, d2.dn_loss_iou: 0.3642, d3.dn_loss_cls: 0.0275, d3.dn_loss_bbox: 0.2225, d3.dn_loss_iou: 0.3591, d4.dn_loss_cls: 0.0264, d4.dn_loss_bbox: 0.2223, d4.dn_loss_iou: 0.3589, loss: 9.1460, grad_norm: 18.0911 2023-11-06 23:00:27,900 - mmdet - INFO - Epoch [10][3200/3665] lr: 5.563e-06, eta: 1:46:43, time: 0.864, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2307, interm_loss_bbox: 0.1788, interm_loss_iou: 0.4121, loss_cls: 0.1901, loss_bbox: 0.1502, loss_iou: 0.3646, d0.loss_cls: 0.2443, d0.loss_bbox: 0.1520, d0.loss_iou: 0.3698, d1.loss_cls: 0.2116, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3677, d2.loss_cls: 0.2001, d2.loss_bbox: 0.1497, d2.loss_iou: 0.3646, d3.loss_cls: 0.1937, d3.loss_bbox: 0.1499, d3.loss_iou: 0.3639, d4.loss_cls: 0.1911, d4.loss_bbox: 0.1499, d4.loss_iou: 0.3646, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2176, dn_loss_iou: 0.3563, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3198, d0.dn_loss_iou: 0.4752, d1.dn_loss_cls: 0.0339, d1.dn_loss_bbox: 0.2385, d1.dn_loss_iou: 0.3812, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2214, d2.dn_loss_iou: 0.3607, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2178, d3.dn_loss_iou: 0.3562, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2176, d4.dn_loss_iou: 0.3561, loss: 9.0669, grad_norm: 20.1674 2023-11-06 23:01:09,401 - mmdet - INFO - Epoch [10][3250/3665] lr: 5.563e-06, eta: 1:46:02, time: 0.830, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2313, interm_loss_bbox: 0.1794, interm_loss_iou: 0.4137, loss_cls: 0.1913, loss_bbox: 0.1496, loss_iou: 0.3642, d0.loss_cls: 0.2443, d0.loss_bbox: 0.1538, d0.loss_iou: 0.3701, d1.loss_cls: 0.2123, d1.loss_bbox: 0.1534, d1.loss_iou: 0.3677, d2.loss_cls: 0.1983, d2.loss_bbox: 0.1513, d2.loss_iou: 0.3658, d3.loss_cls: 0.1928, d3.loss_bbox: 0.1506, d3.loss_iou: 0.3646, d4.loss_cls: 0.1914, d4.loss_bbox: 0.1496, d4.loss_iou: 0.3640, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2307, dn_loss_iou: 0.3575, d0.dn_loss_cls: 0.0605, d0.dn_loss_bbox: 0.3357, d0.dn_loss_iou: 0.4757, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2526, d1.dn_loss_iou: 0.3821, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2345, d2.dn_loss_iou: 0.3625, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2309, d3.dn_loss_iou: 0.3576, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2307, d4.dn_loss_iou: 0.3574, loss: 9.1684, grad_norm: 19.0722 2023-11-06 23:01:50,225 - mmdet - INFO - Epoch [10][3300/3665] lr: 5.563e-06, eta: 1:45:21, time: 0.817, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2317, interm_loss_bbox: 0.1751, interm_loss_iou: 0.4136, loss_cls: 0.1930, loss_bbox: 0.1428, loss_iou: 0.3582, d0.loss_cls: 0.2451, d0.loss_bbox: 0.1477, d0.loss_iou: 0.3665, d1.loss_cls: 0.2125, d1.loss_bbox: 0.1474, d1.loss_iou: 0.3635, d2.loss_cls: 0.2018, d2.loss_bbox: 0.1434, d2.loss_iou: 0.3589, d3.loss_cls: 0.1953, d3.loss_bbox: 0.1431, d3.loss_iou: 0.3587, d4.loss_cls: 0.1941, d4.loss_bbox: 0.1423, d4.loss_iou: 0.3580, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2137, dn_loss_iou: 0.3575, d0.dn_loss_cls: 0.0596, d0.dn_loss_bbox: 0.3174, d0.dn_loss_iou: 0.4772, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2335, d1.dn_loss_iou: 0.3811, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2171, d2.dn_loss_iou: 0.3620, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2138, d3.dn_loss_iou: 0.3575, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2137, d4.dn_loss_iou: 0.3573, loss: 8.9949, grad_norm: 19.2442 2023-11-06 23:02:36,056 - mmdet - INFO - Epoch [10][3350/3665] lr: 5.563e-06, eta: 1:44:41, time: 0.917, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2325, interm_loss_bbox: 0.1846, interm_loss_iou: 0.4120, loss_cls: 0.1922, loss_bbox: 0.1543, loss_iou: 0.3618, d0.loss_cls: 0.2489, d0.loss_bbox: 0.1568, d0.loss_iou: 0.3692, d1.loss_cls: 0.2129, d1.loss_bbox: 0.1560, d1.loss_iou: 0.3659, d2.loss_cls: 0.2012, d2.loss_bbox: 0.1529, d2.loss_iou: 0.3612, d3.loss_cls: 0.1941, d3.loss_bbox: 0.1537, d3.loss_iou: 0.3619, d4.loss_cls: 0.1924, d4.loss_bbox: 0.1542, d4.loss_iou: 0.3617, dn_loss_cls: 0.0275, dn_loss_bbox: 0.2293, dn_loss_iou: 0.3583, d0.dn_loss_cls: 0.0617, d0.dn_loss_bbox: 0.3393, d0.dn_loss_iou: 0.4814, d1.dn_loss_cls: 0.0363, d1.dn_loss_bbox: 0.2516, d1.dn_loss_iou: 0.3841, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2335, d2.dn_loss_iou: 0.3632, d3.dn_loss_cls: 0.0285, d3.dn_loss_bbox: 0.2296, d3.dn_loss_iou: 0.3583, d4.dn_loss_cls: 0.0274, d4.dn_loss_bbox: 0.2293, d4.dn_loss_iou: 0.3581, loss: 9.2080, grad_norm: 19.3249 2023-11-06 23:03:17,996 - mmdet - INFO - Epoch [10][3400/3665] lr: 5.563e-06, eta: 1:44:00, time: 0.839, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2325, interm_loss_bbox: 0.1856, interm_loss_iou: 0.4143, loss_cls: 0.1932, loss_bbox: 0.1504, loss_iou: 0.3539, d0.loss_cls: 0.2471, d0.loss_bbox: 0.1550, d0.loss_iou: 0.3667, d1.loss_cls: 0.2146, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3602, d2.loss_cls: 0.2027, d2.loss_bbox: 0.1502, d2.loss_iou: 0.3543, d3.loss_cls: 0.1965, d3.loss_bbox: 0.1495, d3.loss_iou: 0.3535, d4.loss_cls: 0.1934, d4.loss_bbox: 0.1504, d4.loss_iou: 0.3544, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2244, dn_loss_iou: 0.3592, d0.dn_loss_cls: 0.0615, d0.dn_loss_bbox: 0.3281, d0.dn_loss_iou: 0.4812, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2457, d1.dn_loss_iou: 0.3849, d2.dn_loss_cls: 0.0296, d2.dn_loss_bbox: 0.2280, d2.dn_loss_iou: 0.3640, d3.dn_loss_cls: 0.0275, d3.dn_loss_bbox: 0.2247, d3.dn_loss_iou: 0.3592, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2244, d4.dn_loss_iou: 0.3590, loss: 9.1214, grad_norm: 20.2886 2023-11-06 23:04:00,036 - mmdet - INFO - Epoch [10][3450/3665] lr: 5.563e-06, eta: 1:43:19, time: 0.841, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2387, interm_loss_bbox: 0.1806, interm_loss_iou: 0.4138, loss_cls: 0.1962, loss_bbox: 0.1506, loss_iou: 0.3630, d0.loss_cls: 0.2513, d0.loss_bbox: 0.1538, d0.loss_iou: 0.3683, d1.loss_cls: 0.2192, d1.loss_bbox: 0.1528, d1.loss_iou: 0.3654, d2.loss_cls: 0.2053, d2.loss_bbox: 0.1506, d2.loss_iou: 0.3630, d3.loss_cls: 0.1990, d3.loss_bbox: 0.1507, d3.loss_iou: 0.3624, d4.loss_cls: 0.1960, d4.loss_bbox: 0.1507, d4.loss_iou: 0.3634, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2273, dn_loss_iou: 0.3562, d0.dn_loss_cls: 0.0597, d0.dn_loss_bbox: 0.3340, d0.dn_loss_iou: 0.4763, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2491, d1.dn_loss_iou: 0.3819, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2310, d2.dn_loss_iou: 0.3612, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2275, d3.dn_loss_iou: 0.3561, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2273, d4.dn_loss_iou: 0.3560, loss: 9.1788, grad_norm: 21.4075 2023-11-06 23:04:40,302 - mmdet - INFO - Epoch [10][3500/3665] lr: 5.563e-06, eta: 1:42:38, time: 0.805, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2387, interm_loss_bbox: 0.1877, interm_loss_iou: 0.4211, loss_cls: 0.1961, loss_bbox: 0.1543, loss_iou: 0.3682, d0.loss_cls: 0.2525, d0.loss_bbox: 0.1576, d0.loss_iou: 0.3761, d1.loss_cls: 0.2195, d1.loss_bbox: 0.1572, d1.loss_iou: 0.3721, d2.loss_cls: 0.2069, d2.loss_bbox: 0.1537, d2.loss_iou: 0.3671, d3.loss_cls: 0.2002, d3.loss_bbox: 0.1533, d3.loss_iou: 0.3668, d4.loss_cls: 0.1965, d4.loss_bbox: 0.1541, d4.loss_iou: 0.3686, dn_loss_cls: 0.0274, dn_loss_bbox: 0.2322, dn_loss_iou: 0.3713, d0.dn_loss_cls: 0.0633, d0.dn_loss_bbox: 0.3382, d0.dn_loss_iou: 0.4887, d1.dn_loss_cls: 0.0377, d1.dn_loss_bbox: 0.2552, d1.dn_loss_iou: 0.3965, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2364, d2.dn_loss_iou: 0.3767, d3.dn_loss_cls: 0.0290, d3.dn_loss_bbox: 0.2324, d3.dn_loss_iou: 0.3714, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2322, d4.dn_loss_iou: 0.3712, loss: 9.3869, grad_norm: 18.0696 2023-11-06 23:05:21,003 - mmdet - INFO - Epoch [10][3550/3665] lr: 5.563e-06, eta: 1:41:57, time: 0.814, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2275, interm_loss_bbox: 0.1739, interm_loss_iou: 0.4041, loss_cls: 0.1877, loss_bbox: 0.1465, loss_iou: 0.3568, d0.loss_cls: 0.2428, d0.loss_bbox: 0.1491, d0.loss_iou: 0.3636, d1.loss_cls: 0.2107, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3611, d2.loss_cls: 0.1977, d2.loss_bbox: 0.1466, d2.loss_iou: 0.3572, d3.loss_cls: 0.1908, d3.loss_bbox: 0.1466, d3.loss_iou: 0.3571, d4.loss_cls: 0.1883, d4.loss_bbox: 0.1467, d4.loss_iou: 0.3570, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2179, dn_loss_iou: 0.3478, d0.dn_loss_cls: 0.0599, d0.dn_loss_bbox: 0.3292, d0.dn_loss_iou: 0.4731, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2414, d1.dn_loss_iou: 0.3741, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2226, d2.dn_loss_iou: 0.3533, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2181, d3.dn_loss_iou: 0.3479, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2178, d4.dn_loss_iou: 0.3477, loss: 8.9514, grad_norm: 19.2233 2023-11-06 23:06:02,099 - mmdet - INFO - Epoch [10][3600/3665] lr: 5.563e-06, eta: 1:41:16, time: 0.822, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2330, interm_loss_bbox: 0.1846, interm_loss_iou: 0.4117, loss_cls: 0.1910, loss_bbox: 0.1519, loss_iou: 0.3575, d0.loss_cls: 0.2485, d0.loss_bbox: 0.1585, d0.loss_iou: 0.3705, d1.loss_cls: 0.2167, d1.loss_bbox: 0.1554, d1.loss_iou: 0.3637, d2.loss_cls: 0.2028, d2.loss_bbox: 0.1526, d2.loss_iou: 0.3583, d3.loss_cls: 0.1948, d3.loss_bbox: 0.1518, d3.loss_iou: 0.3577, d4.loss_cls: 0.1913, d4.loss_bbox: 0.1521, d4.loss_iou: 0.3578, dn_loss_cls: 0.0257, dn_loss_bbox: 0.2277, dn_loss_iou: 0.3555, d0.dn_loss_cls: 0.0606, d0.dn_loss_bbox: 0.3417, d0.dn_loss_iou: 0.4776, d1.dn_loss_cls: 0.0353, d1.dn_loss_bbox: 0.2520, d1.dn_loss_iou: 0.3821, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2325, d2.dn_loss_iou: 0.3611, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2280, d3.dn_loss_iou: 0.3557, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2277, d4.dn_loss_iou: 0.3554, loss: 9.1623, grad_norm: 19.1578 2023-11-06 23:06:42,787 - mmdet - INFO - Epoch [10][3650/3665] lr: 5.563e-06, eta: 1:40:34, time: 0.814, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2393, interm_loss_bbox: 0.1841, interm_loss_iou: 0.4266, loss_cls: 0.2005, loss_bbox: 0.1533, loss_iou: 0.3736, d0.loss_cls: 0.2602, d0.loss_bbox: 0.1580, d0.loss_iou: 0.3833, d1.loss_cls: 0.2251, d1.loss_bbox: 0.1559, d1.loss_iou: 0.3782, d2.loss_cls: 0.2084, d2.loss_bbox: 0.1553, d2.loss_iou: 0.3755, d3.loss_cls: 0.2029, d3.loss_bbox: 0.1536, d3.loss_iou: 0.3739, d4.loss_cls: 0.2004, d4.loss_bbox: 0.1540, d4.loss_iou: 0.3742, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2334, dn_loss_iou: 0.3726, d0.dn_loss_cls: 0.0608, d0.dn_loss_bbox: 0.3407, d0.dn_loss_iou: 0.4932, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2545, d1.dn_loss_iou: 0.3976, d2.dn_loss_cls: 0.0297, d2.dn_loss_bbox: 0.2370, d2.dn_loss_iou: 0.3768, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2334, d3.dn_loss_iou: 0.3724, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2333, d4.dn_loss_iou: 0.3724, loss: 9.4606, grad_norm: 21.8512 2023-11-06 23:06:55,733 - mmdet - INFO - Saving checkpoint at 10 epochs 2023-11-06 23:08:01,070 - mmdet - INFO - Evaluating bbox... 2023-11-06 23:10:20,831 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.531 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.717 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.579 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.371 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.688 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.742 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.746 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.746 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.593 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.790 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.896 2023-11-06 23:10:20,833 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.623 | bicycle | 0.409 | car | 0.520 | | motorcycle | 0.546 | airplane | 0.759 | bus | 0.753 | | train | 0.775 | truck | 0.482 | boat | 0.368 | | traffic light | 0.305 | fire hydrant | 0.755 | stop sign | 0.688 | | parking meter | 0.559 | bench | 0.333 | bird | 0.477 | | cat | 0.828 | dog | 0.761 | horse | 0.674 | | sheep | 0.643 | cow | 0.680 | elephant | 0.770 | | bear | 0.846 | zebra | 0.773 | giraffe | 0.775 | | backpack | 0.241 | umbrella | 0.515 | handbag | 0.293 | | tie | 0.463 | suitcase | 0.531 | frisbee | 0.741 | | skis | 0.320 | snowboard | 0.483 | sports ball | 0.502 | | kite | 0.550 | baseball bat | 0.507 | baseball glove | 0.468 | | skateboard | 0.628 | surfboard | 0.510 | tennis racket | 0.625 | | bottle | 0.480 | wine glass | 0.459 | cup | 0.539 | | fork | 0.535 | knife | 0.337 | spoon | 0.369 | | bowl | 0.486 | banana | 0.343 | apple | 0.293 | | sandwich | 0.523 | orange | 0.387 | broccoli | 0.299 | | carrot | 0.290 | hot dog | 0.536 | pizza | 0.620 | | donut | 0.613 | cake | 0.494 | chair | 0.407 | | couch | 0.540 | potted plant | 0.376 | bed | 0.537 | | dining table | 0.345 | toilet | 0.712 | tv | 0.680 | | laptop | 0.733 | mouse | 0.689 | remote | 0.483 | | keyboard | 0.625 | cell phone | 0.498 | microwave | 0.714 | | oven | 0.442 | toaster | 0.483 | sink | 0.478 | | refrigerator | 0.719 | book | 0.213 | clock | 0.570 | | vase | 0.463 | scissors | 0.518 | teddy bear | 0.618 | | hair drier | 0.192 | toothbrush | 0.403 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-06 23:10:22,606 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx/best_bbox_mAP_epoch_9.pth was removed 2023-11-06 23:10:24,785 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_10.pth. 2023-11-06 23:10:24,785 - mmdet - INFO - Best bbox_mAP is 0.5312 at 10 epoch. 2023-11-06 23:10:24,785 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx.py 2023-11-06 23:10:24,786 - mmdet - INFO - Epoch(val) [10][625] bbox_mAP: 0.5312, bbox_mAP_50: 0.7172, bbox_mAP_75: 0.5791, bbox_mAP_s: 0.3705, bbox_mAP_m: 0.5726, bbox_mAP_l: 0.6878, bbox_mAP_copypaste: 0.5312 0.7172 0.5791 0.3705 0.5726 0.6878 2023-11-06 23:11:09,086 - mmdet - INFO - Epoch [11][50/3665] lr: 5.563e-06, eta: 1:39:39, time: 0.885, data_time: 0.064, memory: 22742, interm_loss_cls: 0.2308, interm_loss_bbox: 0.1763, interm_loss_iou: 0.4158, loss_cls: 0.1912, loss_bbox: 0.1441, loss_iou: 0.3627, d0.loss_cls: 0.2504, d0.loss_bbox: 0.1489, d0.loss_iou: 0.3727, d1.loss_cls: 0.2174, d1.loss_bbox: 0.1464, d1.loss_iou: 0.3661, d2.loss_cls: 0.2015, d2.loss_bbox: 0.1436, d2.loss_iou: 0.3617, d3.loss_cls: 0.1941, d3.loss_bbox: 0.1439, d3.loss_iou: 0.3623, d4.loss_cls: 0.1917, d4.loss_bbox: 0.1443, d4.loss_iou: 0.3623, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2169, dn_loss_iou: 0.3587, d0.dn_loss_cls: 0.0589, d0.dn_loss_bbox: 0.3214, d0.dn_loss_iou: 0.4812, d1.dn_loss_cls: 0.0338, d1.dn_loss_bbox: 0.2372, d1.dn_loss_iou: 0.3839, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2202, d2.dn_loss_iou: 0.3632, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2170, d3.dn_loss_iou: 0.3587, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2169, d4.dn_loss_iou: 0.3585, loss: 9.0568, grad_norm: 19.8917 2023-11-06 23:11:51,136 - mmdet - INFO - Epoch [11][100/3665] lr: 5.563e-06, eta: 1:38:58, time: 0.841, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2360, interm_loss_bbox: 0.1801, interm_loss_iou: 0.4195, loss_cls: 0.1931, loss_bbox: 0.1488, loss_iou: 0.3688, d0.loss_cls: 0.2497, d0.loss_bbox: 0.1553, d0.loss_iou: 0.3793, d1.loss_cls: 0.2172, d1.loss_bbox: 0.1520, d1.loss_iou: 0.3725, d2.loss_cls: 0.2030, d2.loss_bbox: 0.1494, d2.loss_iou: 0.3688, d3.loss_cls: 0.1958, d3.loss_bbox: 0.1492, d3.loss_iou: 0.3685, d4.loss_cls: 0.1934, d4.loss_bbox: 0.1488, d4.loss_iou: 0.3687, dn_loss_cls: 0.0268, dn_loss_bbox: 0.2267, dn_loss_iou: 0.3658, d0.dn_loss_cls: 0.0627, d0.dn_loss_bbox: 0.3323, d0.dn_loss_iou: 0.4868, d1.dn_loss_cls: 0.0369, d1.dn_loss_bbox: 0.2485, d1.dn_loss_iou: 0.3912, d2.dn_loss_cls: 0.0301, d2.dn_loss_bbox: 0.2300, d2.dn_loss_iou: 0.3706, d3.dn_loss_cls: 0.0281, d3.dn_loss_bbox: 0.2268, d3.dn_loss_iou: 0.3659, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2267, d4.dn_loss_iou: 0.3657, loss: 9.2669, grad_norm: 18.3549 2023-11-06 23:12:32,798 - mmdet - INFO - Epoch [11][150/3665] lr: 5.563e-06, eta: 1:38:17, time: 0.833, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2283, interm_loss_bbox: 0.1777, interm_loss_iou: 0.4064, loss_cls: 0.1837, loss_bbox: 0.1474, loss_iou: 0.3570, d0.loss_cls: 0.2399, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3664, d1.loss_cls: 0.2086, d1.loss_bbox: 0.1509, d1.loss_iou: 0.3608, d2.loss_cls: 0.1950, d2.loss_bbox: 0.1472, d2.loss_iou: 0.3562, d3.loss_cls: 0.1872, d3.loss_bbox: 0.1473, d3.loss_iou: 0.3556, d4.loss_cls: 0.1842, d4.loss_bbox: 0.1468, d4.loss_iou: 0.3566, dn_loss_cls: 0.0243, dn_loss_bbox: 0.2190, dn_loss_iou: 0.3445, d0.dn_loss_cls: 0.0588, d0.dn_loss_bbox: 0.3295, d0.dn_loss_iou: 0.4679, d1.dn_loss_cls: 0.0336, d1.dn_loss_bbox: 0.2421, d1.dn_loss_iou: 0.3706, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2230, d2.dn_loss_iou: 0.3496, d3.dn_loss_cls: 0.0252, d3.dn_loss_bbox: 0.2191, d3.dn_loss_iou: 0.3445, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2189, d4.dn_loss_iou: 0.3444, loss: 8.9235, grad_norm: 19.0236 2023-11-06 23:13:13,513 - mmdet - INFO - Epoch [11][200/3665] lr: 5.563e-06, eta: 1:37:36, time: 0.814, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2290, interm_loss_bbox: 0.1776, interm_loss_iou: 0.4195, loss_cls: 0.1865, loss_bbox: 0.1461, loss_iou: 0.3644, d0.loss_cls: 0.2435, d0.loss_bbox: 0.1521, d0.loss_iou: 0.3756, d1.loss_cls: 0.2106, d1.loss_bbox: 0.1494, d1.loss_iou: 0.3690, d2.loss_cls: 0.1962, d2.loss_bbox: 0.1463, d2.loss_iou: 0.3645, d3.loss_cls: 0.1892, d3.loss_bbox: 0.1466, d3.loss_iou: 0.3644, d4.loss_cls: 0.1870, d4.loss_bbox: 0.1461, d4.loss_iou: 0.3647, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2154, dn_loss_iou: 0.3641, d0.dn_loss_cls: 0.0595, d0.dn_loss_bbox: 0.3180, d0.dn_loss_iou: 0.4875, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2362, d1.dn_loss_iou: 0.3890, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2190, d2.dn_loss_iou: 0.3687, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2155, d3.dn_loss_iou: 0.3641, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2154, d4.dn_loss_iou: 0.3639, loss: 9.0844, grad_norm: 19.6154 2023-11-06 23:13:54,164 - mmdet - INFO - Epoch [11][250/3665] lr: 5.563e-06, eta: 1:36:55, time: 0.813, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2313, interm_loss_bbox: 0.1774, interm_loss_iou: 0.4152, loss_cls: 0.1881, loss_bbox: 0.1473, loss_iou: 0.3631, d0.loss_cls: 0.2462, d0.loss_bbox: 0.1510, d0.loss_iou: 0.3727, d1.loss_cls: 0.2126, d1.loss_bbox: 0.1497, d1.loss_iou: 0.3678, d2.loss_cls: 0.1990, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3642, d3.loss_cls: 0.1919, d3.loss_bbox: 0.1475, d3.loss_iou: 0.3624, d4.loss_cls: 0.1891, d4.loss_bbox: 0.1472, d4.loss_iou: 0.3629, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2281, dn_loss_iou: 0.3597, d0.dn_loss_cls: 0.0611, d0.dn_loss_bbox: 0.3355, d0.dn_loss_iou: 0.4821, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2500, d1.dn_loss_iou: 0.3854, d2.dn_loss_cls: 0.0297, d2.dn_loss_bbox: 0.2319, d2.dn_loss_iou: 0.3646, d3.dn_loss_cls: 0.0278, d3.dn_loss_bbox: 0.2283, d3.dn_loss_iou: 0.3598, d4.dn_loss_cls: 0.0268, d4.dn_loss_bbox: 0.2281, d4.dn_loss_iou: 0.3596, loss: 9.1552, grad_norm: 18.6854 2023-11-06 23:14:35,155 - mmdet - INFO - Epoch [11][300/3665] lr: 5.563e-06, eta: 1:36:14, time: 0.820, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2313, interm_loss_bbox: 0.1776, interm_loss_iou: 0.4080, loss_cls: 0.1912, loss_bbox: 0.1471, loss_iou: 0.3560, d0.loss_cls: 0.2483, d0.loss_bbox: 0.1511, d0.loss_iou: 0.3627, d1.loss_cls: 0.2179, d1.loss_bbox: 0.1476, d1.loss_iou: 0.3572, d2.loss_cls: 0.2014, d2.loss_bbox: 0.1475, d2.loss_iou: 0.3567, d3.loss_cls: 0.1939, d3.loss_bbox: 0.1471, d3.loss_iou: 0.3552, d4.loss_cls: 0.1917, d4.loss_bbox: 0.1468, d4.loss_iou: 0.3553, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2370, dn_loss_iou: 0.3613, d0.dn_loss_cls: 0.0637, d0.dn_loss_bbox: 0.3463, d0.dn_loss_iou: 0.4827, d1.dn_loss_cls: 0.0377, d1.dn_loss_bbox: 0.2591, d1.dn_loss_iou: 0.3872, d2.dn_loss_cls: 0.0312, d2.dn_loss_bbox: 0.2410, d2.dn_loss_iou: 0.3665, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2371, d3.dn_loss_iou: 0.3613, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2370, d4.dn_loss_iou: 0.3612, loss: 9.1877, grad_norm: 18.9528 2023-11-06 23:15:15,687 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx.py 2023-11-06 23:15:15,687 - mmdet - INFO - Epoch [11][350/3665] lr: 5.563e-06, eta: 1:35:33, time: 0.811, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2317, interm_loss_bbox: 0.1781, interm_loss_iou: 0.4105, loss_cls: 0.1893, loss_bbox: 0.1490, loss_iou: 0.3609, d0.loss_cls: 0.2473, d0.loss_bbox: 0.1520, d0.loss_iou: 0.3682, d1.loss_cls: 0.2145, d1.loss_bbox: 0.1520, d1.loss_iou: 0.3659, d2.loss_cls: 0.1996, d2.loss_bbox: 0.1495, d2.loss_iou: 0.3609, d3.loss_cls: 0.1919, d3.loss_bbox: 0.1490, d3.loss_iou: 0.3606, d4.loss_cls: 0.1897, d4.loss_bbox: 0.1496, d4.loss_iou: 0.3608, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2281, dn_loss_iou: 0.3568, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3399, d0.dn_loss_iou: 0.4794, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2501, d1.dn_loss_iou: 0.3824, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2322, d2.dn_loss_iou: 0.3618, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2283, d3.dn_loss_iou: 0.3569, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2281, d4.dn_loss_iou: 0.3566, loss: 9.1371, grad_norm: 21.6338 2023-11-06 23:15:56,601 - mmdet - INFO - Epoch [11][400/3665] lr: 5.563e-06, eta: 1:34:52, time: 0.819, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2249, interm_loss_bbox: 0.1790, interm_loss_iou: 0.4064, loss_cls: 0.1801, loss_bbox: 0.1499, loss_iou: 0.3574, d0.loss_cls: 0.2405, d0.loss_bbox: 0.1505, d0.loss_iou: 0.3606, d1.loss_cls: 0.2068, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3581, d2.loss_cls: 0.1925, d2.loss_bbox: 0.1493, d2.loss_iou: 0.3567, d3.loss_cls: 0.1830, d3.loss_bbox: 0.1503, d3.loss_iou: 0.3574, d4.loss_cls: 0.1807, d4.loss_bbox: 0.1501, d4.loss_iou: 0.3573, dn_loss_cls: 0.0232, dn_loss_bbox: 0.2142, dn_loss_iou: 0.3451, d0.dn_loss_cls: 0.0588, d0.dn_loss_bbox: 0.3228, d0.dn_loss_iou: 0.4686, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2356, d1.dn_loss_iou: 0.3703, d2.dn_loss_cls: 0.0264, d2.dn_loss_bbox: 0.2174, d2.dn_loss_iou: 0.3496, d3.dn_loss_cls: 0.0245, d3.dn_loss_bbox: 0.2142, d3.dn_loss_iou: 0.3451, d4.dn_loss_cls: 0.0235, d4.dn_loss_bbox: 0.2142, d4.dn_loss_iou: 0.3450, loss: 8.8728, grad_norm: 19.5796 2023-11-06 23:16:38,103 - mmdet - INFO - Epoch [11][450/3665] lr: 5.563e-06, eta: 1:34:11, time: 0.830, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2263, interm_loss_bbox: 0.1795, interm_loss_iou: 0.4139, loss_cls: 0.1858, loss_bbox: 0.1485, loss_iou: 0.3658, d0.loss_cls: 0.2452, d0.loss_bbox: 0.1530, d0.loss_iou: 0.3725, d1.loss_cls: 0.2114, d1.loss_bbox: 0.1516, d1.loss_iou: 0.3697, d2.loss_cls: 0.1970, d2.loss_bbox: 0.1481, d2.loss_iou: 0.3651, d3.loss_cls: 0.1895, d3.loss_bbox: 0.1481, d3.loss_iou: 0.3649, d4.loss_cls: 0.1859, d4.loss_bbox: 0.1491, d4.loss_iou: 0.3661, dn_loss_cls: 0.0252, dn_loss_bbox: 0.2203, dn_loss_iou: 0.3627, d0.dn_loss_cls: 0.0596, d0.dn_loss_bbox: 0.3291, d0.dn_loss_iou: 0.4876, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2424, d1.dn_loss_iou: 0.3893, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2240, d2.dn_loss_iou: 0.3680, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2204, d3.dn_loss_iou: 0.3628, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2203, d4.dn_loss_iou: 0.3626, loss: 9.1261, grad_norm: 20.2751 2023-11-06 23:17:19,374 - mmdet - INFO - Epoch [11][500/3665] lr: 5.563e-06, eta: 1:33:30, time: 0.825, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2307, interm_loss_bbox: 0.1832, interm_loss_iou: 0.4116, loss_cls: 0.1908, loss_bbox: 0.1483, loss_iou: 0.3558, d0.loss_cls: 0.2466, d0.loss_bbox: 0.1550, d0.loss_iou: 0.3687, d1.loss_cls: 0.2149, d1.loss_bbox: 0.1517, d1.loss_iou: 0.3618, d2.loss_cls: 0.2006, d2.loss_bbox: 0.1479, d2.loss_iou: 0.3568, d3.loss_cls: 0.1950, d3.loss_bbox: 0.1477, d3.loss_iou: 0.3549, d4.loss_cls: 0.1913, d4.loss_bbox: 0.1483, d4.loss_iou: 0.3559, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2196, dn_loss_iou: 0.3546, d0.dn_loss_cls: 0.0611, d0.dn_loss_bbox: 0.3297, d0.dn_loss_iou: 0.4771, d1.dn_loss_cls: 0.0350, d1.dn_loss_bbox: 0.2425, d1.dn_loss_iou: 0.3805, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2235, d2.dn_loss_iou: 0.3595, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2197, d3.dn_loss_iou: 0.3546, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2195, d4.dn_loss_iou: 0.3544, loss: 9.0558, grad_norm: 19.2790 2023-11-06 23:18:00,788 - mmdet - INFO - Epoch [11][550/3665] lr: 5.563e-06, eta: 1:32:49, time: 0.828, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2294, interm_loss_bbox: 0.1832, interm_loss_iou: 0.4135, loss_cls: 0.1853, loss_bbox: 0.1513, loss_iou: 0.3607, d0.loss_cls: 0.2446, d0.loss_bbox: 0.1579, d0.loss_iou: 0.3713, d1.loss_cls: 0.2112, d1.loss_bbox: 0.1534, d1.loss_iou: 0.3642, d2.loss_cls: 0.1957, d2.loss_bbox: 0.1514, d2.loss_iou: 0.3610, d3.loss_cls: 0.1888, d3.loss_bbox: 0.1512, d3.loss_iou: 0.3605, d4.loss_cls: 0.1856, d4.loss_bbox: 0.1514, d4.loss_iou: 0.3605, dn_loss_cls: 0.0252, dn_loss_bbox: 0.2157, dn_loss_iou: 0.3493, d0.dn_loss_cls: 0.0597, d0.dn_loss_bbox: 0.3211, d0.dn_loss_iou: 0.4704, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2365, d1.dn_loss_iou: 0.3737, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2192, d2.dn_loss_iou: 0.3540, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2158, d3.dn_loss_iou: 0.3494, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2157, d4.dn_loss_iou: 0.3492, loss: 9.0012, grad_norm: 18.0853 2023-11-06 23:18:41,755 - mmdet - INFO - Epoch [11][600/3665] lr: 5.563e-06, eta: 1:32:08, time: 0.819, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2287, interm_loss_bbox: 0.1814, interm_loss_iou: 0.4181, loss_cls: 0.1865, loss_bbox: 0.1489, loss_iou: 0.3655, d0.loss_cls: 0.2412, d0.loss_bbox: 0.1553, d0.loss_iou: 0.3752, d1.loss_cls: 0.2107, d1.loss_bbox: 0.1515, d1.loss_iou: 0.3686, d2.loss_cls: 0.1969, d2.loss_bbox: 0.1489, d2.loss_iou: 0.3656, d3.loss_cls: 0.1907, d3.loss_bbox: 0.1482, d3.loss_iou: 0.3644, d4.loss_cls: 0.1877, d4.loss_bbox: 0.1486, d4.loss_iou: 0.3653, dn_loss_cls: 0.0248, dn_loss_bbox: 0.2171, dn_loss_iou: 0.3591, d0.dn_loss_cls: 0.0599, d0.dn_loss_bbox: 0.3172, d0.dn_loss_iou: 0.4765, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2368, d1.dn_loss_iou: 0.3829, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2206, d2.dn_loss_iou: 0.3638, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2173, d3.dn_loss_iou: 0.3591, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2171, d4.dn_loss_iou: 0.3590, loss: 9.0732, grad_norm: 18.8482 2023-11-06 23:19:22,975 - mmdet - INFO - Epoch [11][650/3665] lr: 5.563e-06, eta: 1:31:27, time: 0.824, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2316, interm_loss_bbox: 0.1812, interm_loss_iou: 0.4079, loss_cls: 0.1906, loss_bbox: 0.1481, loss_iou: 0.3513, d0.loss_cls: 0.2439, d0.loss_bbox: 0.1564, d0.loss_iou: 0.3644, d1.loss_cls: 0.2128, d1.loss_bbox: 0.1525, d1.loss_iou: 0.3582, d2.loss_cls: 0.1992, d2.loss_bbox: 0.1493, d2.loss_iou: 0.3527, d3.loss_cls: 0.1937, d3.loss_bbox: 0.1477, d3.loss_iou: 0.3503, d4.loss_cls: 0.1910, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3511, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2201, dn_loss_iou: 0.3500, d0.dn_loss_cls: 0.0597, d0.dn_loss_bbox: 0.3268, d0.dn_loss_iou: 0.4699, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2422, d1.dn_loss_iou: 0.3750, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2241, d2.dn_loss_iou: 0.3549, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2202, d3.dn_loss_iou: 0.3500, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2201, d4.dn_loss_iou: 0.3499, loss: 8.9852, grad_norm: 20.0442 2023-11-06 23:20:04,028 - mmdet - INFO - Epoch [11][700/3665] lr: 5.563e-06, eta: 1:30:46, time: 0.821, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2309, interm_loss_bbox: 0.1787, interm_loss_iou: 0.4174, loss_cls: 0.1874, loss_bbox: 0.1500, loss_iou: 0.3664, d0.loss_cls: 0.2434, d0.loss_bbox: 0.1553, d0.loss_iou: 0.3767, d1.loss_cls: 0.2110, d1.loss_bbox: 0.1526, d1.loss_iou: 0.3715, d2.loss_cls: 0.1966, d2.loss_bbox: 0.1504, d2.loss_iou: 0.3677, d3.loss_cls: 0.1910, d3.loss_bbox: 0.1498, d3.loss_iou: 0.3663, d4.loss_cls: 0.1881, d4.loss_bbox: 0.1497, d4.loss_iou: 0.3662, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2211, dn_loss_iou: 0.3608, d0.dn_loss_cls: 0.0617, d0.dn_loss_bbox: 0.3264, d0.dn_loss_iou: 0.4829, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2424, d1.dn_loss_iou: 0.3864, d2.dn_loss_cls: 0.0297, d2.dn_loss_bbox: 0.2249, d2.dn_loss_iou: 0.3655, d3.dn_loss_cls: 0.0278, d3.dn_loss_bbox: 0.2212, d3.dn_loss_iou: 0.3608, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2211, d4.dn_loss_iou: 0.3606, loss: 9.1496, grad_norm: 18.7170 2023-11-06 23:20:44,497 - mmdet - INFO - Epoch [11][750/3665] lr: 5.563e-06, eta: 1:30:04, time: 0.809, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2282, interm_loss_bbox: 0.1828, interm_loss_iou: 0.4157, loss_cls: 0.1893, loss_bbox: 0.1519, loss_iou: 0.3618, d0.loss_cls: 0.2446, d0.loss_bbox: 0.1558, d0.loss_iou: 0.3698, d1.loss_cls: 0.2129, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3655, d2.loss_cls: 0.2002, d2.loss_bbox: 0.1517, d2.loss_iou: 0.3615, d3.loss_cls: 0.1923, d3.loss_bbox: 0.1513, d3.loss_iou: 0.3613, d4.loss_cls: 0.1897, d4.loss_bbox: 0.1516, d4.loss_iou: 0.3615, dn_loss_cls: 0.0271, dn_loss_bbox: 0.2256, dn_loss_iou: 0.3602, d0.dn_loss_cls: 0.0616, d0.dn_loss_bbox: 0.3297, d0.dn_loss_iou: 0.4836, d1.dn_loss_cls: 0.0367, d1.dn_loss_bbox: 0.2471, d1.dn_loss_iou: 0.3869, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2292, d2.dn_loss_iou: 0.3654, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2258, d3.dn_loss_iou: 0.3602, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2256, d4.dn_loss_iou: 0.3601, loss: 9.1640, grad_norm: 20.5833 2023-11-06 23:21:27,939 - mmdet - INFO - Epoch [11][800/3665] lr: 5.563e-06, eta: 1:29:24, time: 0.869, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2229, interm_loss_bbox: 0.1738, interm_loss_iou: 0.4242, loss_cls: 0.1821, loss_bbox: 0.1422, loss_iou: 0.3706, d0.loss_cls: 0.2364, d0.loss_bbox: 0.1477, d0.loss_iou: 0.3806, d1.loss_cls: 0.2037, d1.loss_bbox: 0.1453, d1.loss_iou: 0.3756, d2.loss_cls: 0.1917, d2.loss_bbox: 0.1435, d2.loss_iou: 0.3717, d3.loss_cls: 0.1855, d3.loss_bbox: 0.1419, d3.loss_iou: 0.3705, d4.loss_cls: 0.1822, d4.loss_bbox: 0.1426, d4.loss_iou: 0.3709, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2099, dn_loss_iou: 0.3600, d0.dn_loss_cls: 0.0582, d0.dn_loss_bbox: 0.3072, d0.dn_loss_iou: 0.4788, d1.dn_loss_cls: 0.0335, d1.dn_loss_bbox: 0.2298, d1.dn_loss_iou: 0.3854, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2135, d2.dn_loss_iou: 0.3646, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2101, d3.dn_loss_iou: 0.3599, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2098, d4.dn_loss_iou: 0.3598, loss: 8.9884, grad_norm: 21.0825 2023-11-06 23:22:09,281 - mmdet - INFO - Epoch [11][850/3665] lr: 5.563e-06, eta: 1:28:43, time: 0.827, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2265, interm_loss_bbox: 0.1793, interm_loss_iou: 0.4034, loss_cls: 0.1824, loss_bbox: 0.1495, loss_iou: 0.3531, d0.loss_cls: 0.2388, d0.loss_bbox: 0.1543, d0.loss_iou: 0.3634, d1.loss_cls: 0.2063, d1.loss_bbox: 0.1514, d1.loss_iou: 0.3575, d2.loss_cls: 0.1936, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3526, d3.loss_cls: 0.1862, d3.loss_bbox: 0.1488, d3.loss_iou: 0.3520, d4.loss_cls: 0.1838, d4.loss_bbox: 0.1486, d4.loss_iou: 0.3525, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2258, dn_loss_iou: 0.3490, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3385, d0.dn_loss_iou: 0.4737, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2493, d1.dn_loss_iou: 0.3758, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2303, d2.dn_loss_iou: 0.3543, d3.dn_loss_cls: 0.0270, d3.dn_loss_bbox: 0.2260, d3.dn_loss_iou: 0.3490, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2258, d4.dn_loss_iou: 0.3489, loss: 8.9827, grad_norm: 18.8553 2023-11-06 23:22:49,934 - mmdet - INFO - Epoch [11][900/3665] lr: 5.563e-06, eta: 1:28:02, time: 0.813, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2287, interm_loss_bbox: 0.1826, interm_loss_iou: 0.4085, loss_cls: 0.1904, loss_bbox: 0.1523, loss_iou: 0.3576, d0.loss_cls: 0.2437, d0.loss_bbox: 0.1569, d0.loss_iou: 0.3678, d1.loss_cls: 0.2131, d1.loss_bbox: 0.1553, d1.loss_iou: 0.3623, d2.loss_cls: 0.2003, d2.loss_bbox: 0.1518, d2.loss_iou: 0.3571, d3.loss_cls: 0.1935, d3.loss_bbox: 0.1518, d3.loss_iou: 0.3573, d4.loss_cls: 0.1913, d4.loss_bbox: 0.1515, d4.loss_iou: 0.3571, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2241, dn_loss_iou: 0.3496, d0.dn_loss_cls: 0.0605, d0.dn_loss_bbox: 0.3306, d0.dn_loss_iou: 0.4694, d1.dn_loss_cls: 0.0355, d1.dn_loss_bbox: 0.2461, d1.dn_loss_iou: 0.3750, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2277, d2.dn_loss_iou: 0.3542, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2242, d3.dn_loss_iou: 0.3496, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2241, d4.dn_loss_iou: 0.3495, loss: 9.0594, grad_norm: 18.3467 2023-11-06 23:23:31,994 - mmdet - INFO - Epoch [11][950/3665] lr: 5.563e-06, eta: 1:27:21, time: 0.841, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2286, interm_loss_bbox: 0.1774, interm_loss_iou: 0.4081, loss_cls: 0.1891, loss_bbox: 0.1461, loss_iou: 0.3560, d0.loss_cls: 0.2425, d0.loss_bbox: 0.1550, d0.loss_iou: 0.3694, d1.loss_cls: 0.2118, d1.loss_bbox: 0.1510, d1.loss_iou: 0.3616, d2.loss_cls: 0.1982, d2.loss_bbox: 0.1472, d2.loss_iou: 0.3577, d3.loss_cls: 0.1918, d3.loss_bbox: 0.1466, d3.loss_iou: 0.3561, d4.loss_cls: 0.1896, d4.loss_bbox: 0.1461, d4.loss_iou: 0.3560, dn_loss_cls: 0.0243, dn_loss_bbox: 0.2186, dn_loss_iou: 0.3556, d0.dn_loss_cls: 0.0588, d0.dn_loss_bbox: 0.3254, d0.dn_loss_iou: 0.4769, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2419, d1.dn_loss_iou: 0.3815, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2225, d2.dn_loss_iou: 0.3605, d3.dn_loss_cls: 0.0258, d3.dn_loss_bbox: 0.2187, d3.dn_loss_iou: 0.3556, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2185, d4.dn_loss_iou: 0.3555, loss: 9.0133, grad_norm: 21.6425 2023-11-06 23:24:13,256 - mmdet - INFO - Epoch [11][1000/3665] lr: 5.563e-06, eta: 1:26:40, time: 0.825, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2291, interm_loss_bbox: 0.1810, interm_loss_iou: 0.3960, loss_cls: 0.1864, loss_bbox: 0.1499, loss_iou: 0.3427, d0.loss_cls: 0.2429, d0.loss_bbox: 0.1585, d0.loss_iou: 0.3563, d1.loss_cls: 0.2072, d1.loss_bbox: 0.1551, d1.loss_iou: 0.3510, d2.loss_cls: 0.1956, d2.loss_bbox: 0.1508, d2.loss_iou: 0.3446, d3.loss_cls: 0.1889, d3.loss_bbox: 0.1501, d3.loss_iou: 0.3433, d4.loss_cls: 0.1878, d4.loss_bbox: 0.1496, d4.loss_iou: 0.3417, dn_loss_cls: 0.0248, dn_loss_bbox: 0.2375, dn_loss_iou: 0.3451, d0.dn_loss_cls: 0.0595, d0.dn_loss_bbox: 0.3538, d0.dn_loss_iou: 0.4686, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2590, d1.dn_loss_iou: 0.3701, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2412, d2.dn_loss_iou: 0.3500, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2376, d3.dn_loss_iou: 0.3452, d4.dn_loss_cls: 0.0250, d4.dn_loss_bbox: 0.2375, d4.dn_loss_iou: 0.3451, loss: 8.9972, grad_norm: 18.6708 2023-11-06 23:24:54,375 - mmdet - INFO - Epoch [11][1050/3665] lr: 5.563e-06, eta: 1:25:59, time: 0.822, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2263, interm_loss_bbox: 0.1785, interm_loss_iou: 0.4135, loss_cls: 0.1890, loss_bbox: 0.1434, loss_iou: 0.3568, d0.loss_cls: 0.2421, d0.loss_bbox: 0.1512, d0.loss_iou: 0.3695, d1.loss_cls: 0.2101, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3626, d2.loss_cls: 0.1978, d2.loss_bbox: 0.1446, d2.loss_iou: 0.3579, d3.loss_cls: 0.1916, d3.loss_bbox: 0.1432, d3.loss_iou: 0.3567, d4.loss_cls: 0.1889, d4.loss_bbox: 0.1437, d4.loss_iou: 0.3572, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2262, dn_loss_iou: 0.3616, d0.dn_loss_cls: 0.0607, d0.dn_loss_bbox: 0.3332, d0.dn_loss_iou: 0.4884, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2479, d1.dn_loss_iou: 0.3889, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2297, d2.dn_loss_iou: 0.3664, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2264, d3.dn_loss_iou: 0.3615, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2262, d4.dn_loss_iou: 0.3614, loss: 9.0936, grad_norm: 20.6930 2023-11-06 23:25:37,748 - mmdet - INFO - Epoch [11][1100/3665] lr: 5.563e-06, eta: 1:25:18, time: 0.867, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2296, interm_loss_bbox: 0.1832, interm_loss_iou: 0.4064, loss_cls: 0.1898, loss_bbox: 0.1494, loss_iou: 0.3526, d0.loss_cls: 0.2436, d0.loss_bbox: 0.1564, d0.loss_iou: 0.3637, d1.loss_cls: 0.2106, d1.loss_bbox: 0.1540, d1.loss_iou: 0.3602, d2.loss_cls: 0.1980, d2.loss_bbox: 0.1505, d2.loss_iou: 0.3549, d3.loss_cls: 0.1927, d3.loss_bbox: 0.1494, d3.loss_iou: 0.3526, d4.loss_cls: 0.1903, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3530, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2245, dn_loss_iou: 0.3530, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3266, d0.dn_loss_iou: 0.4722, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2451, d1.dn_loss_iou: 0.3781, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2280, d2.dn_loss_iou: 0.3582, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2247, d3.dn_loss_iou: 0.3531, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2245, d4.dn_loss_iou: 0.3529, loss: 9.0309, grad_norm: 19.0962 2023-11-06 23:26:20,842 - mmdet - INFO - Epoch [11][1150/3665] lr: 5.563e-06, eta: 1:24:37, time: 0.862, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2337, interm_loss_bbox: 0.1791, interm_loss_iou: 0.4092, loss_cls: 0.1897, loss_bbox: 0.1497, loss_iou: 0.3587, d0.loss_cls: 0.2473, d0.loss_bbox: 0.1545, d0.loss_iou: 0.3666, d1.loss_cls: 0.2162, d1.loss_bbox: 0.1517, d1.loss_iou: 0.3613, d2.loss_cls: 0.2002, d2.loss_bbox: 0.1506, d2.loss_iou: 0.3593, d3.loss_cls: 0.1944, d3.loss_bbox: 0.1493, d3.loss_iou: 0.3575, d4.loss_cls: 0.1909, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3582, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2304, dn_loss_iou: 0.3551, d0.dn_loss_cls: 0.0601, d0.dn_loss_bbox: 0.3406, d0.dn_loss_iou: 0.4764, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2535, d1.dn_loss_iou: 0.3812, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2350, d2.dn_loss_iou: 0.3606, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2305, d3.dn_loss_iou: 0.3552, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2303, d4.dn_loss_iou: 0.3549, loss: 9.1319, grad_norm: 18.8573 2023-11-06 23:27:01,388 - mmdet - INFO - Epoch [11][1200/3665] lr: 5.563e-06, eta: 1:23:56, time: 0.811, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2271, interm_loss_bbox: 0.1784, interm_loss_iou: 0.4086, loss_cls: 0.1881, loss_bbox: 0.1465, loss_iou: 0.3568, d0.loss_cls: 0.2406, d0.loss_bbox: 0.1521, d0.loss_iou: 0.3673, d1.loss_cls: 0.2106, d1.loss_bbox: 0.1493, d1.loss_iou: 0.3615, d2.loss_cls: 0.1973, d2.loss_bbox: 0.1470, d2.loss_iou: 0.3584, d3.loss_cls: 0.1910, d3.loss_bbox: 0.1464, d3.loss_iou: 0.3565, d4.loss_cls: 0.1885, d4.loss_bbox: 0.1465, d4.loss_iou: 0.3568, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2230, dn_loss_iou: 0.3563, d0.dn_loss_cls: 0.0589, d0.dn_loss_bbox: 0.3232, d0.dn_loss_iou: 0.4750, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2422, d1.dn_loss_iou: 0.3805, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2258, d2.dn_loss_iou: 0.3610, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2231, d3.dn_loss_iou: 0.3564, d4.dn_loss_cls: 0.0250, d4.dn_loss_bbox: 0.2230, d4.dn_loss_iou: 0.3562, loss: 9.0179, grad_norm: 19.1487 2023-11-06 23:27:42,724 - mmdet - INFO - Epoch [11][1250/3665] lr: 5.563e-06, eta: 1:23:15, time: 0.827, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2293, interm_loss_bbox: 0.1758, interm_loss_iou: 0.4129, loss_cls: 0.1886, loss_bbox: 0.1478, loss_iou: 0.3627, d0.loss_cls: 0.2418, d0.loss_bbox: 0.1523, d0.loss_iou: 0.3727, d1.loss_cls: 0.2094, d1.loss_bbox: 0.1507, d1.loss_iou: 0.3687, d2.loss_cls: 0.1974, d2.loss_bbox: 0.1484, d2.loss_iou: 0.3636, d3.loss_cls: 0.1920, d3.loss_bbox: 0.1470, d3.loss_iou: 0.3625, d4.loss_cls: 0.1891, d4.loss_bbox: 0.1475, d4.loss_iou: 0.3630, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2198, dn_loss_iou: 0.3616, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3216, d0.dn_loss_iou: 0.4825, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2395, d1.dn_loss_iou: 0.3865, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2229, d2.dn_loss_iou: 0.3662, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2199, d3.dn_loss_iou: 0.3616, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2198, d4.dn_loss_iou: 0.3614, loss: 9.0880, grad_norm: 21.2674 2023-11-06 23:28:24,143 - mmdet - INFO - Epoch [11][1300/3665] lr: 5.563e-06, eta: 1:22:34, time: 0.828, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2269, interm_loss_bbox: 0.1819, interm_loss_iou: 0.4123, loss_cls: 0.1903, loss_bbox: 0.1506, loss_iou: 0.3587, d0.loss_cls: 0.2423, d0.loss_bbox: 0.1563, d0.loss_iou: 0.3685, d1.loss_cls: 0.2115, d1.loss_bbox: 0.1540, d1.loss_iou: 0.3643, d2.loss_cls: 0.1999, d2.loss_bbox: 0.1510, d2.loss_iou: 0.3598, d3.loss_cls: 0.1933, d3.loss_bbox: 0.1502, d3.loss_iou: 0.3587, d4.loss_cls: 0.1906, d4.loss_bbox: 0.1508, d4.loss_iou: 0.3590, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2306, dn_loss_iou: 0.3583, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3335, d0.dn_loss_iou: 0.4772, d1.dn_loss_cls: 0.0353, d1.dn_loss_bbox: 0.2506, d1.dn_loss_iou: 0.3830, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2341, d2.dn_loss_iou: 0.3632, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2307, d3.dn_loss_iou: 0.3584, d4.dn_loss_cls: 0.0250, d4.dn_loss_bbox: 0.2306, d4.dn_loss_iou: 0.3582, loss: 9.1395, grad_norm: 18.2754 2023-11-06 23:29:05,280 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx.py 2023-11-06 23:29:05,281 - mmdet - INFO - Epoch [11][1350/3665] lr: 5.563e-06, eta: 1:21:53, time: 0.823, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2244, interm_loss_bbox: 0.1777, interm_loss_iou: 0.4112, loss_cls: 0.1833, loss_bbox: 0.1476, loss_iou: 0.3616, d0.loss_cls: 0.2394, d0.loss_bbox: 0.1519, d0.loss_iou: 0.3698, d1.loss_cls: 0.2056, d1.loss_bbox: 0.1509, d1.loss_iou: 0.3662, d2.loss_cls: 0.1933, d2.loss_bbox: 0.1484, d2.loss_iou: 0.3615, d3.loss_cls: 0.1875, d3.loss_bbox: 0.1469, d3.loss_iou: 0.3600, d4.loss_cls: 0.1840, d4.loss_bbox: 0.1475, d4.loss_iou: 0.3617, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2202, dn_loss_iou: 0.3573, d0.dn_loss_cls: 0.0601, d0.dn_loss_bbox: 0.3255, d0.dn_loss_iou: 0.4789, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2406, d1.dn_loss_iou: 0.3828, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2243, d2.dn_loss_iou: 0.3626, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2204, d3.dn_loss_iou: 0.3574, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2202, d4.dn_loss_iou: 0.3572, loss: 9.0281, grad_norm: 19.7335 2023-11-06 23:29:46,045 - mmdet - INFO - Epoch [11][1400/3665] lr: 5.563e-06, eta: 1:21:12, time: 0.815, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2272, interm_loss_bbox: 0.1749, interm_loss_iou: 0.4077, loss_cls: 0.1868, loss_bbox: 0.1444, loss_iou: 0.3587, d0.loss_cls: 0.2387, d0.loss_bbox: 0.1496, d0.loss_iou: 0.3665, d1.loss_cls: 0.2088, d1.loss_bbox: 0.1467, d1.loss_iou: 0.3613, d2.loss_cls: 0.1967, d2.loss_bbox: 0.1437, d2.loss_iou: 0.3577, d3.loss_cls: 0.1902, d3.loss_bbox: 0.1439, d3.loss_iou: 0.3579, d4.loss_cls: 0.1873, d4.loss_bbox: 0.1443, d4.loss_iou: 0.3591, dn_loss_cls: 0.0244, dn_loss_bbox: 0.2144, dn_loss_iou: 0.3531, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3190, d0.dn_loss_iou: 0.4743, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2343, d1.dn_loss_iou: 0.3780, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2179, d2.dn_loss_iou: 0.3581, d3.dn_loss_cls: 0.0258, d3.dn_loss_bbox: 0.2145, d3.dn_loss_iou: 0.3531, d4.dn_loss_cls: 0.0244, d4.dn_loss_bbox: 0.2144, d4.dn_loss_iou: 0.3530, loss: 8.9313, grad_norm: 18.9162 2023-11-06 23:30:26,624 - mmdet - INFO - Epoch [11][1450/3665] lr: 5.563e-06, eta: 1:20:30, time: 0.812, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2332, interm_loss_bbox: 0.1791, interm_loss_iou: 0.4003, loss_cls: 0.1884, loss_bbox: 0.1493, loss_iou: 0.3523, d0.loss_cls: 0.2457, d0.loss_bbox: 0.1548, d0.loss_iou: 0.3592, d1.loss_cls: 0.2119, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3552, d2.loss_cls: 0.1990, d2.loss_bbox: 0.1492, d2.loss_iou: 0.3513, d3.loss_cls: 0.1921, d3.loss_bbox: 0.1491, d3.loss_iou: 0.3511, d4.loss_cls: 0.1887, d4.loss_bbox: 0.1496, d4.loss_iou: 0.3526, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2292, dn_loss_iou: 0.3541, d0.dn_loss_cls: 0.0607, d0.dn_loss_bbox: 0.3416, d0.dn_loss_iou: 0.4788, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2527, d1.dn_loss_iou: 0.3809, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2336, d2.dn_loss_iou: 0.3597, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2293, d3.dn_loss_iou: 0.3542, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2292, d4.dn_loss_iou: 0.3540, loss: 9.0662, grad_norm: 18.4839 2023-11-06 23:31:07,887 - mmdet - INFO - Epoch [11][1500/3665] lr: 5.563e-06, eta: 1:19:49, time: 0.825, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2319, interm_loss_bbox: 0.1793, interm_loss_iou: 0.4060, loss_cls: 0.1904, loss_bbox: 0.1521, loss_iou: 0.3580, d0.loss_cls: 0.2456, d0.loss_bbox: 0.1557, d0.loss_iou: 0.3651, d1.loss_cls: 0.2112, d1.loss_bbox: 0.1551, d1.loss_iou: 0.3632, d2.loss_cls: 0.2002, d2.loss_bbox: 0.1520, d2.loss_iou: 0.3578, d3.loss_cls: 0.1945, d3.loss_bbox: 0.1512, d3.loss_iou: 0.3566, d4.loss_cls: 0.1914, d4.loss_bbox: 0.1514, d4.loss_iou: 0.3577, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2230, dn_loss_iou: 0.3505, d0.dn_loss_cls: 0.0597, d0.dn_loss_bbox: 0.3325, d0.dn_loss_iou: 0.4706, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2440, d1.dn_loss_iou: 0.3752, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2264, d2.dn_loss_iou: 0.3551, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2231, d3.dn_loss_iou: 0.3505, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2230, d4.dn_loss_iou: 0.3504, loss: 9.0502, grad_norm: 17.5301 2023-11-06 23:31:52,292 - mmdet - INFO - Epoch [11][1550/3665] lr: 5.563e-06, eta: 1:19:09, time: 0.888, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2295, interm_loss_bbox: 0.1762, interm_loss_iou: 0.4209, loss_cls: 0.1892, loss_bbox: 0.1437, loss_iou: 0.3668, d0.loss_cls: 0.2424, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3774, d1.loss_cls: 0.2117, d1.loss_bbox: 0.1476, d1.loss_iou: 0.3708, d2.loss_cls: 0.1991, d2.loss_bbox: 0.1443, d2.loss_iou: 0.3664, d3.loss_cls: 0.1918, d3.loss_bbox: 0.1444, d3.loss_iou: 0.3673, d4.loss_cls: 0.1887, d4.loss_bbox: 0.1440, d4.loss_iou: 0.3675, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2180, dn_loss_iou: 0.3605, d0.dn_loss_cls: 0.0582, d0.dn_loss_bbox: 0.3202, d0.dn_loss_iou: 0.4821, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2387, d1.dn_loss_iou: 0.3859, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2217, d2.dn_loss_iou: 0.3654, d3.dn_loss_cls: 0.0255, d3.dn_loss_bbox: 0.2181, d3.dn_loss_iou: 0.3605, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2180, d4.dn_loss_iou: 0.3604, loss: 9.0828, grad_norm: 20.1567 2023-11-06 23:32:33,255 - mmdet - INFO - Epoch [11][1600/3665] lr: 5.563e-06, eta: 1:18:28, time: 0.819, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2293, interm_loss_bbox: 0.1718, interm_loss_iou: 0.4195, loss_cls: 0.1879, loss_bbox: 0.1427, loss_iou: 0.3685, d0.loss_cls: 0.2399, d0.loss_bbox: 0.1464, d0.loss_iou: 0.3755, d1.loss_cls: 0.2076, d1.loss_bbox: 0.1462, d1.loss_iou: 0.3729, d2.loss_cls: 0.1965, d2.loss_bbox: 0.1434, d2.loss_iou: 0.3691, d3.loss_cls: 0.1900, d3.loss_bbox: 0.1428, d3.loss_iou: 0.3683, d4.loss_cls: 0.1883, d4.loss_bbox: 0.1427, d4.loss_iou: 0.3685, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2157, dn_loss_iou: 0.3620, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3158, d0.dn_loss_iou: 0.4838, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2361, d1.dn_loss_iou: 0.3874, d2.dn_loss_cls: 0.0282, d2.dn_loss_bbox: 0.2189, d2.dn_loss_iou: 0.3668, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2159, d3.dn_loss_iou: 0.3621, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2157, d4.dn_loss_iou: 0.3619, loss: 9.0604, grad_norm: 20.5330 2023-11-06 23:33:14,705 - mmdet - INFO - Epoch [11][1650/3665] lr: 5.563e-06, eta: 1:17:47, time: 0.829, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2185, interm_loss_bbox: 0.1756, interm_loss_iou: 0.4036, loss_cls: 0.1790, loss_bbox: 0.1459, loss_iou: 0.3497, d0.loss_cls: 0.2340, d0.loss_bbox: 0.1500, d0.loss_iou: 0.3598, d1.loss_cls: 0.2008, d1.loss_bbox: 0.1486, d1.loss_iou: 0.3556, d2.loss_cls: 0.1900, d2.loss_bbox: 0.1459, d2.loss_iou: 0.3497, d3.loss_cls: 0.1824, d3.loss_bbox: 0.1453, d3.loss_iou: 0.3492, d4.loss_cls: 0.1797, d4.loss_bbox: 0.1456, d4.loss_iou: 0.3494, dn_loss_cls: 0.0241, dn_loss_bbox: 0.2166, dn_loss_iou: 0.3507, d0.dn_loss_cls: 0.0579, d0.dn_loss_bbox: 0.3171, d0.dn_loss_iou: 0.4685, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2369, d1.dn_loss_iou: 0.3750, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2195, d2.dn_loss_iou: 0.3553, d3.dn_loss_cls: 0.0255, d3.dn_loss_bbox: 0.2166, d3.dn_loss_iou: 0.3508, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2166, d4.dn_loss_iou: 0.3506, loss: 8.8253, grad_norm: 17.8316 2023-11-06 23:33:55,114 - mmdet - INFO - Epoch [11][1700/3665] lr: 5.563e-06, eta: 1:17:06, time: 0.808, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2281, interm_loss_bbox: 0.1799, interm_loss_iou: 0.4053, loss_cls: 0.1850, loss_bbox: 0.1521, loss_iou: 0.3550, d0.loss_cls: 0.2441, d0.loss_bbox: 0.1528, d0.loss_iou: 0.3623, d1.loss_cls: 0.2133, d1.loss_bbox: 0.1500, d1.loss_iou: 0.3558, d2.loss_cls: 0.1967, d2.loss_bbox: 0.1512, d2.loss_iou: 0.3538, d3.loss_cls: 0.1890, d3.loss_bbox: 0.1512, d3.loss_iou: 0.3540, d4.loss_cls: 0.1862, d4.loss_bbox: 0.1516, d4.loss_iou: 0.3545, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2322, dn_loss_iou: 0.3567, d0.dn_loss_cls: 0.0611, d0.dn_loss_bbox: 0.3423, d0.dn_loss_iou: 0.4786, d1.dn_loss_cls: 0.0358, d1.dn_loss_bbox: 0.2557, d1.dn_loss_iou: 0.3828, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2366, d2.dn_loss_iou: 0.3621, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2325, d3.dn_loss_iou: 0.3567, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2322, d4.dn_loss_iou: 0.3565, loss: 9.1025, grad_norm: 19.8076 2023-11-06 23:34:38,028 - mmdet - INFO - Epoch [11][1750/3665] lr: 5.563e-06, eta: 1:16:25, time: 0.858, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2288, interm_loss_bbox: 0.1797, interm_loss_iou: 0.4204, loss_cls: 0.1877, loss_bbox: 0.1480, loss_iou: 0.3674, d0.loss_cls: 0.2436, d0.loss_bbox: 0.1546, d0.loss_iou: 0.3780, d1.loss_cls: 0.2111, d1.loss_bbox: 0.1511, d1.loss_iou: 0.3722, d2.loss_cls: 0.2006, d2.loss_bbox: 0.1469, d2.loss_iou: 0.3653, d3.loss_cls: 0.1913, d3.loss_bbox: 0.1479, d3.loss_iou: 0.3666, d4.loss_cls: 0.1886, d4.loss_bbox: 0.1480, d4.loss_iou: 0.3667, dn_loss_cls: 0.0248, dn_loss_bbox: 0.2198, dn_loss_iou: 0.3582, d0.dn_loss_cls: 0.0599, d0.dn_loss_bbox: 0.3324, d0.dn_loss_iou: 0.4810, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2440, d1.dn_loss_iou: 0.3842, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2241, d2.dn_loss_iou: 0.3633, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2198, d3.dn_loss_iou: 0.3581, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2198, d4.dn_loss_iou: 0.3581, loss: 9.1256, grad_norm: 23.5180 2023-11-06 23:35:19,285 - mmdet - INFO - Epoch [11][1800/3665] lr: 5.563e-06, eta: 1:15:44, time: 0.825, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2236, interm_loss_bbox: 0.1770, interm_loss_iou: 0.4060, loss_cls: 0.1822, loss_bbox: 0.1447, loss_iou: 0.3541, d0.loss_cls: 0.2447, d0.loss_bbox: 0.1511, d0.loss_iou: 0.3658, d1.loss_cls: 0.2090, d1.loss_bbox: 0.1480, d1.loss_iou: 0.3590, d2.loss_cls: 0.1943, d2.loss_bbox: 0.1446, d2.loss_iou: 0.3547, d3.loss_cls: 0.1862, d3.loss_bbox: 0.1441, d3.loss_iou: 0.3531, d4.loss_cls: 0.1829, d4.loss_bbox: 0.1443, d4.loss_iou: 0.3541, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2186, dn_loss_iou: 0.3499, d0.dn_loss_cls: 0.0576, d0.dn_loss_bbox: 0.3251, d0.dn_loss_iou: 0.4741, d1.dn_loss_cls: 0.0327, d1.dn_loss_bbox: 0.2395, d1.dn_loss_iou: 0.3750, d2.dn_loss_cls: 0.0267, d2.dn_loss_bbox: 0.2221, d2.dn_loss_iou: 0.3550, d3.dn_loss_cls: 0.0249, d3.dn_loss_bbox: 0.2188, d3.dn_loss_iou: 0.3500, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2186, d4.dn_loss_iou: 0.3498, loss: 8.9088, grad_norm: 21.4097 2023-11-06 23:35:59,683 - mmdet - INFO - Epoch [11][1850/3665] lr: 5.563e-06, eta: 1:15:02, time: 0.808, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2317, interm_loss_bbox: 0.1786, interm_loss_iou: 0.4199, loss_cls: 0.1902, loss_bbox: 0.1491, loss_iou: 0.3697, d0.loss_cls: 0.2468, d0.loss_bbox: 0.1545, d0.loss_iou: 0.3781, d1.loss_cls: 0.2149, d1.loss_bbox: 0.1513, d1.loss_iou: 0.3741, d2.loss_cls: 0.1999, d2.loss_bbox: 0.1490, d2.loss_iou: 0.3698, d3.loss_cls: 0.1924, d3.loss_bbox: 0.1490, d3.loss_iou: 0.3696, d4.loss_cls: 0.1905, d4.loss_bbox: 0.1487, d4.loss_iou: 0.3699, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2167, dn_loss_iou: 0.3631, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3214, d0.dn_loss_iou: 0.4840, d1.dn_loss_cls: 0.0350, d1.dn_loss_bbox: 0.2376, d1.dn_loss_iou: 0.3882, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2204, d2.dn_loss_iou: 0.3681, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2168, d3.dn_loss_iou: 0.3631, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2167, d4.dn_loss_iou: 0.3629, loss: 9.1587, grad_norm: 19.0694 2023-11-06 23:36:40,152 - mmdet - INFO - Epoch [11][1900/3665] lr: 5.563e-06, eta: 1:14:21, time: 0.809, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2330, interm_loss_bbox: 0.1851, interm_loss_iou: 0.4070, loss_cls: 0.1913, loss_bbox: 0.1508, loss_iou: 0.3536, d0.loss_cls: 0.2473, d0.loss_bbox: 0.1571, d0.loss_iou: 0.3633, d1.loss_cls: 0.2143, d1.loss_bbox: 0.1535, d1.loss_iou: 0.3571, d2.loss_cls: 0.2008, d2.loss_bbox: 0.1508, d2.loss_iou: 0.3538, d3.loss_cls: 0.1938, d3.loss_bbox: 0.1512, d3.loss_iou: 0.3541, d4.loss_cls: 0.1918, d4.loss_bbox: 0.1503, d4.loss_iou: 0.3534, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2249, dn_loss_iou: 0.3500, d0.dn_loss_cls: 0.0601, d0.dn_loss_bbox: 0.3341, d0.dn_loss_iou: 0.4710, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2470, d1.dn_loss_iou: 0.3756, d2.dn_loss_cls: 0.0282, d2.dn_loss_bbox: 0.2288, d2.dn_loss_iou: 0.3549, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2251, d3.dn_loss_iou: 0.3501, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2249, d4.dn_loss_iou: 0.3499, loss: 9.0490, grad_norm: 19.7550 2023-11-06 23:37:20,922 - mmdet - INFO - Epoch [11][1950/3665] lr: 5.563e-06, eta: 1:13:40, time: 0.815, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2322, interm_loss_bbox: 0.1798, interm_loss_iou: 0.4093, loss_cls: 0.1855, loss_bbox: 0.1475, loss_iou: 0.3551, d0.loss_cls: 0.2488, d0.loss_bbox: 0.1529, d0.loss_iou: 0.3637, d1.loss_cls: 0.2102, d1.loss_bbox: 0.1504, d1.loss_iou: 0.3591, d2.loss_cls: 0.1975, d2.loss_bbox: 0.1465, d2.loss_iou: 0.3545, d3.loss_cls: 0.1895, d3.loss_bbox: 0.1472, d3.loss_iou: 0.3542, d4.loss_cls: 0.1870, d4.loss_bbox: 0.1469, d4.loss_iou: 0.3545, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2165, dn_loss_iou: 0.3437, d0.dn_loss_cls: 0.0582, d0.dn_loss_bbox: 0.3255, d0.dn_loss_iou: 0.4682, d1.dn_loss_cls: 0.0330, d1.dn_loss_bbox: 0.2380, d1.dn_loss_iou: 0.3694, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2202, d2.dn_loss_iou: 0.3487, d3.dn_loss_cls: 0.0253, d3.dn_loss_bbox: 0.2166, d3.dn_loss_iou: 0.3438, d4.dn_loss_cls: 0.0244, d4.dn_loss_bbox: 0.2165, d4.dn_loss_iou: 0.3436, loss: 8.9154, grad_norm: 21.0948 2023-11-06 23:38:01,683 - mmdet - INFO - Epoch [11][2000/3665] lr: 5.563e-06, eta: 1:12:59, time: 0.815, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2278, interm_loss_bbox: 0.1784, interm_loss_iou: 0.4138, loss_cls: 0.1860, loss_bbox: 0.1470, loss_iou: 0.3609, d0.loss_cls: 0.2455, d0.loss_bbox: 0.1525, d0.loss_iou: 0.3720, d1.loss_cls: 0.2094, d1.loss_bbox: 0.1500, d1.loss_iou: 0.3661, d2.loss_cls: 0.1958, d2.loss_bbox: 0.1477, d2.loss_iou: 0.3618, d3.loss_cls: 0.1891, d3.loss_bbox: 0.1470, d3.loss_iou: 0.3613, d4.loss_cls: 0.1858, d4.loss_bbox: 0.1478, d4.loss_iou: 0.3614, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2162, dn_loss_iou: 0.3554, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3232, d0.dn_loss_iou: 0.4799, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2380, d1.dn_loss_iou: 0.3820, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2204, d2.dn_loss_iou: 0.3607, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2164, d3.dn_loss_iou: 0.3554, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2162, d4.dn_loss_iou: 0.3553, loss: 9.0266, grad_norm: 19.9240 2023-11-06 23:38:42,362 - mmdet - INFO - Epoch [11][2050/3665] lr: 5.563e-06, eta: 1:12:18, time: 0.813, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2290, interm_loss_bbox: 0.1792, interm_loss_iou: 0.4183, loss_cls: 0.1881, loss_bbox: 0.1459, loss_iou: 0.3629, d0.loss_cls: 0.2451, d0.loss_bbox: 0.1521, d0.loss_iou: 0.3745, d1.loss_cls: 0.2134, d1.loss_bbox: 0.1483, d1.loss_iou: 0.3678, d2.loss_cls: 0.1990, d2.loss_bbox: 0.1463, d2.loss_iou: 0.3639, d3.loss_cls: 0.1923, d3.loss_bbox: 0.1457, d3.loss_iou: 0.3622, d4.loss_cls: 0.1890, d4.loss_bbox: 0.1458, d4.loss_iou: 0.3629, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2188, dn_loss_iou: 0.3568, d0.dn_loss_cls: 0.0584, d0.dn_loss_bbox: 0.3238, d0.dn_loss_iou: 0.4754, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2399, d1.dn_loss_iou: 0.3824, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2226, d2.dn_loss_iou: 0.3618, d3.dn_loss_cls: 0.0251, d3.dn_loss_bbox: 0.2189, d3.dn_loss_iou: 0.3567, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2188, d4.dn_loss_iou: 0.3566, loss: 9.0554, grad_norm: 19.2602 2023-11-06 23:39:23,419 - mmdet - INFO - Epoch [11][2100/3665] lr: 5.563e-06, eta: 1:11:37, time: 0.821, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2270, interm_loss_bbox: 0.1750, interm_loss_iou: 0.4147, loss_cls: 0.1848, loss_bbox: 0.1448, loss_iou: 0.3646, d0.loss_cls: 0.2412, d0.loss_bbox: 0.1504, d0.loss_iou: 0.3738, d1.loss_cls: 0.2065, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3709, d2.loss_cls: 0.1946, d2.loss_bbox: 0.1448, d2.loss_iou: 0.3656, d3.loss_cls: 0.1881, d3.loss_bbox: 0.1444, d3.loss_iou: 0.3640, d4.loss_cls: 0.1856, d4.loss_bbox: 0.1448, d4.loss_iou: 0.3642, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2189, dn_loss_iou: 0.3589, d0.dn_loss_cls: 0.0606, d0.dn_loss_bbox: 0.3283, d0.dn_loss_iou: 0.4813, d1.dn_loss_cls: 0.0348, d1.dn_loss_bbox: 0.2420, d1.dn_loss_iou: 0.3842, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2232, d2.dn_loss_iou: 0.3641, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2192, d3.dn_loss_iou: 0.3591, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2189, d4.dn_loss_iou: 0.3588, loss: 9.0558, grad_norm: 20.2294 2023-11-06 23:40:04,653 - mmdet - INFO - Epoch [11][2150/3665] lr: 5.563e-06, eta: 1:10:56, time: 0.825, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2315, interm_loss_bbox: 0.1752, interm_loss_iou: 0.4175, loss_cls: 0.1889, loss_bbox: 0.1464, loss_iou: 0.3640, d0.loss_cls: 0.2481, d0.loss_bbox: 0.1513, d0.loss_iou: 0.3731, d1.loss_cls: 0.2165, d1.loss_bbox: 0.1486, d1.loss_iou: 0.3689, d2.loss_cls: 0.1989, d2.loss_bbox: 0.1462, d2.loss_iou: 0.3656, d3.loss_cls: 0.1915, d3.loss_bbox: 0.1465, d3.loss_iou: 0.3636, d4.loss_cls: 0.1899, d4.loss_bbox: 0.1460, d4.loss_iou: 0.3636, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2227, dn_loss_iou: 0.3586, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3316, d0.dn_loss_iou: 0.4814, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2454, d1.dn_loss_iou: 0.3849, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2268, d2.dn_loss_iou: 0.3638, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2229, d3.dn_loss_iou: 0.3587, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2226, d4.dn_loss_iou: 0.3585, loss: 9.1246, grad_norm: 21.0754 2023-11-06 23:40:45,549 - mmdet - INFO - Epoch [11][2200/3665] lr: 5.563e-06, eta: 1:10:15, time: 0.818, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2232, interm_loss_bbox: 0.1774, interm_loss_iou: 0.4099, loss_cls: 0.1823, loss_bbox: 0.1431, loss_iou: 0.3524, d0.loss_cls: 0.2421, d0.loss_bbox: 0.1504, d0.loss_iou: 0.3634, d1.loss_cls: 0.2094, d1.loss_bbox: 0.1470, d1.loss_iou: 0.3569, d2.loss_cls: 0.1939, d2.loss_bbox: 0.1434, d2.loss_iou: 0.3526, d3.loss_cls: 0.1862, d3.loss_bbox: 0.1429, d3.loss_iou: 0.3520, d4.loss_cls: 0.1831, d4.loss_bbox: 0.1430, d4.loss_iou: 0.3521, dn_loss_cls: 0.0225, dn_loss_bbox: 0.2122, dn_loss_iou: 0.3417, d0.dn_loss_cls: 0.0586, d0.dn_loss_bbox: 0.3166, d0.dn_loss_iou: 0.4627, d1.dn_loss_cls: 0.0330, d1.dn_loss_bbox: 0.2334, d1.dn_loss_iou: 0.3668, d2.dn_loss_cls: 0.0264, d2.dn_loss_bbox: 0.2157, d2.dn_loss_iou: 0.3465, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2123, d3.dn_loss_iou: 0.3417, d4.dn_loss_cls: 0.0228, d4.dn_loss_bbox: 0.2122, d4.dn_loss_iou: 0.3416, loss: 8.7974, grad_norm: 21.2711 2023-11-06 23:41:26,386 - mmdet - INFO - Epoch [11][2250/3665] lr: 5.563e-06, eta: 1:09:34, time: 0.817, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2333, interm_loss_bbox: 0.1870, interm_loss_iou: 0.4153, loss_cls: 0.1907, loss_bbox: 0.1511, loss_iou: 0.3589, d0.loss_cls: 0.2483, d0.loss_bbox: 0.1587, d0.loss_iou: 0.3715, d1.loss_cls: 0.2160, d1.loss_bbox: 0.1542, d1.loss_iou: 0.3627, d2.loss_cls: 0.2027, d2.loss_bbox: 0.1500, d2.loss_iou: 0.3577, d3.loss_cls: 0.1939, d3.loss_bbox: 0.1503, d3.loss_iou: 0.3584, d4.loss_cls: 0.1908, d4.loss_bbox: 0.1512, d4.loss_iou: 0.3593, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2310, dn_loss_iou: 0.3527, d0.dn_loss_cls: 0.0605, d0.dn_loss_bbox: 0.3395, d0.dn_loss_iou: 0.4739, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2516, d1.dn_loss_iou: 0.3781, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2343, d2.dn_loss_iou: 0.3573, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2311, d3.dn_loss_iou: 0.3526, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2310, d4.dn_loss_iou: 0.3525, loss: 9.1481, grad_norm: 20.2775 2023-11-06 23:42:08,162 - mmdet - INFO - Epoch [11][2300/3665] lr: 5.563e-06, eta: 1:08:53, time: 0.835, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2323, interm_loss_bbox: 0.1788, interm_loss_iou: 0.4130, loss_cls: 0.1911, loss_bbox: 0.1483, loss_iou: 0.3617, d0.loss_cls: 0.2486, d0.loss_bbox: 0.1536, d0.loss_iou: 0.3692, d1.loss_cls: 0.2154, d1.loss_bbox: 0.1504, d1.loss_iou: 0.3648, d2.loss_cls: 0.2009, d2.loss_bbox: 0.1478, d2.loss_iou: 0.3624, d3.loss_cls: 0.1933, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3618, d4.loss_cls: 0.1911, d4.loss_bbox: 0.1486, d4.loss_iou: 0.3620, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2244, dn_loss_iou: 0.3561, d0.dn_loss_cls: 0.0597, d0.dn_loss_bbox: 0.3267, d0.dn_loss_iou: 0.4759, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2439, d1.dn_loss_iou: 0.3808, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2277, d2.dn_loss_iou: 0.3609, d3.dn_loss_cls: 0.0270, d3.dn_loss_bbox: 0.2245, d3.dn_loss_iou: 0.3561, d4.dn_loss_cls: 0.0260, d4.dn_loss_bbox: 0.2244, d4.dn_loss_iou: 0.3560, loss: 9.1034, grad_norm: 20.2661 2023-11-06 23:42:49,021 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx.py 2023-11-06 23:42:49,021 - mmdet - INFO - Epoch [11][2350/3665] lr: 5.563e-06, eta: 1:08:11, time: 0.817, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2242, interm_loss_bbox: 0.1800, interm_loss_iou: 0.4069, loss_cls: 0.1841, loss_bbox: 0.1490, loss_iou: 0.3577, d0.loss_cls: 0.2416, d0.loss_bbox: 0.1530, d0.loss_iou: 0.3628, d1.loss_cls: 0.2076, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3615, d2.loss_cls: 0.1954, d2.loss_bbox: 0.1481, d2.loss_iou: 0.3554, d3.loss_cls: 0.1883, d3.loss_bbox: 0.1477, d3.loss_iou: 0.3559, d4.loss_cls: 0.1846, d4.loss_bbox: 0.1492, d4.loss_iou: 0.3576, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2264, dn_loss_iou: 0.3524, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3383, d0.dn_loss_iou: 0.4762, d1.dn_loss_cls: 0.0345, d1.dn_loss_bbox: 0.2488, d1.dn_loss_iou: 0.3786, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2308, d2.dn_loss_iou: 0.3575, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2266, d3.dn_loss_iou: 0.3524, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2264, d4.dn_loss_iou: 0.3523, loss: 9.0282, grad_norm: 20.4477 2023-11-06 23:43:29,516 - mmdet - INFO - Epoch [11][2400/3665] lr: 5.563e-06, eta: 1:07:30, time: 0.810, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2243, interm_loss_bbox: 0.1811, interm_loss_iou: 0.4128, loss_cls: 0.1837, loss_bbox: 0.1486, loss_iou: 0.3589, d0.loss_cls: 0.2399, d0.loss_bbox: 0.1527, d0.loss_iou: 0.3668, d1.loss_cls: 0.2059, d1.loss_bbox: 0.1527, d1.loss_iou: 0.3639, d2.loss_cls: 0.1946, d2.loss_bbox: 0.1479, d2.loss_iou: 0.3578, d3.loss_cls: 0.1875, d3.loss_bbox: 0.1481, d3.loss_iou: 0.3584, d4.loss_cls: 0.1848, d4.loss_bbox: 0.1486, d4.loss_iou: 0.3591, dn_loss_cls: 0.0244, dn_loss_bbox: 0.2205, dn_loss_iou: 0.3544, d0.dn_loss_cls: 0.0578, d0.dn_loss_bbox: 0.3262, d0.dn_loss_iou: 0.4737, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2415, d1.dn_loss_iou: 0.3784, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2242, d2.dn_loss_iou: 0.3591, d3.dn_loss_cls: 0.0255, d3.dn_loss_bbox: 0.2207, d3.dn_loss_iou: 0.3545, d4.dn_loss_cls: 0.0244, d4.dn_loss_bbox: 0.2205, d4.dn_loss_iou: 0.3543, loss: 8.9992, grad_norm: 18.6215 2023-11-06 23:44:10,356 - mmdet - INFO - Epoch [11][2450/3665] lr: 5.563e-06, eta: 1:06:49, time: 0.817, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2282, interm_loss_bbox: 0.1825, interm_loss_iou: 0.4070, loss_cls: 0.1882, loss_bbox: 0.1504, loss_iou: 0.3531, d0.loss_cls: 0.2446, d0.loss_bbox: 0.1552, d0.loss_iou: 0.3620, d1.loss_cls: 0.2140, d1.loss_bbox: 0.1517, d1.loss_iou: 0.3562, d2.loss_cls: 0.1989, d2.loss_bbox: 0.1506, d2.loss_iou: 0.3540, d3.loss_cls: 0.1926, d3.loss_bbox: 0.1498, d3.loss_iou: 0.3516, d4.loss_cls: 0.1896, d4.loss_bbox: 0.1501, d4.loss_iou: 0.3524, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2230, dn_loss_iou: 0.3542, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3280, d0.dn_loss_iou: 0.4758, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2447, d1.dn_loss_iou: 0.3799, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2269, d2.dn_loss_iou: 0.3592, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2232, d3.dn_loss_iou: 0.3542, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2230, d4.dn_loss_iou: 0.3540, loss: 9.0296, grad_norm: 18.6106 2023-11-06 23:44:51,828 - mmdet - INFO - Epoch [11][2500/3665] lr: 5.563e-06, eta: 1:06:08, time: 0.829, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2280, interm_loss_bbox: 0.1753, interm_loss_iou: 0.4058, loss_cls: 0.1880, loss_bbox: 0.1447, loss_iou: 0.3535, d0.loss_cls: 0.2424, d0.loss_bbox: 0.1511, d0.loss_iou: 0.3649, d1.loss_cls: 0.2113, d1.loss_bbox: 0.1473, d1.loss_iou: 0.3584, d2.loss_cls: 0.1994, d2.loss_bbox: 0.1447, d2.loss_iou: 0.3534, d3.loss_cls: 0.1921, d3.loss_bbox: 0.1442, d3.loss_iou: 0.3527, d4.loss_cls: 0.1886, d4.loss_bbox: 0.1444, d4.loss_iou: 0.3532, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2302, dn_loss_iou: 0.3530, d0.dn_loss_cls: 0.0589, d0.dn_loss_bbox: 0.3429, d0.dn_loss_iou: 0.4776, d1.dn_loss_cls: 0.0335, d1.dn_loss_bbox: 0.2543, d1.dn_loss_iou: 0.3799, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2345, d2.dn_loss_iou: 0.3586, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2305, d3.dn_loss_iou: 0.3531, d4.dn_loss_cls: 0.0245, d4.dn_loss_bbox: 0.2302, d4.dn_loss_iou: 0.3529, loss: 9.0354, grad_norm: 18.6457 2023-11-06 23:45:35,135 - mmdet - INFO - Epoch [11][2550/3665] lr: 5.563e-06, eta: 1:05:27, time: 0.866, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2286, interm_loss_bbox: 0.1813, interm_loss_iou: 0.4173, loss_cls: 0.1870, loss_bbox: 0.1494, loss_iou: 0.3640, d0.loss_cls: 0.2442, d0.loss_bbox: 0.1548, d0.loss_iou: 0.3729, d1.loss_cls: 0.2089, d1.loss_bbox: 0.1529, d1.loss_iou: 0.3689, d2.loss_cls: 0.1967, d2.loss_bbox: 0.1497, d2.loss_iou: 0.3645, d3.loss_cls: 0.1891, d3.loss_bbox: 0.1496, d3.loss_iou: 0.3641, d4.loss_cls: 0.1874, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3641, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2218, dn_loss_iou: 0.3538, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3319, d0.dn_loss_iou: 0.4762, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2449, d1.dn_loss_iou: 0.3797, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2257, d2.dn_loss_iou: 0.3587, d3.dn_loss_cls: 0.0255, d3.dn_loss_bbox: 0.2220, d3.dn_loss_iou: 0.3538, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2218, d4.dn_loss_iou: 0.3537, loss: 9.0817, grad_norm: 18.4039 2023-11-06 23:46:16,199 - mmdet - INFO - Epoch [11][2600/3665] lr: 5.563e-06, eta: 1:04:46, time: 0.821, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2347, interm_loss_bbox: 0.1817, interm_loss_iou: 0.3973, loss_cls: 0.1868, loss_bbox: 0.1506, loss_iou: 0.3466, d0.loss_cls: 0.2479, d0.loss_bbox: 0.1561, d0.loss_iou: 0.3569, d1.loss_cls: 0.2118, d1.loss_bbox: 0.1542, d1.loss_iou: 0.3498, d2.loss_cls: 0.1955, d2.loss_bbox: 0.1525, d2.loss_iou: 0.3480, d3.loss_cls: 0.1897, d3.loss_bbox: 0.1510, d3.loss_iou: 0.3468, d4.loss_cls: 0.1868, d4.loss_bbox: 0.1510, d4.loss_iou: 0.3472, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2267, dn_loss_iou: 0.3490, d0.dn_loss_cls: 0.0606, d0.dn_loss_bbox: 0.3337, d0.dn_loss_iou: 0.4732, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2483, d1.dn_loss_iou: 0.3753, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2304, d2.dn_loss_iou: 0.3540, d3.dn_loss_cls: 0.0275, d3.dn_loss_bbox: 0.2268, d3.dn_loss_iou: 0.3489, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2267, d4.dn_loss_iou: 0.3488, loss: 8.9912, grad_norm: 21.3272 2023-11-06 23:46:57,194 - mmdet - INFO - Epoch [11][2650/3665] lr: 5.563e-06, eta: 1:04:05, time: 0.820, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2358, interm_loss_bbox: 0.1805, interm_loss_iou: 0.4110, loss_cls: 0.1900, loss_bbox: 0.1463, loss_iou: 0.3547, d0.loss_cls: 0.2502, d0.loss_bbox: 0.1540, d0.loss_iou: 0.3677, d1.loss_cls: 0.2132, d1.loss_bbox: 0.1494, d1.loss_iou: 0.3605, d2.loss_cls: 0.1985, d2.loss_bbox: 0.1480, d2.loss_iou: 0.3562, d3.loss_cls: 0.1924, d3.loss_bbox: 0.1462, d3.loss_iou: 0.3545, d4.loss_cls: 0.1891, d4.loss_bbox: 0.1474, d4.loss_iou: 0.3551, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2160, dn_loss_iou: 0.3478, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3156, d0.dn_loss_iou: 0.4658, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2361, d1.dn_loss_iou: 0.3721, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2194, d2.dn_loss_iou: 0.3526, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2161, d3.dn_loss_iou: 0.3479, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2160, d4.dn_loss_iou: 0.3477, loss: 8.9547, grad_norm: 18.6497 2023-11-06 23:47:40,416 - mmdet - INFO - Epoch [11][2700/3665] lr: 5.563e-06, eta: 1:03:24, time: 0.865, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2318, interm_loss_bbox: 0.1838, interm_loss_iou: 0.4102, loss_cls: 0.1886, loss_bbox: 0.1500, loss_iou: 0.3577, d0.loss_cls: 0.2484, d0.loss_bbox: 0.1562, d0.loss_iou: 0.3681, d1.loss_cls: 0.2149, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3611, d2.loss_cls: 0.1992, d2.loss_bbox: 0.1505, d2.loss_iou: 0.3585, d3.loss_cls: 0.1917, d3.loss_bbox: 0.1498, d3.loss_iou: 0.3576, d4.loss_cls: 0.1894, d4.loss_bbox: 0.1502, d4.loss_iou: 0.3573, dn_loss_cls: 0.0261, dn_loss_bbox: 0.2270, dn_loss_iou: 0.3603, d0.dn_loss_cls: 0.0610, d0.dn_loss_bbox: 0.3381, d0.dn_loss_iou: 0.4820, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2502, d1.dn_loss_iou: 0.3864, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2313, d2.dn_loss_iou: 0.3656, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2271, d3.dn_loss_iou: 0.3603, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2270, d4.dn_loss_iou: 0.3602, loss: 9.1485, grad_norm: 19.0442 2023-11-06 23:48:21,434 - mmdet - INFO - Epoch [11][2750/3665] lr: 5.563e-06, eta: 1:02:43, time: 0.820, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2322, interm_loss_bbox: 0.1799, interm_loss_iou: 0.4260, loss_cls: 0.1904, loss_bbox: 0.1480, loss_iou: 0.3716, d0.loss_cls: 0.2497, d0.loss_bbox: 0.1522, d0.loss_iou: 0.3809, d1.loss_cls: 0.2159, d1.loss_bbox: 0.1500, d1.loss_iou: 0.3764, d2.loss_cls: 0.2016, d2.loss_bbox: 0.1481, d2.loss_iou: 0.3720, d3.loss_cls: 0.1942, d3.loss_bbox: 0.1475, d3.loss_iou: 0.3709, d4.loss_cls: 0.1910, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3716, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2209, dn_loss_iou: 0.3637, d0.dn_loss_cls: 0.0599, d0.dn_loss_bbox: 0.3256, d0.dn_loss_iou: 0.4853, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2417, d1.dn_loss_iou: 0.3898, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2246, d2.dn_loss_iou: 0.3684, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2211, d3.dn_loss_iou: 0.3638, d4.dn_loss_cls: 0.0252, d4.dn_loss_bbox: 0.2209, d4.dn_loss_iou: 0.3636, loss: 9.2060, grad_norm: 20.0126 2023-11-06 23:49:02,415 - mmdet - INFO - Epoch [11][2800/3665] lr: 5.563e-06, eta: 1:02:02, time: 0.820, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2345, interm_loss_bbox: 0.1816, interm_loss_iou: 0.4016, loss_cls: 0.1921, loss_bbox: 0.1489, loss_iou: 0.3485, d0.loss_cls: 0.2503, d0.loss_bbox: 0.1540, d0.loss_iou: 0.3589, d1.loss_cls: 0.2156, d1.loss_bbox: 0.1518, d1.loss_iou: 0.3542, d2.loss_cls: 0.2019, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3498, d3.loss_cls: 0.1953, d3.loss_bbox: 0.1483, d3.loss_iou: 0.3483, d4.loss_cls: 0.1929, d4.loss_bbox: 0.1485, d4.loss_iou: 0.3486, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2319, dn_loss_iou: 0.3511, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3410, d0.dn_loss_iou: 0.4726, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2531, d1.dn_loss_iou: 0.3762, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2350, d2.dn_loss_iou: 0.3557, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2320, d3.dn_loss_iou: 0.3512, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2319, d4.dn_loss_iou: 0.3510, loss: 9.0629, grad_norm: 18.7328 2023-11-06 23:49:43,885 - mmdet - INFO - Epoch [11][2850/3665] lr: 5.563e-06, eta: 1:01:21, time: 0.830, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2325, interm_loss_bbox: 0.1783, interm_loss_iou: 0.4156, loss_cls: 0.1907, loss_bbox: 0.1472, loss_iou: 0.3618, d0.loss_cls: 0.2474, d0.loss_bbox: 0.1525, d0.loss_iou: 0.3713, d1.loss_cls: 0.2154, d1.loss_bbox: 0.1490, d1.loss_iou: 0.3652, d2.loss_cls: 0.2010, d2.loss_bbox: 0.1474, d2.loss_iou: 0.3627, d3.loss_cls: 0.1938, d3.loss_bbox: 0.1467, d3.loss_iou: 0.3622, d4.loss_cls: 0.1913, d4.loss_bbox: 0.1471, d4.loss_iou: 0.3621, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2216, dn_loss_iou: 0.3645, d0.dn_loss_cls: 0.0597, d0.dn_loss_bbox: 0.3232, d0.dn_loss_iou: 0.4829, d1.dn_loss_cls: 0.0350, d1.dn_loss_bbox: 0.2428, d1.dn_loss_iou: 0.3894, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2253, d2.dn_loss_iou: 0.3698, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2217, d3.dn_loss_iou: 0.3647, d4.dn_loss_cls: 0.0260, d4.dn_loss_bbox: 0.2216, d4.dn_loss_iou: 0.3645, loss: 9.1357, grad_norm: 18.3676 2023-11-06 23:50:24,953 - mmdet - INFO - Epoch [11][2900/3665] lr: 5.563e-06, eta: 1:00:40, time: 0.821, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2355, interm_loss_bbox: 0.1799, interm_loss_iou: 0.4253, loss_cls: 0.1980, loss_bbox: 0.1489, loss_iou: 0.3724, d0.loss_cls: 0.2569, d0.loss_bbox: 0.1544, d0.loss_iou: 0.3804, d1.loss_cls: 0.2199, d1.loss_bbox: 0.1536, d1.loss_iou: 0.3777, d2.loss_cls: 0.2079, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3720, d3.loss_cls: 0.2009, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3721, d4.loss_cls: 0.1985, d4.loss_bbox: 0.1486, d4.loss_iou: 0.3722, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2215, dn_loss_iou: 0.3688, d0.dn_loss_cls: 0.0615, d0.dn_loss_bbox: 0.3203, d0.dn_loss_iou: 0.4877, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2414, d1.dn_loss_iou: 0.3941, d2.dn_loss_cls: 0.0297, d2.dn_loss_bbox: 0.2252, d2.dn_loss_iou: 0.3737, d3.dn_loss_cls: 0.0279, d3.dn_loss_bbox: 0.2217, d3.dn_loss_iou: 0.3687, d4.dn_loss_cls: 0.0271, d4.dn_loss_bbox: 0.2215, d4.dn_loss_iou: 0.3686, loss: 9.2949, grad_norm: 20.3133 2023-11-06 23:51:05,780 - mmdet - INFO - Epoch [11][2950/3665] lr: 5.563e-06, eta: 0:59:59, time: 0.816, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2342, interm_loss_bbox: 0.1778, interm_loss_iou: 0.4215, loss_cls: 0.1922, loss_bbox: 0.1455, loss_iou: 0.3679, d0.loss_cls: 0.2567, d0.loss_bbox: 0.1497, d0.loss_iou: 0.3747, d1.loss_cls: 0.2176, d1.loss_bbox: 0.1490, d1.loss_iou: 0.3741, d2.loss_cls: 0.2029, d2.loss_bbox: 0.1455, d2.loss_iou: 0.3685, d3.loss_cls: 0.1964, d3.loss_bbox: 0.1446, d3.loss_iou: 0.3671, d4.loss_cls: 0.1934, d4.loss_bbox: 0.1449, d4.loss_iou: 0.3677, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2148, dn_loss_iou: 0.3538, d0.dn_loss_cls: 0.0608, d0.dn_loss_bbox: 0.3236, d0.dn_loss_iou: 0.4770, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2373, d1.dn_loss_iou: 0.3801, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2190, d2.dn_loss_iou: 0.3589, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2150, d3.dn_loss_iou: 0.3538, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2148, d4.dn_loss_iou: 0.3536, loss: 9.0986, grad_norm: 20.9270 2023-11-06 23:51:46,760 - mmdet - INFO - Epoch [11][3000/3665] lr: 5.563e-06, eta: 0:59:18, time: 0.820, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2356, interm_loss_bbox: 0.1729, interm_loss_iou: 0.4097, loss_cls: 0.1935, loss_bbox: 0.1464, loss_iou: 0.3586, d0.loss_cls: 0.2527, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3685, d1.loss_cls: 0.2191, d1.loss_bbox: 0.1492, d1.loss_iou: 0.3643, d2.loss_cls: 0.2043, d2.loss_bbox: 0.1463, d2.loss_iou: 0.3593, d3.loss_cls: 0.1968, d3.loss_bbox: 0.1462, d3.loss_iou: 0.3586, d4.loss_cls: 0.1937, d4.loss_bbox: 0.1465, d4.loss_iou: 0.3591, dn_loss_cls: 0.0252, dn_loss_bbox: 0.2209, dn_loss_iou: 0.3572, d0.dn_loss_cls: 0.0605, d0.dn_loss_bbox: 0.3266, d0.dn_loss_iou: 0.4763, d1.dn_loss_cls: 0.0355, d1.dn_loss_bbox: 0.2418, d1.dn_loss_iou: 0.3816, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2245, d2.dn_loss_iou: 0.3620, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2210, d3.dn_loss_iou: 0.3572, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2209, d4.dn_loss_iou: 0.3571, loss: 9.0813, grad_norm: 19.3207 2023-11-06 23:52:27,578 - mmdet - INFO - Epoch [11][3050/3665] lr: 5.563e-06, eta: 0:58:37, time: 0.816, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2286, interm_loss_bbox: 0.1813, interm_loss_iou: 0.4189, loss_cls: 0.1870, loss_bbox: 0.1499, loss_iou: 0.3637, d0.loss_cls: 0.2446, d0.loss_bbox: 0.1540, d0.loss_iou: 0.3726, d1.loss_cls: 0.2119, d1.loss_bbox: 0.1517, d1.loss_iou: 0.3680, d2.loss_cls: 0.1972, d2.loss_bbox: 0.1496, d2.loss_iou: 0.3647, d3.loss_cls: 0.1899, d3.loss_bbox: 0.1503, d3.loss_iou: 0.3637, d4.loss_cls: 0.1877, d4.loss_bbox: 0.1496, d4.loss_iou: 0.3635, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2203, dn_loss_iou: 0.3588, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3279, d0.dn_loss_iou: 0.4847, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2425, d1.dn_loss_iou: 0.3852, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2245, d2.dn_loss_iou: 0.3639, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2205, d3.dn_loss_iou: 0.3588, d4.dn_loss_cls: 0.0252, d4.dn_loss_bbox: 0.2203, d4.dn_loss_iou: 0.3587, loss: 9.1139, grad_norm: 19.6393 2023-11-06 23:53:09,006 - mmdet - INFO - Epoch [11][3100/3665] lr: 5.563e-06, eta: 0:57:56, time: 0.829, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2270, interm_loss_bbox: 0.1748, interm_loss_iou: 0.4143, loss_cls: 0.1865, loss_bbox: 0.1473, loss_iou: 0.3675, d0.loss_cls: 0.2480, d0.loss_bbox: 0.1514, d0.loss_iou: 0.3748, d1.loss_cls: 0.2145, d1.loss_bbox: 0.1477, d1.loss_iou: 0.3695, d2.loss_cls: 0.1983, d2.loss_bbox: 0.1460, d2.loss_iou: 0.3664, d3.loss_cls: 0.1902, d3.loss_bbox: 0.1463, d3.loss_iou: 0.3662, d4.loss_cls: 0.1874, d4.loss_bbox: 0.1471, d4.loss_iou: 0.3672, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2210, dn_loss_iou: 0.3632, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3211, d0.dn_loss_iou: 0.4845, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2407, d1.dn_loss_iou: 0.3875, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2248, d2.dn_loss_iou: 0.3682, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2212, d3.dn_loss_iou: 0.3633, d4.dn_loss_cls: 0.0252, d4.dn_loss_bbox: 0.2210, d4.dn_loss_iou: 0.3631, loss: 9.1174, grad_norm: 19.3365 2023-11-06 23:53:49,979 - mmdet - INFO - Epoch [11][3150/3665] lr: 5.563e-06, eta: 0:57:14, time: 0.819, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2312, interm_loss_bbox: 0.1742, interm_loss_iou: 0.4086, loss_cls: 0.1919, loss_bbox: 0.1414, loss_iou: 0.3581, d0.loss_cls: 0.2552, d0.loss_bbox: 0.1467, d0.loss_iou: 0.3646, d1.loss_cls: 0.2187, d1.loss_bbox: 0.1443, d1.loss_iou: 0.3612, d2.loss_cls: 0.2043, d2.loss_bbox: 0.1408, d2.loss_iou: 0.3565, d3.loss_cls: 0.1958, d3.loss_bbox: 0.1402, d3.loss_iou: 0.3568, d4.loss_cls: 0.1925, d4.loss_bbox: 0.1411, d4.loss_iou: 0.3581, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2116, dn_loss_iou: 0.3568, d0.dn_loss_cls: 0.0608, d0.dn_loss_bbox: 0.3233, d0.dn_loss_iou: 0.4810, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2351, d1.dn_loss_iou: 0.3841, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2158, d2.dn_loss_iou: 0.3622, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2119, d3.dn_loss_iou: 0.3570, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2116, d4.dn_loss_iou: 0.3567, loss: 8.9918, grad_norm: 19.1897 2023-11-06 23:54:31,159 - mmdet - INFO - Epoch [11][3200/3665] lr: 5.563e-06, eta: 0:56:33, time: 0.824, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2282, interm_loss_bbox: 0.1761, interm_loss_iou: 0.4049, loss_cls: 0.1880, loss_bbox: 0.1469, loss_iou: 0.3587, d0.loss_cls: 0.2475, d0.loss_bbox: 0.1517, d0.loss_iou: 0.3658, d1.loss_cls: 0.2138, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3627, d2.loss_cls: 0.1976, d2.loss_bbox: 0.1478, d2.loss_iou: 0.3595, d3.loss_cls: 0.1908, d3.loss_bbox: 0.1465, d3.loss_iou: 0.3585, d4.loss_cls: 0.1883, d4.loss_bbox: 0.1469, d4.loss_iou: 0.3588, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2177, dn_loss_iou: 0.3524, d0.dn_loss_cls: 0.0586, d0.dn_loss_bbox: 0.3235, d0.dn_loss_iou: 0.4715, d1.dn_loss_cls: 0.0338, d1.dn_loss_bbox: 0.2401, d1.dn_loss_iou: 0.3770, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2215, d2.dn_loss_iou: 0.3575, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2180, d3.dn_loss_iou: 0.3525, d4.dn_loss_cls: 0.0245, d4.dn_loss_bbox: 0.2177, d4.dn_loss_iou: 0.3523, loss: 8.9854, grad_norm: 18.8121 2023-11-06 23:55:11,863 - mmdet - INFO - Epoch [11][3250/3665] lr: 5.563e-06, eta: 0:55:52, time: 0.814, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2261, interm_loss_bbox: 0.1753, interm_loss_iou: 0.4061, loss_cls: 0.1858, loss_bbox: 0.1451, loss_iou: 0.3567, d0.loss_cls: 0.2440, d0.loss_bbox: 0.1512, d0.loss_iou: 0.3657, d1.loss_cls: 0.2079, d1.loss_bbox: 0.1499, d1.loss_iou: 0.3622, d2.loss_cls: 0.1947, d2.loss_bbox: 0.1462, d2.loss_iou: 0.3582, d3.loss_cls: 0.1880, d3.loss_bbox: 0.1449, d3.loss_iou: 0.3567, d4.loss_cls: 0.1860, d4.loss_bbox: 0.1452, d4.loss_iou: 0.3567, dn_loss_cls: 0.0236, dn_loss_bbox: 0.2218, dn_loss_iou: 0.3461, d0.dn_loss_cls: 0.0586, d0.dn_loss_bbox: 0.3298, d0.dn_loss_iou: 0.4664, d1.dn_loss_cls: 0.0329, d1.dn_loss_bbox: 0.2435, d1.dn_loss_iou: 0.3715, d2.dn_loss_cls: 0.0268, d2.dn_loss_bbox: 0.2256, d2.dn_loss_iou: 0.3511, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2220, d3.dn_loss_iou: 0.3461, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2218, d4.dn_loss_iou: 0.3460, loss: 8.9351, grad_norm: 20.6207 2023-11-06 23:55:52,596 - mmdet - INFO - Epoch [11][3300/3665] lr: 5.563e-06, eta: 0:55:11, time: 0.815, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2216, interm_loss_bbox: 0.1765, interm_loss_iou: 0.4036, loss_cls: 0.1821, loss_bbox: 0.1426, loss_iou: 0.3522, d0.loss_cls: 0.2421, d0.loss_bbox: 0.1480, d0.loss_iou: 0.3595, d1.loss_cls: 0.2055, d1.loss_bbox: 0.1465, d1.loss_iou: 0.3576, d2.loss_cls: 0.1919, d2.loss_bbox: 0.1427, d2.loss_iou: 0.3536, d3.loss_cls: 0.1856, d3.loss_bbox: 0.1417, d3.loss_iou: 0.3514, d4.loss_cls: 0.1825, d4.loss_bbox: 0.1423, d4.loss_iou: 0.3523, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2159, dn_loss_iou: 0.3486, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3231, d0.dn_loss_iou: 0.4746, d1.dn_loss_cls: 0.0335, d1.dn_loss_bbox: 0.2387, d1.dn_loss_iou: 0.3751, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2200, d2.dn_loss_iou: 0.3536, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2161, d3.dn_loss_iou: 0.3486, d4.dn_loss_cls: 0.0245, d4.dn_loss_bbox: 0.2159, d4.dn_loss_iou: 0.3485, loss: 8.8541, grad_norm: 19.3626 2023-11-06 23:56:33,448 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx.py 2023-11-06 23:56:33,449 - mmdet - INFO - Epoch [11][3350/3665] lr: 5.563e-06, eta: 0:54:30, time: 0.817, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2233, interm_loss_bbox: 0.1744, interm_loss_iou: 0.4074, loss_cls: 0.1841, loss_bbox: 0.1466, loss_iou: 0.3585, d0.loss_cls: 0.2386, d0.loss_bbox: 0.1520, d0.loss_iou: 0.3682, d1.loss_cls: 0.2041, d1.loss_bbox: 0.1498, d1.loss_iou: 0.3630, d2.loss_cls: 0.1945, d2.loss_bbox: 0.1454, d2.loss_iou: 0.3575, d3.loss_cls: 0.1864, d3.loss_bbox: 0.1453, d3.loss_iou: 0.3573, d4.loss_cls: 0.1847, d4.loss_bbox: 0.1458, d4.loss_iou: 0.3581, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2186, dn_loss_iou: 0.3528, d0.dn_loss_cls: 0.0580, d0.dn_loss_bbox: 0.3226, d0.dn_loss_iou: 0.4732, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2400, d1.dn_loss_iou: 0.3779, d2.dn_loss_cls: 0.0271, d2.dn_loss_bbox: 0.2224, d2.dn_loss_iou: 0.3581, d3.dn_loss_cls: 0.0252, d3.dn_loss_bbox: 0.2188, d3.dn_loss_iou: 0.3529, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2186, d4.dn_loss_iou: 0.3527, loss: 8.9454, grad_norm: 19.1107 2023-11-06 23:57:14,575 - mmdet - INFO - Epoch [11][3400/3665] lr: 5.563e-06, eta: 0:53:49, time: 0.823, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2341, interm_loss_bbox: 0.1788, interm_loss_iou: 0.4159, loss_cls: 0.1936, loss_bbox: 0.1486, loss_iou: 0.3662, d0.loss_cls: 0.2505, d0.loss_bbox: 0.1537, d0.loss_iou: 0.3740, d1.loss_cls: 0.2158, d1.loss_bbox: 0.1516, d1.loss_iou: 0.3715, d2.loss_cls: 0.2023, d2.loss_bbox: 0.1487, d2.loss_iou: 0.3668, d3.loss_cls: 0.1966, d3.loss_bbox: 0.1481, d3.loss_iou: 0.3658, d4.loss_cls: 0.1936, d4.loss_bbox: 0.1490, d4.loss_iou: 0.3665, dn_loss_cls: 0.0247, dn_loss_bbox: 0.2262, dn_loss_iou: 0.3564, d0.dn_loss_cls: 0.0602, d0.dn_loss_bbox: 0.3354, d0.dn_loss_iou: 0.4782, d1.dn_loss_cls: 0.0341, d1.dn_loss_bbox: 0.2493, d1.dn_loss_iou: 0.3825, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2304, d2.dn_loss_iou: 0.3617, d3.dn_loss_cls: 0.0260, d3.dn_loss_bbox: 0.2265, d3.dn_loss_iou: 0.3566, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2262, d4.dn_loss_iou: 0.3563, loss: 9.1753, grad_norm: 16.9154 2023-11-06 23:57:55,823 - mmdet - INFO - Epoch [11][3450/3665] lr: 5.563e-06, eta: 0:53:08, time: 0.825, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2300, interm_loss_bbox: 0.1758, interm_loss_iou: 0.4137, loss_cls: 0.1921, loss_bbox: 0.1468, loss_iou: 0.3639, d0.loss_cls: 0.2481, d0.loss_bbox: 0.1505, d0.loss_iou: 0.3710, d1.loss_cls: 0.2136, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3694, d2.loss_cls: 0.2034, d2.loss_bbox: 0.1450, d2.loss_iou: 0.3616, d3.loss_cls: 0.1943, d3.loss_bbox: 0.1468, d3.loss_iou: 0.3636, d4.loss_cls: 0.1921, d4.loss_bbox: 0.1468, d4.loss_iou: 0.3638, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2216, dn_loss_iou: 0.3597, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3243, d0.dn_loss_iou: 0.4804, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2419, d1.dn_loss_iou: 0.3844, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2252, d2.dn_loss_iou: 0.3643, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2217, d3.dn_loss_iou: 0.3597, d4.dn_loss_cls: 0.0260, d4.dn_loss_bbox: 0.2216, d4.dn_loss_iou: 0.3596, loss: 9.1104, grad_norm: 21.4092 2023-11-06 23:58:36,639 - mmdet - INFO - Epoch [11][3500/3665] lr: 5.563e-06, eta: 0:52:27, time: 0.817, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2258, interm_loss_bbox: 0.1754, interm_loss_iou: 0.4096, loss_cls: 0.1862, loss_bbox: 0.1460, loss_iou: 0.3585, d0.loss_cls: 0.2461, d0.loss_bbox: 0.1509, d0.loss_iou: 0.3684, d1.loss_cls: 0.2105, d1.loss_bbox: 0.1487, d1.loss_iou: 0.3633, d2.loss_cls: 0.1985, d2.loss_bbox: 0.1447, d2.loss_iou: 0.3572, d3.loss_cls: 0.1901, d3.loss_bbox: 0.1451, d3.loss_iou: 0.3576, d4.loss_cls: 0.1868, d4.loss_bbox: 0.1461, d4.loss_iou: 0.3588, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2202, dn_loss_iou: 0.3485, d0.dn_loss_cls: 0.0584, d0.dn_loss_bbox: 0.3283, d0.dn_loss_iou: 0.4714, d1.dn_loss_cls: 0.0339, d1.dn_loss_bbox: 0.2414, d1.dn_loss_iou: 0.3737, d2.dn_loss_cls: 0.0278, d2.dn_loss_bbox: 0.2240, d2.dn_loss_iou: 0.3534, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2203, d3.dn_loss_iou: 0.3485, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2202, d4.dn_loss_iou: 0.3484, loss: 8.9680, grad_norm: 19.7253 2023-11-06 23:59:17,620 - mmdet - INFO - Epoch [11][3550/3665] lr: 5.563e-06, eta: 0:51:46, time: 0.819, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2278, interm_loss_bbox: 0.1821, interm_loss_iou: 0.4113, loss_cls: 0.1881, loss_bbox: 0.1492, loss_iou: 0.3587, d0.loss_cls: 0.2455, d0.loss_bbox: 0.1560, d0.loss_iou: 0.3681, d1.loss_cls: 0.2123, d1.loss_bbox: 0.1525, d1.loss_iou: 0.3635, d2.loss_cls: 0.1970, d2.loss_bbox: 0.1508, d2.loss_iou: 0.3604, d3.loss_cls: 0.1904, d3.loss_bbox: 0.1489, d3.loss_iou: 0.3596, d4.loss_cls: 0.1883, d4.loss_bbox: 0.1491, d4.loss_iou: 0.3587, dn_loss_cls: 0.0247, dn_loss_bbox: 0.2264, dn_loss_iou: 0.3509, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3367, d0.dn_loss_iou: 0.4721, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2492, d1.dn_loss_iou: 0.3767, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2303, d2.dn_loss_iou: 0.3560, d3.dn_loss_cls: 0.0258, d3.dn_loss_bbox: 0.2265, d3.dn_loss_iou: 0.3510, d4.dn_loss_cls: 0.0247, d4.dn_loss_bbox: 0.2264, d4.dn_loss_iou: 0.3507, loss: 9.0670, grad_norm: 18.6370 2023-11-06 23:59:58,460 - mmdet - INFO - Epoch [11][3600/3665] lr: 5.563e-06, eta: 0:51:05, time: 0.817, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2331, interm_loss_bbox: 0.1822, interm_loss_iou: 0.4175, loss_cls: 0.1930, loss_bbox: 0.1486, loss_iou: 0.3632, d0.loss_cls: 0.2507, d0.loss_bbox: 0.1535, d0.loss_iou: 0.3723, d1.loss_cls: 0.2175, d1.loss_bbox: 0.1505, d1.loss_iou: 0.3668, d2.loss_cls: 0.2045, d2.loss_bbox: 0.1467, d2.loss_iou: 0.3616, d3.loss_cls: 0.1964, d3.loss_bbox: 0.1474, d3.loss_iou: 0.3627, d4.loss_cls: 0.1933, d4.loss_bbox: 0.1488, d4.loss_iou: 0.3636, dn_loss_cls: 0.0264, dn_loss_bbox: 0.2289, dn_loss_iou: 0.3557, d0.dn_loss_cls: 0.0611, d0.dn_loss_bbox: 0.3345, d0.dn_loss_iou: 0.4758, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2491, d1.dn_loss_iou: 0.3804, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2324, d2.dn_loss_iou: 0.3608, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2290, d3.dn_loss_iou: 0.3558, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2289, d4.dn_loss_iou: 0.3556, loss: 9.1677, grad_norm: 20.1538 2023-11-07 00:00:39,690 - mmdet - INFO - Epoch [11][3650/3665] lr: 5.563e-06, eta: 0:50:23, time: 0.825, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2228, interm_loss_bbox: 0.1759, interm_loss_iou: 0.4082, loss_cls: 0.1798, loss_bbox: 0.1475, loss_iou: 0.3587, d0.loss_cls: 0.2394, d0.loss_bbox: 0.1513, d0.loss_iou: 0.3671, d1.loss_cls: 0.2058, d1.loss_bbox: 0.1474, d1.loss_iou: 0.3602, d2.loss_cls: 0.1904, d2.loss_bbox: 0.1467, d2.loss_iou: 0.3593, d3.loss_cls: 0.1840, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3576, d4.loss_cls: 0.1800, d4.loss_bbox: 0.1477, d4.loss_iou: 0.3595, dn_loss_cls: 0.0230, dn_loss_bbox: 0.2088, dn_loss_iou: 0.3501, d0.dn_loss_cls: 0.0570, d0.dn_loss_bbox: 0.3128, d0.dn_loss_iou: 0.4696, d1.dn_loss_cls: 0.0325, d1.dn_loss_bbox: 0.2307, d1.dn_loss_iou: 0.3761, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2131, d2.dn_loss_iou: 0.3552, d3.dn_loss_cls: 0.0245, d3.dn_loss_bbox: 0.2091, d3.dn_loss_iou: 0.3502, d4.dn_loss_cls: 0.0233, d4.dn_loss_bbox: 0.2088, d4.dn_loss_iou: 0.3500, loss: 8.8562, grad_norm: 19.5479 2023-11-07 00:00:52,772 - mmdet - INFO - Saving checkpoint at 11 epochs 2023-11-07 00:02:00,149 - mmdet - INFO - Evaluating bbox... 2023-11-07 00:04:20,989 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.538 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.723 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.590 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.367 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.578 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.699 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.739 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.743 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.743 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.592 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.784 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.893 2023-11-07 00:04:20,992 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.623 | bicycle | 0.423 | car | 0.521 | | motorcycle | 0.560 | airplane | 0.761 | bus | 0.761 | | train | 0.759 | truck | 0.481 | boat | 0.373 | | traffic light | 0.336 | fire hydrant | 0.762 | stop sign | 0.702 | | parking meter | 0.571 | bench | 0.325 | bird | 0.485 | | cat | 0.822 | dog | 0.767 | horse | 0.689 | | sheep | 0.652 | cow | 0.684 | elephant | 0.778 | | bear | 0.850 | zebra | 0.766 | giraffe | 0.784 | | backpack | 0.233 | umbrella | 0.532 | handbag | 0.292 | | tie | 0.455 | suitcase | 0.534 | frisbee | 0.753 | | skis | 0.352 | snowboard | 0.503 | sports ball | 0.537 | | kite | 0.554 | baseball bat | 0.553 | baseball glove | 0.472 | | skateboard | 0.625 | surfboard | 0.500 | tennis racket | 0.641 | | bottle | 0.489 | wine glass | 0.477 | cup | 0.537 | | fork | 0.545 | knife | 0.360 | spoon | 0.370 | | bowl | 0.519 | banana | 0.337 | apple | 0.292 | | sandwich | 0.537 | orange | 0.398 | broccoli | 0.299 | | carrot | 0.291 | hot dog | 0.537 | pizza | 0.607 | | donut | 0.613 | cake | 0.481 | chair | 0.404 | | couch | 0.533 | potted plant | 0.385 | bed | 0.524 | | dining table | 0.360 | toilet | 0.724 | tv | 0.672 | | laptop | 0.752 | mouse | 0.683 | remote | 0.487 | | keyboard | 0.608 | cell phone | 0.504 | microwave | 0.724 | | oven | 0.459 | toaster | 0.463 | sink | 0.477 | | refrigerator | 0.721 | book | 0.241 | clock | 0.588 | | vase | 0.463 | scissors | 0.545 | teddy bear | 0.626 | | hair drier | 0.283 | toothbrush | 0.364 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-07 00:04:22,667 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx/best_bbox_mAP_epoch_10.pth was removed 2023-11-07 00:04:24,681 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_11.pth. 2023-11-07 00:04:24,682 - mmdet - INFO - Best bbox_mAP is 0.5377 at 11 epoch. 2023-11-07 00:04:24,682 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx.py 2023-11-07 00:04:24,682 - mmdet - INFO - Epoch(val) [11][625] bbox_mAP: 0.5377, bbox_mAP_50: 0.7231, bbox_mAP_75: 0.5897, bbox_mAP_s: 0.3673, bbox_mAP_m: 0.5779, bbox_mAP_l: 0.6986, bbox_mAP_copypaste: 0.5377 0.7231 0.5897 0.3673 0.5779 0.6986 2023-11-07 00:05:08,817 - mmdet - INFO - Epoch [12][50/3665] lr: 5.563e-07, eta: 0:49:29, time: 0.882, data_time: 0.064, memory: 22742, interm_loss_cls: 0.2223, interm_loss_bbox: 0.1690, interm_loss_iou: 0.3988, loss_cls: 0.1772, loss_bbox: 0.1445, loss_iou: 0.3562, d0.loss_cls: 0.2378, d0.loss_bbox: 0.1463, d0.loss_iou: 0.3611, d1.loss_cls: 0.2017, d1.loss_bbox: 0.1460, d1.loss_iou: 0.3580, d2.loss_cls: 0.1882, d2.loss_bbox: 0.1440, d2.loss_iou: 0.3552, d3.loss_cls: 0.1814, d3.loss_bbox: 0.1443, d3.loss_iou: 0.3552, d4.loss_cls: 0.1783, d4.loss_bbox: 0.1445, d4.loss_iou: 0.3559, dn_loss_cls: 0.0215, dn_loss_bbox: 0.1991, dn_loss_iou: 0.3417, d0.dn_loss_cls: 0.0552, d0.dn_loss_bbox: 0.2993, d0.dn_loss_iou: 0.4549, d1.dn_loss_cls: 0.0309, d1.dn_loss_bbox: 0.2182, d1.dn_loss_iou: 0.3651, d2.dn_loss_cls: 0.0247, d2.dn_loss_bbox: 0.2028, d2.dn_loss_iou: 0.3469, d3.dn_loss_cls: 0.0227, d3.dn_loss_bbox: 0.1991, d3.dn_loss_iou: 0.3418, d4.dn_loss_cls: 0.0217, d4.dn_loss_bbox: 0.1991, d4.dn_loss_iou: 0.3417, loss: 8.6523, grad_norm: 15.3105 2023-11-07 00:05:52,351 - mmdet - INFO - Epoch [12][100/3665] lr: 5.563e-07, eta: 0:48:48, time: 0.871, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2167, interm_loss_bbox: 0.1673, interm_loss_iou: 0.3842, loss_cls: 0.1735, loss_bbox: 0.1435, loss_iou: 0.3441, d0.loss_cls: 0.2315, d0.loss_bbox: 0.1461, d0.loss_iou: 0.3498, d1.loss_cls: 0.1957, d1.loss_bbox: 0.1466, d1.loss_iou: 0.3481, d2.loss_cls: 0.1835, d2.loss_bbox: 0.1430, d2.loss_iou: 0.3441, d3.loss_cls: 0.1770, d3.loss_bbox: 0.1431, d3.loss_iou: 0.3433, d4.loss_cls: 0.1746, d4.loss_bbox: 0.1435, d4.loss_iou: 0.3440, dn_loss_cls: 0.0223, dn_loss_bbox: 0.2091, dn_loss_iou: 0.3365, d0.dn_loss_cls: 0.0563, d0.dn_loss_bbox: 0.3033, d0.dn_loss_iou: 0.4442, d1.dn_loss_cls: 0.0317, d1.dn_loss_bbox: 0.2272, d1.dn_loss_iou: 0.3593, d2.dn_loss_cls: 0.0258, d2.dn_loss_bbox: 0.2123, d2.dn_loss_iou: 0.3412, d3.dn_loss_cls: 0.0239, d3.dn_loss_bbox: 0.2093, d3.dn_loss_iou: 0.3367, d4.dn_loss_cls: 0.0225, d4.dn_loss_bbox: 0.2091, d4.dn_loss_iou: 0.3365, loss: 8.5503, grad_norm: 16.0838 2023-11-07 00:06:33,347 - mmdet - INFO - Epoch [12][150/3665] lr: 5.563e-07, eta: 0:48:07, time: 0.820, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2147, interm_loss_bbox: 0.1655, interm_loss_iou: 0.3875, loss_cls: 0.1736, loss_bbox: 0.1413, loss_iou: 0.3457, d0.loss_cls: 0.2294, d0.loss_bbox: 0.1458, d0.loss_iou: 0.3547, d1.loss_cls: 0.1945, d1.loss_bbox: 0.1449, d1.loss_iou: 0.3509, d2.loss_cls: 0.1836, d2.loss_bbox: 0.1410, d2.loss_iou: 0.3457, d3.loss_cls: 0.1762, d3.loss_bbox: 0.1410, d3.loss_iou: 0.3462, d4.loss_cls: 0.1742, d4.loss_bbox: 0.1411, d4.loss_iou: 0.3459, dn_loss_cls: 0.0213, dn_loss_bbox: 0.1986, dn_loss_iou: 0.3381, d0.dn_loss_cls: 0.0549, d0.dn_loss_bbox: 0.2919, d0.dn_loss_iou: 0.4483, d1.dn_loss_cls: 0.0301, d1.dn_loss_bbox: 0.2174, d1.dn_loss_iou: 0.3617, d2.dn_loss_cls: 0.0244, d2.dn_loss_bbox: 0.2022, d2.dn_loss_iou: 0.3432, d3.dn_loss_cls: 0.0225, d3.dn_loss_bbox: 0.1987, d3.dn_loss_iou: 0.3383, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.1986, d4.dn_loss_iou: 0.3380, loss: 8.4931, grad_norm: 15.2600 2023-11-07 00:07:13,971 - mmdet - INFO - Epoch [12][200/3665] lr: 5.563e-07, eta: 0:47:26, time: 0.812, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2131, interm_loss_bbox: 0.1615, interm_loss_iou: 0.3892, loss_cls: 0.1717, loss_bbox: 0.1384, loss_iou: 0.3506, d0.loss_cls: 0.2286, d0.loss_bbox: 0.1410, d0.loss_iou: 0.3557, d1.loss_cls: 0.1931, d1.loss_bbox: 0.1408, d1.loss_iou: 0.3541, d2.loss_cls: 0.1812, d2.loss_bbox: 0.1382, d2.loss_iou: 0.3509, d3.loss_cls: 0.1747, d3.loss_bbox: 0.1385, d3.loss_iou: 0.3502, d4.loss_cls: 0.1722, d4.loss_bbox: 0.1386, d4.loss_iou: 0.3509, dn_loss_cls: 0.0208, dn_loss_bbox: 0.1991, dn_loss_iou: 0.3346, d0.dn_loss_cls: 0.0550, d0.dn_loss_bbox: 0.2965, d0.dn_loss_iou: 0.4443, d1.dn_loss_cls: 0.0301, d1.dn_loss_bbox: 0.2186, d1.dn_loss_iou: 0.3574, d2.dn_loss_cls: 0.0243, d2.dn_loss_bbox: 0.2021, d2.dn_loss_iou: 0.3393, d3.dn_loss_cls: 0.0224, d3.dn_loss_bbox: 0.1993, d3.dn_loss_iou: 0.3348, d4.dn_loss_cls: 0.0210, d4.dn_loss_bbox: 0.1991, d4.dn_loss_iou: 0.3346, loss: 8.4664, grad_norm: 15.9776 2023-11-07 00:07:55,052 - mmdet - INFO - Epoch [12][250/3665] lr: 5.563e-07, eta: 0:46:45, time: 0.822, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2171, interm_loss_bbox: 0.1665, interm_loss_iou: 0.3900, loss_cls: 0.1763, loss_bbox: 0.1429, loss_iou: 0.3498, d0.loss_cls: 0.2320, d0.loss_bbox: 0.1473, d0.loss_iou: 0.3569, d1.loss_cls: 0.1973, d1.loss_bbox: 0.1458, d1.loss_iou: 0.3547, d2.loss_cls: 0.1853, d2.loss_bbox: 0.1429, d2.loss_iou: 0.3507, d3.loss_cls: 0.1795, d3.loss_bbox: 0.1427, d3.loss_iou: 0.3496, d4.loss_cls: 0.1778, d4.loss_bbox: 0.1419, d4.loss_iou: 0.3494, dn_loss_cls: 0.0208, dn_loss_bbox: 0.2046, dn_loss_iou: 0.3309, d0.dn_loss_cls: 0.0542, d0.dn_loss_bbox: 0.3018, d0.dn_loss_iou: 0.4367, d1.dn_loss_cls: 0.0302, d1.dn_loss_bbox: 0.2242, d1.dn_loss_iou: 0.3534, d2.dn_loss_cls: 0.0242, d2.dn_loss_bbox: 0.2085, d2.dn_loss_iou: 0.3356, d3.dn_loss_cls: 0.0223, d3.dn_loss_bbox: 0.2048, d3.dn_loss_iou: 0.3311, d4.dn_loss_cls: 0.0210, d4.dn_loss_bbox: 0.2046, d4.dn_loss_iou: 0.3309, loss: 8.5362, grad_norm: 14.8713 2023-11-07 00:08:36,333 - mmdet - INFO - Epoch [12][300/3665] lr: 5.563e-07, eta: 0:46:04, time: 0.826, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2190, interm_loss_bbox: 0.1627, interm_loss_iou: 0.4008, loss_cls: 0.1771, loss_bbox: 0.1422, loss_iou: 0.3615, d0.loss_cls: 0.2330, d0.loss_bbox: 0.1447, d0.loss_iou: 0.3679, d1.loss_cls: 0.1997, d1.loss_bbox: 0.1441, d1.loss_iou: 0.3649, d2.loss_cls: 0.1864, d2.loss_bbox: 0.1418, d2.loss_iou: 0.3628, d3.loss_cls: 0.1805, d3.loss_bbox: 0.1414, d3.loss_iou: 0.3613, d4.loss_cls: 0.1781, d4.loss_bbox: 0.1417, d4.loss_iou: 0.3613, dn_loss_cls: 0.0217, dn_loss_bbox: 0.2045, dn_loss_iou: 0.3435, d0.dn_loss_cls: 0.0561, d0.dn_loss_bbox: 0.3032, d0.dn_loss_iou: 0.4548, d1.dn_loss_cls: 0.0311, d1.dn_loss_bbox: 0.2244, d1.dn_loss_iou: 0.3667, d2.dn_loss_cls: 0.0249, d2.dn_loss_bbox: 0.2082, d2.dn_loss_iou: 0.3483, d3.dn_loss_cls: 0.0229, d3.dn_loss_bbox: 0.2046, d3.dn_loss_iou: 0.3437, d4.dn_loss_cls: 0.0218, d4.dn_loss_bbox: 0.2045, d4.dn_loss_iou: 0.3435, loss: 8.7012, grad_norm: 15.4176 2023-11-07 00:09:17,816 - mmdet - INFO - Epoch [12][350/3665] lr: 5.563e-07, eta: 0:45:23, time: 0.830, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2164, interm_loss_bbox: 0.1630, interm_loss_iou: 0.3811, loss_cls: 0.1734, loss_bbox: 0.1418, loss_iou: 0.3431, d0.loss_cls: 0.2288, d0.loss_bbox: 0.1441, d0.loss_iou: 0.3486, d1.loss_cls: 0.1943, d1.loss_bbox: 0.1432, d1.loss_iou: 0.3473, d2.loss_cls: 0.1822, d2.loss_bbox: 0.1411, d2.loss_iou: 0.3436, d3.loss_cls: 0.1761, d3.loss_bbox: 0.1416, d3.loss_iou: 0.3432, d4.loss_cls: 0.1744, d4.loss_bbox: 0.1415, d4.loss_iou: 0.3429, dn_loss_cls: 0.0212, dn_loss_bbox: 0.2029, dn_loss_iou: 0.3316, d0.dn_loss_cls: 0.0550, d0.dn_loss_bbox: 0.3018, d0.dn_loss_iou: 0.4421, d1.dn_loss_cls: 0.0307, d1.dn_loss_bbox: 0.2215, d1.dn_loss_iou: 0.3546, d2.dn_loss_cls: 0.0245, d2.dn_loss_bbox: 0.2061, d2.dn_loss_iou: 0.3363, d3.dn_loss_cls: 0.0226, d3.dn_loss_bbox: 0.2031, d3.dn_loss_iou: 0.3318, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.2029, d4.dn_loss_iou: 0.3315, loss: 8.4534, grad_norm: 16.2189 2023-11-07 00:09:58,363 - mmdet - INFO - Epoch [12][400/3665] lr: 5.563e-07, eta: 0:44:42, time: 0.811, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2196, interm_loss_bbox: 0.1655, interm_loss_iou: 0.3833, loss_cls: 0.1787, loss_bbox: 0.1431, loss_iou: 0.3486, d0.loss_cls: 0.2324, d0.loss_bbox: 0.1473, d0.loss_iou: 0.3540, d1.loss_cls: 0.1985, d1.loss_bbox: 0.1472, d1.loss_iou: 0.3525, d2.loss_cls: 0.1885, d2.loss_bbox: 0.1427, d2.loss_iou: 0.3476, d3.loss_cls: 0.1815, d3.loss_bbox: 0.1427, d3.loss_iou: 0.3483, d4.loss_cls: 0.1796, d4.loss_bbox: 0.1429, d4.loss_iou: 0.3486, dn_loss_cls: 0.0221, dn_loss_bbox: 0.2061, dn_loss_iou: 0.3407, d0.dn_loss_cls: 0.0559, d0.dn_loss_bbox: 0.3011, d0.dn_loss_iou: 0.4474, d1.dn_loss_cls: 0.0318, d1.dn_loss_bbox: 0.2244, d1.dn_loss_iou: 0.3624, d2.dn_loss_cls: 0.0258, d2.dn_loss_bbox: 0.2092, d2.dn_loss_iou: 0.3452, d3.dn_loss_cls: 0.0237, d3.dn_loss_bbox: 0.2063, d3.dn_loss_iou: 0.3409, d4.dn_loss_cls: 0.0224, d4.dn_loss_bbox: 0.2061, d4.dn_loss_iou: 0.3407, loss: 8.6054, grad_norm: 14.9044 2023-11-07 00:10:41,648 - mmdet - INFO - Epoch [12][450/3665] lr: 5.563e-07, eta: 0:44:01, time: 0.866, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2187, interm_loss_bbox: 0.1635, interm_loss_iou: 0.3860, loss_cls: 0.1757, loss_bbox: 0.1417, loss_iou: 0.3466, d0.loss_cls: 0.2325, d0.loss_bbox: 0.1451, d0.loss_iou: 0.3518, d1.loss_cls: 0.1965, d1.loss_bbox: 0.1449, d1.loss_iou: 0.3508, d2.loss_cls: 0.1846, d2.loss_bbox: 0.1416, d2.loss_iou: 0.3476, d3.loss_cls: 0.1786, d3.loss_bbox: 0.1414, d3.loss_iou: 0.3469, d4.loss_cls: 0.1761, d4.loss_bbox: 0.1419, d4.loss_iou: 0.3468, dn_loss_cls: 0.0208, dn_loss_bbox: 0.2032, dn_loss_iou: 0.3302, d0.dn_loss_cls: 0.0536, d0.dn_loss_bbox: 0.2992, d0.dn_loss_iou: 0.4377, d1.dn_loss_cls: 0.0295, d1.dn_loss_bbox: 0.2224, d1.dn_loss_iou: 0.3527, d2.dn_loss_cls: 0.0237, d2.dn_loss_bbox: 0.2069, d2.dn_loss_iou: 0.3351, d3.dn_loss_cls: 0.0220, d3.dn_loss_bbox: 0.2033, d3.dn_loss_iou: 0.3304, d4.dn_loss_cls: 0.0210, d4.dn_loss_bbox: 0.2032, d4.dn_loss_iou: 0.3302, loss: 8.4843, grad_norm: 14.6949 2023-11-07 00:11:24,684 - mmdet - INFO - Epoch [12][500/3665] lr: 5.563e-07, eta: 0:43:20, time: 0.861, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2202, interm_loss_bbox: 0.1668, interm_loss_iou: 0.3949, loss_cls: 0.1780, loss_bbox: 0.1437, loss_iou: 0.3578, d0.loss_cls: 0.2340, d0.loss_bbox: 0.1475, d0.loss_iou: 0.3628, d1.loss_cls: 0.2009, d1.loss_bbox: 0.1459, d1.loss_iou: 0.3607, d2.loss_cls: 0.1882, d2.loss_bbox: 0.1439, d2.loss_iou: 0.3578, d3.loss_cls: 0.1818, d3.loss_bbox: 0.1433, d3.loss_iou: 0.3570, d4.loss_cls: 0.1791, d4.loss_bbox: 0.1435, d4.loss_iou: 0.3574, dn_loss_cls: 0.0210, dn_loss_bbox: 0.2181, dn_loss_iou: 0.3419, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3163, d0.dn_loss_iou: 0.4507, d1.dn_loss_cls: 0.0308, d1.dn_loss_bbox: 0.2373, d1.dn_loss_iou: 0.3647, d2.dn_loss_cls: 0.0245, d2.dn_loss_bbox: 0.2212, d2.dn_loss_iou: 0.3464, d3.dn_loss_cls: 0.0225, d3.dn_loss_bbox: 0.2183, d3.dn_loss_iou: 0.3421, d4.dn_loss_cls: 0.0213, d4.dn_loss_bbox: 0.2181, d4.dn_loss_iou: 0.3419, loss: 8.7579, grad_norm: 15.7666 2023-11-07 00:12:06,209 - mmdet - INFO - Epoch [12][550/3665] lr: 5.563e-07, eta: 0:42:39, time: 0.830, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2132, interm_loss_bbox: 0.1624, interm_loss_iou: 0.3817, loss_cls: 0.1718, loss_bbox: 0.1403, loss_iou: 0.3451, d0.loss_cls: 0.2275, d0.loss_bbox: 0.1441, d0.loss_iou: 0.3497, d1.loss_cls: 0.1933, d1.loss_bbox: 0.1424, d1.loss_iou: 0.3479, d2.loss_cls: 0.1810, d2.loss_bbox: 0.1402, d2.loss_iou: 0.3449, d3.loss_cls: 0.1749, d3.loss_bbox: 0.1397, d3.loss_iou: 0.3443, d4.loss_cls: 0.1723, d4.loss_bbox: 0.1402, d4.loss_iou: 0.3448, dn_loss_cls: 0.0201, dn_loss_bbox: 0.1981, dn_loss_iou: 0.3271, d0.dn_loss_cls: 0.0536, d0.dn_loss_bbox: 0.2927, d0.dn_loss_iou: 0.4342, d1.dn_loss_cls: 0.0292, d1.dn_loss_bbox: 0.2172, d1.dn_loss_iou: 0.3497, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.2015, d2.dn_loss_iou: 0.3317, d3.dn_loss_cls: 0.0215, d3.dn_loss_bbox: 0.1982, d3.dn_loss_iou: 0.3273, d4.dn_loss_cls: 0.0203, d4.dn_loss_bbox: 0.1981, d4.dn_loss_iou: 0.3271, loss: 8.3725, grad_norm: 16.1297 2023-11-07 00:12:47,202 - mmdet - INFO - Epoch [12][600/3665] lr: 5.563e-07, eta: 0:41:58, time: 0.820, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2149, interm_loss_bbox: 0.1595, interm_loss_iou: 0.3893, loss_cls: 0.1738, loss_bbox: 0.1388, loss_iou: 0.3520, d0.loss_cls: 0.2282, d0.loss_bbox: 0.1422, d0.loss_iou: 0.3579, d1.loss_cls: 0.1946, d1.loss_bbox: 0.1419, d1.loss_iou: 0.3552, d2.loss_cls: 0.1836, d2.loss_bbox: 0.1385, d2.loss_iou: 0.3509, d3.loss_cls: 0.1769, d3.loss_bbox: 0.1384, d3.loss_iou: 0.3515, d4.loss_cls: 0.1742, d4.loss_bbox: 0.1392, d4.loss_iou: 0.3521, dn_loss_cls: 0.0209, dn_loss_bbox: 0.2014, dn_loss_iou: 0.3382, d0.dn_loss_cls: 0.0533, d0.dn_loss_bbox: 0.2902, d0.dn_loss_iou: 0.4430, d1.dn_loss_cls: 0.0292, d1.dn_loss_bbox: 0.2183, d1.dn_loss_iou: 0.3593, d2.dn_loss_cls: 0.0239, d2.dn_loss_bbox: 0.2046, d2.dn_loss_iou: 0.3426, d3.dn_loss_cls: 0.0222, d3.dn_loss_bbox: 0.2017, d3.dn_loss_iou: 0.3385, d4.dn_loss_cls: 0.0211, d4.dn_loss_bbox: 0.2014, d4.dn_loss_iou: 0.3382, loss: 8.5016, grad_norm: 16.6622 2023-11-07 00:13:28,329 - mmdet - INFO - Epoch [12][650/3665] lr: 5.563e-07, eta: 0:41:17, time: 0.823, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2095, interm_loss_bbox: 0.1643, interm_loss_iou: 0.3789, loss_cls: 0.1693, loss_bbox: 0.1412, loss_iou: 0.3409, d0.loss_cls: 0.2238, d0.loss_bbox: 0.1450, d0.loss_iou: 0.3485, d1.loss_cls: 0.1899, d1.loss_bbox: 0.1440, d1.loss_iou: 0.3453, d2.loss_cls: 0.1791, d2.loss_bbox: 0.1407, d2.loss_iou: 0.3406, d3.loss_cls: 0.1725, d3.loss_bbox: 0.1409, d3.loss_iou: 0.3404, d4.loss_cls: 0.1694, d4.loss_bbox: 0.1415, d4.loss_iou: 0.3412, dn_loss_cls: 0.0201, dn_loss_bbox: 0.1968, dn_loss_iou: 0.3279, d0.dn_loss_cls: 0.0542, d0.dn_loss_bbox: 0.2884, d0.dn_loss_iou: 0.4344, d1.dn_loss_cls: 0.0296, d1.dn_loss_bbox: 0.2142, d1.dn_loss_iou: 0.3497, d2.dn_loss_cls: 0.0236, d2.dn_loss_bbox: 0.1995, d2.dn_loss_iou: 0.3324, d3.dn_loss_cls: 0.0217, d3.dn_loss_bbox: 0.1969, d3.dn_loss_iou: 0.3281, d4.dn_loss_cls: 0.0204, d4.dn_loss_bbox: 0.1968, d4.dn_loss_iou: 0.3279, loss: 8.3294, grad_norm: 14.6481 2023-11-07 00:14:09,536 - mmdet - INFO - Epoch [12][700/3665] lr: 5.563e-07, eta: 0:40:36, time: 0.824, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2214, interm_loss_bbox: 0.1622, interm_loss_iou: 0.4013, loss_cls: 0.1818, loss_bbox: 0.1413, loss_iou: 0.3627, d0.loss_cls: 0.2360, d0.loss_bbox: 0.1434, d0.loss_iou: 0.3693, d1.loss_cls: 0.2043, d1.loss_bbox: 0.1415, d1.loss_iou: 0.3671, d2.loss_cls: 0.1921, d2.loss_bbox: 0.1398, d2.loss_iou: 0.3623, d3.loss_cls: 0.1858, d3.loss_bbox: 0.1403, d3.loss_iou: 0.3616, d4.loss_cls: 0.1829, d4.loss_bbox: 0.1409, d4.loss_iou: 0.3626, dn_loss_cls: 0.0218, dn_loss_bbox: 0.1992, dn_loss_iou: 0.3511, d0.dn_loss_cls: 0.0561, d0.dn_loss_bbox: 0.2890, d0.dn_loss_iou: 0.4593, d1.dn_loss_cls: 0.0313, d1.dn_loss_bbox: 0.2164, d1.dn_loss_iou: 0.3734, d2.dn_loss_cls: 0.0252, d2.dn_loss_bbox: 0.2020, d2.dn_loss_iou: 0.3556, d3.dn_loss_cls: 0.0232, d3.dn_loss_bbox: 0.1993, d3.dn_loss_iou: 0.3513, d4.dn_loss_cls: 0.0220, d4.dn_loss_bbox: 0.1992, d4.dn_loss_iou: 0.3511, loss: 8.7268, grad_norm: 15.7324 2023-11-07 00:14:50,429 - mmdet - INFO - Epoch [12][750/3665] lr: 5.563e-07, eta: 0:39:55, time: 0.818, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2108, interm_loss_bbox: 0.1558, interm_loss_iou: 0.3855, loss_cls: 0.1702, loss_bbox: 0.1334, loss_iou: 0.3477, d0.loss_cls: 0.2257, d0.loss_bbox: 0.1364, d0.loss_iou: 0.3524, d1.loss_cls: 0.1904, d1.loss_bbox: 0.1369, d1.loss_iou: 0.3514, d2.loss_cls: 0.1796, d2.loss_bbox: 0.1332, d2.loss_iou: 0.3477, d3.loss_cls: 0.1722, d3.loss_bbox: 0.1337, d3.loss_iou: 0.3480, d4.loss_cls: 0.1703, d4.loss_bbox: 0.1337, d4.loss_iou: 0.3480, dn_loss_cls: 0.0189, dn_loss_bbox: 0.1904, dn_loss_iou: 0.3362, d0.dn_loss_cls: 0.0521, d0.dn_loss_bbox: 0.2805, d0.dn_loss_iou: 0.4438, d1.dn_loss_cls: 0.0278, d1.dn_loss_bbox: 0.2080, d1.dn_loss_iou: 0.3584, d2.dn_loss_cls: 0.0220, d2.dn_loss_bbox: 0.1935, d2.dn_loss_iou: 0.3406, d3.dn_loss_cls: 0.0202, d3.dn_loss_bbox: 0.1906, d3.dn_loss_iou: 0.3364, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.1904, d4.dn_loss_iou: 0.3362, loss: 8.3282, grad_norm: 15.3724 2023-11-07 00:15:32,208 - mmdet - INFO - Epoch [12][800/3665] lr: 5.563e-07, eta: 0:39:14, time: 0.836, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2205, interm_loss_bbox: 0.1598, interm_loss_iou: 0.3849, loss_cls: 0.1785, loss_bbox: 0.1394, loss_iou: 0.3482, d0.loss_cls: 0.2350, d0.loss_bbox: 0.1415, d0.loss_iou: 0.3520, d1.loss_cls: 0.2006, d1.loss_bbox: 0.1413, d1.loss_iou: 0.3509, d2.loss_cls: 0.1885, d2.loss_bbox: 0.1385, d2.loss_iou: 0.3475, d3.loss_cls: 0.1820, d3.loss_bbox: 0.1382, d3.loss_iou: 0.3471, d4.loss_cls: 0.1797, d4.loss_bbox: 0.1386, d4.loss_iou: 0.3478, dn_loss_cls: 0.0208, dn_loss_bbox: 0.2069, dn_loss_iou: 0.3356, d0.dn_loss_cls: 0.0547, d0.dn_loss_bbox: 0.3023, d0.dn_loss_iou: 0.4428, d1.dn_loss_cls: 0.0298, d1.dn_loss_bbox: 0.2257, d1.dn_loss_iou: 0.3584, d2.dn_loss_cls: 0.0239, d2.dn_loss_bbox: 0.2103, d2.dn_loss_iou: 0.3405, d3.dn_loss_cls: 0.0221, d3.dn_loss_bbox: 0.2072, d3.dn_loss_iou: 0.3359, d4.dn_loss_cls: 0.0210, d4.dn_loss_bbox: 0.2069, d4.dn_loss_iou: 0.3356, loss: 8.5413, grad_norm: 14.6847 2023-11-07 00:16:15,119 - mmdet - INFO - Epoch [12][850/3665] lr: 5.563e-07, eta: 0:38:33, time: 0.858, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2090, interm_loss_bbox: 0.1570, interm_loss_iou: 0.3725, loss_cls: 0.1693, loss_bbox: 0.1356, loss_iou: 0.3347, d0.loss_cls: 0.2259, d0.loss_bbox: 0.1367, d0.loss_iou: 0.3390, d1.loss_cls: 0.1907, d1.loss_bbox: 0.1375, d1.loss_iou: 0.3371, d2.loss_cls: 0.1788, d2.loss_bbox: 0.1357, d2.loss_iou: 0.3350, d3.loss_cls: 0.1724, d3.loss_bbox: 0.1357, d3.loss_iou: 0.3347, d4.loss_cls: 0.1706, d4.loss_bbox: 0.1353, d4.loss_iou: 0.3345, dn_loss_cls: 0.0201, dn_loss_bbox: 0.1874, dn_loss_iou: 0.3206, d0.dn_loss_cls: 0.0539, d0.dn_loss_bbox: 0.2815, d0.dn_loss_iou: 0.4282, d1.dn_loss_cls: 0.0290, d1.dn_loss_bbox: 0.2056, d1.dn_loss_iou: 0.3429, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.1907, d2.dn_loss_iou: 0.3252, d3.dn_loss_cls: 0.0215, d3.dn_loss_bbox: 0.1876, d3.dn_loss_iou: 0.3209, d4.dn_loss_cls: 0.0204, d4.dn_loss_bbox: 0.1874, d4.dn_loss_iou: 0.3206, loss: 8.1443, grad_norm: 16.2864 2023-11-07 00:16:56,217 - mmdet - INFO - Epoch [12][900/3665] lr: 5.563e-07, eta: 0:37:52, time: 0.822, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2169, interm_loss_bbox: 0.1585, interm_loss_iou: 0.3853, loss_cls: 0.1765, loss_bbox: 0.1370, loss_iou: 0.3476, d0.loss_cls: 0.2316, d0.loss_bbox: 0.1406, d0.loss_iou: 0.3529, d1.loss_cls: 0.1965, d1.loss_bbox: 0.1398, d1.loss_iou: 0.3523, d2.loss_cls: 0.1856, d2.loss_bbox: 0.1376, d2.loss_iou: 0.3483, d3.loss_cls: 0.1798, d3.loss_bbox: 0.1368, d3.loss_iou: 0.3473, d4.loss_cls: 0.1774, d4.loss_bbox: 0.1370, d4.loss_iou: 0.3474, dn_loss_cls: 0.0205, dn_loss_bbox: 0.2004, dn_loss_iou: 0.3361, d0.dn_loss_cls: 0.0531, d0.dn_loss_bbox: 0.2919, d0.dn_loss_iou: 0.4425, d1.dn_loss_cls: 0.0296, d1.dn_loss_bbox: 0.2182, d1.dn_loss_iou: 0.3577, d2.dn_loss_cls: 0.0239, d2.dn_loss_bbox: 0.2033, d2.dn_loss_iou: 0.3407, d3.dn_loss_cls: 0.0219, d3.dn_loss_bbox: 0.2005, d3.dn_loss_iou: 0.3363, d4.dn_loss_cls: 0.0208, d4.dn_loss_bbox: 0.2004, d4.dn_loss_iou: 0.3360, loss: 8.4662, grad_norm: 15.0868 2023-11-07 00:17:37,766 - mmdet - INFO - Epoch [12][950/3665] lr: 5.563e-07, eta: 0:37:11, time: 0.831, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2164, interm_loss_bbox: 0.1613, interm_loss_iou: 0.3789, loss_cls: 0.1753, loss_bbox: 0.1404, loss_iou: 0.3416, d0.loss_cls: 0.2304, d0.loss_bbox: 0.1436, d0.loss_iou: 0.3493, d1.loss_cls: 0.1946, d1.loss_bbox: 0.1433, d1.loss_iou: 0.3472, d2.loss_cls: 0.1839, d2.loss_bbox: 0.1404, d2.loss_iou: 0.3432, d3.loss_cls: 0.1777, d3.loss_bbox: 0.1404, d3.loss_iou: 0.3424, d4.loss_cls: 0.1760, d4.loss_bbox: 0.1403, d4.loss_iou: 0.3418, dn_loss_cls: 0.0209, dn_loss_bbox: 0.2080, dn_loss_iou: 0.3317, d0.dn_loss_cls: 0.0544, d0.dn_loss_bbox: 0.3058, d0.dn_loss_iou: 0.4390, d1.dn_loss_cls: 0.0300, d1.dn_loss_bbox: 0.2274, d1.dn_loss_iou: 0.3544, d2.dn_loss_cls: 0.0243, d2.dn_loss_bbox: 0.2115, d2.dn_loss_iou: 0.3366, d3.dn_loss_cls: 0.0223, d3.dn_loss_bbox: 0.2080, d3.dn_loss_iou: 0.3319, d4.dn_loss_cls: 0.0212, d4.dn_loss_bbox: 0.2080, d4.dn_loss_iou: 0.3317, loss: 8.4756, grad_norm: 14.7050 2023-11-07 00:18:18,171 - mmdet - INFO - Epoch [12][1000/3665] lr: 5.563e-07, eta: 0:36:29, time: 0.808, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2169, interm_loss_bbox: 0.1575, interm_loss_iou: 0.3880, loss_cls: 0.1775, loss_bbox: 0.1379, loss_iou: 0.3508, d0.loss_cls: 0.2309, d0.loss_bbox: 0.1413, d0.loss_iou: 0.3586, d1.loss_cls: 0.1968, d1.loss_bbox: 0.1409, d1.loss_iou: 0.3561, d2.loss_cls: 0.1858, d2.loss_bbox: 0.1385, d2.loss_iou: 0.3513, d3.loss_cls: 0.1802, d3.loss_bbox: 0.1377, d3.loss_iou: 0.3508, d4.loss_cls: 0.1780, d4.loss_bbox: 0.1379, d4.loss_iou: 0.3510, dn_loss_cls: 0.0209, dn_loss_bbox: 0.2053, dn_loss_iou: 0.3394, d0.dn_loss_cls: 0.0554, d0.dn_loss_bbox: 0.2988, d0.dn_loss_iou: 0.4471, d1.dn_loss_cls: 0.0305, d1.dn_loss_bbox: 0.2235, d1.dn_loss_iou: 0.3619, d2.dn_loss_cls: 0.0244, d2.dn_loss_bbox: 0.2083, d2.dn_loss_iou: 0.3441, d3.dn_loss_cls: 0.0224, d3.dn_loss_bbox: 0.2054, d3.dn_loss_iou: 0.3396, d4.dn_loss_cls: 0.0211, d4.dn_loss_bbox: 0.2053, d4.dn_loss_iou: 0.3394, loss: 8.5573, grad_norm: 15.5172 2023-11-07 00:18:59,195 - mmdet - INFO - Epoch [12][1050/3665] lr: 5.563e-07, eta: 0:35:48, time: 0.820, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2185, interm_loss_bbox: 0.1569, interm_loss_iou: 0.3861, loss_cls: 0.1781, loss_bbox: 0.1354, loss_iou: 0.3503, d0.loss_cls: 0.2328, d0.loss_bbox: 0.1374, d0.loss_iou: 0.3551, d1.loss_cls: 0.1989, d1.loss_bbox: 0.1373, d1.loss_iou: 0.3544, d2.loss_cls: 0.1882, d2.loss_bbox: 0.1350, d2.loss_iou: 0.3498, d3.loss_cls: 0.1810, d3.loss_bbox: 0.1357, d3.loss_iou: 0.3501, d4.loss_cls: 0.1789, d4.loss_bbox: 0.1356, d4.loss_iou: 0.3504, dn_loss_cls: 0.0199, dn_loss_bbox: 0.1930, dn_loss_iou: 0.3344, d0.dn_loss_cls: 0.0540, d0.dn_loss_bbox: 0.2879, d0.dn_loss_iou: 0.4408, d1.dn_loss_cls: 0.0293, d1.dn_loss_bbox: 0.2116, d1.dn_loss_iou: 0.3566, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.1966, d2.dn_loss_iou: 0.3391, d3.dn_loss_cls: 0.0213, d3.dn_loss_bbox: 0.1932, d3.dn_loss_iou: 0.3346, d4.dn_loss_cls: 0.0202, d4.dn_loss_bbox: 0.1930, d4.dn_loss_iou: 0.3344, loss: 8.4288, grad_norm: 15.7133 2023-11-07 00:19:39,863 - mmdet - INFO - Epoch [12][1100/3665] lr: 5.563e-07, eta: 0:35:07, time: 0.813, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2129, interm_loss_bbox: 0.1618, interm_loss_iou: 0.3843, loss_cls: 0.1727, loss_bbox: 0.1403, loss_iou: 0.3463, d0.loss_cls: 0.2277, d0.loss_bbox: 0.1422, d0.loss_iou: 0.3517, d1.loss_cls: 0.1932, d1.loss_bbox: 0.1430, d1.loss_iou: 0.3509, d2.loss_cls: 0.1822, d2.loss_bbox: 0.1407, d2.loss_iou: 0.3468, d3.loss_cls: 0.1757, d3.loss_bbox: 0.1403, d3.loss_iou: 0.3464, d4.loss_cls: 0.1733, d4.loss_bbox: 0.1403, d4.loss_iou: 0.3462, dn_loss_cls: 0.0215, dn_loss_bbox: 0.2032, dn_loss_iou: 0.3338, d0.dn_loss_cls: 0.0555, d0.dn_loss_bbox: 0.2985, d0.dn_loss_iou: 0.4415, d1.dn_loss_cls: 0.0308, d1.dn_loss_bbox: 0.2224, d1.dn_loss_iou: 0.3570, d2.dn_loss_cls: 0.0251, d2.dn_loss_bbox: 0.2070, d2.dn_loss_iou: 0.3385, d3.dn_loss_cls: 0.0230, d3.dn_loss_bbox: 0.2035, d3.dn_loss_iou: 0.3341, d4.dn_loss_cls: 0.0218, d4.dn_loss_bbox: 0.2033, d4.dn_loss_iou: 0.3338, loss: 8.4731, grad_norm: 14.5799 2023-11-07 00:20:21,120 - mmdet - INFO - Epoch [12][1150/3665] lr: 5.563e-07, eta: 0:34:26, time: 0.825, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2134, interm_loss_bbox: 0.1597, interm_loss_iou: 0.3783, loss_cls: 0.1736, loss_bbox: 0.1353, loss_iou: 0.3397, d0.loss_cls: 0.2291, d0.loss_bbox: 0.1392, d0.loss_iou: 0.3461, d1.loss_cls: 0.1946, d1.loss_bbox: 0.1389, d1.loss_iou: 0.3434, d2.loss_cls: 0.1832, d2.loss_bbox: 0.1359, d2.loss_iou: 0.3405, d3.loss_cls: 0.1770, d3.loss_bbox: 0.1349, d3.loss_iou: 0.3395, d4.loss_cls: 0.1745, d4.loss_bbox: 0.1350, d4.loss_iou: 0.3394, dn_loss_cls: 0.0206, dn_loss_bbox: 0.2039, dn_loss_iou: 0.3311, d0.dn_loss_cls: 0.0551, d0.dn_loss_bbox: 0.3005, d0.dn_loss_iou: 0.4397, d1.dn_loss_cls: 0.0300, d1.dn_loss_bbox: 0.2229, d1.dn_loss_iou: 0.3530, d2.dn_loss_cls: 0.0240, d2.dn_loss_bbox: 0.2076, d2.dn_loss_iou: 0.3357, d3.dn_loss_cls: 0.0221, d3.dn_loss_bbox: 0.2042, d3.dn_loss_iou: 0.3314, d4.dn_loss_cls: 0.0209, d4.dn_loss_bbox: 0.2039, d4.dn_loss_iou: 0.3311, loss: 8.3886, grad_norm: 14.9201 2023-11-07 00:21:01,768 - mmdet - INFO - Epoch [12][1200/3665] lr: 5.563e-07, eta: 0:33:45, time: 0.813, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2122, interm_loss_bbox: 0.1619, interm_loss_iou: 0.3858, loss_cls: 0.1710, loss_bbox: 0.1404, loss_iou: 0.3491, d0.loss_cls: 0.2256, d0.loss_bbox: 0.1444, d0.loss_iou: 0.3551, d1.loss_cls: 0.1929, d1.loss_bbox: 0.1425, d1.loss_iou: 0.3516, d2.loss_cls: 0.1810, d2.loss_bbox: 0.1403, d2.loss_iou: 0.3490, d3.loss_cls: 0.1745, d3.loss_bbox: 0.1400, d3.loss_iou: 0.3485, d4.loss_cls: 0.1716, d4.loss_bbox: 0.1406, d4.loss_iou: 0.3488, dn_loss_cls: 0.0206, dn_loss_bbox: 0.2094, dn_loss_iou: 0.3357, d0.dn_loss_cls: 0.0536, d0.dn_loss_bbox: 0.3033, d0.dn_loss_iou: 0.4421, d1.dn_loss_cls: 0.0295, d1.dn_loss_bbox: 0.2273, d1.dn_loss_iou: 0.3582, d2.dn_loss_cls: 0.0237, d2.dn_loss_bbox: 0.2125, d2.dn_loss_iou: 0.3405, d3.dn_loss_cls: 0.0220, d3.dn_loss_bbox: 0.2095, d3.dn_loss_iou: 0.3359, d4.dn_loss_cls: 0.0208, d4.dn_loss_bbox: 0.2094, d4.dn_loss_iou: 0.3357, loss: 8.5164, grad_norm: 16.0872 2023-11-07 00:21:43,100 - mmdet - INFO - Epoch [12][1250/3665] lr: 5.563e-07, eta: 0:33:04, time: 0.827, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2125, interm_loss_bbox: 0.1600, interm_loss_iou: 0.3711, loss_cls: 0.1708, loss_bbox: 0.1393, loss_iou: 0.3340, d0.loss_cls: 0.2265, d0.loss_bbox: 0.1410, d0.loss_iou: 0.3398, d1.loss_cls: 0.1915, d1.loss_bbox: 0.1410, d1.loss_iou: 0.3377, d2.loss_cls: 0.1808, d2.loss_bbox: 0.1384, d2.loss_iou: 0.3332, d3.loss_cls: 0.1737, d3.loss_bbox: 0.1392, d3.loss_iou: 0.3339, d4.loss_cls: 0.1715, d4.loss_bbox: 0.1392, d4.loss_iou: 0.3339, dn_loss_cls: 0.0206, dn_loss_bbox: 0.2009, dn_loss_iou: 0.3249, d0.dn_loss_cls: 0.0535, d0.dn_loss_bbox: 0.2963, d0.dn_loss_iou: 0.4318, d1.dn_loss_cls: 0.0292, d1.dn_loss_bbox: 0.2201, d1.dn_loss_iou: 0.3471, d2.dn_loss_cls: 0.0236, d2.dn_loss_bbox: 0.2042, d2.dn_loss_iou: 0.3294, d3.dn_loss_cls: 0.0219, d3.dn_loss_bbox: 0.2010, d3.dn_loss_iou: 0.3251, d4.dn_loss_cls: 0.0207, d4.dn_loss_bbox: 0.2009, d4.dn_loss_iou: 0.3248, loss: 8.2849, grad_norm: 15.3811 2023-11-07 00:22:23,786 - mmdet - INFO - Epoch [12][1300/3665] lr: 5.563e-07, eta: 0:32:23, time: 0.814, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2102, interm_loss_bbox: 0.1628, interm_loss_iou: 0.3709, loss_cls: 0.1677, loss_bbox: 0.1438, loss_iou: 0.3370, d0.loss_cls: 0.2242, d0.loss_bbox: 0.1450, d0.loss_iou: 0.3416, d1.loss_cls: 0.1902, d1.loss_bbox: 0.1448, d1.loss_iou: 0.3392, d2.loss_cls: 0.1789, d2.loss_bbox: 0.1425, d2.loss_iou: 0.3361, d3.loss_cls: 0.1726, d3.loss_bbox: 0.1424, d3.loss_iou: 0.3353, d4.loss_cls: 0.1686, d4.loss_bbox: 0.1438, d4.loss_iou: 0.3366, dn_loss_cls: 0.0199, dn_loss_bbox: 0.2056, dn_loss_iou: 0.3323, d0.dn_loss_cls: 0.0527, d0.dn_loss_bbox: 0.2995, d0.dn_loss_iou: 0.4382, d1.dn_loss_cls: 0.0289, d1.dn_loss_bbox: 0.2230, d1.dn_loss_iou: 0.3545, d2.dn_loss_cls: 0.0232, d2.dn_loss_bbox: 0.2086, d2.dn_loss_iou: 0.3369, d3.dn_loss_cls: 0.0213, d3.dn_loss_bbox: 0.2057, d3.dn_loss_iou: 0.3326, d4.dn_loss_cls: 0.0202, d4.dn_loss_bbox: 0.2056, d4.dn_loss_iou: 0.3323, loss: 8.3747, grad_norm: 14.1920 2023-11-07 00:23:04,753 - mmdet - INFO - Epoch [12][1350/3665] lr: 5.563e-07, eta: 0:31:42, time: 0.819, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2154, interm_loss_bbox: 0.1526, interm_loss_iou: 0.3777, loss_cls: 0.1721, loss_bbox: 0.1314, loss_iou: 0.3429, d0.loss_cls: 0.2273, d0.loss_bbox: 0.1354, d0.loss_iou: 0.3486, d1.loss_cls: 0.1932, d1.loss_bbox: 0.1337, d1.loss_iou: 0.3466, d2.loss_cls: 0.1827, d2.loss_bbox: 0.1309, d2.loss_iou: 0.3420, d3.loss_cls: 0.1759, d3.loss_bbox: 0.1308, d3.loss_iou: 0.3415, d4.loss_cls: 0.1726, d4.loss_bbox: 0.1315, d4.loss_iou: 0.3428, dn_loss_cls: 0.0193, dn_loss_bbox: 0.1904, dn_loss_iou: 0.3304, d0.dn_loss_cls: 0.0519, d0.dn_loss_bbox: 0.2840, d0.dn_loss_iou: 0.4383, d1.dn_loss_cls: 0.0284, d1.dn_loss_bbox: 0.2091, d1.dn_loss_iou: 0.3536, d2.dn_loss_cls: 0.0226, d2.dn_loss_bbox: 0.1941, d2.dn_loss_iou: 0.3354, d3.dn_loss_cls: 0.0207, d3.dn_loss_bbox: 0.1907, d3.dn_loss_iou: 0.3308, d4.dn_loss_cls: 0.0195, d4.dn_loss_bbox: 0.1904, d4.dn_loss_iou: 0.3304, loss: 8.2677, grad_norm: 14.5043 2023-11-07 00:23:47,654 - mmdet - INFO - Epoch [12][1400/3665] lr: 5.563e-07, eta: 0:31:01, time: 0.858, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2146, interm_loss_bbox: 0.1621, interm_loss_iou: 0.3752, loss_cls: 0.1733, loss_bbox: 0.1415, loss_iou: 0.3384, d0.loss_cls: 0.2282, d0.loss_bbox: 0.1449, d0.loss_iou: 0.3453, d1.loss_cls: 0.1951, d1.loss_bbox: 0.1435, d1.loss_iou: 0.3427, d2.loss_cls: 0.1836, d2.loss_bbox: 0.1416, d2.loss_iou: 0.3391, d3.loss_cls: 0.1781, d3.loss_bbox: 0.1405, d3.loss_iou: 0.3374, d4.loss_cls: 0.1746, d4.loss_bbox: 0.1412, d4.loss_iou: 0.3381, dn_loss_cls: 0.0204, dn_loss_bbox: 0.2078, dn_loss_iou: 0.3307, d0.dn_loss_cls: 0.0543, d0.dn_loss_bbox: 0.3043, d0.dn_loss_iou: 0.4387, d1.dn_loss_cls: 0.0300, d1.dn_loss_bbox: 0.2270, d1.dn_loss_iou: 0.3537, d2.dn_loss_cls: 0.0241, d2.dn_loss_bbox: 0.2112, d2.dn_loss_iou: 0.3354, d3.dn_loss_cls: 0.0220, d3.dn_loss_bbox: 0.2081, d3.dn_loss_iou: 0.3309, d4.dn_loss_cls: 0.0208, d4.dn_loss_bbox: 0.2079, d4.dn_loss_iou: 0.3307, loss: 8.4369, grad_norm: 15.5237 2023-11-07 00:24:28,723 - mmdet - INFO - Epoch [12][1450/3665] lr: 5.563e-07, eta: 0:30:20, time: 0.821, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2118, interm_loss_bbox: 0.1616, interm_loss_iou: 0.3734, loss_cls: 0.1722, loss_bbox: 0.1413, loss_iou: 0.3376, d0.loss_cls: 0.2254, d0.loss_bbox: 0.1435, d0.loss_iou: 0.3426, d1.loss_cls: 0.1924, d1.loss_bbox: 0.1441, d1.loss_iou: 0.3418, d2.loss_cls: 0.1813, d2.loss_bbox: 0.1414, d2.loss_iou: 0.3374, d3.loss_cls: 0.1757, d3.loss_bbox: 0.1405, d3.loss_iou: 0.3365, d4.loss_cls: 0.1729, d4.loss_bbox: 0.1410, d4.loss_iou: 0.3372, dn_loss_cls: 0.0205, dn_loss_bbox: 0.2064, dn_loss_iou: 0.3249, d0.dn_loss_cls: 0.0542, d0.dn_loss_bbox: 0.3035, d0.dn_loss_iou: 0.4315, d1.dn_loss_cls: 0.0296, d1.dn_loss_bbox: 0.2253, d1.dn_loss_iou: 0.3475, d2.dn_loss_cls: 0.0240, d2.dn_loss_bbox: 0.2098, d2.dn_loss_iou: 0.3295, d3.dn_loss_cls: 0.0219, d3.dn_loss_bbox: 0.2066, d3.dn_loss_iou: 0.3252, d4.dn_loss_cls: 0.0207, d4.dn_loss_bbox: 0.2064, d4.dn_loss_iou: 0.3249, loss: 8.3642, grad_norm: 15.5682 2023-11-07 00:25:09,564 - mmdet - INFO - Epoch [12][1500/3665] lr: 5.563e-07, eta: 0:29:39, time: 0.817, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2099, interm_loss_bbox: 0.1574, interm_loss_iou: 0.3773, loss_cls: 0.1694, loss_bbox: 0.1380, loss_iou: 0.3447, d0.loss_cls: 0.2246, d0.loss_bbox: 0.1401, d0.loss_iou: 0.3480, d1.loss_cls: 0.1897, d1.loss_bbox: 0.1411, d1.loss_iou: 0.3475, d2.loss_cls: 0.1785, d2.loss_bbox: 0.1388, d2.loss_iou: 0.3441, d3.loss_cls: 0.1729, d3.loss_bbox: 0.1377, d3.loss_iou: 0.3439, d4.loss_cls: 0.1704, d4.loss_bbox: 0.1378, d4.loss_iou: 0.3443, dn_loss_cls: 0.0194, dn_loss_bbox: 0.2063, dn_loss_iou: 0.3290, d0.dn_loss_cls: 0.0523, d0.dn_loss_bbox: 0.2992, d0.dn_loss_iou: 0.4343, d1.dn_loss_cls: 0.0282, d1.dn_loss_bbox: 0.2238, d1.dn_loss_iou: 0.3506, d2.dn_loss_cls: 0.0226, d2.dn_loss_bbox: 0.2095, d2.dn_loss_iou: 0.3337, d3.dn_loss_cls: 0.0208, d3.dn_loss_bbox: 0.2065, d3.dn_loss_iou: 0.3292, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.2063, d4.dn_loss_iou: 0.3290, loss: 8.3766, grad_norm: 15.4461 2023-11-07 00:25:50,657 - mmdet - INFO - Epoch [12][1550/3665] lr: 5.563e-07, eta: 0:28:57, time: 0.822, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2118, interm_loss_bbox: 0.1597, interm_loss_iou: 0.3740, loss_cls: 0.1723, loss_bbox: 0.1397, loss_iou: 0.3393, d0.loss_cls: 0.2268, d0.loss_bbox: 0.1424, d0.loss_iou: 0.3453, d1.loss_cls: 0.1923, d1.loss_bbox: 0.1431, d1.loss_iou: 0.3438, d2.loss_cls: 0.1826, d2.loss_bbox: 0.1394, d2.loss_iou: 0.3385, d3.loss_cls: 0.1762, d3.loss_bbox: 0.1392, d3.loss_iou: 0.3383, d4.loss_cls: 0.1730, d4.loss_bbox: 0.1397, d4.loss_iou: 0.3392, dn_loss_cls: 0.0199, dn_loss_bbox: 0.2025, dn_loss_iou: 0.3226, d0.dn_loss_cls: 0.0538, d0.dn_loss_bbox: 0.2991, d0.dn_loss_iou: 0.4299, d1.dn_loss_cls: 0.0292, d1.dn_loss_bbox: 0.2213, d1.dn_loss_iou: 0.3449, d2.dn_loss_cls: 0.0234, d2.dn_loss_bbox: 0.2061, d2.dn_loss_iou: 0.3272, d3.dn_loss_cls: 0.0214, d3.dn_loss_bbox: 0.2026, d3.dn_loss_iou: 0.3229, d4.dn_loss_cls: 0.0202, d4.dn_loss_bbox: 0.2025, d4.dn_loss_iou: 0.3226, loss: 8.3288, grad_norm: 14.9018 2023-11-07 00:26:31,864 - mmdet - INFO - Epoch [12][1600/3665] lr: 5.563e-07, eta: 0:28:16, time: 0.824, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2083, interm_loss_bbox: 0.1570, interm_loss_iou: 0.3757, loss_cls: 0.1688, loss_bbox: 0.1345, loss_iou: 0.3400, d0.loss_cls: 0.2219, d0.loss_bbox: 0.1388, d0.loss_iou: 0.3463, d1.loss_cls: 0.1873, d1.loss_bbox: 0.1380, d1.loss_iou: 0.3455, d2.loss_cls: 0.1775, d2.loss_bbox: 0.1354, d2.loss_iou: 0.3408, d3.loss_cls: 0.1718, d3.loss_bbox: 0.1350, d3.loss_iou: 0.3400, d4.loss_cls: 0.1692, d4.loss_bbox: 0.1351, d4.loss_iou: 0.3404, dn_loss_cls: 0.0183, dn_loss_bbox: 0.1878, dn_loss_iou: 0.3214, d0.dn_loss_cls: 0.0508, d0.dn_loss_bbox: 0.2808, d0.dn_loss_iou: 0.4274, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2053, d1.dn_loss_iou: 0.3430, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.1905, d2.dn_loss_iou: 0.3258, d3.dn_loss_cls: 0.0195, d3.dn_loss_bbox: 0.1878, d3.dn_loss_iou: 0.3216, d4.dn_loss_cls: 0.0184, d4.dn_loss_bbox: 0.1878, d4.dn_loss_iou: 0.3214, loss: 8.1632, grad_norm: 15.0874 2023-11-07 00:27:13,503 - mmdet - INFO - Epoch [12][1650/3665] lr: 5.563e-07, eta: 0:27:35, time: 0.833, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2154, interm_loss_bbox: 0.1593, interm_loss_iou: 0.3811, loss_cls: 0.1757, loss_bbox: 0.1394, loss_iou: 0.3451, d0.loss_cls: 0.2305, d0.loss_bbox: 0.1418, d0.loss_iou: 0.3501, d1.loss_cls: 0.1981, d1.loss_bbox: 0.1404, d1.loss_iou: 0.3478, d2.loss_cls: 0.1853, d2.loss_bbox: 0.1392, d2.loss_iou: 0.3454, d3.loss_cls: 0.1794, d3.loss_bbox: 0.1389, d3.loss_iou: 0.3443, d4.loss_cls: 0.1765, d4.loss_bbox: 0.1393, d4.loss_iou: 0.3448, dn_loss_cls: 0.0207, dn_loss_bbox: 0.1998, dn_loss_iou: 0.3344, d0.dn_loss_cls: 0.0545, d0.dn_loss_bbox: 0.2935, d0.dn_loss_iou: 0.4408, d1.dn_loss_cls: 0.0299, d1.dn_loss_bbox: 0.2171, d1.dn_loss_iou: 0.3564, d2.dn_loss_cls: 0.0241, d2.dn_loss_bbox: 0.2028, d2.dn_loss_iou: 0.3392, d3.dn_loss_cls: 0.0221, d3.dn_loss_bbox: 0.2001, d3.dn_loss_iou: 0.3347, d4.dn_loss_cls: 0.0210, d4.dn_loss_bbox: 0.1998, d4.dn_loss_iou: 0.3344, loss: 8.4433, grad_norm: 16.0151 2023-11-07 00:27:56,556 - mmdet - INFO - Epoch [12][1700/3665] lr: 5.563e-07, eta: 0:26:54, time: 0.861, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2119, interm_loss_bbox: 0.1571, interm_loss_iou: 0.3777, loss_cls: 0.1712, loss_bbox: 0.1368, loss_iou: 0.3410, d0.loss_cls: 0.2246, d0.loss_bbox: 0.1396, d0.loss_iou: 0.3474, d1.loss_cls: 0.1924, d1.loss_bbox: 0.1380, d1.loss_iou: 0.3442, d2.loss_cls: 0.1814, d2.loss_bbox: 0.1366, d2.loss_iou: 0.3406, d3.loss_cls: 0.1754, d3.loss_bbox: 0.1359, d3.loss_iou: 0.3397, d4.loss_cls: 0.1725, d4.loss_bbox: 0.1362, d4.loss_iou: 0.3405, dn_loss_cls: 0.0200, dn_loss_bbox: 0.1983, dn_loss_iou: 0.3286, d0.dn_loss_cls: 0.0534, d0.dn_loss_bbox: 0.2900, d0.dn_loss_iou: 0.4339, d1.dn_loss_cls: 0.0289, d1.dn_loss_bbox: 0.2153, d1.dn_loss_iou: 0.3501, d2.dn_loss_cls: 0.0232, d2.dn_loss_bbox: 0.2016, d2.dn_loss_iou: 0.3332, d3.dn_loss_cls: 0.0213, d3.dn_loss_bbox: 0.1985, d3.dn_loss_iou: 0.3289, d4.dn_loss_cls: 0.0203, d4.dn_loss_bbox: 0.1983, d4.dn_loss_iou: 0.3286, loss: 8.3134, grad_norm: 14.1489 2023-11-07 00:28:37,464 - mmdet - INFO - Epoch [12][1750/3665] lr: 5.563e-07, eta: 0:26:13, time: 0.818, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2123, interm_loss_bbox: 0.1595, interm_loss_iou: 0.3705, loss_cls: 0.1720, loss_bbox: 0.1370, loss_iou: 0.3316, d0.loss_cls: 0.2250, d0.loss_bbox: 0.1422, d0.loss_iou: 0.3390, d1.loss_cls: 0.1913, d1.loss_bbox: 0.1397, d1.loss_iou: 0.3356, d2.loss_cls: 0.1809, d2.loss_bbox: 0.1370, d2.loss_iou: 0.3328, d3.loss_cls: 0.1754, d3.loss_bbox: 0.1366, d3.loss_iou: 0.3311, d4.loss_cls: 0.1723, d4.loss_bbox: 0.1373, d4.loss_iou: 0.3318, dn_loss_cls: 0.0209, dn_loss_bbox: 0.2066, dn_loss_iou: 0.3306, d0.dn_loss_cls: 0.0541, d0.dn_loss_bbox: 0.3021, d0.dn_loss_iou: 0.4371, d1.dn_loss_cls: 0.0300, d1.dn_loss_bbox: 0.2247, d1.dn_loss_iou: 0.3525, d2.dn_loss_cls: 0.0243, d2.dn_loss_bbox: 0.2099, d2.dn_loss_iou: 0.3350, d3.dn_loss_cls: 0.0225, d3.dn_loss_bbox: 0.2067, d3.dn_loss_iou: 0.3308, d4.dn_loss_cls: 0.0212, d4.dn_loss_bbox: 0.2065, d4.dn_loss_iou: 0.3306, loss: 8.3368, grad_norm: 15.2342 2023-11-07 00:29:18,723 - mmdet - INFO - Epoch [12][1800/3665] lr: 5.563e-07, eta: 0:25:32, time: 0.825, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2060, interm_loss_bbox: 0.1582, interm_loss_iou: 0.3680, loss_cls: 0.1658, loss_bbox: 0.1362, loss_iou: 0.3301, d0.loss_cls: 0.2189, d0.loss_bbox: 0.1400, d0.loss_iou: 0.3373, d1.loss_cls: 0.1855, d1.loss_bbox: 0.1396, d1.loss_iou: 0.3347, d2.loss_cls: 0.1752, d2.loss_bbox: 0.1361, d2.loss_iou: 0.3301, d3.loss_cls: 0.1689, d3.loss_bbox: 0.1356, d3.loss_iou: 0.3296, d4.loss_cls: 0.1669, d4.loss_bbox: 0.1360, d4.loss_iou: 0.3293, dn_loss_cls: 0.0190, dn_loss_bbox: 0.1949, dn_loss_iou: 0.3194, d0.dn_loss_cls: 0.0518, d0.dn_loss_bbox: 0.2887, d0.dn_loss_iou: 0.4262, d1.dn_loss_cls: 0.0279, d1.dn_loss_bbox: 0.2130, d1.dn_loss_iou: 0.3418, d2.dn_loss_cls: 0.0223, d2.dn_loss_bbox: 0.1979, d2.dn_loss_iou: 0.3239, d3.dn_loss_cls: 0.0203, d3.dn_loss_bbox: 0.1950, d3.dn_loss_iou: 0.3197, d4.dn_loss_cls: 0.0192, d4.dn_loss_bbox: 0.1949, d4.dn_loss_iou: 0.3194, loss: 8.1233, grad_norm: 14.6181 2023-11-07 00:29:59,300 - mmdet - INFO - Epoch [12][1850/3665] lr: 5.563e-07, eta: 0:24:51, time: 0.811, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2091, interm_loss_bbox: 0.1646, interm_loss_iou: 0.3671, loss_cls: 0.1689, loss_bbox: 0.1416, loss_iou: 0.3314, d0.loss_cls: 0.2223, d0.loss_bbox: 0.1461, d0.loss_iou: 0.3366, d1.loss_cls: 0.1885, d1.loss_bbox: 0.1458, d1.loss_iou: 0.3366, d2.loss_cls: 0.1780, d2.loss_bbox: 0.1423, d2.loss_iou: 0.3322, d3.loss_cls: 0.1716, d3.loss_bbox: 0.1423, d3.loss_iou: 0.3318, d4.loss_cls: 0.1697, d4.loss_bbox: 0.1419, d4.loss_iou: 0.3316, dn_loss_cls: 0.0198, dn_loss_bbox: 0.1986, dn_loss_iou: 0.3182, d0.dn_loss_cls: 0.0533, d0.dn_loss_bbox: 0.2961, d0.dn_loss_iou: 0.4232, d1.dn_loss_cls: 0.0290, d1.dn_loss_bbox: 0.2179, d1.dn_loss_iou: 0.3403, d2.dn_loss_cls: 0.0231, d2.dn_loss_bbox: 0.2022, d2.dn_loss_iou: 0.3229, d3.dn_loss_cls: 0.0213, d3.dn_loss_bbox: 0.1988, d3.dn_loss_iou: 0.3184, d4.dn_loss_cls: 0.0200, d4.dn_loss_bbox: 0.1986, d4.dn_loss_iou: 0.3182, loss: 8.2198, grad_norm: 14.9475 2023-11-07 00:30:40,049 - mmdet - INFO - Epoch [12][1900/3665] lr: 5.563e-07, eta: 0:24:10, time: 0.815, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2174, interm_loss_bbox: 0.1710, interm_loss_iou: 0.3866, loss_cls: 0.1791, loss_bbox: 0.1477, loss_iou: 0.3468, d0.loss_cls: 0.2325, d0.loss_bbox: 0.1518, d0.loss_iou: 0.3545, d1.loss_cls: 0.2003, d1.loss_bbox: 0.1505, d1.loss_iou: 0.3511, d2.loss_cls: 0.1888, d2.loss_bbox: 0.1474, d2.loss_iou: 0.3470, d3.loss_cls: 0.1829, d3.loss_bbox: 0.1474, d3.loss_iou: 0.3462, d4.loss_cls: 0.1797, d4.loss_bbox: 0.1478, d4.loss_iou: 0.3468, dn_loss_cls: 0.0198, dn_loss_bbox: 0.2099, dn_loss_iou: 0.3316, d0.dn_loss_cls: 0.0532, d0.dn_loss_bbox: 0.3062, d0.dn_loss_iou: 0.4374, d1.dn_loss_cls: 0.0288, d1.dn_loss_bbox: 0.2287, d1.dn_loss_iou: 0.3540, d2.dn_loss_cls: 0.0232, d2.dn_loss_bbox: 0.2136, d2.dn_loss_iou: 0.3366, d3.dn_loss_cls: 0.0213, d3.dn_loss_bbox: 0.2100, d3.dn_loss_iou: 0.3318, d4.dn_loss_cls: 0.0201, d4.dn_loss_bbox: 0.2099, d4.dn_loss_iou: 0.3316, loss: 8.5907, grad_norm: 16.3156 2023-11-07 00:31:20,751 - mmdet - INFO - Epoch [12][1950/3665] lr: 5.563e-07, eta: 0:23:29, time: 0.814, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2080, interm_loss_bbox: 0.1551, interm_loss_iou: 0.3709, loss_cls: 0.1663, loss_bbox: 0.1356, loss_iou: 0.3370, d0.loss_cls: 0.2209, d0.loss_bbox: 0.1373, d0.loss_iou: 0.3409, d1.loss_cls: 0.1867, d1.loss_bbox: 0.1378, d1.loss_iou: 0.3413, d2.loss_cls: 0.1764, d2.loss_bbox: 0.1350, d2.loss_iou: 0.3366, d3.loss_cls: 0.1693, d3.loss_bbox: 0.1352, d3.loss_iou: 0.3366, d4.loss_cls: 0.1673, d4.loss_bbox: 0.1352, d4.loss_iou: 0.3364, dn_loss_cls: 0.0190, dn_loss_bbox: 0.1913, dn_loss_iou: 0.3236, d0.dn_loss_cls: 0.0523, d0.dn_loss_bbox: 0.2869, d0.dn_loss_iou: 0.4304, d1.dn_loss_cls: 0.0281, d1.dn_loss_bbox: 0.2098, d1.dn_loss_iou: 0.3461, d2.dn_loss_cls: 0.0223, d2.dn_loss_bbox: 0.1952, d2.dn_loss_iou: 0.3286, d3.dn_loss_cls: 0.0204, d3.dn_loss_bbox: 0.1915, d3.dn_loss_iou: 0.3240, d4.dn_loss_cls: 0.0192, d4.dn_loss_bbox: 0.1912, d4.dn_loss_iou: 0.3236, loss: 8.1692, grad_norm: 16.2364 2023-11-07 00:32:02,544 - mmdet - INFO - Epoch [12][2000/3665] lr: 5.563e-07, eta: 0:22:48, time: 0.836, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2095, interm_loss_bbox: 0.1558, interm_loss_iou: 0.3777, loss_cls: 0.1666, loss_bbox: 0.1384, loss_iou: 0.3448, d0.loss_cls: 0.2220, d0.loss_bbox: 0.1408, d0.loss_iou: 0.3491, d1.loss_cls: 0.1873, d1.loss_bbox: 0.1400, d1.loss_iou: 0.3482, d2.loss_cls: 0.1763, d2.loss_bbox: 0.1384, d2.loss_iou: 0.3447, d3.loss_cls: 0.1697, d3.loss_bbox: 0.1388, d3.loss_iou: 0.3449, d4.loss_cls: 0.1672, d4.loss_bbox: 0.1387, d4.loss_iou: 0.3449, dn_loss_cls: 0.0191, dn_loss_bbox: 0.1933, dn_loss_iou: 0.3284, d0.dn_loss_cls: 0.0522, d0.dn_loss_bbox: 0.2832, d0.dn_loss_iou: 0.4328, d1.dn_loss_cls: 0.0274, d1.dn_loss_bbox: 0.2102, d1.dn_loss_iou: 0.3499, d2.dn_loss_cls: 0.0220, d2.dn_loss_bbox: 0.1965, d2.dn_loss_iou: 0.3329, d3.dn_loss_cls: 0.0203, d3.dn_loss_bbox: 0.1934, d3.dn_loss_iou: 0.3286, d4.dn_loss_cls: 0.0193, d4.dn_loss_bbox: 0.1933, d4.dn_loss_iou: 0.3284, loss: 8.2750, grad_norm: 14.9043 2023-11-07 00:32:43,390 - mmdet - INFO - Epoch [12][2050/3665] lr: 5.563e-07, eta: 0:22:07, time: 0.817, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2092, interm_loss_bbox: 0.1578, interm_loss_iou: 0.3730, loss_cls: 0.1669, loss_bbox: 0.1373, loss_iou: 0.3373, d0.loss_cls: 0.2209, d0.loss_bbox: 0.1411, d0.loss_iou: 0.3438, d1.loss_cls: 0.1863, d1.loss_bbox: 0.1402, d1.loss_iou: 0.3406, d2.loss_cls: 0.1758, d2.loss_bbox: 0.1368, d2.loss_iou: 0.3367, d3.loss_cls: 0.1709, d3.loss_bbox: 0.1360, d3.loss_iou: 0.3359, d4.loss_cls: 0.1682, d4.loss_bbox: 0.1365, d4.loss_iou: 0.3368, dn_loss_cls: 0.0197, dn_loss_bbox: 0.2008, dn_loss_iou: 0.3255, d0.dn_loss_cls: 0.0535, d0.dn_loss_bbox: 0.2985, d0.dn_loss_iou: 0.4319, d1.dn_loss_cls: 0.0287, d1.dn_loss_bbox: 0.2205, d1.dn_loss_iou: 0.3479, d2.dn_loss_cls: 0.0230, d2.dn_loss_bbox: 0.2040, d2.dn_loss_iou: 0.3299, d3.dn_loss_cls: 0.0210, d3.dn_loss_bbox: 0.2010, d3.dn_loss_iou: 0.3257, d4.dn_loss_cls: 0.0199, d4.dn_loss_bbox: 0.2008, d4.dn_loss_iou: 0.3255, loss: 8.2657, grad_norm: 15.6512 2023-11-07 00:33:23,782 - mmdet - INFO - Epoch [12][2100/3665] lr: 5.563e-07, eta: 0:21:26, time: 0.808, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2071, interm_loss_bbox: 0.1620, interm_loss_iou: 0.3745, loss_cls: 0.1660, loss_bbox: 0.1414, loss_iou: 0.3397, d0.loss_cls: 0.2218, d0.loss_bbox: 0.1439, d0.loss_iou: 0.3435, d1.loss_cls: 0.1871, d1.loss_bbox: 0.1432, d1.loss_iou: 0.3420, d2.loss_cls: 0.1755, d2.loss_bbox: 0.1409, d2.loss_iou: 0.3396, d3.loss_cls: 0.1689, d3.loss_bbox: 0.1404, d3.loss_iou: 0.3393, d4.loss_cls: 0.1664, d4.loss_bbox: 0.1413, d4.loss_iou: 0.3395, dn_loss_cls: 0.0184, dn_loss_bbox: 0.1986, dn_loss_iou: 0.3247, d0.dn_loss_cls: 0.0517, d0.dn_loss_bbox: 0.2950, d0.dn_loss_iou: 0.4316, d1.dn_loss_cls: 0.0274, d1.dn_loss_bbox: 0.2176, d1.dn_loss_iou: 0.3472, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.2019, d2.dn_loss_iou: 0.3295, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.1988, d3.dn_loss_iou: 0.3250, d4.dn_loss_cls: 0.0185, d4.dn_loss_bbox: 0.1986, d4.dn_loss_iou: 0.3247, loss: 8.2744, grad_norm: 14.8701 2023-11-07 00:34:05,729 - mmdet - INFO - Epoch [12][2150/3665] lr: 5.563e-07, eta: 0:20:44, time: 0.839, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2139, interm_loss_bbox: 0.1550, interm_loss_iou: 0.3781, loss_cls: 0.1739, loss_bbox: 0.1362, loss_iou: 0.3419, d0.loss_cls: 0.2267, d0.loss_bbox: 0.1396, d0.loss_iou: 0.3485, d1.loss_cls: 0.1921, d1.loss_bbox: 0.1389, d1.loss_iou: 0.3465, d2.loss_cls: 0.1834, d2.loss_bbox: 0.1352, d2.loss_iou: 0.3416, d3.loss_cls: 0.1770, d3.loss_bbox: 0.1355, d3.loss_iou: 0.3414, d4.loss_cls: 0.1746, d4.loss_bbox: 0.1360, d4.loss_iou: 0.3416, dn_loss_cls: 0.0203, dn_loss_bbox: 0.1886, dn_loss_iou: 0.3253, d0.dn_loss_cls: 0.0536, d0.dn_loss_bbox: 0.2798, d0.dn_loss_iou: 0.4292, d1.dn_loss_cls: 0.0294, d1.dn_loss_bbox: 0.2068, d1.dn_loss_iou: 0.3471, d2.dn_loss_cls: 0.0236, d2.dn_loss_bbox: 0.1920, d2.dn_loss_iou: 0.3300, d3.dn_loss_cls: 0.0215, d3.dn_loss_bbox: 0.1888, d3.dn_loss_iou: 0.3256, d4.dn_loss_cls: 0.0204, d4.dn_loss_bbox: 0.1886, d4.dn_loss_iou: 0.3253, loss: 8.2536, grad_norm: 14.9937 2023-11-07 00:34:47,749 - mmdet - INFO - Epoch [12][2200/3665] lr: 5.563e-07, eta: 0:20:03, time: 0.840, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2136, interm_loss_bbox: 0.1581, interm_loss_iou: 0.3815, loss_cls: 0.1732, loss_bbox: 0.1389, loss_iou: 0.3464, d0.loss_cls: 0.2265, d0.loss_bbox: 0.1411, d0.loss_iou: 0.3522, d1.loss_cls: 0.1925, d1.loss_bbox: 0.1417, d1.loss_iou: 0.3516, d2.loss_cls: 0.1822, d2.loss_bbox: 0.1389, d2.loss_iou: 0.3472, d3.loss_cls: 0.1767, d3.loss_bbox: 0.1386, d3.loss_iou: 0.3458, d4.loss_cls: 0.1736, d4.loss_bbox: 0.1389, d4.loss_iou: 0.3465, dn_loss_cls: 0.0191, dn_loss_bbox: 0.1944, dn_loss_iou: 0.3339, d0.dn_loss_cls: 0.0520, d0.dn_loss_bbox: 0.2844, d0.dn_loss_iou: 0.4379, d1.dn_loss_cls: 0.0281, d1.dn_loss_bbox: 0.2117, d1.dn_loss_iou: 0.3556, d2.dn_loss_cls: 0.0223, d2.dn_loss_bbox: 0.1975, d2.dn_loss_iou: 0.3384, d3.dn_loss_cls: 0.0204, d3.dn_loss_bbox: 0.1946, d3.dn_loss_iou: 0.3342, d4.dn_loss_cls: 0.0193, d4.dn_loss_bbox: 0.1944, d4.dn_loss_iou: 0.3339, loss: 8.3777, grad_norm: 15.3066 2023-11-07 00:35:28,556 - mmdet - INFO - Epoch [12][2250/3665] lr: 5.563e-07, eta: 0:19:22, time: 0.816, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2136, interm_loss_bbox: 0.1623, interm_loss_iou: 0.3783, loss_cls: 0.1733, loss_bbox: 0.1416, loss_iou: 0.3447, d0.loss_cls: 0.2259, d0.loss_bbox: 0.1441, d0.loss_iou: 0.3487, d1.loss_cls: 0.1919, d1.loss_bbox: 0.1444, d1.loss_iou: 0.3480, d2.loss_cls: 0.1817, d2.loss_bbox: 0.1416, d2.loss_iou: 0.3455, d3.loss_cls: 0.1768, d3.loss_bbox: 0.1410, d3.loss_iou: 0.3440, d4.loss_cls: 0.1742, d4.loss_bbox: 0.1415, d4.loss_iou: 0.3447, dn_loss_cls: 0.0196, dn_loss_bbox: 0.2025, dn_loss_iou: 0.3267, d0.dn_loss_cls: 0.0530, d0.dn_loss_bbox: 0.2995, d0.dn_loss_iou: 0.4341, d1.dn_loss_cls: 0.0285, d1.dn_loss_bbox: 0.2211, d1.dn_loss_iou: 0.3488, d2.dn_loss_cls: 0.0229, d2.dn_loss_bbox: 0.2061, d2.dn_loss_iou: 0.3317, d3.dn_loss_cls: 0.0210, d3.dn_loss_bbox: 0.2027, d3.dn_loss_iou: 0.3269, d4.dn_loss_cls: 0.0199, d4.dn_loss_bbox: 0.2025, d4.dn_loss_iou: 0.3267, loss: 8.4020, grad_norm: 15.2615 2023-11-07 00:36:09,230 - mmdet - INFO - Epoch [12][2300/3665] lr: 5.563e-07, eta: 0:18:41, time: 0.813, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2119, interm_loss_bbox: 0.1533, interm_loss_iou: 0.3751, loss_cls: 0.1719, loss_bbox: 0.1349, loss_iou: 0.3420, d0.loss_cls: 0.2259, d0.loss_bbox: 0.1368, d0.loss_iou: 0.3472, d1.loss_cls: 0.1906, d1.loss_bbox: 0.1382, d1.loss_iou: 0.3468, d2.loss_cls: 0.1806, d2.loss_bbox: 0.1354, d2.loss_iou: 0.3435, d3.loss_cls: 0.1744, d3.loss_bbox: 0.1349, d3.loss_iou: 0.3421, d4.loss_cls: 0.1725, d4.loss_bbox: 0.1347, d4.loss_iou: 0.3424, dn_loss_cls: 0.0196, dn_loss_bbox: 0.1946, dn_loss_iou: 0.3287, d0.dn_loss_cls: 0.0530, d0.dn_loss_bbox: 0.2865, d0.dn_loss_iou: 0.4350, d1.dn_loss_cls: 0.0289, d1.dn_loss_bbox: 0.2130, d1.dn_loss_iou: 0.3515, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.1977, d2.dn_loss_iou: 0.3335, d3.dn_loss_cls: 0.0210, d3.dn_loss_bbox: 0.1947, d3.dn_loss_iou: 0.3288, d4.dn_loss_cls: 0.0199, d4.dn_loss_bbox: 0.1946, d4.dn_loss_iou: 0.3287, loss: 8.2880, grad_norm: 14.1371 2023-11-07 00:36:50,298 - mmdet - INFO - Epoch [12][2350/3665] lr: 5.563e-07, eta: 0:18:00, time: 0.821, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2088, interm_loss_bbox: 0.1569, interm_loss_iou: 0.3746, loss_cls: 0.1693, loss_bbox: 0.1377, loss_iou: 0.3392, d0.loss_cls: 0.2215, d0.loss_bbox: 0.1401, d0.loss_iou: 0.3460, d1.loss_cls: 0.1874, d1.loss_bbox: 0.1403, d1.loss_iou: 0.3438, d2.loss_cls: 0.1770, d2.loss_bbox: 0.1382, d2.loss_iou: 0.3399, d3.loss_cls: 0.1716, d3.loss_bbox: 0.1379, d3.loss_iou: 0.3398, d4.loss_cls: 0.1700, d4.loss_bbox: 0.1376, d4.loss_iou: 0.3392, dn_loss_cls: 0.0193, dn_loss_bbox: 0.1958, dn_loss_iou: 0.3254, d0.dn_loss_cls: 0.0525, d0.dn_loss_bbox: 0.2863, d0.dn_loss_iou: 0.4290, d1.dn_loss_cls: 0.0282, d1.dn_loss_bbox: 0.2134, d1.dn_loss_iou: 0.3471, d2.dn_loss_cls: 0.0225, d2.dn_loss_bbox: 0.1987, d2.dn_loss_iou: 0.3298, d3.dn_loss_cls: 0.0207, d3.dn_loss_bbox: 0.1959, d3.dn_loss_iou: 0.3256, d4.dn_loss_cls: 0.0195, d4.dn_loss_bbox: 0.1958, d4.dn_loss_iou: 0.3254, loss: 8.2476, grad_norm: 15.2812 2023-11-07 00:37:31,418 - mmdet - INFO - Epoch [12][2400/3665] lr: 5.563e-07, eta: 0:17:19, time: 0.822, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2084, interm_loss_bbox: 0.1614, interm_loss_iou: 0.3730, loss_cls: 0.1686, loss_bbox: 0.1424, loss_iou: 0.3408, d0.loss_cls: 0.2221, d0.loss_bbox: 0.1438, d0.loss_iou: 0.3447, d1.loss_cls: 0.1885, d1.loss_bbox: 0.1438, d1.loss_iou: 0.3435, d2.loss_cls: 0.1776, d2.loss_bbox: 0.1416, d2.loss_iou: 0.3407, d3.loss_cls: 0.1719, d3.loss_bbox: 0.1417, d3.loss_iou: 0.3401, d4.loss_cls: 0.1695, d4.loss_bbox: 0.1420, d4.loss_iou: 0.3405, dn_loss_cls: 0.0199, dn_loss_bbox: 0.2048, dn_loss_iou: 0.3319, d0.dn_loss_cls: 0.0542, d0.dn_loss_bbox: 0.3016, d0.dn_loss_iou: 0.4391, d1.dn_loss_cls: 0.0290, d1.dn_loss_bbox: 0.2236, d1.dn_loss_iou: 0.3541, d2.dn_loss_cls: 0.0231, d2.dn_loss_bbox: 0.2084, d2.dn_loss_iou: 0.3366, d3.dn_loss_cls: 0.0213, d3.dn_loss_bbox: 0.2050, d3.dn_loss_iou: 0.3322, d4.dn_loss_cls: 0.0201, d4.dn_loss_bbox: 0.2049, d4.dn_loss_iou: 0.3319, loss: 8.3881, grad_norm: 14.4715 2023-11-07 00:38:12,187 - mmdet - INFO - Epoch [12][2450/3665] lr: 5.563e-07, eta: 0:16:38, time: 0.815, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2093, interm_loss_bbox: 0.1553, interm_loss_iou: 0.3778, loss_cls: 0.1692, loss_bbox: 0.1362, loss_iou: 0.3452, d0.loss_cls: 0.2219, d0.loss_bbox: 0.1405, d0.loss_iou: 0.3517, d1.loss_cls: 0.1886, d1.loss_bbox: 0.1398, d1.loss_iou: 0.3503, d2.loss_cls: 0.1773, d2.loss_bbox: 0.1369, d2.loss_iou: 0.3468, d3.loss_cls: 0.1713, d3.loss_bbox: 0.1365, d3.loss_iou: 0.3462, d4.loss_cls: 0.1696, d4.loss_bbox: 0.1361, d4.loss_iou: 0.3456, dn_loss_cls: 0.0189, dn_loss_bbox: 0.1987, dn_loss_iou: 0.3322, d0.dn_loss_cls: 0.0526, d0.dn_loss_bbox: 0.2949, d0.dn_loss_iou: 0.4383, d1.dn_loss_cls: 0.0280, d1.dn_loss_bbox: 0.2171, d1.dn_loss_iou: 0.3540, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.2015, d2.dn_loss_iou: 0.3366, d3.dn_loss_cls: 0.0203, d3.dn_loss_bbox: 0.1989, d3.dn_loss_iou: 0.3324, d4.dn_loss_cls: 0.0191, d4.dn_loss_bbox: 0.1987, d4.dn_loss_iou: 0.3321, loss: 8.3486, grad_norm: 15.5197 2023-11-07 00:38:53,636 - mmdet - INFO - Epoch [12][2500/3665] lr: 5.563e-07, eta: 0:15:57, time: 0.829, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2164, interm_loss_bbox: 0.1603, interm_loss_iou: 0.3839, loss_cls: 0.1764, loss_bbox: 0.1398, loss_iou: 0.3478, d0.loss_cls: 0.2299, d0.loss_bbox: 0.1425, d0.loss_iou: 0.3538, d1.loss_cls: 0.1967, d1.loss_bbox: 0.1425, d1.loss_iou: 0.3534, d2.loss_cls: 0.1856, d2.loss_bbox: 0.1402, d2.loss_iou: 0.3495, d3.loss_cls: 0.1801, d3.loss_bbox: 0.1389, d3.loss_iou: 0.3472, d4.loss_cls: 0.1779, d4.loss_bbox: 0.1391, d4.loss_iou: 0.3472, dn_loss_cls: 0.0209, dn_loss_bbox: 0.2021, dn_loss_iou: 0.3370, d0.dn_loss_cls: 0.0546, d0.dn_loss_bbox: 0.2950, d0.dn_loss_iou: 0.4441, d1.dn_loss_cls: 0.0302, d1.dn_loss_bbox: 0.2191, d1.dn_loss_iou: 0.3591, d2.dn_loss_cls: 0.0243, d2.dn_loss_bbox: 0.2052, d2.dn_loss_iou: 0.3418, d3.dn_loss_cls: 0.0222, d3.dn_loss_bbox: 0.2022, d3.dn_loss_iou: 0.3373, d4.dn_loss_cls: 0.0211, d4.dn_loss_bbox: 0.2021, d4.dn_loss_iou: 0.3370, loss: 8.5042, grad_norm: 14.4387 2023-11-07 00:39:34,757 - mmdet - INFO - Epoch [12][2550/3665] lr: 5.563e-07, eta: 0:15:16, time: 0.822, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2084, interm_loss_bbox: 0.1571, interm_loss_iou: 0.3772, loss_cls: 0.1691, loss_bbox: 0.1399, loss_iou: 0.3452, d0.loss_cls: 0.2208, d0.loss_bbox: 0.1418, d0.loss_iou: 0.3498, d1.loss_cls: 0.1875, d1.loss_bbox: 0.1425, d1.loss_iou: 0.3492, d2.loss_cls: 0.1773, d2.loss_bbox: 0.1399, d2.loss_iou: 0.3461, d3.loss_cls: 0.1722, d3.loss_bbox: 0.1396, d3.loss_iou: 0.3449, d4.loss_cls: 0.1699, d4.loss_bbox: 0.1398, d4.loss_iou: 0.3454, dn_loss_cls: 0.0185, dn_loss_bbox: 0.1981, dn_loss_iou: 0.3226, d0.dn_loss_cls: 0.0516, d0.dn_loss_bbox: 0.2881, d0.dn_loss_iou: 0.4273, d1.dn_loss_cls: 0.0274, d1.dn_loss_bbox: 0.2152, d1.dn_loss_iou: 0.3441, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.2009, d2.dn_loss_iou: 0.3271, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.1982, d3.dn_loss_iou: 0.3228, d4.dn_loss_cls: 0.0187, d4.dn_loss_bbox: 0.1981, d4.dn_loss_iou: 0.3226, loss: 8.2867, grad_norm: 14.7004 2023-11-07 00:40:15,552 - mmdet - INFO - Epoch [12][2600/3665] lr: 5.563e-07, eta: 0:14:35, time: 0.816, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2117, interm_loss_bbox: 0.1602, interm_loss_iou: 0.3799, loss_cls: 0.1718, loss_bbox: 0.1397, loss_iou: 0.3448, d0.loss_cls: 0.2234, d0.loss_bbox: 0.1437, d0.loss_iou: 0.3516, d1.loss_cls: 0.1910, d1.loss_bbox: 0.1429, d1.loss_iou: 0.3493, d2.loss_cls: 0.1801, d2.loss_bbox: 0.1400, d2.loss_iou: 0.3458, d3.loss_cls: 0.1739, d3.loss_bbox: 0.1398, d3.loss_iou: 0.3449, d4.loss_cls: 0.1723, d4.loss_bbox: 0.1399, d4.loss_iou: 0.3451, dn_loss_cls: 0.0197, dn_loss_bbox: 0.2030, dn_loss_iou: 0.3303, d0.dn_loss_cls: 0.0534, d0.dn_loss_bbox: 0.2980, d0.dn_loss_iou: 0.4380, d1.dn_loss_cls: 0.0289, d1.dn_loss_bbox: 0.2206, d1.dn_loss_iou: 0.3528, d2.dn_loss_cls: 0.0230, d2.dn_loss_bbox: 0.2058, d2.dn_loss_iou: 0.3351, d3.dn_loss_cls: 0.0213, d3.dn_loss_bbox: 0.2030, d3.dn_loss_iou: 0.3305, d4.dn_loss_cls: 0.0200, d4.dn_loss_bbox: 0.2030, d4.dn_loss_iou: 0.3302, loss: 8.4086, grad_norm: 14.8192 2023-11-07 00:40:57,601 - mmdet - INFO - Epoch [12][2650/3665] lr: 5.563e-07, eta: 0:13:54, time: 0.841, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2078, interm_loss_bbox: 0.1611, interm_loss_iou: 0.3637, loss_cls: 0.1675, loss_bbox: 0.1403, loss_iou: 0.3278, d0.loss_cls: 0.2206, d0.loss_bbox: 0.1442, d0.loss_iou: 0.3348, d1.loss_cls: 0.1864, d1.loss_bbox: 0.1434, d1.loss_iou: 0.3328, d2.loss_cls: 0.1761, d2.loss_bbox: 0.1409, d2.loss_iou: 0.3282, d3.loss_cls: 0.1706, d3.loss_bbox: 0.1401, d3.loss_iou: 0.3271, d4.loss_cls: 0.1684, d4.loss_bbox: 0.1403, d4.loss_iou: 0.3274, dn_loss_cls: 0.0192, dn_loss_bbox: 0.2068, dn_loss_iou: 0.3212, d0.dn_loss_cls: 0.0515, d0.dn_loss_bbox: 0.3019, d0.dn_loss_iou: 0.4261, d1.dn_loss_cls: 0.0280, d1.dn_loss_bbox: 0.2253, d1.dn_loss_iou: 0.3434, d2.dn_loss_cls: 0.0224, d2.dn_loss_bbox: 0.2102, d2.dn_loss_iou: 0.3261, d3.dn_loss_cls: 0.0205, d3.dn_loss_bbox: 0.2070, d3.dn_loss_iou: 0.3215, d4.dn_loss_cls: 0.0195, d4.dn_loss_bbox: 0.2068, d4.dn_loss_iou: 0.3212, loss: 8.2281, grad_norm: 14.9983 2023-11-07 00:41:38,730 - mmdet - INFO - Epoch [12][2700/3665] lr: 5.563e-07, eta: 0:13:13, time: 0.823, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2106, interm_loss_bbox: 0.1605, interm_loss_iou: 0.3737, loss_cls: 0.1691, loss_bbox: 0.1396, loss_iou: 0.3402, d0.loss_cls: 0.2230, d0.loss_bbox: 0.1419, d0.loss_iou: 0.3441, d1.loss_cls: 0.1894, d1.loss_bbox: 0.1424, d1.loss_iou: 0.3437, d2.loss_cls: 0.1780, d2.loss_bbox: 0.1393, d2.loss_iou: 0.3400, d3.loss_cls: 0.1728, d3.loss_bbox: 0.1385, d3.loss_iou: 0.3394, d4.loss_cls: 0.1704, d4.loss_bbox: 0.1391, d4.loss_iou: 0.3395, dn_loss_cls: 0.0198, dn_loss_bbox: 0.1974, dn_loss_iou: 0.3297, d0.dn_loss_cls: 0.0533, d0.dn_loss_bbox: 0.2916, d0.dn_loss_iou: 0.4359, d1.dn_loss_cls: 0.0292, d1.dn_loss_bbox: 0.2156, d1.dn_loss_iou: 0.3520, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.2009, d2.dn_loss_iou: 0.3344, d3.dn_loss_cls: 0.0215, d3.dn_loss_bbox: 0.1976, d3.dn_loss_iou: 0.3300, d4.dn_loss_cls: 0.0202, d4.dn_loss_bbox: 0.1974, d4.dn_loss_iou: 0.3297, loss: 8.3148, grad_norm: 15.9274 2023-11-07 00:42:19,492 - mmdet - INFO - Epoch [12][2750/3665] lr: 5.563e-07, eta: 0:12:31, time: 0.815, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2127, interm_loss_bbox: 0.1657, interm_loss_iou: 0.3753, loss_cls: 0.1726, loss_bbox: 0.1444, loss_iou: 0.3392, d0.loss_cls: 0.2257, d0.loss_bbox: 0.1471, d0.loss_iou: 0.3457, d1.loss_cls: 0.1930, d1.loss_bbox: 0.1459, d1.loss_iou: 0.3429, d2.loss_cls: 0.1823, d2.loss_bbox: 0.1442, d2.loss_iou: 0.3395, d3.loss_cls: 0.1760, d3.loss_bbox: 0.1444, d3.loss_iou: 0.3386, d4.loss_cls: 0.1733, d4.loss_bbox: 0.1444, d4.loss_iou: 0.3390, dn_loss_cls: 0.0204, dn_loss_bbox: 0.2007, dn_loss_iou: 0.3288, d0.dn_loss_cls: 0.0553, d0.dn_loss_bbox: 0.3033, d0.dn_loss_iou: 0.4403, d1.dn_loss_cls: 0.0298, d1.dn_loss_bbox: 0.2217, d1.dn_loss_iou: 0.3528, d2.dn_loss_cls: 0.0239, d2.dn_loss_bbox: 0.2049, d2.dn_loss_iou: 0.3340, d3.dn_loss_cls: 0.0219, d3.dn_loss_bbox: 0.2009, d3.dn_loss_iou: 0.3290, d4.dn_loss_cls: 0.0207, d4.dn_loss_bbox: 0.2007, d4.dn_loss_iou: 0.3288, loss: 8.4098, grad_norm: 16.2325 2023-11-07 00:43:00,622 - mmdet - INFO - Epoch [12][2800/3665] lr: 5.563e-07, eta: 0:11:50, time: 0.823, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2113, interm_loss_bbox: 0.1595, interm_loss_iou: 0.3764, loss_cls: 0.1716, loss_bbox: 0.1384, loss_iou: 0.3419, d0.loss_cls: 0.2232, d0.loss_bbox: 0.1426, d0.loss_iou: 0.3482, d1.loss_cls: 0.1899, d1.loss_bbox: 0.1420, d1.loss_iou: 0.3468, d2.loss_cls: 0.1802, d2.loss_bbox: 0.1388, d2.loss_iou: 0.3429, d3.loss_cls: 0.1741, d3.loss_bbox: 0.1383, d3.loss_iou: 0.3419, d4.loss_cls: 0.1718, d4.loss_bbox: 0.1385, d4.loss_iou: 0.3425, dn_loss_cls: 0.0194, dn_loss_bbox: 0.1984, dn_loss_iou: 0.3282, d0.dn_loss_cls: 0.0536, d0.dn_loss_bbox: 0.2925, d0.dn_loss_iou: 0.4340, d1.dn_loss_cls: 0.0290, d1.dn_loss_bbox: 0.2167, d1.dn_loss_iou: 0.3507, d2.dn_loss_cls: 0.0229, d2.dn_loss_bbox: 0.2017, d2.dn_loss_iou: 0.3331, d3.dn_loss_cls: 0.0209, d3.dn_loss_bbox: 0.1986, d3.dn_loss_iou: 0.3285, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.1984, d4.dn_loss_iou: 0.3282, loss: 8.3354, grad_norm: 15.4808 2023-11-07 00:43:41,424 - mmdet - INFO - Epoch [12][2850/3665] lr: 5.563e-07, eta: 0:11:09, time: 0.816, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2130, interm_loss_bbox: 0.1605, interm_loss_iou: 0.3853, loss_cls: 0.1743, loss_bbox: 0.1402, loss_iou: 0.3486, d0.loss_cls: 0.2257, d0.loss_bbox: 0.1439, d0.loss_iou: 0.3573, d1.loss_cls: 0.1938, d1.loss_bbox: 0.1435, d1.loss_iou: 0.3535, d2.loss_cls: 0.1842, d2.loss_bbox: 0.1403, d2.loss_iou: 0.3490, d3.loss_cls: 0.1779, d3.loss_bbox: 0.1400, d3.loss_iou: 0.3481, d4.loss_cls: 0.1760, d4.loss_bbox: 0.1392, d4.loss_iou: 0.3478, dn_loss_cls: 0.0198, dn_loss_bbox: 0.1999, dn_loss_iou: 0.3305, d0.dn_loss_cls: 0.0528, d0.dn_loss_bbox: 0.2938, d0.dn_loss_iou: 0.4360, d1.dn_loss_cls: 0.0290, d1.dn_loss_bbox: 0.2184, d1.dn_loss_iou: 0.3522, d2.dn_loss_cls: 0.0232, d2.dn_loss_bbox: 0.2031, d2.dn_loss_iou: 0.3348, d3.dn_loss_cls: 0.0211, d3.dn_loss_bbox: 0.2000, d3.dn_loss_iou: 0.3307, d4.dn_loss_cls: 0.0201, d4.dn_loss_bbox: 0.1999, d4.dn_loss_iou: 0.3305, loss: 8.4380, grad_norm: 14.5602 2023-11-07 00:44:22,720 - mmdet - INFO - Epoch [12][2900/3665] lr: 5.563e-07, eta: 0:10:28, time: 0.826, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2063, interm_loss_bbox: 0.1579, interm_loss_iou: 0.3735, loss_cls: 0.1650, loss_bbox: 0.1393, loss_iou: 0.3406, d0.loss_cls: 0.2190, d0.loss_bbox: 0.1411, d0.loss_iou: 0.3448, d1.loss_cls: 0.1851, d1.loss_bbox: 0.1409, d1.loss_iou: 0.3440, d2.loss_cls: 0.1745, d2.loss_bbox: 0.1392, d2.loss_iou: 0.3401, d3.loss_cls: 0.1678, d3.loss_bbox: 0.1396, d3.loss_iou: 0.3403, d4.loss_cls: 0.1658, d4.loss_bbox: 0.1394, d4.loss_iou: 0.3404, dn_loss_cls: 0.0184, dn_loss_bbox: 0.1996, dn_loss_iou: 0.3298, d0.dn_loss_cls: 0.0525, d0.dn_loss_bbox: 0.2937, d0.dn_loss_iou: 0.4369, d1.dn_loss_cls: 0.0276, d1.dn_loss_bbox: 0.2176, d1.dn_loss_iou: 0.3525, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.2027, d2.dn_loss_iou: 0.3344, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.1998, d3.dn_loss_iou: 0.3300, d4.dn_loss_cls: 0.0187, d4.dn_loss_bbox: 0.1996, d4.dn_loss_iou: 0.3298, loss: 8.2897, grad_norm: 15.5847 2023-11-07 00:45:03,303 - mmdet - INFO - Epoch [12][2950/3665] lr: 5.563e-07, eta: 0:09:47, time: 0.811, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2145, interm_loss_bbox: 0.1604, interm_loss_iou: 0.3798, loss_cls: 0.1736, loss_bbox: 0.1402, loss_iou: 0.3434, d0.loss_cls: 0.2255, d0.loss_bbox: 0.1441, d0.loss_iou: 0.3507, d1.loss_cls: 0.1931, d1.loss_bbox: 0.1431, d1.loss_iou: 0.3482, d2.loss_cls: 0.1822, d2.loss_bbox: 0.1407, d2.loss_iou: 0.3441, d3.loss_cls: 0.1763, d3.loss_bbox: 0.1400, d3.loss_iou: 0.3436, d4.loss_cls: 0.1741, d4.loss_bbox: 0.1401, d4.loss_iou: 0.3435, dn_loss_cls: 0.0201, dn_loss_bbox: 0.1946, dn_loss_iou: 0.3289, d0.dn_loss_cls: 0.0538, d0.dn_loss_bbox: 0.2914, d0.dn_loss_iou: 0.4372, d1.dn_loss_cls: 0.0294, d1.dn_loss_bbox: 0.2138, d1.dn_loss_iou: 0.3518, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.1982, d2.dn_loss_iou: 0.3337, d3.dn_loss_cls: 0.0215, d3.dn_loss_bbox: 0.1948, d3.dn_loss_iou: 0.3292, d4.dn_loss_cls: 0.0203, d4.dn_loss_bbox: 0.1946, d4.dn_loss_iou: 0.3289, loss: 8.3665, grad_norm: 15.8408 2023-11-07 00:45:44,736 - mmdet - INFO - Epoch [12][3000/3665] lr: 5.563e-07, eta: 0:09:06, time: 0.829, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2086, interm_loss_bbox: 0.1618, interm_loss_iou: 0.3791, loss_cls: 0.1707, loss_bbox: 0.1416, loss_iou: 0.3421, d0.loss_cls: 0.2223, d0.loss_bbox: 0.1452, d0.loss_iou: 0.3498, d1.loss_cls: 0.1886, d1.loss_bbox: 0.1455, d1.loss_iou: 0.3487, d2.loss_cls: 0.1789, d2.loss_bbox: 0.1421, d2.loss_iou: 0.3424, d3.loss_cls: 0.1739, d3.loss_bbox: 0.1413, d3.loss_iou: 0.3412, d4.loss_cls: 0.1715, d4.loss_bbox: 0.1415, d4.loss_iou: 0.3415, dn_loss_cls: 0.0196, dn_loss_bbox: 0.2011, dn_loss_iou: 0.3305, d0.dn_loss_cls: 0.0526, d0.dn_loss_bbox: 0.2941, d0.dn_loss_iou: 0.4378, d1.dn_loss_cls: 0.0286, d1.dn_loss_bbox: 0.2191, d1.dn_loss_iou: 0.3533, d2.dn_loss_cls: 0.0227, d2.dn_loss_bbox: 0.2039, d2.dn_loss_iou: 0.3352, d3.dn_loss_cls: 0.0209, d3.dn_loss_bbox: 0.2014, d3.dn_loss_iou: 0.3308, d4.dn_loss_cls: 0.0198, d4.dn_loss_bbox: 0.2011, d4.dn_loss_iou: 0.3305, loss: 8.3812, grad_norm: 15.1096 2023-11-07 00:46:29,239 - mmdet - INFO - Epoch [12][3050/3665] lr: 5.563e-07, eta: 0:08:25, time: 0.890, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2092, interm_loss_bbox: 0.1558, interm_loss_iou: 0.3739, loss_cls: 0.1700, loss_bbox: 0.1343, loss_iou: 0.3381, d0.loss_cls: 0.2221, d0.loss_bbox: 0.1393, d0.loss_iou: 0.3451, d1.loss_cls: 0.1882, d1.loss_bbox: 0.1394, d1.loss_iou: 0.3439, d2.loss_cls: 0.1792, d2.loss_bbox: 0.1351, d2.loss_iou: 0.3385, d3.loss_cls: 0.1737, d3.loss_bbox: 0.1343, d3.loss_iou: 0.3374, d4.loss_cls: 0.1702, d4.loss_bbox: 0.1348, d4.loss_iou: 0.3384, dn_loss_cls: 0.0189, dn_loss_bbox: 0.2013, dn_loss_iou: 0.3302, d0.dn_loss_cls: 0.0516, d0.dn_loss_bbox: 0.2913, d0.dn_loss_iou: 0.4360, d1.dn_loss_cls: 0.0278, d1.dn_loss_bbox: 0.2172, d1.dn_loss_iou: 0.3520, d2.dn_loss_cls: 0.0221, d2.dn_loss_bbox: 0.2040, d2.dn_loss_iou: 0.3349, d3.dn_loss_cls: 0.0203, d3.dn_loss_bbox: 0.2014, d3.dn_loss_iou: 0.3304, d4.dn_loss_cls: 0.0191, d4.dn_loss_bbox: 0.2013, d4.dn_loss_iou: 0.3302, loss: 8.2909, grad_norm: 15.2083 2023-11-07 00:47:11,152 - mmdet - INFO - Epoch [12][3100/3665] lr: 5.563e-07, eta: 0:07:44, time: 0.838, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2106, interm_loss_bbox: 0.1610, interm_loss_iou: 0.3722, loss_cls: 0.1685, loss_bbox: 0.1414, loss_iou: 0.3400, d0.loss_cls: 0.2232, d0.loss_bbox: 0.1439, d0.loss_iou: 0.3444, d1.loss_cls: 0.1901, d1.loss_bbox: 0.1428, d1.loss_iou: 0.3426, d2.loss_cls: 0.1781, d2.loss_bbox: 0.1411, d2.loss_iou: 0.3402, d3.loss_cls: 0.1724, d3.loss_bbox: 0.1405, d3.loss_iou: 0.3395, d4.loss_cls: 0.1694, d4.loss_bbox: 0.1410, d4.loss_iou: 0.3399, dn_loss_cls: 0.0201, dn_loss_bbox: 0.2073, dn_loss_iou: 0.3257, d0.dn_loss_cls: 0.0536, d0.dn_loss_bbox: 0.2978, d0.dn_loss_iou: 0.4299, d1.dn_loss_cls: 0.0291, d1.dn_loss_bbox: 0.2256, d1.dn_loss_iou: 0.3472, d2.dn_loss_cls: 0.0235, d2.dn_loss_bbox: 0.2106, d2.dn_loss_iou: 0.3303, d3.dn_loss_cls: 0.0216, d3.dn_loss_bbox: 0.2075, d3.dn_loss_iou: 0.3259, d4.dn_loss_cls: 0.0204, d4.dn_loss_bbox: 0.2073, d4.dn_loss_iou: 0.3257, loss: 8.3519, grad_norm: 15.4827 2023-11-07 00:47:52,749 - mmdet - INFO - Epoch [12][3150/3665] lr: 5.563e-07, eta: 0:07:03, time: 0.832, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2099, interm_loss_bbox: 0.1601, interm_loss_iou: 0.3761, loss_cls: 0.1694, loss_bbox: 0.1401, loss_iou: 0.3400, d0.loss_cls: 0.2232, d0.loss_bbox: 0.1422, d0.loss_iou: 0.3460, d1.loss_cls: 0.1887, d1.loss_bbox: 0.1426, d1.loss_iou: 0.3441, d2.loss_cls: 0.1788, d2.loss_bbox: 0.1394, d2.loss_iou: 0.3397, d3.loss_cls: 0.1736, d3.loss_bbox: 0.1389, d3.loss_iou: 0.3384, d4.loss_cls: 0.1704, d4.loss_bbox: 0.1398, d4.loss_iou: 0.3397, dn_loss_cls: 0.0193, dn_loss_bbox: 0.2002, dn_loss_iou: 0.3251, d0.dn_loss_cls: 0.0524, d0.dn_loss_bbox: 0.2944, d0.dn_loss_iou: 0.4302, d1.dn_loss_cls: 0.0280, d1.dn_loss_bbox: 0.2192, d1.dn_loss_iou: 0.3469, d2.dn_loss_cls: 0.0225, d2.dn_loss_bbox: 0.2041, d2.dn_loss_iou: 0.3299, d3.dn_loss_cls: 0.0206, d3.dn_loss_bbox: 0.2004, d3.dn_loss_iou: 0.3253, d4.dn_loss_cls: 0.0196, d4.dn_loss_bbox: 0.2002, d4.dn_loss_iou: 0.3250, loss: 8.3042, grad_norm: 14.7136 2023-11-07 00:48:33,200 - mmdet - INFO - Epoch [12][3200/3665] lr: 5.563e-07, eta: 0:06:22, time: 0.809, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2116, interm_loss_bbox: 0.1585, interm_loss_iou: 0.3772, loss_cls: 0.1706, loss_bbox: 0.1387, loss_iou: 0.3427, d0.loss_cls: 0.2249, d0.loss_bbox: 0.1402, d0.loss_iou: 0.3468, d1.loss_cls: 0.1921, d1.loss_bbox: 0.1408, d1.loss_iou: 0.3455, d2.loss_cls: 0.1804, d2.loss_bbox: 0.1390, d2.loss_iou: 0.3423, d3.loss_cls: 0.1739, d3.loss_bbox: 0.1382, d3.loss_iou: 0.3420, d4.loss_cls: 0.1716, d4.loss_bbox: 0.1388, d4.loss_iou: 0.3425, dn_loss_cls: 0.0205, dn_loss_bbox: 0.2032, dn_loss_iou: 0.3349, d0.dn_loss_cls: 0.0542, d0.dn_loss_bbox: 0.2975, d0.dn_loss_iou: 0.4423, d1.dn_loss_cls: 0.0300, d1.dn_loss_bbox: 0.2215, d1.dn_loss_iou: 0.3575, d2.dn_loss_cls: 0.0239, d2.dn_loss_bbox: 0.2063, d2.dn_loss_iou: 0.3399, d3.dn_loss_cls: 0.0220, d3.dn_loss_bbox: 0.2035, d3.dn_loss_iou: 0.3352, d4.dn_loss_cls: 0.0208, d4.dn_loss_bbox: 0.2032, d4.dn_loss_iou: 0.3348, loss: 8.4096, grad_norm: 15.4672 2023-11-07 00:49:13,774 - mmdet - INFO - Epoch [12][3250/3665] lr: 5.563e-07, eta: 0:05:41, time: 0.811, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2117, interm_loss_bbox: 0.1614, interm_loss_iou: 0.3767, loss_cls: 0.1698, loss_bbox: 0.1403, loss_iou: 0.3408, d0.loss_cls: 0.2249, d0.loss_bbox: 0.1445, d0.loss_iou: 0.3464, d1.loss_cls: 0.1908, d1.loss_bbox: 0.1439, d1.loss_iou: 0.3450, d2.loss_cls: 0.1803, d2.loss_bbox: 0.1400, d2.loss_iou: 0.3401, d3.loss_cls: 0.1738, d3.loss_bbox: 0.1399, d3.loss_iou: 0.3399, d4.loss_cls: 0.1707, d4.loss_bbox: 0.1402, d4.loss_iou: 0.3406, dn_loss_cls: 0.0194, dn_loss_bbox: 0.2039, dn_loss_iou: 0.3279, d0.dn_loss_cls: 0.0533, d0.dn_loss_bbox: 0.3002, d0.dn_loss_iou: 0.4330, d1.dn_loss_cls: 0.0287, d1.dn_loss_bbox: 0.2226, d1.dn_loss_iou: 0.3495, d2.dn_loss_cls: 0.0228, d2.dn_loss_bbox: 0.2073, d2.dn_loss_iou: 0.3324, d3.dn_loss_cls: 0.0209, d3.dn_loss_bbox: 0.2040, d3.dn_loss_iou: 0.3281, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.2039, d4.dn_loss_iou: 0.3279, loss: 8.3674, grad_norm: 15.1673 2023-11-07 00:49:54,342 - mmdet - INFO - Epoch [12][3300/3665] lr: 5.563e-07, eta: 0:04:59, time: 0.812, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2068, interm_loss_bbox: 0.1601, interm_loss_iou: 0.3753, loss_cls: 0.1665, loss_bbox: 0.1389, loss_iou: 0.3404, d0.loss_cls: 0.2203, d0.loss_bbox: 0.1422, d0.loss_iou: 0.3458, d1.loss_cls: 0.1870, d1.loss_bbox: 0.1410, d1.loss_iou: 0.3435, d2.loss_cls: 0.1759, d2.loss_bbox: 0.1395, d2.loss_iou: 0.3404, d3.loss_cls: 0.1695, d3.loss_bbox: 0.1387, d3.loss_iou: 0.3397, d4.loss_cls: 0.1680, d4.loss_bbox: 0.1384, d4.loss_iou: 0.3395, dn_loss_cls: 0.0192, dn_loss_bbox: 0.1973, dn_loss_iou: 0.3285, d0.dn_loss_cls: 0.0521, d0.dn_loss_bbox: 0.2862, d0.dn_loss_iou: 0.4341, d1.dn_loss_cls: 0.0280, d1.dn_loss_bbox: 0.2146, d1.dn_loss_iou: 0.3503, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.2005, d2.dn_loss_iou: 0.3333, d3.dn_loss_cls: 0.0203, d3.dn_loss_bbox: 0.1975, d3.dn_loss_iou: 0.3288, d4.dn_loss_cls: 0.0193, d4.dn_loss_bbox: 0.1973, d4.dn_loss_iou: 0.3285, loss: 8.2753, grad_norm: 14.5311 2023-11-07 00:50:35,491 - mmdet - INFO - Epoch [12][3350/3665] lr: 5.563e-07, eta: 0:04:18, time: 0.823, data_time: 0.009, memory: 22742, interm_loss_cls: 0.2106, interm_loss_bbox: 0.1619, interm_loss_iou: 0.3781, loss_cls: 0.1725, loss_bbox: 0.1375, loss_iou: 0.3392, d0.loss_cls: 0.2254, d0.loss_bbox: 0.1423, d0.loss_iou: 0.3470, d1.loss_cls: 0.1916, d1.loss_bbox: 0.1412, d1.loss_iou: 0.3445, d2.loss_cls: 0.1817, d2.loss_bbox: 0.1378, d2.loss_iou: 0.3401, d3.loss_cls: 0.1751, d3.loss_bbox: 0.1374, d3.loss_iou: 0.3391, d4.loss_cls: 0.1729, d4.loss_bbox: 0.1374, d4.loss_iou: 0.3395, dn_loss_cls: 0.0206, dn_loss_bbox: 0.2020, dn_loss_iou: 0.3314, d0.dn_loss_cls: 0.0546, d0.dn_loss_bbox: 0.2972, d0.dn_loss_iou: 0.4406, d1.dn_loss_cls: 0.0298, d1.dn_loss_bbox: 0.2213, d1.dn_loss_iou: 0.3547, d2.dn_loss_cls: 0.0240, d2.dn_loss_bbox: 0.2055, d2.dn_loss_iou: 0.3365, d3.dn_loss_cls: 0.0220, d3.dn_loss_bbox: 0.2022, d3.dn_loss_iou: 0.3317, d4.dn_loss_cls: 0.0207, d4.dn_loss_bbox: 0.2020, d4.dn_loss_iou: 0.3314, loss: 8.3809, grad_norm: 14.9238 2023-11-07 00:51:19,031 - mmdet - INFO - Epoch [12][3400/3665] lr: 5.563e-07, eta: 0:03:37, time: 0.871, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2095, interm_loss_bbox: 0.1576, interm_loss_iou: 0.3753, loss_cls: 0.1710, loss_bbox: 0.1359, loss_iou: 0.3411, d0.loss_cls: 0.2236, d0.loss_bbox: 0.1394, d0.loss_iou: 0.3458, d1.loss_cls: 0.1898, d1.loss_bbox: 0.1386, d1.loss_iou: 0.3448, d2.loss_cls: 0.1795, d2.loss_bbox: 0.1349, d2.loss_iou: 0.3403, d3.loss_cls: 0.1738, d3.loss_bbox: 0.1352, d3.loss_iou: 0.3400, d4.loss_cls: 0.1714, d4.loss_bbox: 0.1358, d4.loss_iou: 0.3407, dn_loss_cls: 0.0193, dn_loss_bbox: 0.1980, dn_loss_iou: 0.3276, d0.dn_loss_cls: 0.0528, d0.dn_loss_bbox: 0.2939, d0.dn_loss_iou: 0.4332, d1.dn_loss_cls: 0.0285, d1.dn_loss_bbox: 0.2162, d1.dn_loss_iou: 0.3500, d2.dn_loss_cls: 0.0226, d2.dn_loss_bbox: 0.2010, d2.dn_loss_iou: 0.3321, d3.dn_loss_cls: 0.0207, d3.dn_loss_bbox: 0.1981, d3.dn_loss_iou: 0.3278, d4.dn_loss_cls: 0.0196, d4.dn_loss_bbox: 0.1980, d4.dn_loss_iou: 0.3275, loss: 8.2910, grad_norm: 15.5108 2023-11-07 00:51:59,813 - mmdet - INFO - Epoch [12][3450/3665] lr: 5.563e-07, eta: 0:02:56, time: 0.815, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2112, interm_loss_bbox: 0.1567, interm_loss_iou: 0.3751, loss_cls: 0.1730, loss_bbox: 0.1364, loss_iou: 0.3408, d0.loss_cls: 0.2248, d0.loss_bbox: 0.1397, d0.loss_iou: 0.3474, d1.loss_cls: 0.1924, d1.loss_bbox: 0.1391, d1.loss_iou: 0.3456, d2.loss_cls: 0.1825, d2.loss_bbox: 0.1360, d2.loss_iou: 0.3405, d3.loss_cls: 0.1756, d3.loss_bbox: 0.1367, d3.loss_iou: 0.3405, d4.loss_cls: 0.1734, d4.loss_bbox: 0.1364, d4.loss_iou: 0.3410, dn_loss_cls: 0.0196, dn_loss_bbox: 0.1981, dn_loss_iou: 0.3228, d0.dn_loss_cls: 0.0534, d0.dn_loss_bbox: 0.2931, d0.dn_loss_iou: 0.4282, d1.dn_loss_cls: 0.0287, d1.dn_loss_bbox: 0.2164, d1.dn_loss_iou: 0.3438, d2.dn_loss_cls: 0.0229, d2.dn_loss_bbox: 0.2015, d2.dn_loss_iou: 0.3274, d3.dn_loss_cls: 0.0210, d3.dn_loss_bbox: 0.1983, d3.dn_loss_iou: 0.3231, d4.dn_loss_cls: 0.0198, d4.dn_loss_bbox: 0.1981, d4.dn_loss_iou: 0.3228, loss: 8.2837, grad_norm: 15.0798 2023-11-07 00:52:40,955 - mmdet - INFO - Epoch [12][3500/3665] lr: 5.563e-07, eta: 0:02:15, time: 0.823, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2092, interm_loss_bbox: 0.1568, interm_loss_iou: 0.3689, loss_cls: 0.1669, loss_bbox: 0.1364, loss_iou: 0.3333, d0.loss_cls: 0.2218, d0.loss_bbox: 0.1384, d0.loss_iou: 0.3405, d1.loss_cls: 0.1865, d1.loss_bbox: 0.1391, d1.loss_iou: 0.3387, d2.loss_cls: 0.1763, d2.loss_bbox: 0.1367, d2.loss_iou: 0.3335, d3.loss_cls: 0.1708, d3.loss_bbox: 0.1363, d3.loss_iou: 0.3323, d4.loss_cls: 0.1680, d4.loss_bbox: 0.1361, d4.loss_iou: 0.3331, dn_loss_cls: 0.0183, dn_loss_bbox: 0.1898, dn_loss_iou: 0.3207, d0.dn_loss_cls: 0.0516, d0.dn_loss_bbox: 0.2821, d0.dn_loss_iou: 0.4268, d1.dn_loss_cls: 0.0274, d1.dn_loss_bbox: 0.2075, d1.dn_loss_iou: 0.3428, d2.dn_loss_cls: 0.0217, d2.dn_loss_bbox: 0.1929, d2.dn_loss_iou: 0.3254, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.1899, d3.dn_loss_iou: 0.3210, d4.dn_loss_cls: 0.0185, d4.dn_loss_bbox: 0.1898, d4.dn_loss_iou: 0.3206, loss: 8.1260, grad_norm: 14.9165 2023-11-07 00:53:23,928 - mmdet - INFO - Epoch [12][3550/3665] lr: 5.563e-07, eta: 0:01:34, time: 0.860, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2098, interm_loss_bbox: 0.1568, interm_loss_iou: 0.3682, loss_cls: 0.1694, loss_bbox: 0.1360, loss_iou: 0.3344, d0.loss_cls: 0.2224, d0.loss_bbox: 0.1401, d0.loss_iou: 0.3407, d1.loss_cls: 0.1886, d1.loss_bbox: 0.1398, d1.loss_iou: 0.3395, d2.loss_cls: 0.1785, d2.loss_bbox: 0.1361, d2.loss_iou: 0.3342, d3.loss_cls: 0.1731, d3.loss_bbox: 0.1351, d3.loss_iou: 0.3330, d4.loss_cls: 0.1707, d4.loss_bbox: 0.1354, d4.loss_iou: 0.3334, dn_loss_cls: 0.0202, dn_loss_bbox: 0.1994, dn_loss_iou: 0.3250, d0.dn_loss_cls: 0.0543, d0.dn_loss_bbox: 0.2930, d0.dn_loss_iou: 0.4319, d1.dn_loss_cls: 0.0296, d1.dn_loss_bbox: 0.2177, d1.dn_loss_iou: 0.3478, d2.dn_loss_cls: 0.0237, d2.dn_loss_bbox: 0.2028, d2.dn_loss_iou: 0.3296, d3.dn_loss_cls: 0.0217, d3.dn_loss_bbox: 0.1995, d3.dn_loss_iou: 0.3252, d4.dn_loss_cls: 0.0205, d4.dn_loss_bbox: 0.1994, d4.dn_loss_iou: 0.3250, loss: 8.2417, grad_norm: 15.0447 2023-11-07 00:54:06,930 - mmdet - INFO - Epoch [12][3600/3665] lr: 5.563e-07, eta: 0:00:53, time: 0.860, data_time: 0.011, memory: 22742, interm_loss_cls: 0.2061, interm_loss_bbox: 0.1599, interm_loss_iou: 0.3795, loss_cls: 0.1695, loss_bbox: 0.1379, loss_iou: 0.3448, d0.loss_cls: 0.2199, d0.loss_bbox: 0.1417, d0.loss_iou: 0.3507, d1.loss_cls: 0.1874, d1.loss_bbox: 0.1415, d1.loss_iou: 0.3500, d2.loss_cls: 0.1778, d2.loss_bbox: 0.1392, d2.loss_iou: 0.3459, d3.loss_cls: 0.1725, d3.loss_bbox: 0.1384, d3.loss_iou: 0.3449, d4.loss_cls: 0.1697, d4.loss_bbox: 0.1385, d4.loss_iou: 0.3456, dn_loss_cls: 0.0185, dn_loss_bbox: 0.1962, dn_loss_iou: 0.3210, d0.dn_loss_cls: 0.0514, d0.dn_loss_bbox: 0.2899, d0.dn_loss_iou: 0.4265, d1.dn_loss_cls: 0.0274, d1.dn_loss_bbox: 0.2147, d1.dn_loss_iou: 0.3426, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.1991, d2.dn_loss_iou: 0.3253, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.1963, d3.dn_loss_iou: 0.3212, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.1962, d4.dn_loss_iou: 0.3210, loss: 8.2691, grad_norm: 15.5378 2023-11-07 00:54:48,496 - mmdet - INFO - Epoch [12][3650/3665] lr: 5.563e-07, eta: 0:00:12, time: 0.831, data_time: 0.010, memory: 22742, interm_loss_cls: 0.2083, interm_loss_bbox: 0.1570, interm_loss_iou: 0.3661, loss_cls: 0.1698, loss_bbox: 0.1361, loss_iou: 0.3289, d0.loss_cls: 0.2207, d0.loss_bbox: 0.1404, d0.loss_iou: 0.3362, d1.loss_cls: 0.1881, d1.loss_bbox: 0.1390, d1.loss_iou: 0.3332, d2.loss_cls: 0.1784, d2.loss_bbox: 0.1359, d2.loss_iou: 0.3281, d3.loss_cls: 0.1724, d3.loss_bbox: 0.1361, d3.loss_iou: 0.3282, d4.loss_cls: 0.1704, d4.loss_bbox: 0.1363, d4.loss_iou: 0.3290, dn_loss_cls: 0.0201, dn_loss_bbox: 0.1963, dn_loss_iou: 0.3240, d0.dn_loss_cls: 0.0540, d0.dn_loss_bbox: 0.2907, d0.dn_loss_iou: 0.4314, d1.dn_loss_cls: 0.0290, d1.dn_loss_bbox: 0.2145, d1.dn_loss_iou: 0.3466, d2.dn_loss_cls: 0.0231, d2.dn_loss_bbox: 0.1991, d2.dn_loss_iou: 0.3286, d3.dn_loss_cls: 0.0214, d3.dn_loss_bbox: 0.1965, d3.dn_loss_iou: 0.3243, d4.dn_loss_cls: 0.0203, d4.dn_loss_bbox: 0.1963, d4.dn_loss_iou: 0.3240, loss: 8.1786, grad_norm: 14.7620 2023-11-07 00:55:01,285 - mmdet - INFO - Saving checkpoint at 12 epochs 2023-11-07 00:56:07,973 - mmdet - INFO - Evaluating bbox... 2023-11-07 00:58:26,995 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.553 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.738 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.603 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.390 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.592 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.711 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.755 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.610 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.798 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.905 2023-11-07 00:58:26,997 - mmdet - INFO - +---------------+-------+--------------+-------+----------------+-------+ | category | AP | category | AP | category | AP | +---------------+-------+--------------+-------+----------------+-------+ | person | 0.646 | bicycle | 0.442 | car | 0.534 | | motorcycle | 0.569 | airplane | 0.784 | bus | 0.763 | | train | 0.773 | truck | 0.505 | boat | 0.395 | | traffic light | 0.347 | fire hydrant | 0.774 | stop sign | 0.709 | | parking meter | 0.557 | bench | 0.347 | bird | 0.493 | | cat | 0.825 | dog | 0.772 | horse | 0.695 | | sheep | 0.666 | cow | 0.693 | elephant | 0.782 | | bear | 0.855 | zebra | 0.778 | giraffe | 0.788 | | backpack | 0.254 | umbrella | 0.554 | handbag | 0.310 | | tie | 0.485 | suitcase | 0.541 | frisbee | 0.781 | | skis | 0.372 | snowboard | 0.511 | sports ball | 0.549 | | kite | 0.575 | baseball bat | 0.559 | baseball glove | 0.487 | | skateboard | 0.643 | surfboard | 0.530 | tennis racket | 0.650 | | bottle | 0.516 | wine glass | 0.496 | cup | 0.552 | | fork | 0.569 | knife | 0.386 | spoon | 0.391 | | bowl | 0.535 | banana | 0.351 | apple | 0.309 | | sandwich | 0.540 | orange | 0.416 | broccoli | 0.310 | | carrot | 0.309 | hot dog | 0.551 | pizza | 0.620 | | donut | 0.616 | cake | 0.503 | chair | 0.421 | | couch | 0.556 | potted plant | 0.401 | bed | 0.556 | | dining table | 0.396 | toilet | 0.723 | tv | 0.686 | | laptop | 0.771 | mouse | 0.704 | remote | 0.511 | | keyboard | 0.627 | cell phone | 0.514 | microwave | 0.731 | | oven | 0.474 | toaster | 0.513 | sink | 0.496 | | refrigerator | 0.736 | book | 0.259 | clock | 0.589 | | vase | 0.495 | scissors | 0.504 | teddy bear | 0.637 | | hair drier | 0.265 | toothbrush | 0.443 | None | None | +---------------+-------+--------------+-------+----------------+-------+ 2023-11-07 00:58:28,948 - mmdet - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/detection/work_dirs/dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx/best_bbox_mAP_epoch_11.pth was removed 2023-11-07 00:58:30,999 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_12.pth. 2023-11-07 00:58:30,999 - mmdet - INFO - Best bbox_mAP is 0.5531 at 12 epoch. 2023-11-07 00:58:31,000 - mmdet - INFO - Exp name: dino_4scale_flash_internimage_s_1x_coco_lw_4x4_nsmx.py 2023-11-07 00:58:31,000 - mmdet - INFO - Epoch(val) [12][625] bbox_mAP: 0.5531, bbox_mAP_50: 0.7377, bbox_mAP_75: 0.6035, bbox_mAP_s: 0.3903, bbox_mAP_m: 0.5916, bbox_mAP_l: 0.7108, bbox_mAP_copypaste: 0.5531 0.7377 0.6035 0.3903 0.5916 0.7108